html_url stringlengths 48 51 | title stringlengths 5 280 | comments stringlengths 63 51.8k | body stringlengths 0 36.2k ⌀ | comment_length int64 16 1.52k | text stringlengths 159 54.1k | embeddings listlengths 768 768 |
|---|---|---|---|---|---|---|
https://github.com/huggingface/datasets/issues/5345 | Wrong dtype for array in audio features | After some more investigation, this is due to [this line of code](https://github.com/huggingface/datasets/blob/main/src/datasets/features/audio.py#L279). The function `sf.read(file)` should be updated to `sf.read(file, dtype="float32")`
Indeed, the default value in soundfile is `float64` ([see here](https://pysoundfile.readthedocs.io/en/latest/#soundfile.read)).
| ### Describe the bug
When concatenating/interleaving different datasets, I stumble into an error because the features can't be aligned. After some investigation, I understood that the audio arrays had different dtypes, namely `float32` and `float64`. Consequently, the datasets cannot be merged.
### Steps to reproduce the bug
For example, for `facebook/voxpopuli` and `mozilla-foundation/common_voice_11_0`:
```
from datasets import load_dataset, interleave_datasets
covost = load_dataset("mozilla-foundation/common_voice_11_0", "en", split="train", streaming=True)
voxpopuli = datasets.load_dataset("facebook/voxpopuli", "nl", split="train", streaming=True)
sample_cv, = covost.take(1)
sample_vp, = voxpopuli.take(1)
assert sample_cv["audio"]["array"].dtype == sample_vp["audio"]["array"].dtype
# Fails
dataset = interleave_datasets([covost, voxpopuli])
# ValueError: The features can't be aligned because the key audio of features {'audio_id': Value(dtype='string', id=None), 'language': Value(dtype='int64', id=None), 'audio': {'array': Sequence(feature=Value(dtype='float64', id=None), length=-1, id=None), 'path': Value(dtype='string', id=None), 'sampling_rate': Value(dtype='int64', id=None)}, 'normalized_text': Value(dtype='string', id=None), 'gender': Value(dtype='string', id=None), 'speaker_id': Value(dtype='string', id=None), 'is_gold_transcript': Value(dtype='bool', id=None), 'accent': Value(dtype='string', id=None), 'sentence': Value(dtype='string', id=None)} has unexpected type - {'array': Sequence(feature=Value(dtype='float64', id=None), length=-1, id=None), 'path': Value(dtype='string', id=None), 'sampling_rate': Value(dtype='int64', id=None)} (expected either Audio(sampling_rate=16000, mono=True, decode=True, id=None) or Value("null").
```
### Expected behavior
The audio should be loaded to arrays with a unique dtype (I guess `float32`)
### Environment info
```
- `datasets` version: 2.7.1.dev0
- Platform: Linux-4.18.0-425.3.1.el8.x86_64-x86_64-with-glibc2.28
- Python version: 3.9.15
- PyArrow version: 10.0.1
- Pandas version: 1.5.2
``` | 31 | Wrong dtype for array in audio features
### Describe the bug
When concatenating/interleaving different datasets, I stumble into an error because the features can't be aligned. After some investigation, I understood that the audio arrays had different dtypes, namely `float32` and `float64`. Consequently, the datasets cannot be merged.
### Steps to reproduce the bug
For example, for `facebook/voxpopuli` and `mozilla-foundation/common_voice_11_0`:
```
from datasets import load_dataset, interleave_datasets
covost = load_dataset("mozilla-foundation/common_voice_11_0", "en", split="train", streaming=True)
voxpopuli = datasets.load_dataset("facebook/voxpopuli", "nl", split="train", streaming=True)
sample_cv, = covost.take(1)
sample_vp, = voxpopuli.take(1)
assert sample_cv["audio"]["array"].dtype == sample_vp["audio"]["array"].dtype
# Fails
dataset = interleave_datasets([covost, voxpopuli])
# ValueError: The features can't be aligned because the key audio of features {'audio_id': Value(dtype='string', id=None), 'language': Value(dtype='int64', id=None), 'audio': {'array': Sequence(feature=Value(dtype='float64', id=None), length=-1, id=None), 'path': Value(dtype='string', id=None), 'sampling_rate': Value(dtype='int64', id=None)}, 'normalized_text': Value(dtype='string', id=None), 'gender': Value(dtype='string', id=None), 'speaker_id': Value(dtype='string', id=None), 'is_gold_transcript': Value(dtype='bool', id=None), 'accent': Value(dtype='string', id=None), 'sentence': Value(dtype='string', id=None)} has unexpected type - {'array': Sequence(feature=Value(dtype='float64', id=None), length=-1, id=None), 'path': Value(dtype='string', id=None), 'sampling_rate': Value(dtype='int64', id=None)} (expected either Audio(sampling_rate=16000, mono=True, decode=True, id=None) or Value("null").
```
### Expected behavior
The audio should be loaded to arrays with a unique dtype (I guess `float32`)
### Environment info
```
- `datasets` version: 2.7.1.dev0
- Platform: Linux-4.18.0-425.3.1.el8.x86_64-x86_64-with-glibc2.28
- Python version: 3.9.15
- PyArrow version: 10.0.1
- Pandas version: 1.5.2
```
After some more investigation, this is due to [this line of code](https://github.com/huggingface/datasets/blob/main/src/datasets/features/audio.py#L279). The function `sf.read(file)` should be updated to `sf.read(file, dtype="float32")`
Indeed, the default value in soundfile is `float64` ([see here](https://pysoundfile.readthedocs.io/en/latest/#soundfile.read)).
| [
-0.12291823327541351,
-0.4239892363548279,
-0.13561224937438965,
0.3905717134475708,
0.23831605911254883,
0.07607387751340866,
0.3804249167442322,
0.0684790313243866,
-0.2117391973733902,
0.051939159631729126,
-0.31208425760269165,
0.08473389595746994,
-0.049408070743083954,
0.2217695266008377,
-0.3184698224067688,
-0.2180464267730713,
0.174748033285141,
0.17727749049663544,
-0.10633940994739532,
-0.014391306787729263,
-0.13049247860908508,
0.15069425106048584,
-0.4618290066719055,
-0.14664772152900696,
-0.20112447440624237,
0.2655186653137207,
-0.06049460172653198,
0.06376701593399048,
0.06971609592437744,
-0.12458400428295135,
0.2605880796909332,
-0.025033678859472275,
0.003367830067873001,
0.4238636791706085,
-0.00011307017120998353,
-0.06473905593156815,
0.30671918392181396,
-0.23232872784137726,
0.06390006840229034,
-0.022786632180213928,
-0.35556092858314514,
-0.2696671783924103,
-0.4952132999897003,
0.06546422094106674,
-0.1255803108215332,
-0.5049583315849304,
-0.39916151762008667,
-0.8575487732887268,
0.31308379769325256,
0.21264716982841492,
0.14732758700847626,
0.17161253094673157,
0.4140460193157196,
0.15851031243801117,
0.020451504737138748,
0.07226131111383438,
0.19738277792930603,
0.13454319536685944,
0.04182611405849457,
-0.0487690344452858,
0.5464380979537964,
0.19461843371391296,
-0.16753964126110077,
-0.08555063605308533,
0.16537779569625854,
-0.05011734738945961,
-0.07965541630983353,
-0.523739218711853,
-0.03381464630365372,
0.2483302354812622,
0.65547114610672,
0.03852594271302223,
-0.2560617923736572,
0.06775286048650742,
-0.07644488662481308,
-0.24346515536308289,
0.15437225997447968,
0.11399456113576889,
0.17301391065120697,
0.1112084835767746,
-0.0827266052365303,
0.3950951099395752,
-0.05809907615184784,
0.28636544942855835,
0.0790732353925705,
-0.024165332317352295,
0.0008082063868641853,
0.11947955191135406,
-0.09930431842803955,
-0.41584110260009766,
0.124507375061512,
-0.09884481877088547,
-0.109402596950531,
0.15898646414279938,
-0.46512293815612793,
-0.18146072328090668,
-0.1657002568244934,
-0.798224151134491,
0.12252809852361679,
-0.1695546805858612,
-0.11193163692951202,
-0.03319939970970154,
-0.04724930226802826,
0.06584089249372482,
0.23367930948734283,
0.2204320728778839,
-0.02578297257423401,
-0.20042574405670166,
0.14419874548912048,
-0.08461067825555801,
0.143975630402565,
0.21617043018341064,
0.14346472918987274,
-0.3522680699825287,
-0.07777650654315948,
0.2516750693321228,
0.420188307762146,
-0.1013074517250061,
-0.4337329864501953,
0.24058552086353302,
-0.6032716035842896,
0.09690272063016891,
0.004727210849523544,
-0.11186737567186356,
0.0547528937458992,
0.46492999792099,
0.09565889835357666,
0.2779339849948883,
0.03389010578393936,
-0.08164263516664505,
-0.040598608553409576,
-0.06689855456352234,
0.06855151057243347,
-0.040381163358688354,
0.058996450155973434,
0.09704692661762238,
0.007092840038239956,
0.2897927761077881,
0.1890510618686676,
-0.2864823341369629,
-0.2798117399215698,
-0.17647932469844818,
0.18688949942588806,
-0.1353321373462677,
0.11504550278186798,
-0.03849860653281212,
-0.009565569460391998,
0.13687095046043396,
-0.09045442193746567,
0.05982798710465431,
-0.41296958923339844,
-0.06244872882962227,
-0.3663354814052582,
0.2603573501110077,
-0.11895925551652908,
-0.03491106629371643,
0.06513616442680359,
0.356859028339386,
0.3364059031009674,
-0.25923529267311096,
-0.07142337411642075,
-0.14057505130767822,
-0.18852359056472778,
-0.035338204354047775,
0.3344922959804535,
0.061852291226387024,
-0.13224078714847565,
0.15177664160728455,
0.1228865310549736,
0.24034084379673004,
0.3161112070083618,
0.22758689522743225,
0.2067369520664215,
0.042079318314790726,
-0.18484635651111603,
0.21781279146671295,
0.12182114273309708,
-0.5230051875114441,
-0.24198725819587708,
-0.028760865330696106,
0.12425611913204193,
0.21201395988464355,
0.11840368062257767,
0.09894825518131256,
0.15152215957641602,
0.0533764511346817,
0.46772658824920654,
0.8735824823379517,
-0.12808342278003693,
0.19451478123664856,
-0.1300504058599472,
-0.20016220211982727,
0.3593698740005493,
0.08325278759002686,
-0.3776490092277527,
-0.06484993547201157,
-0.0585017129778862,
-0.057213373482227325,
0.21834462881088257,
-0.1219758689403534,
0.04463270306587219,
0.11096707731485367,
0.334875226020813,
-0.011540226638317108,
0.05788659676909447,
-0.14647576212882996,
-0.27364763617515564,
-0.09934975206851959,
0.11756518483161926,
0.06874243170022964,
0.252732515335083,
-0.16211259365081787,
-0.13974060118198395,
-0.2648397982120514,
-0.2640841603279114,
0.01452731154859066,
0.11397604644298553,
0.07805857062339783,
-0.09190604090690613,
-0.1203756332397461,
-0.03423478826880455,
0.06089986860752106,
0.4124247431755066,
-0.3059800863265991,
-0.38099873065948486,
0.4870225787162781,
-0.15245012938976288,
0.02729680761694908,
0.26619359850883484,
0.6128147840499878,
0.055194396525621414,
0.05589289963245392,
-0.30277740955352783,
0.4443781077861786,
0.0666382908821106,
0.09881246089935303,
-0.26569217443466187,
0.05300813913345337,
0.25877127051353455,
-0.5222600102424622,
0.01584140956401825,
0.2632674276828766,
0.09983046352863312,
-0.042969461530447006,
0.22079074382781982,
0.4059498906135559,
0.27798259258270264,
0.278473824262619,
-0.1584484875202179,
0.09853316843509674,
0.37056100368499756,
0.09537965059280396,
0.010565180331468582,
-0.18606531620025635,
0.17206615209579468,
-0.3829611837863922,
0.18179801106452942,
0.10094451159238815,
-0.37549638748168945,
0.2765899896621704,
0.3461110591888428,
0.08640463650226593,
-0.09331054240465164,
-0.13978615403175354,
-0.12456110864877701,
-0.14695072174072266,
0.0546179935336113,
-0.42134353518486023,
0.4355844259262085,
0.11550111323595047,
-0.12986190617084503,
-0.06041068583726883,
0.06802675873041153,
-0.02185044437646866,
0.16380073130130768,
0.11603638529777527,
-0.062328338623046875,
0.5028390884399414,
0.30423375964164734,
0.2437715232372284,
0.021432869136333466,
-0.2312561273574829,
-0.19547130167484283,
-0.04022535681724548,
-0.3831353783607483,
0.07224204391241074,
-0.41749972105026245,
-0.35757601261138916,
-0.3145366311073303,
-0.5665733814239502,
-0.10807986557483673,
-0.12098724395036697,
0.001350725069642067,
0.1993231624364853,
-0.38905930519104004,
0.4034665524959564,
0.2976299822330475,
0.3585053086280823,
0.20151042938232422,
0.2564649283885956,
-0.08403857797384262,
0.312347412109375,
-0.1392669379711151,
-0.018383439630270004,
0.3025229871273041,
0.1355869323015213,
0.054314713925123215,
0.1293300837278366,
-0.023257020860910416,
-0.11837548762559891,
-0.32737216353416443,
-0.01722508668899536,
-0.06883811950683594,
0.13700662553310394,
-0.21024513244628906,
-0.06134781241416931,
0.426974356174469,
-0.6939041018486023,
0.08406771719455719,
0.41554421186447144,
-0.3173205852508545,
0.2820388674736023,
0.14008744060993195,
-0.11496840417385101,
-0.22319509088993073,
-0.4876485764980316,
-0.3232099711894989,
-0.45107290148735046,
-0.147298663854599,
-0.43660616874694824,
0.014248315244913101,
0.10677370429039001,
0.06697791814804077,
-0.201189786195755,
0.16702057421207428,
0.07059793919324875,
-0.4296967089176178,
0.2282889187335968,
0.1178884208202362,
-0.11132307350635529,
-0.2321416288614273,
-0.3261719048023224,
-0.16021987795829773,
-0.05995878949761391,
-0.01759991981089115,
0.03783313184976578,
0.04270396754145622,
-0.21886798739433289,
-0.2728419303894043,
-0.25758981704711914,
-0.06224942207336426,
-0.07210905849933624,
0.13013479113578796,
0.08992209285497665,
-0.03590632975101471,
-0.16319145262241364,
-0.06947290152311325,
0.3892485499382019,
0.30446264147758484,
0.032803893089294434,
0.17884230613708496,
-0.36737170815467834,
0.3730144500732422,
0.5329861044883728,
-0.1982373148202896,
0.18732815980911255,
0.08871186524629593,
0.2590622305870056,
-0.34796127676963806,
-0.2389005422592163,
0.1748986691236496,
0.24366310238838196,
0.009859196841716766,
0.18917196989059448,
-0.1599196195602417,
-0.07061740010976791,
-0.17191076278686523,
0.41115602850914,
-0.06274943053722382,
-0.15024322271347046,
0.025033794343471527,
-0.38202980160713196,
0.06607423722743988,
-0.012797513976693153,
-0.08182671666145325,
0.12141956388950348,
-0.06692852079868317,
-0.08125370740890503,
0.08092476427555084,
-0.07718899101018906,
0.1715700477361679,
-0.22596916556358337,
-0.41296860575675964,
-0.030225291848182678,
0.3310040831565857,
0.32166534662246704,
0.9731165766716003,
-0.08149167150259018,
-0.2532956302165985,
-0.31583207845687866,
0.2153017371892929,
0.121085524559021,
-0.06134010851383209,
-0.17469701170921326,
0.06812994182109833,
0.3933892548084259,
0.357789009809494,
-0.4359038472175598,
-0.05758287012577057,
0.04392245039343834,
0.0030006077140569687,
0.5119786262512207,
-0.19647377729415894,
0.14218655228614807,
0.20109915733337402,
0.4908001124858856,
-0.03690515458583832,
-0.02373925969004631,
-0.12420204281806946,
-0.22062519192695618,
-0.2852112352848053,
-0.22821101546287537,
0.17511612176895142,
0.4492144286632538,
-0.27386772632598877,
-0.33212772011756897,
0.004134492948651314,
-0.17282655835151672,
0.23036663234233856,
0.006759172305464745,
0.4853680729866028,
0.0257353987544775,
0.4257850646972656,
-0.11060631275177002,
-0.059627383947372437,
0.2845292389392853,
0.31550532579421997,
0.42496418952941895,
-0.4501076936721802,
0.034634076058864594,
-0.29320234060287476,
0.3362411856651306,
0.044501058757305145,
0.074748195707798,
0.08674588799476624,
-0.11522406339645386,
0.020009800791740417,
-0.1126764640212059,
0.22181420028209686,
0.3439449965953827,
0.30083930492401123,
-0.5118880271911621,
-0.1799282282590866,
0.16404204070568085,
-0.010095706209540367,
0.043254122138023376,
0.36455222964286804,
-0.12141640484333038,
-0.18885239958763123,
0.3662492036819458,
-0.13447657227516174,
0.9301353096961975,
0.5347435474395752,
0.03569846600294113,
0.2953803539276123,
0.10590556263923645,
0.13552212715148926,
0.11612772941589355,
0.23826874792575836,
-0.19464080035686493,
-0.32222211360931396,
-0.1338166892528534,
-0.0910157859325409,
-0.22805482149124146,
-0.18825162947177887,
-0.2825198769569397,
0.3246334195137024,
-0.24772030115127563,
0.21696923673152924,
-0.18593265116214752,
-0.1286400556564331,
0.20088788866996765,
-0.12855935096740723,
0.05294383689761162,
0.061250120401382446,
-0.05764591693878174,
0.16638892889022827,
-0.07268188893795013,
-0.18877588212490082,
-0.16437911987304688,
-0.2665339708328247,
-0.3680250644683838,
0.17819631099700928,
-0.01432725042104721,
0.3141370415687561,
-0.06107814237475395,
-0.26150500774383545,
-0.009324796497821808,
-0.030686628073453903,
0.13778088986873627,
0.04241400212049484,
-0.059539273381233215,
-0.15416717529296875,
0.33682236075401306,
0.08572924137115479,
-0.08456346392631531,
-0.23100100457668304,
0.28845295310020447,
-0.07904957979917526,
-0.2112250030040741,
0.08070575445890427,
0.14815008640289307,
-0.019041193649172783,
-0.2691039741039276,
-0.06304426491260529,
-0.08703495562076569,
-0.039941951632499695,
-0.33390629291534424,
0.27220314741134644,
0.020004328340291977,
-0.04002981632947922,
0.11684340238571167,
-0.04573502391576767,
-0.28205057978630066,
0.23843714594841003,
-0.07421009242534637,
-0.15959547460079193,
-0.043844450265169144,
0.0685720443725586,
0.220662921667099,
-0.1866200566291809,
0.4040321707725525,
-0.10862677544355392,
-0.010828543454408646,
-0.038780104368925095,
0.08452899008989334,
-0.13440604507923126,
-0.20419219136238098,
-0.028347469866275787,
-0.4215101897716522,
-0.19949369132518768,
-0.1213989108800888,
0.07534348219633102,
0.10246121883392334,
0.23652702569961548,
0.004278004169464111,
-0.44606220722198486,
-0.2406114935874939,
0.3270091116428375,
-0.08169038593769073,
0.18983252346515656,
-0.32956042885780334,
0.28178200125694275,
-0.2842506766319275,
0.046331413090229034,
-0.2580549418926239,
-0.1732841283082962,
0.06255659461021423,
0.07939732074737549,
-0.01723037287592888,
-0.13851076364517212,
-0.2725297808647156,
-0.1945793479681015,
0.07818740606307983,
-0.1282927691936493,
0.08115094900131226,
-0.10856861621141434,
-0.027486011385917664,
0.13791315257549286,
0.19668427109718323,
-0.15658381581306458,
-0.12981420755386353,
-0.2071157544851303,
-0.1438751220703125,
-0.12114465236663818,
-0.10276535153388977,
0.02975810319185257,
-0.0640837699174881,
-0.035334616899490356,
-0.29103007912635803,
0.20249468088150024,
0.17499476671218872,
0.3688269257545471,
0.1268562525510788,
-0.17931030690670013,
-0.055115971714258194,
0.11664777994155884,
-0.3158833086490631,
-0.12539523839950562,
-0.3103829026222229,
0.07535315304994583,
0.11199420690536499,
-0.010568894445896149,
0.1794712096452713,
0.032032012939453125,
0.06547839939594269,
0.14464764297008514,
0.15686923265457153,
0.48171335458755493,
-0.24693742394447327,
0.01357891596853733,
0.06802773475646973,
0.19902560114860535,
-0.15459826588630676,
-0.21209853887557983,
-0.17249560356140137,
-0.0300167016685009,
-0.11404776573181152,
0.09365727752447128,
0.1349298357963562,
0.02718399465084076,
-0.07741032540798187,
0.0835229679942131,
0.15457887947559357,
0.16791509091854095,
0.20066604018211365,
0.04721242934465408,
-0.08106328547000885,
0.2150297909975052,
0.05447804182767868,
-0.145645409822464,
0.3714054524898529,
0.18699945509433746,
-0.21477308869361877,
0.17917650938034058,
0.526249885559082,
-0.42385777831077576,
0.21087035536766052,
-0.09308846294879913,
-0.28410103917121887,
0.01682761311531067,
-0.019865088164806366,
0.5099632143974304,
0.4622266888618469,
0.292045533657074,
-0.6009335517883301,
-0.4841940402984619,
-0.1040923148393631,
-0.025031473487615585,
-0.0947863832116127,
0.3270234167575836,
0.2860148549079895,
0.08592017740011215,
-0.3360491991043091,
-0.2505591809749603,
0.11224132776260376,
0.15053212642669678,
0.2792767286300659,
-0.01006578654050827,
-0.31625550985336304,
-0.06503894180059433,
0.10539572685956955,
0.4860070049762726,
0.18777430057525635,
-0.10464994609355927,
0.11987500637769699,
0.434750497341156,
-0.19458606839179993,
0.3531660735607147,
0.3639877438545227,
0.47514352202415466,
0.4784972369670868,
-0.25188225507736206,
-0.05854024365544319,
0.02340363711118698,
-0.05710335820913315,
0.13383033871650696,
0.2108129858970642,
0.04445117339491844,
-0.2642518877983093,
0.17194028198719025,
0.19468750059604645,
-0.040175724774599075,
0.11065874993801117,
0.1602579653263092,
0.1591540426015854,
-0.31808486580848694,
0.11888953298330307,
-0.4532167613506317,
0.05007866770029068,
0.040149275213479996,
-0.0988154485821724,
-0.34602904319763184,
-0.13336709141731262,
0.2400171011686325,
0.3266991972923279,
0.08505747467279434,
0.23854808509349823,
0.0671004205942154,
-0.05880333110690117,
0.2131951004266739,
0.5389256477355957,
0.1396600604057312,
-0.11432132869958878,
0.01916595548391342,
-0.608152449131012,
0.21683093905448914,
0.3626488149166107,
0.06042945384979248,
-0.06060938537120819,
0.12255735695362091,
0.21960270404815674,
0.02141404151916504,
0.1378600299358368,
-0.03807489201426506,
0.11347373574972153,
-0.05678461492061615,
-0.6147897243499756,
-0.11605511605739594,
-0.022718995809555054,
0.028836585581302643,
-0.01058749295771122,
-0.43123340606689453,
0.3984457850456238,
0.10069271922111511,
0.059402622282505035,
0.030841901898384094,
-0.09781010448932648,
-0.14464490115642548,
0.05587451159954071,
-0.09871192276477814,
0.1980232298374176,
0.38050511479377747,
-0.3186861574649811,
0.1320076882839203,
-0.20318102836608887,
-0.28252196311950684,
-0.22364521026611328,
0.06745386123657227,
-0.0919266939163208,
0.2725512683391571,
-0.17331507802009583,
0.32440751791000366,
-0.09458409249782562,
0.33289575576782227,
0.08492687344551086,
-0.13683868944644928,
-0.5305765271186829,
0.27494287490844727,
-0.2736584544181824,
0.07160337269306183,
0.1509828120470047,
0.1307075321674347,
0.021753180772066116,
0.26365190744400024,
-0.07676419615745544,
-0.5585331320762634,
0.4472465217113495,
0.3579593300819397,
-0.3103335499763489,
-0.22105766832828522,
0.20475101470947266,
0.5038779377937317,
0.3832553029060364,
-0.4907914996147156,
-0.008340209722518921,
0.16227301955223083,
-0.2155316174030304,
-0.07789251953363419,
0.29954996705055237,
-0.20169369876384735,
-0.08539900928735733,
-0.01409563422203064,
0.2963811159133911,
0.2814846336841583,
-0.16842162609100342,
0.2407141923904419,
-0.024339180439710617
] |
https://github.com/huggingface/datasets/issues/5345 | Wrong dtype for array in audio features | @qmeeus I agree, decoding of different audio formats should return the same dtypes indeed!
But note that here you are concatenating datasets with different sampling rates: 48000 for CommonVoice and 16000 for Voxpopuli. So you should cast them to the same sampling rate value before interleaving, for example:
```
cv = cv.cast_column("audio", Audio(sampling_rate=16000))
```
otherwise you would get the same error because features of the same column ("audio") are not the same.
Also, the error you get is unexpected. Could you please confirm that you use the latest main version of the `datasets`? We had an issue that could lead to an error like this after using `rename_column` method, but it was fixed in https://github.com/huggingface/datasets/pull/5287 | ### Describe the bug
When concatenating/interleaving different datasets, I stumble into an error because the features can't be aligned. After some investigation, I understood that the audio arrays had different dtypes, namely `float32` and `float64`. Consequently, the datasets cannot be merged.
### Steps to reproduce the bug
For example, for `facebook/voxpopuli` and `mozilla-foundation/common_voice_11_0`:
```
from datasets import load_dataset, interleave_datasets
covost = load_dataset("mozilla-foundation/common_voice_11_0", "en", split="train", streaming=True)
voxpopuli = datasets.load_dataset("facebook/voxpopuli", "nl", split="train", streaming=True)
sample_cv, = covost.take(1)
sample_vp, = voxpopuli.take(1)
assert sample_cv["audio"]["array"].dtype == sample_vp["audio"]["array"].dtype
# Fails
dataset = interleave_datasets([covost, voxpopuli])
# ValueError: The features can't be aligned because the key audio of features {'audio_id': Value(dtype='string', id=None), 'language': Value(dtype='int64', id=None), 'audio': {'array': Sequence(feature=Value(dtype='float64', id=None), length=-1, id=None), 'path': Value(dtype='string', id=None), 'sampling_rate': Value(dtype='int64', id=None)}, 'normalized_text': Value(dtype='string', id=None), 'gender': Value(dtype='string', id=None), 'speaker_id': Value(dtype='string', id=None), 'is_gold_transcript': Value(dtype='bool', id=None), 'accent': Value(dtype='string', id=None), 'sentence': Value(dtype='string', id=None)} has unexpected type - {'array': Sequence(feature=Value(dtype='float64', id=None), length=-1, id=None), 'path': Value(dtype='string', id=None), 'sampling_rate': Value(dtype='int64', id=None)} (expected either Audio(sampling_rate=16000, mono=True, decode=True, id=None) or Value("null").
```
### Expected behavior
The audio should be loaded to arrays with a unique dtype (I guess `float32`)
### Environment info
```
- `datasets` version: 2.7.1.dev0
- Platform: Linux-4.18.0-425.3.1.el8.x86_64-x86_64-with-glibc2.28
- Python version: 3.9.15
- PyArrow version: 10.0.1
- Pandas version: 1.5.2
``` | 115 | Wrong dtype for array in audio features
### Describe the bug
When concatenating/interleaving different datasets, I stumble into an error because the features can't be aligned. After some investigation, I understood that the audio arrays had different dtypes, namely `float32` and `float64`. Consequently, the datasets cannot be merged.
### Steps to reproduce the bug
For example, for `facebook/voxpopuli` and `mozilla-foundation/common_voice_11_0`:
```
from datasets import load_dataset, interleave_datasets
covost = load_dataset("mozilla-foundation/common_voice_11_0", "en", split="train", streaming=True)
voxpopuli = datasets.load_dataset("facebook/voxpopuli", "nl", split="train", streaming=True)
sample_cv, = covost.take(1)
sample_vp, = voxpopuli.take(1)
assert sample_cv["audio"]["array"].dtype == sample_vp["audio"]["array"].dtype
# Fails
dataset = interleave_datasets([covost, voxpopuli])
# ValueError: The features can't be aligned because the key audio of features {'audio_id': Value(dtype='string', id=None), 'language': Value(dtype='int64', id=None), 'audio': {'array': Sequence(feature=Value(dtype='float64', id=None), length=-1, id=None), 'path': Value(dtype='string', id=None), 'sampling_rate': Value(dtype='int64', id=None)}, 'normalized_text': Value(dtype='string', id=None), 'gender': Value(dtype='string', id=None), 'speaker_id': Value(dtype='string', id=None), 'is_gold_transcript': Value(dtype='bool', id=None), 'accent': Value(dtype='string', id=None), 'sentence': Value(dtype='string', id=None)} has unexpected type - {'array': Sequence(feature=Value(dtype='float64', id=None), length=-1, id=None), 'path': Value(dtype='string', id=None), 'sampling_rate': Value(dtype='int64', id=None)} (expected either Audio(sampling_rate=16000, mono=True, decode=True, id=None) or Value("null").
```
### Expected behavior
The audio should be loaded to arrays with a unique dtype (I guess `float32`)
### Environment info
```
- `datasets` version: 2.7.1.dev0
- Platform: Linux-4.18.0-425.3.1.el8.x86_64-x86_64-with-glibc2.28
- Python version: 3.9.15
- PyArrow version: 10.0.1
- Pandas version: 1.5.2
```
@qmeeus I agree, decoding of different audio formats should return the same dtypes indeed!
But note that here you are concatenating datasets with different sampling rates: 48000 for CommonVoice and 16000 for Voxpopuli. So you should cast them to the same sampling rate value before interleaving, for example:
```
cv = cv.cast_column("audio", Audio(sampling_rate=16000))
```
otherwise you would get the same error because features of the same column ("audio") are not the same.
Also, the error you get is unexpected. Could you please confirm that you use the latest main version of the `datasets`? We had an issue that could lead to an error like this after using `rename_column` method, but it was fixed in https://github.com/huggingface/datasets/pull/5287 | [
-0.12291823327541351,
-0.4239892363548279,
-0.13561224937438965,
0.3905717134475708,
0.23831605911254883,
0.07607387751340866,
0.3804249167442322,
0.0684790313243866,
-0.2117391973733902,
0.051939159631729126,
-0.31208425760269165,
0.08473389595746994,
-0.049408070743083954,
0.2217695266008377,
-0.3184698224067688,
-0.2180464267730713,
0.174748033285141,
0.17727749049663544,
-0.10633940994739532,
-0.014391306787729263,
-0.13049247860908508,
0.15069425106048584,
-0.4618290066719055,
-0.14664772152900696,
-0.20112447440624237,
0.2655186653137207,
-0.06049460172653198,
0.06376701593399048,
0.06971609592437744,
-0.12458400428295135,
0.2605880796909332,
-0.025033678859472275,
0.003367830067873001,
0.4238636791706085,
-0.00011307017120998353,
-0.06473905593156815,
0.30671918392181396,
-0.23232872784137726,
0.06390006840229034,
-0.022786632180213928,
-0.35556092858314514,
-0.2696671783924103,
-0.4952132999897003,
0.06546422094106674,
-0.1255803108215332,
-0.5049583315849304,
-0.39916151762008667,
-0.8575487732887268,
0.31308379769325256,
0.21264716982841492,
0.14732758700847626,
0.17161253094673157,
0.4140460193157196,
0.15851031243801117,
0.020451504737138748,
0.07226131111383438,
0.19738277792930603,
0.13454319536685944,
0.04182611405849457,
-0.0487690344452858,
0.5464380979537964,
0.19461843371391296,
-0.16753964126110077,
-0.08555063605308533,
0.16537779569625854,
-0.05011734738945961,
-0.07965541630983353,
-0.523739218711853,
-0.03381464630365372,
0.2483302354812622,
0.65547114610672,
0.03852594271302223,
-0.2560617923736572,
0.06775286048650742,
-0.07644488662481308,
-0.24346515536308289,
0.15437225997447968,
0.11399456113576889,
0.17301391065120697,
0.1112084835767746,
-0.0827266052365303,
0.3950951099395752,
-0.05809907615184784,
0.28636544942855835,
0.0790732353925705,
-0.024165332317352295,
0.0008082063868641853,
0.11947955191135406,
-0.09930431842803955,
-0.41584110260009766,
0.124507375061512,
-0.09884481877088547,
-0.109402596950531,
0.15898646414279938,
-0.46512293815612793,
-0.18146072328090668,
-0.1657002568244934,
-0.798224151134491,
0.12252809852361679,
-0.1695546805858612,
-0.11193163692951202,
-0.03319939970970154,
-0.04724930226802826,
0.06584089249372482,
0.23367930948734283,
0.2204320728778839,
-0.02578297257423401,
-0.20042574405670166,
0.14419874548912048,
-0.08461067825555801,
0.143975630402565,
0.21617043018341064,
0.14346472918987274,
-0.3522680699825287,
-0.07777650654315948,
0.2516750693321228,
0.420188307762146,
-0.1013074517250061,
-0.4337329864501953,
0.24058552086353302,
-0.6032716035842896,
0.09690272063016891,
0.004727210849523544,
-0.11186737567186356,
0.0547528937458992,
0.46492999792099,
0.09565889835357666,
0.2779339849948883,
0.03389010578393936,
-0.08164263516664505,
-0.040598608553409576,
-0.06689855456352234,
0.06855151057243347,
-0.040381163358688354,
0.058996450155973434,
0.09704692661762238,
0.007092840038239956,
0.2897927761077881,
0.1890510618686676,
-0.2864823341369629,
-0.2798117399215698,
-0.17647932469844818,
0.18688949942588806,
-0.1353321373462677,
0.11504550278186798,
-0.03849860653281212,
-0.009565569460391998,
0.13687095046043396,
-0.09045442193746567,
0.05982798710465431,
-0.41296958923339844,
-0.06244872882962227,
-0.3663354814052582,
0.2603573501110077,
-0.11895925551652908,
-0.03491106629371643,
0.06513616442680359,
0.356859028339386,
0.3364059031009674,
-0.25923529267311096,
-0.07142337411642075,
-0.14057505130767822,
-0.18852359056472778,
-0.035338204354047775,
0.3344922959804535,
0.061852291226387024,
-0.13224078714847565,
0.15177664160728455,
0.1228865310549736,
0.24034084379673004,
0.3161112070083618,
0.22758689522743225,
0.2067369520664215,
0.042079318314790726,
-0.18484635651111603,
0.21781279146671295,
0.12182114273309708,
-0.5230051875114441,
-0.24198725819587708,
-0.028760865330696106,
0.12425611913204193,
0.21201395988464355,
0.11840368062257767,
0.09894825518131256,
0.15152215957641602,
0.0533764511346817,
0.46772658824920654,
0.8735824823379517,
-0.12808342278003693,
0.19451478123664856,
-0.1300504058599472,
-0.20016220211982727,
0.3593698740005493,
0.08325278759002686,
-0.3776490092277527,
-0.06484993547201157,
-0.0585017129778862,
-0.057213373482227325,
0.21834462881088257,
-0.1219758689403534,
0.04463270306587219,
0.11096707731485367,
0.334875226020813,
-0.011540226638317108,
0.05788659676909447,
-0.14647576212882996,
-0.27364763617515564,
-0.09934975206851959,
0.11756518483161926,
0.06874243170022964,
0.252732515335083,
-0.16211259365081787,
-0.13974060118198395,
-0.2648397982120514,
-0.2640841603279114,
0.01452731154859066,
0.11397604644298553,
0.07805857062339783,
-0.09190604090690613,
-0.1203756332397461,
-0.03423478826880455,
0.06089986860752106,
0.4124247431755066,
-0.3059800863265991,
-0.38099873065948486,
0.4870225787162781,
-0.15245012938976288,
0.02729680761694908,
0.26619359850883484,
0.6128147840499878,
0.055194396525621414,
0.05589289963245392,
-0.30277740955352783,
0.4443781077861786,
0.0666382908821106,
0.09881246089935303,
-0.26569217443466187,
0.05300813913345337,
0.25877127051353455,
-0.5222600102424622,
0.01584140956401825,
0.2632674276828766,
0.09983046352863312,
-0.042969461530447006,
0.22079074382781982,
0.4059498906135559,
0.27798259258270264,
0.278473824262619,
-0.1584484875202179,
0.09853316843509674,
0.37056100368499756,
0.09537965059280396,
0.010565180331468582,
-0.18606531620025635,
0.17206615209579468,
-0.3829611837863922,
0.18179801106452942,
0.10094451159238815,
-0.37549638748168945,
0.2765899896621704,
0.3461110591888428,
0.08640463650226593,
-0.09331054240465164,
-0.13978615403175354,
-0.12456110864877701,
-0.14695072174072266,
0.0546179935336113,
-0.42134353518486023,
0.4355844259262085,
0.11550111323595047,
-0.12986190617084503,
-0.06041068583726883,
0.06802675873041153,
-0.02185044437646866,
0.16380073130130768,
0.11603638529777527,
-0.062328338623046875,
0.5028390884399414,
0.30423375964164734,
0.2437715232372284,
0.021432869136333466,
-0.2312561273574829,
-0.19547130167484283,
-0.04022535681724548,
-0.3831353783607483,
0.07224204391241074,
-0.41749972105026245,
-0.35757601261138916,
-0.3145366311073303,
-0.5665733814239502,
-0.10807986557483673,
-0.12098724395036697,
0.001350725069642067,
0.1993231624364853,
-0.38905930519104004,
0.4034665524959564,
0.2976299822330475,
0.3585053086280823,
0.20151042938232422,
0.2564649283885956,
-0.08403857797384262,
0.312347412109375,
-0.1392669379711151,
-0.018383439630270004,
0.3025229871273041,
0.1355869323015213,
0.054314713925123215,
0.1293300837278366,
-0.023257020860910416,
-0.11837548762559891,
-0.32737216353416443,
-0.01722508668899536,
-0.06883811950683594,
0.13700662553310394,
-0.21024513244628906,
-0.06134781241416931,
0.426974356174469,
-0.6939041018486023,
0.08406771719455719,
0.41554421186447144,
-0.3173205852508545,
0.2820388674736023,
0.14008744060993195,
-0.11496840417385101,
-0.22319509088993073,
-0.4876485764980316,
-0.3232099711894989,
-0.45107290148735046,
-0.147298663854599,
-0.43660616874694824,
0.014248315244913101,
0.10677370429039001,
0.06697791814804077,
-0.201189786195755,
0.16702057421207428,
0.07059793919324875,
-0.4296967089176178,
0.2282889187335968,
0.1178884208202362,
-0.11132307350635529,
-0.2321416288614273,
-0.3261719048023224,
-0.16021987795829773,
-0.05995878949761391,
-0.01759991981089115,
0.03783313184976578,
0.04270396754145622,
-0.21886798739433289,
-0.2728419303894043,
-0.25758981704711914,
-0.06224942207336426,
-0.07210905849933624,
0.13013479113578796,
0.08992209285497665,
-0.03590632975101471,
-0.16319145262241364,
-0.06947290152311325,
0.3892485499382019,
0.30446264147758484,
0.032803893089294434,
0.17884230613708496,
-0.36737170815467834,
0.3730144500732422,
0.5329861044883728,
-0.1982373148202896,
0.18732815980911255,
0.08871186524629593,
0.2590622305870056,
-0.34796127676963806,
-0.2389005422592163,
0.1748986691236496,
0.24366310238838196,
0.009859196841716766,
0.18917196989059448,
-0.1599196195602417,
-0.07061740010976791,
-0.17191076278686523,
0.41115602850914,
-0.06274943053722382,
-0.15024322271347046,
0.025033794343471527,
-0.38202980160713196,
0.06607423722743988,
-0.012797513976693153,
-0.08182671666145325,
0.12141956388950348,
-0.06692852079868317,
-0.08125370740890503,
0.08092476427555084,
-0.07718899101018906,
0.1715700477361679,
-0.22596916556358337,
-0.41296860575675964,
-0.030225291848182678,
0.3310040831565857,
0.32166534662246704,
0.9731165766716003,
-0.08149167150259018,
-0.2532956302165985,
-0.31583207845687866,
0.2153017371892929,
0.121085524559021,
-0.06134010851383209,
-0.17469701170921326,
0.06812994182109833,
0.3933892548084259,
0.357789009809494,
-0.4359038472175598,
-0.05758287012577057,
0.04392245039343834,
0.0030006077140569687,
0.5119786262512207,
-0.19647377729415894,
0.14218655228614807,
0.20109915733337402,
0.4908001124858856,
-0.03690515458583832,
-0.02373925969004631,
-0.12420204281806946,
-0.22062519192695618,
-0.2852112352848053,
-0.22821101546287537,
0.17511612176895142,
0.4492144286632538,
-0.27386772632598877,
-0.33212772011756897,
0.004134492948651314,
-0.17282655835151672,
0.23036663234233856,
0.006759172305464745,
0.4853680729866028,
0.0257353987544775,
0.4257850646972656,
-0.11060631275177002,
-0.059627383947372437,
0.2845292389392853,
0.31550532579421997,
0.42496418952941895,
-0.4501076936721802,
0.034634076058864594,
-0.29320234060287476,
0.3362411856651306,
0.044501058757305145,
0.074748195707798,
0.08674588799476624,
-0.11522406339645386,
0.020009800791740417,
-0.1126764640212059,
0.22181420028209686,
0.3439449965953827,
0.30083930492401123,
-0.5118880271911621,
-0.1799282282590866,
0.16404204070568085,
-0.010095706209540367,
0.043254122138023376,
0.36455222964286804,
-0.12141640484333038,
-0.18885239958763123,
0.3662492036819458,
-0.13447657227516174,
0.9301353096961975,
0.5347435474395752,
0.03569846600294113,
0.2953803539276123,
0.10590556263923645,
0.13552212715148926,
0.11612772941589355,
0.23826874792575836,
-0.19464080035686493,
-0.32222211360931396,
-0.1338166892528534,
-0.0910157859325409,
-0.22805482149124146,
-0.18825162947177887,
-0.2825198769569397,
0.3246334195137024,
-0.24772030115127563,
0.21696923673152924,
-0.18593265116214752,
-0.1286400556564331,
0.20088788866996765,
-0.12855935096740723,
0.05294383689761162,
0.061250120401382446,
-0.05764591693878174,
0.16638892889022827,
-0.07268188893795013,
-0.18877588212490082,
-0.16437911987304688,
-0.2665339708328247,
-0.3680250644683838,
0.17819631099700928,
-0.01432725042104721,
0.3141370415687561,
-0.06107814237475395,
-0.26150500774383545,
-0.009324796497821808,
-0.030686628073453903,
0.13778088986873627,
0.04241400212049484,
-0.059539273381233215,
-0.15416717529296875,
0.33682236075401306,
0.08572924137115479,
-0.08456346392631531,
-0.23100100457668304,
0.28845295310020447,
-0.07904957979917526,
-0.2112250030040741,
0.08070575445890427,
0.14815008640289307,
-0.019041193649172783,
-0.2691039741039276,
-0.06304426491260529,
-0.08703495562076569,
-0.039941951632499695,
-0.33390629291534424,
0.27220314741134644,
0.020004328340291977,
-0.04002981632947922,
0.11684340238571167,
-0.04573502391576767,
-0.28205057978630066,
0.23843714594841003,
-0.07421009242534637,
-0.15959547460079193,
-0.043844450265169144,
0.0685720443725586,
0.220662921667099,
-0.1866200566291809,
0.4040321707725525,
-0.10862677544355392,
-0.010828543454408646,
-0.038780104368925095,
0.08452899008989334,
-0.13440604507923126,
-0.20419219136238098,
-0.028347469866275787,
-0.4215101897716522,
-0.19949369132518768,
-0.1213989108800888,
0.07534348219633102,
0.10246121883392334,
0.23652702569961548,
0.004278004169464111,
-0.44606220722198486,
-0.2406114935874939,
0.3270091116428375,
-0.08169038593769073,
0.18983252346515656,
-0.32956042885780334,
0.28178200125694275,
-0.2842506766319275,
0.046331413090229034,
-0.2580549418926239,
-0.1732841283082962,
0.06255659461021423,
0.07939732074737549,
-0.01723037287592888,
-0.13851076364517212,
-0.2725297808647156,
-0.1945793479681015,
0.07818740606307983,
-0.1282927691936493,
0.08115094900131226,
-0.10856861621141434,
-0.027486011385917664,
0.13791315257549286,
0.19668427109718323,
-0.15658381581306458,
-0.12981420755386353,
-0.2071157544851303,
-0.1438751220703125,
-0.12114465236663818,
-0.10276535153388977,
0.02975810319185257,
-0.0640837699174881,
-0.035334616899490356,
-0.29103007912635803,
0.20249468088150024,
0.17499476671218872,
0.3688269257545471,
0.1268562525510788,
-0.17931030690670013,
-0.055115971714258194,
0.11664777994155884,
-0.3158833086490631,
-0.12539523839950562,
-0.3103829026222229,
0.07535315304994583,
0.11199420690536499,
-0.010568894445896149,
0.1794712096452713,
0.032032012939453125,
0.06547839939594269,
0.14464764297008514,
0.15686923265457153,
0.48171335458755493,
-0.24693742394447327,
0.01357891596853733,
0.06802773475646973,
0.19902560114860535,
-0.15459826588630676,
-0.21209853887557983,
-0.17249560356140137,
-0.0300167016685009,
-0.11404776573181152,
0.09365727752447128,
0.1349298357963562,
0.02718399465084076,
-0.07741032540798187,
0.0835229679942131,
0.15457887947559357,
0.16791509091854095,
0.20066604018211365,
0.04721242934465408,
-0.08106328547000885,
0.2150297909975052,
0.05447804182767868,
-0.145645409822464,
0.3714054524898529,
0.18699945509433746,
-0.21477308869361877,
0.17917650938034058,
0.526249885559082,
-0.42385777831077576,
0.21087035536766052,
-0.09308846294879913,
-0.28410103917121887,
0.01682761311531067,
-0.019865088164806366,
0.5099632143974304,
0.4622266888618469,
0.292045533657074,
-0.6009335517883301,
-0.4841940402984619,
-0.1040923148393631,
-0.025031473487615585,
-0.0947863832116127,
0.3270234167575836,
0.2860148549079895,
0.08592017740011215,
-0.3360491991043091,
-0.2505591809749603,
0.11224132776260376,
0.15053212642669678,
0.2792767286300659,
-0.01006578654050827,
-0.31625550985336304,
-0.06503894180059433,
0.10539572685956955,
0.4860070049762726,
0.18777430057525635,
-0.10464994609355927,
0.11987500637769699,
0.434750497341156,
-0.19458606839179993,
0.3531660735607147,
0.3639877438545227,
0.47514352202415466,
0.4784972369670868,
-0.25188225507736206,
-0.05854024365544319,
0.02340363711118698,
-0.05710335820913315,
0.13383033871650696,
0.2108129858970642,
0.04445117339491844,
-0.2642518877983093,
0.17194028198719025,
0.19468750059604645,
-0.040175724774599075,
0.11065874993801117,
0.1602579653263092,
0.1591540426015854,
-0.31808486580848694,
0.11888953298330307,
-0.4532167613506317,
0.05007866770029068,
0.040149275213479996,
-0.0988154485821724,
-0.34602904319763184,
-0.13336709141731262,
0.2400171011686325,
0.3266991972923279,
0.08505747467279434,
0.23854808509349823,
0.0671004205942154,
-0.05880333110690117,
0.2131951004266739,
0.5389256477355957,
0.1396600604057312,
-0.11432132869958878,
0.01916595548391342,
-0.608152449131012,
0.21683093905448914,
0.3626488149166107,
0.06042945384979248,
-0.06060938537120819,
0.12255735695362091,
0.21960270404815674,
0.02141404151916504,
0.1378600299358368,
-0.03807489201426506,
0.11347373574972153,
-0.05678461492061615,
-0.6147897243499756,
-0.11605511605739594,
-0.022718995809555054,
0.028836585581302643,
-0.01058749295771122,
-0.43123340606689453,
0.3984457850456238,
0.10069271922111511,
0.059402622282505035,
0.030841901898384094,
-0.09781010448932648,
-0.14464490115642548,
0.05587451159954071,
-0.09871192276477814,
0.1980232298374176,
0.38050511479377747,
-0.3186861574649811,
0.1320076882839203,
-0.20318102836608887,
-0.28252196311950684,
-0.22364521026611328,
0.06745386123657227,
-0.0919266939163208,
0.2725512683391571,
-0.17331507802009583,
0.32440751791000366,
-0.09458409249782562,
0.33289575576782227,
0.08492687344551086,
-0.13683868944644928,
-0.5305765271186829,
0.27494287490844727,
-0.2736584544181824,
0.07160337269306183,
0.1509828120470047,
0.1307075321674347,
0.021753180772066116,
0.26365190744400024,
-0.07676419615745544,
-0.5585331320762634,
0.4472465217113495,
0.3579593300819397,
-0.3103335499763489,
-0.22105766832828522,
0.20475101470947266,
0.5038779377937317,
0.3832553029060364,
-0.4907914996147156,
-0.008340209722518921,
0.16227301955223083,
-0.2155316174030304,
-0.07789251953363419,
0.29954996705055237,
-0.20169369876384735,
-0.08539900928735733,
-0.01409563422203064,
0.2963811159133911,
0.2814846336841583,
-0.16842162609100342,
0.2407141923904419,
-0.024339180439710617
] |
https://github.com/huggingface/datasets/issues/5345 | Wrong dtype for array in audio features | Hi Polina,
Sorry for the late answer
It is possible that the issue was due to a bug that is now fixed. I installed an editable version of datasets from github, but I don't recall whether I had updated it at the time of the issue. My research led me to other directions so I did not follow through on the interleave datasets.
| ### Describe the bug
When concatenating/interleaving different datasets, I stumble into an error because the features can't be aligned. After some investigation, I understood that the audio arrays had different dtypes, namely `float32` and `float64`. Consequently, the datasets cannot be merged.
### Steps to reproduce the bug
For example, for `facebook/voxpopuli` and `mozilla-foundation/common_voice_11_0`:
```
from datasets import load_dataset, interleave_datasets
covost = load_dataset("mozilla-foundation/common_voice_11_0", "en", split="train", streaming=True)
voxpopuli = datasets.load_dataset("facebook/voxpopuli", "nl", split="train", streaming=True)
sample_cv, = covost.take(1)
sample_vp, = voxpopuli.take(1)
assert sample_cv["audio"]["array"].dtype == sample_vp["audio"]["array"].dtype
# Fails
dataset = interleave_datasets([covost, voxpopuli])
# ValueError: The features can't be aligned because the key audio of features {'audio_id': Value(dtype='string', id=None), 'language': Value(dtype='int64', id=None), 'audio': {'array': Sequence(feature=Value(dtype='float64', id=None), length=-1, id=None), 'path': Value(dtype='string', id=None), 'sampling_rate': Value(dtype='int64', id=None)}, 'normalized_text': Value(dtype='string', id=None), 'gender': Value(dtype='string', id=None), 'speaker_id': Value(dtype='string', id=None), 'is_gold_transcript': Value(dtype='bool', id=None), 'accent': Value(dtype='string', id=None), 'sentence': Value(dtype='string', id=None)} has unexpected type - {'array': Sequence(feature=Value(dtype='float64', id=None), length=-1, id=None), 'path': Value(dtype='string', id=None), 'sampling_rate': Value(dtype='int64', id=None)} (expected either Audio(sampling_rate=16000, mono=True, decode=True, id=None) or Value("null").
```
### Expected behavior
The audio should be loaded to arrays with a unique dtype (I guess `float32`)
### Environment info
```
- `datasets` version: 2.7.1.dev0
- Platform: Linux-4.18.0-425.3.1.el8.x86_64-x86_64-with-glibc2.28
- Python version: 3.9.15
- PyArrow version: 10.0.1
- Pandas version: 1.5.2
``` | 63 | Wrong dtype for array in audio features
### Describe the bug
When concatenating/interleaving different datasets, I stumble into an error because the features can't be aligned. After some investigation, I understood that the audio arrays had different dtypes, namely `float32` and `float64`. Consequently, the datasets cannot be merged.
### Steps to reproduce the bug
For example, for `facebook/voxpopuli` and `mozilla-foundation/common_voice_11_0`:
```
from datasets import load_dataset, interleave_datasets
covost = load_dataset("mozilla-foundation/common_voice_11_0", "en", split="train", streaming=True)
voxpopuli = datasets.load_dataset("facebook/voxpopuli", "nl", split="train", streaming=True)
sample_cv, = covost.take(1)
sample_vp, = voxpopuli.take(1)
assert sample_cv["audio"]["array"].dtype == sample_vp["audio"]["array"].dtype
# Fails
dataset = interleave_datasets([covost, voxpopuli])
# ValueError: The features can't be aligned because the key audio of features {'audio_id': Value(dtype='string', id=None), 'language': Value(dtype='int64', id=None), 'audio': {'array': Sequence(feature=Value(dtype='float64', id=None), length=-1, id=None), 'path': Value(dtype='string', id=None), 'sampling_rate': Value(dtype='int64', id=None)}, 'normalized_text': Value(dtype='string', id=None), 'gender': Value(dtype='string', id=None), 'speaker_id': Value(dtype='string', id=None), 'is_gold_transcript': Value(dtype='bool', id=None), 'accent': Value(dtype='string', id=None), 'sentence': Value(dtype='string', id=None)} has unexpected type - {'array': Sequence(feature=Value(dtype='float64', id=None), length=-1, id=None), 'path': Value(dtype='string', id=None), 'sampling_rate': Value(dtype='int64', id=None)} (expected either Audio(sampling_rate=16000, mono=True, decode=True, id=None) or Value("null").
```
### Expected behavior
The audio should be loaded to arrays with a unique dtype (I guess `float32`)
### Environment info
```
- `datasets` version: 2.7.1.dev0
- Platform: Linux-4.18.0-425.3.1.el8.x86_64-x86_64-with-glibc2.28
- Python version: 3.9.15
- PyArrow version: 10.0.1
- Pandas version: 1.5.2
```
Hi Polina,
Sorry for the late answer
It is possible that the issue was due to a bug that is now fixed. I installed an editable version of datasets from github, but I don't recall whether I had updated it at the time of the issue. My research led me to other directions so I did not follow through on the interleave datasets.
| [
-0.12291823327541351,
-0.4239892363548279,
-0.13561224937438965,
0.3905717134475708,
0.23831605911254883,
0.07607387751340866,
0.3804249167442322,
0.0684790313243866,
-0.2117391973733902,
0.051939159631729126,
-0.31208425760269165,
0.08473389595746994,
-0.049408070743083954,
0.2217695266008377,
-0.3184698224067688,
-0.2180464267730713,
0.174748033285141,
0.17727749049663544,
-0.10633940994739532,
-0.014391306787729263,
-0.13049247860908508,
0.15069425106048584,
-0.4618290066719055,
-0.14664772152900696,
-0.20112447440624237,
0.2655186653137207,
-0.06049460172653198,
0.06376701593399048,
0.06971609592437744,
-0.12458400428295135,
0.2605880796909332,
-0.025033678859472275,
0.003367830067873001,
0.4238636791706085,
-0.00011307017120998353,
-0.06473905593156815,
0.30671918392181396,
-0.23232872784137726,
0.06390006840229034,
-0.022786632180213928,
-0.35556092858314514,
-0.2696671783924103,
-0.4952132999897003,
0.06546422094106674,
-0.1255803108215332,
-0.5049583315849304,
-0.39916151762008667,
-0.8575487732887268,
0.31308379769325256,
0.21264716982841492,
0.14732758700847626,
0.17161253094673157,
0.4140460193157196,
0.15851031243801117,
0.020451504737138748,
0.07226131111383438,
0.19738277792930603,
0.13454319536685944,
0.04182611405849457,
-0.0487690344452858,
0.5464380979537964,
0.19461843371391296,
-0.16753964126110077,
-0.08555063605308533,
0.16537779569625854,
-0.05011734738945961,
-0.07965541630983353,
-0.523739218711853,
-0.03381464630365372,
0.2483302354812622,
0.65547114610672,
0.03852594271302223,
-0.2560617923736572,
0.06775286048650742,
-0.07644488662481308,
-0.24346515536308289,
0.15437225997447968,
0.11399456113576889,
0.17301391065120697,
0.1112084835767746,
-0.0827266052365303,
0.3950951099395752,
-0.05809907615184784,
0.28636544942855835,
0.0790732353925705,
-0.024165332317352295,
0.0008082063868641853,
0.11947955191135406,
-0.09930431842803955,
-0.41584110260009766,
0.124507375061512,
-0.09884481877088547,
-0.109402596950531,
0.15898646414279938,
-0.46512293815612793,
-0.18146072328090668,
-0.1657002568244934,
-0.798224151134491,
0.12252809852361679,
-0.1695546805858612,
-0.11193163692951202,
-0.03319939970970154,
-0.04724930226802826,
0.06584089249372482,
0.23367930948734283,
0.2204320728778839,
-0.02578297257423401,
-0.20042574405670166,
0.14419874548912048,
-0.08461067825555801,
0.143975630402565,
0.21617043018341064,
0.14346472918987274,
-0.3522680699825287,
-0.07777650654315948,
0.2516750693321228,
0.420188307762146,
-0.1013074517250061,
-0.4337329864501953,
0.24058552086353302,
-0.6032716035842896,
0.09690272063016891,
0.004727210849523544,
-0.11186737567186356,
0.0547528937458992,
0.46492999792099,
0.09565889835357666,
0.2779339849948883,
0.03389010578393936,
-0.08164263516664505,
-0.040598608553409576,
-0.06689855456352234,
0.06855151057243347,
-0.040381163358688354,
0.058996450155973434,
0.09704692661762238,
0.007092840038239956,
0.2897927761077881,
0.1890510618686676,
-0.2864823341369629,
-0.2798117399215698,
-0.17647932469844818,
0.18688949942588806,
-0.1353321373462677,
0.11504550278186798,
-0.03849860653281212,
-0.009565569460391998,
0.13687095046043396,
-0.09045442193746567,
0.05982798710465431,
-0.41296958923339844,
-0.06244872882962227,
-0.3663354814052582,
0.2603573501110077,
-0.11895925551652908,
-0.03491106629371643,
0.06513616442680359,
0.356859028339386,
0.3364059031009674,
-0.25923529267311096,
-0.07142337411642075,
-0.14057505130767822,
-0.18852359056472778,
-0.035338204354047775,
0.3344922959804535,
0.061852291226387024,
-0.13224078714847565,
0.15177664160728455,
0.1228865310549736,
0.24034084379673004,
0.3161112070083618,
0.22758689522743225,
0.2067369520664215,
0.042079318314790726,
-0.18484635651111603,
0.21781279146671295,
0.12182114273309708,
-0.5230051875114441,
-0.24198725819587708,
-0.028760865330696106,
0.12425611913204193,
0.21201395988464355,
0.11840368062257767,
0.09894825518131256,
0.15152215957641602,
0.0533764511346817,
0.46772658824920654,
0.8735824823379517,
-0.12808342278003693,
0.19451478123664856,
-0.1300504058599472,
-0.20016220211982727,
0.3593698740005493,
0.08325278759002686,
-0.3776490092277527,
-0.06484993547201157,
-0.0585017129778862,
-0.057213373482227325,
0.21834462881088257,
-0.1219758689403534,
0.04463270306587219,
0.11096707731485367,
0.334875226020813,
-0.011540226638317108,
0.05788659676909447,
-0.14647576212882996,
-0.27364763617515564,
-0.09934975206851959,
0.11756518483161926,
0.06874243170022964,
0.252732515335083,
-0.16211259365081787,
-0.13974060118198395,
-0.2648397982120514,
-0.2640841603279114,
0.01452731154859066,
0.11397604644298553,
0.07805857062339783,
-0.09190604090690613,
-0.1203756332397461,
-0.03423478826880455,
0.06089986860752106,
0.4124247431755066,
-0.3059800863265991,
-0.38099873065948486,
0.4870225787162781,
-0.15245012938976288,
0.02729680761694908,
0.26619359850883484,
0.6128147840499878,
0.055194396525621414,
0.05589289963245392,
-0.30277740955352783,
0.4443781077861786,
0.0666382908821106,
0.09881246089935303,
-0.26569217443466187,
0.05300813913345337,
0.25877127051353455,
-0.5222600102424622,
0.01584140956401825,
0.2632674276828766,
0.09983046352863312,
-0.042969461530447006,
0.22079074382781982,
0.4059498906135559,
0.27798259258270264,
0.278473824262619,
-0.1584484875202179,
0.09853316843509674,
0.37056100368499756,
0.09537965059280396,
0.010565180331468582,
-0.18606531620025635,
0.17206615209579468,
-0.3829611837863922,
0.18179801106452942,
0.10094451159238815,
-0.37549638748168945,
0.2765899896621704,
0.3461110591888428,
0.08640463650226593,
-0.09331054240465164,
-0.13978615403175354,
-0.12456110864877701,
-0.14695072174072266,
0.0546179935336113,
-0.42134353518486023,
0.4355844259262085,
0.11550111323595047,
-0.12986190617084503,
-0.06041068583726883,
0.06802675873041153,
-0.02185044437646866,
0.16380073130130768,
0.11603638529777527,
-0.062328338623046875,
0.5028390884399414,
0.30423375964164734,
0.2437715232372284,
0.021432869136333466,
-0.2312561273574829,
-0.19547130167484283,
-0.04022535681724548,
-0.3831353783607483,
0.07224204391241074,
-0.41749972105026245,
-0.35757601261138916,
-0.3145366311073303,
-0.5665733814239502,
-0.10807986557483673,
-0.12098724395036697,
0.001350725069642067,
0.1993231624364853,
-0.38905930519104004,
0.4034665524959564,
0.2976299822330475,
0.3585053086280823,
0.20151042938232422,
0.2564649283885956,
-0.08403857797384262,
0.312347412109375,
-0.1392669379711151,
-0.018383439630270004,
0.3025229871273041,
0.1355869323015213,
0.054314713925123215,
0.1293300837278366,
-0.023257020860910416,
-0.11837548762559891,
-0.32737216353416443,
-0.01722508668899536,
-0.06883811950683594,
0.13700662553310394,
-0.21024513244628906,
-0.06134781241416931,
0.426974356174469,
-0.6939041018486023,
0.08406771719455719,
0.41554421186447144,
-0.3173205852508545,
0.2820388674736023,
0.14008744060993195,
-0.11496840417385101,
-0.22319509088993073,
-0.4876485764980316,
-0.3232099711894989,
-0.45107290148735046,
-0.147298663854599,
-0.43660616874694824,
0.014248315244913101,
0.10677370429039001,
0.06697791814804077,
-0.201189786195755,
0.16702057421207428,
0.07059793919324875,
-0.4296967089176178,
0.2282889187335968,
0.1178884208202362,
-0.11132307350635529,
-0.2321416288614273,
-0.3261719048023224,
-0.16021987795829773,
-0.05995878949761391,
-0.01759991981089115,
0.03783313184976578,
0.04270396754145622,
-0.21886798739433289,
-0.2728419303894043,
-0.25758981704711914,
-0.06224942207336426,
-0.07210905849933624,
0.13013479113578796,
0.08992209285497665,
-0.03590632975101471,
-0.16319145262241364,
-0.06947290152311325,
0.3892485499382019,
0.30446264147758484,
0.032803893089294434,
0.17884230613708496,
-0.36737170815467834,
0.3730144500732422,
0.5329861044883728,
-0.1982373148202896,
0.18732815980911255,
0.08871186524629593,
0.2590622305870056,
-0.34796127676963806,
-0.2389005422592163,
0.1748986691236496,
0.24366310238838196,
0.009859196841716766,
0.18917196989059448,
-0.1599196195602417,
-0.07061740010976791,
-0.17191076278686523,
0.41115602850914,
-0.06274943053722382,
-0.15024322271347046,
0.025033794343471527,
-0.38202980160713196,
0.06607423722743988,
-0.012797513976693153,
-0.08182671666145325,
0.12141956388950348,
-0.06692852079868317,
-0.08125370740890503,
0.08092476427555084,
-0.07718899101018906,
0.1715700477361679,
-0.22596916556358337,
-0.41296860575675964,
-0.030225291848182678,
0.3310040831565857,
0.32166534662246704,
0.9731165766716003,
-0.08149167150259018,
-0.2532956302165985,
-0.31583207845687866,
0.2153017371892929,
0.121085524559021,
-0.06134010851383209,
-0.17469701170921326,
0.06812994182109833,
0.3933892548084259,
0.357789009809494,
-0.4359038472175598,
-0.05758287012577057,
0.04392245039343834,
0.0030006077140569687,
0.5119786262512207,
-0.19647377729415894,
0.14218655228614807,
0.20109915733337402,
0.4908001124858856,
-0.03690515458583832,
-0.02373925969004631,
-0.12420204281806946,
-0.22062519192695618,
-0.2852112352848053,
-0.22821101546287537,
0.17511612176895142,
0.4492144286632538,
-0.27386772632598877,
-0.33212772011756897,
0.004134492948651314,
-0.17282655835151672,
0.23036663234233856,
0.006759172305464745,
0.4853680729866028,
0.0257353987544775,
0.4257850646972656,
-0.11060631275177002,
-0.059627383947372437,
0.2845292389392853,
0.31550532579421997,
0.42496418952941895,
-0.4501076936721802,
0.034634076058864594,
-0.29320234060287476,
0.3362411856651306,
0.044501058757305145,
0.074748195707798,
0.08674588799476624,
-0.11522406339645386,
0.020009800791740417,
-0.1126764640212059,
0.22181420028209686,
0.3439449965953827,
0.30083930492401123,
-0.5118880271911621,
-0.1799282282590866,
0.16404204070568085,
-0.010095706209540367,
0.043254122138023376,
0.36455222964286804,
-0.12141640484333038,
-0.18885239958763123,
0.3662492036819458,
-0.13447657227516174,
0.9301353096961975,
0.5347435474395752,
0.03569846600294113,
0.2953803539276123,
0.10590556263923645,
0.13552212715148926,
0.11612772941589355,
0.23826874792575836,
-0.19464080035686493,
-0.32222211360931396,
-0.1338166892528534,
-0.0910157859325409,
-0.22805482149124146,
-0.18825162947177887,
-0.2825198769569397,
0.3246334195137024,
-0.24772030115127563,
0.21696923673152924,
-0.18593265116214752,
-0.1286400556564331,
0.20088788866996765,
-0.12855935096740723,
0.05294383689761162,
0.061250120401382446,
-0.05764591693878174,
0.16638892889022827,
-0.07268188893795013,
-0.18877588212490082,
-0.16437911987304688,
-0.2665339708328247,
-0.3680250644683838,
0.17819631099700928,
-0.01432725042104721,
0.3141370415687561,
-0.06107814237475395,
-0.26150500774383545,
-0.009324796497821808,
-0.030686628073453903,
0.13778088986873627,
0.04241400212049484,
-0.059539273381233215,
-0.15416717529296875,
0.33682236075401306,
0.08572924137115479,
-0.08456346392631531,
-0.23100100457668304,
0.28845295310020447,
-0.07904957979917526,
-0.2112250030040741,
0.08070575445890427,
0.14815008640289307,
-0.019041193649172783,
-0.2691039741039276,
-0.06304426491260529,
-0.08703495562076569,
-0.039941951632499695,
-0.33390629291534424,
0.27220314741134644,
0.020004328340291977,
-0.04002981632947922,
0.11684340238571167,
-0.04573502391576767,
-0.28205057978630066,
0.23843714594841003,
-0.07421009242534637,
-0.15959547460079193,
-0.043844450265169144,
0.0685720443725586,
0.220662921667099,
-0.1866200566291809,
0.4040321707725525,
-0.10862677544355392,
-0.010828543454408646,
-0.038780104368925095,
0.08452899008989334,
-0.13440604507923126,
-0.20419219136238098,
-0.028347469866275787,
-0.4215101897716522,
-0.19949369132518768,
-0.1213989108800888,
0.07534348219633102,
0.10246121883392334,
0.23652702569961548,
0.004278004169464111,
-0.44606220722198486,
-0.2406114935874939,
0.3270091116428375,
-0.08169038593769073,
0.18983252346515656,
-0.32956042885780334,
0.28178200125694275,
-0.2842506766319275,
0.046331413090229034,
-0.2580549418926239,
-0.1732841283082962,
0.06255659461021423,
0.07939732074737549,
-0.01723037287592888,
-0.13851076364517212,
-0.2725297808647156,
-0.1945793479681015,
0.07818740606307983,
-0.1282927691936493,
0.08115094900131226,
-0.10856861621141434,
-0.027486011385917664,
0.13791315257549286,
0.19668427109718323,
-0.15658381581306458,
-0.12981420755386353,
-0.2071157544851303,
-0.1438751220703125,
-0.12114465236663818,
-0.10276535153388977,
0.02975810319185257,
-0.0640837699174881,
-0.035334616899490356,
-0.29103007912635803,
0.20249468088150024,
0.17499476671218872,
0.3688269257545471,
0.1268562525510788,
-0.17931030690670013,
-0.055115971714258194,
0.11664777994155884,
-0.3158833086490631,
-0.12539523839950562,
-0.3103829026222229,
0.07535315304994583,
0.11199420690536499,
-0.010568894445896149,
0.1794712096452713,
0.032032012939453125,
0.06547839939594269,
0.14464764297008514,
0.15686923265457153,
0.48171335458755493,
-0.24693742394447327,
0.01357891596853733,
0.06802773475646973,
0.19902560114860535,
-0.15459826588630676,
-0.21209853887557983,
-0.17249560356140137,
-0.0300167016685009,
-0.11404776573181152,
0.09365727752447128,
0.1349298357963562,
0.02718399465084076,
-0.07741032540798187,
0.0835229679942131,
0.15457887947559357,
0.16791509091854095,
0.20066604018211365,
0.04721242934465408,
-0.08106328547000885,
0.2150297909975052,
0.05447804182767868,
-0.145645409822464,
0.3714054524898529,
0.18699945509433746,
-0.21477308869361877,
0.17917650938034058,
0.526249885559082,
-0.42385777831077576,
0.21087035536766052,
-0.09308846294879913,
-0.28410103917121887,
0.01682761311531067,
-0.019865088164806366,
0.5099632143974304,
0.4622266888618469,
0.292045533657074,
-0.6009335517883301,
-0.4841940402984619,
-0.1040923148393631,
-0.025031473487615585,
-0.0947863832116127,
0.3270234167575836,
0.2860148549079895,
0.08592017740011215,
-0.3360491991043091,
-0.2505591809749603,
0.11224132776260376,
0.15053212642669678,
0.2792767286300659,
-0.01006578654050827,
-0.31625550985336304,
-0.06503894180059433,
0.10539572685956955,
0.4860070049762726,
0.18777430057525635,
-0.10464994609355927,
0.11987500637769699,
0.434750497341156,
-0.19458606839179993,
0.3531660735607147,
0.3639877438545227,
0.47514352202415466,
0.4784972369670868,
-0.25188225507736206,
-0.05854024365544319,
0.02340363711118698,
-0.05710335820913315,
0.13383033871650696,
0.2108129858970642,
0.04445117339491844,
-0.2642518877983093,
0.17194028198719025,
0.19468750059604645,
-0.040175724774599075,
0.11065874993801117,
0.1602579653263092,
0.1591540426015854,
-0.31808486580848694,
0.11888953298330307,
-0.4532167613506317,
0.05007866770029068,
0.040149275213479996,
-0.0988154485821724,
-0.34602904319763184,
-0.13336709141731262,
0.2400171011686325,
0.3266991972923279,
0.08505747467279434,
0.23854808509349823,
0.0671004205942154,
-0.05880333110690117,
0.2131951004266739,
0.5389256477355957,
0.1396600604057312,
-0.11432132869958878,
0.01916595548391342,
-0.608152449131012,
0.21683093905448914,
0.3626488149166107,
0.06042945384979248,
-0.06060938537120819,
0.12255735695362091,
0.21960270404815674,
0.02141404151916504,
0.1378600299358368,
-0.03807489201426506,
0.11347373574972153,
-0.05678461492061615,
-0.6147897243499756,
-0.11605511605739594,
-0.022718995809555054,
0.028836585581302643,
-0.01058749295771122,
-0.43123340606689453,
0.3984457850456238,
0.10069271922111511,
0.059402622282505035,
0.030841901898384094,
-0.09781010448932648,
-0.14464490115642548,
0.05587451159954071,
-0.09871192276477814,
0.1980232298374176,
0.38050511479377747,
-0.3186861574649811,
0.1320076882839203,
-0.20318102836608887,
-0.28252196311950684,
-0.22364521026611328,
0.06745386123657227,
-0.0919266939163208,
0.2725512683391571,
-0.17331507802009583,
0.32440751791000366,
-0.09458409249782562,
0.33289575576782227,
0.08492687344551086,
-0.13683868944644928,
-0.5305765271186829,
0.27494287490844727,
-0.2736584544181824,
0.07160337269306183,
0.1509828120470047,
0.1307075321674347,
0.021753180772066116,
0.26365190744400024,
-0.07676419615745544,
-0.5585331320762634,
0.4472465217113495,
0.3579593300819397,
-0.3103335499763489,
-0.22105766832828522,
0.20475101470947266,
0.5038779377937317,
0.3832553029060364,
-0.4907914996147156,
-0.008340209722518921,
0.16227301955223083,
-0.2155316174030304,
-0.07789251953363419,
0.29954996705055237,
-0.20169369876384735,
-0.08539900928735733,
-0.01409563422203064,
0.2963811159133911,
0.2814846336841583,
-0.16842162609100342,
0.2407141923904419,
-0.024339180439710617
] |
https://github.com/huggingface/datasets/issues/5342 | Emotion dataset cannot be downloaded | Hi @cbarond there's already an open issue at https://github.com/dair-ai/emotion_dataset/issues/5, as the data seems to be missing now, so check that issue instead 👍🏻 | ### Describe the bug
The emotion dataset gives a FileNotFoundError. The full error is: `FileNotFoundError: Couldn't find file at https://www.dropbox.com/s/1pzkadrvffbqw6o/train.txt?dl=1`.
It was working yesterday (December 7, 2022), but stopped working today (December 8, 2022).
### Steps to reproduce the bug
```python
from datasets import load_dataset
dataset = load_dataset("emotion")
```
### Expected behavior
The dataset should load properly.
### Environment info
- `datasets` version: 2.7.1
- Platform: Windows-10-10.0.19045-SP0
- Python version: 3.9.13
- PyArrow version: 10.0.1
- Pandas version: 1.5.1 | 23 | Emotion dataset cannot be downloaded
### Describe the bug
The emotion dataset gives a FileNotFoundError. The full error is: `FileNotFoundError: Couldn't find file at https://www.dropbox.com/s/1pzkadrvffbqw6o/train.txt?dl=1`.
It was working yesterday (December 7, 2022), but stopped working today (December 8, 2022).
### Steps to reproduce the bug
```python
from datasets import load_dataset
dataset = load_dataset("emotion")
```
### Expected behavior
The dataset should load properly.
### Environment info
- `datasets` version: 2.7.1
- Platform: Windows-10-10.0.19045-SP0
- Python version: 3.9.13
- PyArrow version: 10.0.1
- Pandas version: 1.5.1
Hi @cbarond there's already an open issue at https://github.com/dair-ai/emotion_dataset/issues/5, as the data seems to be missing now, so check that issue instead 👍🏻 | [
-0.2650430202484131,
-0.03189065307378769,
-0.15380007028579712,
0.35737448930740356,
0.2745245099067688,
0.1405259668827057,
0.12384442985057831,
0.313665509223938,
-0.005067234858870506,
0.14058813452720642,
-0.1170465275645256,
0.052154671400785446,
-0.18304987251758575,
-0.19911347329616547,
-0.07058347016572952,
-0.2806217670440674,
-0.10675955563783646,
0.14161229133605957,
0.1729113757610321,
0.05039794743061066,
-0.0952935516834259,
0.174423947930336,
-0.1252015233039856,
0.17773598432540894,
-0.31611183285713196,
-0.237760990858078,
-0.34166795015335083,
0.1392364799976349,
-0.3205675482749939,
-0.18525418639183044,
0.2767673432826996,
-0.2746713161468506,
0.4203096032142639,
0.27520203590393066,
-0.00010761950397863984,
0.08126062154769897,
0.2712993621826172,
0.1911483108997345,
-0.16157959401607513,
-0.6205973625183105,
0.004217006266117096,
-0.2377280294895172,
-0.1095319464802742,
0.011139817535877228,
0.04403162747621536,
-0.2270081788301468,
0.22006136178970337,
0.02844875305891037,
0.4207935333251953,
0.6426694393157959,
0.251568078994751,
0.2375285029411316,
0.4060588777065277,
-0.1350909173488617,
0.38001692295074463,
0.10925409942865372,
-0.11532943695783615,
0.19763697683811188,
0.0021393001079559326,
-0.40863001346588135,
-0.054251767694950104,
0.026592714712023735,
-0.022541042417287827,
0.02457522042095661,
0.11754821985960007,
-0.11028505861759186,
0.2771896421909332,
-0.5445115566253662,
0.03844744339585304,
0.28719690442085266,
0.6832559108734131,
-0.0434531569480896,
-0.38569313287734985,
-0.0008833557367324829,
0.17338617146015167,
-0.316932737827301,
0.3918876647949219,
0.19234703481197357,
-0.21061916649341583,
0.14498022198677063,
0.2692148983478546,
0.092557393014431,
-0.24672429263591766,
0.4169378876686096,
-0.007261946797370911,
0.04613885655999184,
-0.08803210407495499,
-0.15103277564048767,
-0.01726832613348961,
-0.21418265998363495,
-0.02474777027964592,
-0.03578710928559303,
-0.01576598361134529,
0.413478821516037,
-0.33845973014831543,
0.009344540536403656,
-0.1450580656528473,
-0.13993069529533386,
-0.06422083079814911,
-0.045791395008563995,
-0.05877342075109482,
-0.18378186225891113,
-0.22160659730434418,
0.0653505027294159,
0.47652843594551086,
0.17539052665233612,
-0.07669610530138016,
0.09327706694602966,
0.32017993927001953,
0.19023336470127106,
-0.02732335403561592,
-0.03329215198755264,
-0.22325484454631805,
-0.13872653245925903,
-0.00985078513622284,
-0.2304689586162567,
0.07079421728849411,
-0.12973368167877197,
-0.5343959331512451,
-0.024800140410661697,
-0.18001720309257507,
-0.05837423354387283,
-0.04272184148430824,
0.3182235062122345,
-0.20364059507846832,
0.18427351117134094,
0.061881840229034424,
0.06825335323810577,
0.02318708412349224,
-0.08869069814682007,
-0.1678113490343094,
0.23493175208568573,
-0.16050660610198975,
-0.08797822147607803,
0.2639734447002411,
-0.1802850067615509,
0.5142518877983093,
0.1257290244102478,
-0.16340193152427673,
-0.1028747707605362,
0.11917077004909515,
-0.3279009461402893,
-0.13300222158432007,
0.35263413190841675,
-0.0035926662385463715,
0.05755957216024399,
-0.03924592211842537,
-0.23721365630626678,
0.1296846568584442,
0.1186392605304718,
-0.215186208486557,
-0.06308441609144211,
-0.2675129175186157,
0.21464703977108002,
-0.3446553349494934,
-0.2861943542957306,
0.006786800920963287,
0.2714617848396301,
-0.12112811952829361,
-0.10101963579654694,
0.1307724118232727,
-0.15654627978801727,
0.005920637398958206,
-0.16417035460472107,
0.26416346430778503,
0.375896692276001,
-0.495430588722229,
-0.19488589465618134,
-0.3441287875175476,
-0.12741722166538239,
-0.0213540717959404,
0.17588385939598083,
-0.22180037200450897,
0.13948525488376617,
-0.4139665961265564,
0.18691767752170563,
0.4618477523326874,
-0.22425328195095062,
-0.6042653918266296,
0.10950151830911636,
-0.19872699677944183,
0.15920893847942352,
0.11909434199333191,
0.2506054639816284,
0.12167104333639145,
0.12881776690483093,
0.3566259741783142,
0.22846445441246033,
0.03893858566880226,
-0.2955854833126068,
-0.3302364945411682,
-0.2883222699165344,
0.13122554123401642,
0.3483542799949646,
0.3101593255996704,
0.12512238323688507,
0.2000611573457718,
-0.03437677025794983,
0.4737253487110138,
0.21816763281822205,
-0.11982865631580353,
0.21271897852420807,
0.31818848848342896,
0.35277259349823,
0.0011074445210397243,
-0.4033981263637543,
-0.20667216181755066,
0.19479846954345703,
-0.04586588591337204,
-0.008044213056564331,
0.1794832944869995,
-0.08490964025259018,
-0.3592960834503174,
-0.2559072971343994,
-0.22374053299427032,
-0.14431115984916687,
0.15444155037403107,
-0.019762292504310608,
-0.09050743281841278,
0.27525681257247925,
-0.3848286271095276,
0.42964431643486023,
-0.233411505818367,
0.1631944179534912,
-0.18648546934127808,
0.291086882352829,
-0.0946454256772995,
-0.11945001780986786,
0.11034207046031952,
-0.04434538632631302,
0.07169002294540405,
0.09489845484495163,
-0.10461332648992538,
0.2755456566810608,
-0.11145160347223282,
0.033855244517326355,
-0.012893162667751312,
-0.18151171505451202,
0.1747482270002365,
-0.17534473538398743,
0.01046275720000267,
0.11304199695587158,
-0.03047814592719078,
0.18843188881874084,
0.039803989231586456,
0.2773115038871765,
0.23332592844963074,
-0.01205810159444809,
0.09439229965209961,
0.24841216206550598,
0.39452287554740906,
-0.17666418850421906,
-0.16749247908592224,
-0.00230514258146286,
0.3748198449611664,
-0.3424767851829529,
0.2744460105895996,
-0.06471635401248932,
-0.3672252595424652,
0.048197563737630844,
0.2566342353820801,
0.0770399421453476,
0.11737149208784103,
0.21442604064941406,
-0.44952481985092163,
0.03697783499956131,
-0.031544268131256104,
0.1721171885728836,
0.4586225152015686,
0.2274501472711563,
-0.20128461718559265,
-0.1435461938381195,
-0.13212506473064423,
-0.15139912068843842,
0.19294938445091248,
0.238098606467247,
0.1495111584663391,
0.16261586546897888,
0.16726365685462952,
0.3149320185184479,
-0.14789032936096191,
-0.2412274330854416,
-0.0635278970003128,
0.25711026787757874,
-0.2938598096370697,
-0.2021324783563614,
-0.1801280975341797,
-0.3108697235584259,
-0.13991792500019073,
0.0684288740158081,
-0.30819910764694214,
-0.1062922477722168,
0.03589276596903801,
0.0778069943189621,
0.015139561146497726,
-0.033871106803417206,
-0.2881852090358734,
0.1243460476398468,
0.028981594368815422,
-0.0666937530040741,
-0.18326227366924286,
0.21669143438339233,
-0.10437377542257309,
0.1588950753211975,
0.21642805635929108,
0.125575989484787,
0.17972533404827118,
-0.12933911383152008,
0.11980703473091125,
-0.2947401702404022,
-0.2711394131183624,
-0.010725922882556915,
-0.050511062145233154,
0.4383123517036438,
-0.02291000634431839,
0.23814576864242554,
-0.22115971148014069,
-0.22842898964881897,
0.042939502745866776,
-0.13936780393123627,
-0.16799955070018768,
0.05101312696933746,
-0.033051133155822754,
0.019810540601611137,
0.13221371173858643,
-0.49751225113868713,
-0.4742283523082733,
-0.29411178827285767,
0.20989054441452026,
0.1113835871219635,
-0.04170349985361099,
0.19773529469966888,
0.21858060359954834,
0.23985141515731812,
-0.14030961692333221,
-0.22555679082870483,
-0.047374892979860306,
-0.16269540786743164,
0.49651265144348145,
-0.2694622874259949,
-0.28929540514945984,
0.2807490825653076,
-0.058455586433410645,
-0.07282526791095734,
-0.033639974892139435,
-0.6263740062713623,
0.04484172910451889,
-0.34960833191871643,
0.3946564197540283,
-0.0870341956615448,
-0.10597366094589233,
0.15812905132770538,
-0.28630557656288147,
-0.1456880122423172,
0.13164284825325012,
-0.10692963004112244,
-0.07535987347364426,
0.08106549829244614,
0.5541630983352661,
-0.2051869034767151,
0.29974156618118286,
0.0006070397794246674,
0.5973863005638123,
0.157104030251503,
-0.1071200966835022,
0.2633924186229706,
-0.2094583809375763,
0.38979554176330566,
0.04215635731816292,
-0.34741151332855225,
-0.0056973290629684925,
0.018602415919303894,
0.192595437169075,
0.04629218205809593,
-0.08917883038520813,
-0.10277263075113297,
-0.21088434755802155,
-0.13379129767417908,
-0.10492105782032013,
-0.012663787230849266,
-0.10214867442846298,
-0.13956843316555023,
0.05663581192493439,
0.3502000570297241,
-0.049488700926303864,
0.027299746870994568,
-0.30401307344436646,
0.1622283160686493,
0.5970240235328674,
0.02269206941127777,
0.09921303391456604,
0.06510166823863983,
-0.1018262431025505,
-0.25504326820373535,
0.07465849071741104,
-0.10635208338499069,
0.322098046541214,
-0.12917761504650116,
0.10659650713205338,
-0.006612315773963928,
0.11207528412342072,
0.6273679733276367,
-0.02526809833943844,
0.08008468151092529,
0.09717369079589844,
0.23755207657814026,
-0.16832534968852997,
-0.013202905654907227,
-0.08632835745811462,
0.1582985669374466,
0.35869842767715454,
0.6531599164009094,
0.14626330137252808,
-0.008045384660363197,
0.33537861704826355,
0.13302376866340637,
-0.18361638486385345,
-0.22999155521392822,
-0.35886693000793457,
-0.29144832491874695,
-0.014027918688952923,
-0.047267891466617584,
0.13413920998573303,
0.1396087259054184,
-0.2199537456035614,
-0.08963966369628906,
-0.2292054146528244,
-0.11799045652151108,
0.12801823019981384,
-0.08509339392185211,
0.2647647261619568,
-0.030520938336849213,
0.2726861238479614,
0.3846167027950287,
0.1766689419746399,
0.018528267741203308,
0.3761068284511566,
-0.008192278444766998,
-0.5843603610992432,
0.07237984240055084,
-0.24691563844680786,
-0.0728788897395134,
0.21622470021247864,
-0.33572548627853394,
-0.1097925528883934,
0.10215336829423904,
0.11691561341285706,
-0.005405821837484837,
0.06546156853437424,
0.37636229395866394,
0.04326730594038963,
-0.06571652740240097,
-0.3800751268863678,
0.32291343808174133,
0.06920436024665833,
0.021910741925239563,
0.15286673605442047,
0.26806125044822693,
-0.05727921426296234,
0.3090946674346924,
-0.10487451404333115,
0.6957073211669922,
0.01535956934094429,
0.09866711497306824,
0.25117820501327515,
0.19751469790935516,
0.5180348753929138,
-0.18076620995998383,
0.15335418283939362,
-0.11310005933046341,
-0.21751999855041504,
-0.13563543558120728,
-0.07376006245613098,
0.2535736858844757,
0.21006585657596588,
-0.002460714429616928,
0.35148945450782776,
0.21053026616573334,
0.1829647421836853,
0.25283464789390564,
0.15821436047554016,
-0.21478310227394104,
0.11742091178894043,
-0.2660653293132782,
0.15061569213867188,
0.02564348839223385,
0.4616585969924927,
0.05322588235139847,
-0.08026312291622162,
-0.4134467542171478,
-0.1715218871831894,
-0.4479833245277405,
0.051055438816547394,
-0.4855462908744812,
0.12322904914617538,
-0.40529665350914,
-0.06519174575805664,
0.23015162348747253,
0.5304778218269348,
0.3502684235572815,
-0.05298532173037529,
-0.22438955307006836,
0.2981131672859192,
0.030871454626321793,
-0.39179185032844543,
0.05880708619952202,
-0.10024229437112808,
0.4174146056175232,
-0.1777169406414032,
-0.3326917290687561,
0.24106460809707642,
-0.17709104716777802,
-0.04473084211349487,
-0.10639521479606628,
-0.035210683941841125,
-0.10091474652290344,
-0.14317457377910614,
-0.11519601941108704,
-0.23729199171066284,
0.07872119545936584,
-0.2495344877243042,
0.2053503692150116,
0.15253862738609314,
0.16805684566497803,
-0.012971043586730957,
-0.06509143114089966,
-0.1445223093032837,
-0.21625134348869324,
0.42747676372528076,
-0.2028612494468689,
-0.25634580850601196,
0.5595717430114746,
0.1565856635570526,
-0.11945442110300064,
-0.263245552778244,
0.2149880826473236,
0.1413988471031189,
-0.5014579892158508,
0.07423924654722214,
-0.0036001268308609724,
0.20316185057163239,
-0.18843214213848114,
0.11740832030773163,
0.1146250069141388,
-0.2612650990486145,
-0.04703540354967117,
-0.5618807077407837,
-0.21910765767097473,
0.22055961191654205,
0.20639419555664062,
-0.030499842017889023,
-0.09443528950214386,
-0.2592257261276245,
0.3018597662448883,
-0.2518775463104248,
-0.3368046283721924,
0.1446635127067566,
-0.017969520762562752,
-0.13966545462608337,
0.0003284793347120285,
0.07873578369617462,
0.2262095957994461,
-0.11456626653671265,
0.20512361824512482,
0.13699927926063538,
0.20732741057872772,
-0.24940478801727295,
-0.10577383637428284,
0.09551036357879639,
0.07074970006942749,
-0.08531929552555084,
0.05580070987343788,
-0.3332170248031616,
-0.15181660652160645,
0.18862029910087585,
-0.03469245135784149,
0.17612281441688538,
0.07746807485818863,
0.17404583096504211,
-0.08498431742191315,
0.12404072284698486,
0.07786213606595993,
0.19918151199817657,
-0.05195142328739166,
0.3228680491447449,
0.19172102212905884,
0.11490890383720398,
0.13398800790309906,
-0.02149677649140358,
-0.21295589208602905,
-0.2750658690929413,
-0.401594340801239,
0.12236295640468597,
0.20575281977653503,
-0.4395450949668884,
-0.17582446336746216,
-0.010699511505663395,
0.08263904601335526,
0.43827083706855774,
-0.3317791521549225,
0.21946939826011658,
0.4313942492008209,
0.27191081643104553,
-0.4915199875831604,
0.12176685780286789,
-0.035513922572135925,
-0.06839828193187714,
0.053762953728437424,
-0.04292484372854233,
-0.06075184792280197,
0.02876254916191101,
-0.15481308102607727,
0.13251060247421265,
0.46759507060050964,
-0.0849636048078537,
0.1199420839548111,
0.3229745328426361,
0.1472148597240448,
0.0052827708423137665,
0.12104019522666931,
0.29686686396598816,
0.08951587975025177,
0.5962345600128174,
-0.06994492560625076,
0.07375231385231018,
-0.10927359014749527,
0.16748666763305664,
-0.014703452587127686,
-0.386867880821228,
0.11016343533992767,
0.24728843569755554,
-0.38305917382240295,
0.17966675758361816,
-0.020455896854400635,
0.5650442838668823,
-0.28136008977890015,
0.16371890902519226,
-0.16856244206428528,
-0.13445931673049927,
-0.09955618530511856,
0.2714231312274933,
-0.07002189755439758,
-0.33177465200424194,
-0.1946335732936859,
-0.01834535039961338,
0.1350475400686264,
-0.1781400889158249,
-0.1103951632976532,
0.13572973012924194,
-0.3560106158256531,
-0.2799680233001709,
0.1034841388463974,
0.39260464906692505,
0.25187405943870544,
-0.1660364270210266,
0.013349754735827446,
0.19029751420021057,
-0.13519157469272614,
0.08570955693721771,
0.17567943036556244,
0.3583877384662628,
0.22522695362567902,
-0.07555940747261047,
0.10731134563684464,
0.03926962614059448,
-0.3243247866630554,
-0.03761877864599228,
0.37338724732398987,
0.1346360743045807,
-0.08809705078601837,
0.17279113829135895,
0.234666645526886,
-0.24124294519424438,
0.19370445609092712,
0.09003326296806335,
0.5629011988639832,
-0.44798794388771057,
0.3596317768096924,
-0.35852429270744324,
-0.18187542259693146,
-0.1456739604473114,
-0.20100617408752441,
-0.3205271363258362,
0.06271965056657791,
0.1387738287448883,
-0.004714786075055599,
0.0134319718927145,
-0.26446181535720825,
0.11975246667861938,
-0.30411264300346375,
0.018346980214118958,
0.6047219634056091,
0.13447389006614685,
-0.23242463171482086,
-0.03547099977731705,
-0.8364805579185486,
-0.057420842349529266,
-0.08697673678398132,
-0.20251242816448212,
0.046311911195516586,
0.1902991086244583,
-0.21016183495521545,
-0.009052339941263199,
0.23644931614398956,
0.061330508440732956,
0.2974511981010437,
0.19400663673877716,
-0.19063229858875275,
-0.23377852141857147,
-0.12047722935676575,
0.5302286744117737,
0.0808292031288147,
-0.17368195950984955,
0.06001986563205719,
0.07963401079177856,
0.027208276093006134,
-0.10906147956848145,
-0.13727319240570068,
-0.029940275475382805,
-0.32627567648887634,
0.3391891419887543,
-0.181478351354599,
0.13277411460876465,
0.0025808215141296387,
-0.1832282394170761,
-0.33948054909706116,
-0.13098327815532684,
-0.13964326679706573,
0.04515299201011658,
0.1399039328098297,
0.6537618637084961,
-0.18473295867443085,
-0.11024488508701324,
-0.20370635390281677,
-0.007019459269940853,
-0.12422707676887512,
-0.2662271559238434,
-0.2586979568004608,
0.1129637137055397,
0.07100629061460495,
0.17986749112606049,
-0.014671101234853268,
0.26655665040016174,
-0.24969246983528137,
-0.08982984721660614,
-0.18332627415657043,
-0.2577112317085266,
0.2727801203727722,
-0.44492068886756897,
0.07979652285575867,
-0.07578270137310028,
0.20464104413986206,
0.3951602578163147,
-0.012121686711907387,
-0.3441099524497986,
0.07741407305002213,
0.4318055510520935,
0.2303813099861145,
-0.03283977136015892,
-0.026377443224191666,
-0.06005611643195152,
0.27688127756118774,
0.09348849952220917,
0.32068535685539246,
0.07741476595401764,
-0.12764617800712585,
0.2784143090248108,
-0.15281488001346588
] |
https://github.com/huggingface/datasets/issues/5342 | Emotion dataset cannot be downloaded | Thanks @cbarond for reporting and @alvarobartt for pointing to the issue we opened in the author's repo.
Indeed, this issue was first raised in the "emotion" dataset Community tab: https://huggingface.co/datasets/emotion/discussions/3
I'm closing this issue and leave the issue above for the subsequent updates.
Duplicate of: https://huggingface.co/datasets/emotion/discussions/3 | ### Describe the bug
The emotion dataset gives a FileNotFoundError. The full error is: `FileNotFoundError: Couldn't find file at https://www.dropbox.com/s/1pzkadrvffbqw6o/train.txt?dl=1`.
It was working yesterday (December 7, 2022), but stopped working today (December 8, 2022).
### Steps to reproduce the bug
```python
from datasets import load_dataset
dataset = load_dataset("emotion")
```
### Expected behavior
The dataset should load properly.
### Environment info
- `datasets` version: 2.7.1
- Platform: Windows-10-10.0.19045-SP0
- Python version: 3.9.13
- PyArrow version: 10.0.1
- Pandas version: 1.5.1 | 46 | Emotion dataset cannot be downloaded
### Describe the bug
The emotion dataset gives a FileNotFoundError. The full error is: `FileNotFoundError: Couldn't find file at https://www.dropbox.com/s/1pzkadrvffbqw6o/train.txt?dl=1`.
It was working yesterday (December 7, 2022), but stopped working today (December 8, 2022).
### Steps to reproduce the bug
```python
from datasets import load_dataset
dataset = load_dataset("emotion")
```
### Expected behavior
The dataset should load properly.
### Environment info
- `datasets` version: 2.7.1
- Platform: Windows-10-10.0.19045-SP0
- Python version: 3.9.13
- PyArrow version: 10.0.1
- Pandas version: 1.5.1
Thanks @cbarond for reporting and @alvarobartt for pointing to the issue we opened in the author's repo.
Indeed, this issue was first raised in the "emotion" dataset Community tab: https://huggingface.co/datasets/emotion/discussions/3
I'm closing this issue and leave the issue above for the subsequent updates.
Duplicate of: https://huggingface.co/datasets/emotion/discussions/3 | [
-0.2444283813238144,
0.0499078631401062,
-0.15171529352664948,
0.3845750093460083,
0.3186911940574646,
0.1510685384273529,
0.09324774146080017,
0.2958166301250458,
-0.050234705209732056,
0.05524548888206482,
-0.14520367980003357,
0.07163482159376144,
-0.2212919294834137,
-0.1699875444173813,
-0.06227613240480423,
-0.28694993257522583,
-0.0959370955824852,
0.15365329384803772,
0.10515562444925308,
0.06734292209148407,
-0.1476426124572754,
0.19770607352256775,
-0.1201133280992508,
0.06291766464710236,
-0.35261160135269165,
-0.24216100573539734,
-0.267646849155426,
0.17882801592350006,
-0.4341402053833008,
-0.23033635318279266,
0.34300118684768677,
-0.25007984042167664,
0.27339670062065125,
0.32418298721313477,
-0.00010474551527295262,
0.07950477302074432,
0.35303187370300293,
0.11531113088130951,
-0.12016576528549194,
-0.5736328363418579,
0.09530774503946304,
-0.27892643213272095,
-0.13312186300754547,
-0.010327771306037903,
0.03410571813583374,
-0.2559843063354492,
0.2326379120349884,
0.07473418116569519,
0.4149928689002991,
0.4656965136528015,
0.27374401688575745,
0.3705289363861084,
0.4103735685348511,
-0.14732317626476288,
0.3747858703136444,
0.10429611802101135,
-0.17630867660045624,
0.2736242413520813,
0.03438716009259224,
-0.3783937692642212,
-0.014902070164680481,
0.03309105336666107,
-0.07223866879940033,
-0.017883259803056717,
0.2206394374370575,
-0.2173272669315338,
0.1675783097743988,
-0.4517744481563568,
0.057928092777729034,
0.34716951847076416,
0.589931070804596,
-0.05914965271949768,
-0.39079228043556213,
-0.05348198860883713,
0.17141447961330414,
-0.1825605034828186,
0.45474013686180115,
0.1824626326560974,
-0.0737469270825386,
0.09242011606693268,
0.20155976712703705,
0.12449491024017334,
-0.2090788185596466,
0.4224277138710022,
0.032176800072193146,
-0.05665053427219391,
-0.15223315358161926,
-0.11746758967638016,
0.07654981315135956,
-0.19580353796482086,
-0.19245712459087372,
-0.05634625256061554,
-0.06660273671150208,
0.4085298478603363,
-0.19310449063777924,
0.004306469112634659,
-0.1181238666176796,
-0.06633412092924118,
0.01009325310587883,
-0.0052599795162677765,
-0.18494631350040436,
-0.26664987206459045,
-0.27699318528175354,
0.046377211809158325,
0.5134627223014832,
0.11261345446109772,
-0.06836207956075668,
-0.0015316554345190525,
0.243280827999115,
0.22694222629070282,
-0.05456122010946274,
-0.0370592400431633,
-0.20989319682121277,
-0.2535805106163025,
-0.10456483066082001,
-0.2360154688358307,
0.1369909644126892,
-0.12829212844371796,
-0.504953920841217,
-0.04618002846837044,
-0.29508522152900696,
-0.02744281105697155,
0.031743135303258896,
0.3429047763347626,
-0.16886921226978302,
0.20044824481010437,
0.06246768683195114,
0.0984925702214241,
-0.006168450228869915,
-0.10154605656862259,
-0.14103242754936218,
0.1713745892047882,
-0.1863650530576706,
-0.08548777550458908,
0.33910807967185974,
-0.35426679253578186,
0.5777536034584045,
0.14892452955245972,
-0.20577935874462128,
-0.12903210520744324,
0.05190032720565796,
-0.2580603361129761,
-0.0927157774567604,
0.3213905096054077,
-0.04223572462797165,
0.08700451999902725,
-0.025831561535596848,
-0.18009358644485474,
0.0862961933016777,
-0.01742394268512726,
-0.13046354055404663,
-0.009472019970417023,
-0.17988230288028717,
0.1940421611070633,
-0.32495659589767456,
-0.2812092900276184,
0.05331971123814583,
0.2603592574596405,
-0.13422337174415588,
-0.004904124885797501,
0.18463489413261414,
-0.151454359292984,
0.005856569856405258,
-0.15295593440532684,
0.25814908742904663,
0.3886564373970032,
-0.42270132899284363,
-0.22396302223205566,
-0.23035381734371185,
-0.08305990695953369,
-0.05835931748151779,
0.2408517599105835,
-0.26994869112968445,
0.13993927836418152,
-0.38080671429634094,
0.19298575818538666,
0.3591049611568451,
-0.15617677569389343,
-0.5601332187652588,
0.12927711009979248,
-0.271820604801178,
0.20751985907554626,
0.02682676911354065,
0.2243862748146057,
0.03723907098174095,
0.012746327556669712,
0.26459816098213196,
0.22488631308078766,
0.06055130064487457,
-0.26296907663345337,
-0.2811473608016968,
-0.4107731282711029,
0.154305100440979,
0.23608015477657318,
0.18475356698036194,
0.06453568488359451,
0.14046207070350647,
0.054420106112957,
0.417612224817276,
0.21824680268764496,
-0.1540694385766983,
0.2540692687034607,
0.33125603199005127,
0.391923189163208,
-0.044249195605516434,
-0.3782908618450165,
-0.18266361951828003,
0.22764480113983154,
0.003184176981449127,
-0.10933442413806915,
0.218988299369812,
-0.14140740036964417,
-0.4176468849182129,
-0.26316022872924805,
-0.19540749490261078,
-0.12254978716373444,
0.14083683490753174,
-0.01351984590291977,
-0.06526029109954834,
0.2923628091812134,
-0.39521524310112,
0.3741219639778137,
-0.21109716594219208,
0.17602570354938507,
-0.21176780760288239,
0.21190863847732544,
-0.0798998475074768,
-0.10876607894897461,
0.1487467885017395,
0.00607241690158844,
0.16122964024543762,
0.05206562206149101,
-0.022215142846107483,
0.31648868322372437,
-0.17299675941467285,
0.023054063320159912,
-0.0066503919661045074,
-0.1524781435728073,
0.17119641602039337,
-0.1766308844089508,
0.003187062218785286,
0.13423976302146912,
0.019971735775470734,
0.1716466248035431,
0.08637630194425583,
0.3452458083629608,
0.14750000834465027,
-0.12416642159223557,
0.074607253074646,
0.17669640481472015,
0.3233582675457001,
-0.11311033368110657,
-0.2259768545627594,
0.023429304361343384,
0.40362778306007385,
-0.23905621469020844,
0.34773579239845276,
-0.014316441491246223,
-0.36747217178344727,
-0.017144881188869476,
0.33492374420166016,
0.0912228673696518,
0.08126335591077805,
0.04476529359817505,
-0.4558565020561218,
0.0820370614528656,
-0.05837998539209366,
0.20279009640216827,
0.42683351039886475,
0.28023871779441833,
-0.14935259521007538,
-0.09421286731958389,
-0.14765802025794983,
-0.1557551920413971,
0.21443521976470947,
0.1884329617023468,
0.09787061810493469,
0.17624346911907196,
0.08997054398059845,
0.346665620803833,
-0.22866442799568176,
-0.13641031086444855,
-0.11615535616874695,
0.13433045148849487,
-0.2761925756931305,
-0.15719476342201233,
-0.24693001806735992,
-0.3324985206127167,
-0.10320570319890976,
0.040579378604888916,
-0.3689793050289154,
-0.06352522224187851,
0.0474654957652092,
0.03503384441137314,
-0.005102494731545448,
-0.033214978873729706,
-0.26620304584503174,
0.17193979024887085,
-0.00013732537627220154,
-0.09578409045934677,
-0.1944005936384201,
0.1986406445503235,
-0.10325516015291214,
0.1491728574037552,
0.29848209023475647,
0.09931541234254837,
0.26001879572868347,
-0.11542978882789612,
0.038513485342264175,
-0.23466888070106506,
-0.27307018637657166,
-0.019254907965660095,
-0.10249853134155273,
0.40926092863082886,
0.023222483694553375,
0.3201563358306885,
-0.26462823152542114,
-0.22981448471546173,
0.10022059082984924,
-0.25080975890159607,
-0.16612006723880768,
-0.006208629347383976,
-0.012623485177755356,
0.028806157410144806,
0.11691462993621826,
-0.4863511025905609,
-0.3331587016582489,
-0.26526036858558655,
0.32243651151657104,
0.018304437398910522,
-0.15161724388599396,
0.39426106214523315,
0.18485361337661743,
0.2698555886745453,
-0.26193347573280334,
-0.19412635266780853,
-0.10023901611566544,
-0.24777181446552277,
0.5087964534759521,
-0.28108710050582886,
-0.36062300205230713,
0.343972384929657,
0.030463807284832,
-0.1974327713251114,
-0.07025910913944244,
-0.5704190135002136,
0.011173398233950138,
-0.37068140506744385,
0.3879716992378235,
-0.010031450539827347,
-0.03545157611370087,
0.09090406447649002,
-0.30794385075569153,
-0.11087936908006668,
0.09315795451402664,
-0.10658882558345795,
-0.116734080016613,
0.09497801959514618,
0.574704110622406,
-0.26920631527900696,
0.22571802139282227,
0.02309552952647209,
0.5728079080581665,
0.2076018899679184,
-0.0426509790122509,
0.3141562342643738,
-0.19100528955459595,
0.49020788073539734,
-0.02543848752975464,
-0.3801790773868561,
-0.010553202591836452,
-0.024780184030532837,
0.23196135461330414,
0.04306168854236603,
0.007501482963562012,
-0.016195738688111305,
-0.14799946546554565,
-0.1260836273431778,
-0.1516983062028885,
-0.07910003513097763,
-0.10822261869907379,
-0.0002650357782840729,
0.018075458705425262,
0.27149999141693115,
0.026221007108688354,
0.07782208919525146,
-0.23440423607826233,
0.15316669642925262,
0.6430882811546326,
0.022532150149345398,
0.15046465396881104,
0.08755296468734741,
-0.10361006110906601,
-0.2797342538833618,
0.0077324435114860535,
-0.0625012069940567,
0.22456736862659454,
-0.14388450980186462,
0.16204532980918884,
-0.0036440417170524597,
0.08846091479063034,
0.6429728269577026,
-0.0003901813179254532,
0.19361257553100586,
0.15293776988983154,
0.19789671897888184,
-0.2411196082830429,
-0.013020124286413193,
-0.08760076761245728,
0.16030576825141907,
0.3261491060256958,
0.6232370138168335,
0.08982080966234207,
-0.006340021267533302,
0.33909115195274353,
0.171151265501976,
-0.1081819012761116,
-0.23979926109313965,
-0.27166417241096497,
-0.401826947927475,
-0.00479796901345253,
-0.04426940530538559,
0.2287493497133255,
0.22327488660812378,
-0.1869003176689148,
-0.040886040776968,
-0.22791960835456848,
-0.10922474414110184,
0.052168894559144974,
-0.10812738537788391,
0.22055774927139282,
0.02505204826593399,
0.29979032278060913,
0.485350102186203,
0.19235070049762726,
0.02914588712155819,
0.4610667824745178,
0.07072148472070694,
-0.4544065594673157,
-0.044102370738983154,
-0.17295867204666138,
-0.08514771610498428,
0.317525714635849,
-0.28980812430381775,
-0.155490905046463,
0.15519718825817108,
-0.03607486933469772,
-0.024685654789209366,
0.018641768023371696,
0.40407639741897583,
0.01721968874335289,
-0.05863247066736221,
-0.3706683814525604,
0.3895502984523773,
0.052919868379831314,
0.12384474277496338,
0.13526049256324768,
0.3174334764480591,
-0.011527478694915771,
0.2525225877761841,
-0.17978891730308533,
0.7231345772743225,
-0.06998121738433838,
0.07667111605405807,
0.2502656579017639,
0.08320470154285431,
0.5475932359695435,
-0.2359791398048401,
0.09369885176420212,
-0.12271381914615631,
-0.2324824184179306,
-0.08781953901052475,
-0.07473653554916382,
0.29459208250045776,
0.21959766745567322,
-0.013065926730632782,
0.22763870656490326,
0.2166355699300766,
0.17017152905464172,
0.11145354062318802,
0.17269568145275116,
-0.2673892378807068,
0.11860592663288116,
-0.36846160888671875,
0.1737188845872879,
0.08179371058940887,
0.5035552382469177,
0.01825052872300148,
-0.18015050888061523,
-0.3876037299633026,
-0.1675204038619995,
-0.45794039964675903,
0.028456225991249084,
-0.5896784067153931,
0.07585394382476807,
-0.2601642608642578,
-0.02236703783273697,
0.2659056782722473,
0.4641832113265991,
0.2835100293159485,
-0.04266868159174919,
-0.2930556833744049,
0.2891595661640167,
-0.026838503777980804,
-0.4640474021434784,
0.056451551616191864,
-0.10334821045398712,
0.32027626037597656,
-0.15277284383773804,
-0.2957049608230591,
0.13373084366321564,
-0.18533067405223846,
-0.05133724585175514,
-0.03678566962480545,
-0.07863770425319672,
-0.25163424015045166,
-0.1814858466386795,
-0.1757550686597824,
-0.20597541332244873,
0.11109873652458191,
-0.2096657007932663,
0.20877759158611298,
0.12497173249721527,
0.1597311645746231,
-0.0930882915854454,
-0.0018907077610492706,
-0.13978265225887299,
-0.17786939442157745,
0.40759357810020447,
-0.37534624338150024,
-0.24105918407440186,
0.4542728364467621,
0.18989768624305725,
-0.12784862518310547,
-0.2700915038585663,
0.34775879979133606,
0.21255555748939514,
-0.512785017490387,
0.09113441407680511,
0.0945148915052414,
0.2201172560453415,
-0.1968567669391632,
0.18951638042926788,
0.23436327278614044,
-0.31910353899002075,
-0.05553372576832771,
-0.48168429732322693,
-0.1662566363811493,
0.2749069631099701,
0.24468570947647095,
0.047703832387924194,
-0.04154477268457413,
-0.15000343322753906,
0.30906733870506287,
-0.2862700819969177,
-0.3441808819770813,
0.08547809720039368,
-0.02944718487560749,
-0.19753508269786835,
-0.03083936497569084,
-0.006226208060979843,
0.27734601497650146,
-0.0804993063211441,
0.2082642763853073,
0.10309615731239319,
0.09173230081796646,
-0.26149120926856995,
-0.08692328631877899,
0.0946492999792099,
0.10815860331058502,
-0.1487458497285843,
0.10413940995931625,
-0.3374181389808655,
-0.16520075500011444,
0.12359825521707535,
-0.04970484972000122,
0.177209734916687,
0.08973124623298645,
0.23145067691802979,
-0.07569915056228638,
0.15455085039138794,
0.04479290544986725,
0.1773993819952011,
-0.07475487887859344,
0.3783121705055237,
0.14471545815467834,
0.059819091111421585,
0.16170257329940796,
0.02639840543270111,
-0.22698432207107544,
-0.2516806125640869,
-0.4178570508956909,
0.21972543001174927,
0.1900860071182251,
-0.36251455545425415,
-0.1699540615081787,
0.051005490124225616,
0.1689828336238861,
0.4534827470779419,
-0.30993926525115967,
0.24684013426303864,
0.4209771156311035,
0.2533348500728607,
-0.44592323899269104,
0.13083218038082123,
0.09711863100528717,
0.064317986369133,
0.06629402935504913,
-0.06399159878492355,
-0.05246623605489731,
0.0492958128452301,
-0.15571555495262146,
0.09356127679347992,
0.4626086354255676,
-0.005705554038286209,
0.19433163106441498,
0.3761822283267975,
0.21257559955120087,
-0.04406535252928734,
0.07845272868871689,
0.3083769381046295,
0.1433028131723404,
0.4711432456970215,
-0.02562946081161499,
0.0400092713534832,
-0.005769621580839157,
0.2379087209701538,
-0.04556844383478165,
-0.2979072034358978,
0.12529131770133972,
0.26918715238571167,
-0.2902069687843323,
0.18306761980056763,
-0.06480096280574799,
0.5929709672927856,
-0.37697163224220276,
0.1207694560289383,
-0.19680583477020264,
-0.021248366683721542,
-0.09683067351579666,
0.1880841702222824,
-0.08305434882640839,
-0.23864710330963135,
-0.23055244982242584,
0.014148026704788208,
0.06366294622421265,
-0.19235043227672577,
-0.08082504570484161,
0.12358477711677551,
-0.33695417642593384,
-0.39240261912345886,
0.09925825893878937,
0.3319227695465088,
0.32142308354377747,
-0.15947334468364716,
0.01247146911919117,
0.14416125416755676,
-0.0908605307340622,
0.12802371382713318,
0.2887488901615143,
0.34006771445274353,
0.23343145847320557,
-0.07175110280513763,
0.1071854829788208,
-0.02415117621421814,
-0.2882930040359497,
-0.056707713752985,
0.30877557396888733,
0.035355180501937866,
-0.11406250298023224,
0.17038913071155548,
0.23599475622177124,
-0.23015077412128448,
0.16050224006175995,
0.05410624295473099,
0.518168568611145,
-0.4798782467842102,
0.21691855788230896,
-0.4535568058490753,
-0.08439048379659653,
-0.19915884733200073,
-0.1587556004524231,
-0.27664458751678467,
0.10987494140863419,
0.17111793160438538,
0.06848029792308807,
0.09967022389173508,
-0.17374677956104279,
0.13741478323936462,
-0.20920497179031372,
0.02389894798398018,
0.6180012226104736,
0.139821395277977,
-0.1567830741405487,
-0.03076000139117241,
-0.7817777395248413,
-0.08626142889261246,
-0.12126387655735016,
-0.2527684271335602,
0.10628994554281235,
0.15777833759784698,
-0.22753652930259705,
0.042295776307582855,
0.2887478172779083,
0.04643302783370018,
0.35493460297584534,
0.22542807459831238,
-0.13828513026237488,
-0.2339315563440323,
-0.0049196332693099976,
0.4621628522872925,
0.05825961381196976,
-0.13898338377475739,
0.046626944094896317,
0.0851159617304802,
0.03286620229482651,
-0.11752143502235413,
-0.21590104699134827,
-0.07812739163637161,
-0.24031510949134827,
0.27433958649635315,
-0.17409299314022064,
0.09017755091190338,
-0.016305474564433098,
-0.1938842535018921,
-0.45341014862060547,
-0.14452864229679108,
-0.17080289125442505,
0.05679422244429588,
0.07611578702926636,
0.5989282131195068,
-0.25507038831710815,
-0.1051703691482544,
-0.21146194636821747,
0.009743989445269108,
-0.14457568526268005,
-0.1247551366686821,
-0.3203658163547516,
0.04093112796545029,
0.014761097729206085,
0.12763914465904236,
-0.15673454105854034,
0.2795918881893158,
-0.33166220784187317,
-0.058935947716236115,
-0.16920199990272522,
-0.21288397908210754,
0.29811522364616394,
-0.4838544726371765,
0.08681710064411163,
0.05985318869352341,
0.12003352493047714,
0.35023772716522217,
-0.03127787262201309,
-0.2770196199417114,
0.10227585583925247,
0.4036920368671417,
0.24680188298225403,
-0.08419974148273468,
-0.010919574648141861,
-0.1368531584739685,
0.16572943329811096,
0.12905223667621613,
0.30401936173439026,
0.053134579211473465,
-0.1442008763551712,
0.3470708727836609,
-0.12562307715415955
] |
https://github.com/huggingface/datasets/issues/5342 | Emotion dataset cannot be downloaded | > try using "SetFit/emotion" instead
I' replaced "emotion" with "SetFit/Emotion", but the code is getting stuck at
`emotions = load_dataset("SetFit/emotion")`
I pause execution using the debugger, and it takes me to filelock.py:226
`with self._thread_lock:`
Do you know a way to get past this issue? | ### Describe the bug
The emotion dataset gives a FileNotFoundError. The full error is: `FileNotFoundError: Couldn't find file at https://www.dropbox.com/s/1pzkadrvffbqw6o/train.txt?dl=1`.
It was working yesterday (December 7, 2022), but stopped working today (December 8, 2022).
### Steps to reproduce the bug
```python
from datasets import load_dataset
dataset = load_dataset("emotion")
```
### Expected behavior
The dataset should load properly.
### Environment info
- `datasets` version: 2.7.1
- Platform: Windows-10-10.0.19045-SP0
- Python version: 3.9.13
- PyArrow version: 10.0.1
- Pandas version: 1.5.1 | 44 | Emotion dataset cannot be downloaded
### Describe the bug
The emotion dataset gives a FileNotFoundError. The full error is: `FileNotFoundError: Couldn't find file at https://www.dropbox.com/s/1pzkadrvffbqw6o/train.txt?dl=1`.
It was working yesterday (December 7, 2022), but stopped working today (December 8, 2022).
### Steps to reproduce the bug
```python
from datasets import load_dataset
dataset = load_dataset("emotion")
```
### Expected behavior
The dataset should load properly.
### Environment info
- `datasets` version: 2.7.1
- Platform: Windows-10-10.0.19045-SP0
- Python version: 3.9.13
- PyArrow version: 10.0.1
- Pandas version: 1.5.1
> try using "SetFit/emotion" instead
I' replaced "emotion" with "SetFit/Emotion", but the code is getting stuck at
`emotions = load_dataset("SetFit/emotion")`
I pause execution using the debugger, and it takes me to filelock.py:226
`with self._thread_lock:`
Do you know a way to get past this issue? | [
-0.24100865423679352,
0.14989593625068665,
-0.08274248242378235,
0.3248855471611023,
0.3288942575454712,
0.2756265103816986,
0.2104213982820511,
0.31520289182662964,
-0.023893369361758232,
0.04586982727050781,
0.012559433467686176,
0.15411944687366486,
-0.16301372647285461,
-0.1795804649591446,
-0.14757610857486725,
-0.1479714959859848,
-0.13010621070861816,
0.190883606672287,
0.11608218401670456,
0.15437260270118713,
-0.22634278237819672,
0.13524456322193146,
-0.18476161360740662,
0.04252507537603378,
-0.48360535502433777,
-0.3432348370552063,
-0.17007744312286377,
0.22005194425582886,
-0.35301777720451355,
-0.28401485085487366,
0.2935292720794678,
-0.16078782081604004,
0.12993223965168,
0.4788723289966583,
-0.00011524180445121601,
-0.020422272384166718,
0.3460833430290222,
0.121610626578331,
-0.1975492388010025,
-0.5867791771888733,
-0.10950998961925507,
-0.3421275317668915,
-0.04397772252559662,
-0.11280613392591476,
0.14249935746192932,
-0.23709015548229218,
0.2914978563785553,
-0.13581222295761108,
0.36580896377563477,
0.5058033466339111,
0.16304537653923035,
0.2318500280380249,
0.4379660189151764,
0.021237000823020935,
0.2984113395214081,
0.025924373418092728,
-0.1740904599428177,
0.43857622146606445,
0.14028722047805786,
-0.4418160617351532,
0.058378562331199646,
0.0054312339052557945,
-0.14921288192272186,
-0.04497414454817772,
0.36509135365486145,
-0.18547563254833221,
0.1621665209531784,
-0.5867141485214233,
0.10840492695569992,
0.3057219684123993,
0.6189851760864258,
-0.21313053369522095,
-0.4551487863063812,
-0.19824093580245972,
0.2459440678358078,
-0.17712140083312988,
0.5055003762245178,
0.09503138065338135,
-0.15520204603672028,
0.11863835155963898,
0.261040598154068,
-0.04210403561592102,
-0.11463363468647003,
0.3866886496543884,
0.0892130583524704,
0.0113992840051651,
0.022705107927322388,
-0.05989035964012146,
0.10980276763439178,
-0.11418882012367249,
0.019979817792773247,
-0.0912216454744339,
-0.06979867815971375,
0.37564775347709656,
-0.3326474726200104,
0.0672559067606926,
-0.16217124462127686,
0.012405883520841599,
-0.016346972435712814,
-0.06279904395341873,
-0.276061475276947,
-0.22958603501319885,
-0.13235542178153992,
0.08490186929702759,
0.47152626514434814,
0.18735691905021667,
-0.07494049519300461,
0.1593322604894638,
0.28978556394577026,
0.2601601183414459,
-0.0994245857000351,
-0.013528645038604736,
-0.12335560470819473,
-0.4447939395904541,
0.033147286623716354,
-0.07915553450584412,
0.3555171489715576,
-0.15771962702274323,
-0.4589401185512543,
0.010983600281178951,
-0.3592197299003601,
-0.05546388030052185,
0.010874318890273571,
0.3510472774505615,
-0.24402953684329987,
0.20611503720283508,
0.12005594372749329,
0.1789938509464264,
-0.13263201713562012,
0.015929680317640305,
-0.04635149985551834,
0.15257595479488373,
-0.0968141108751297,
-0.03819919377565384,
0.28383880853652954,
-0.3800513744354248,
0.4780198633670807,
0.23226644098758698,
-0.13819734752178192,
-0.14689090847969055,
0.21597832441329956,
-0.26391085982322693,
-0.24961820244789124,
0.19560149312019348,
-0.04392199590802193,
0.20028597116470337,
-0.03592676296830177,
-0.31496018171310425,
0.009397856891155243,
0.09187884628772736,
-0.14989453554153442,
0.029266495257616043,
-0.17259156703948975,
0.09057670831680298,
-0.3348747491836548,
-0.30831006169319153,
0.07405158877372742,
0.16578766703605652,
-0.010285213589668274,
-0.0062158480286598206,
0.21566593647003174,
-0.2660902142524719,
0.031340088695287704,
-0.19706220924854279,
0.2415434718132019,
0.5304946303367615,
-0.5766927599906921,
-0.1348939836025238,
-0.1835574507713318,
-0.04734547808766365,
-0.06828127056360245,
0.037165578454732895,
-0.19155454635620117,
0.30348607897758484,
-0.3340985178947449,
0.16637642681598663,
0.39071476459503174,
-0.1938195675611496,
-0.6865559220314026,
0.05678657442331314,
-0.35066503286361694,
0.1804388016462326,
0.10608544945716858,
0.293204128742218,
0.007083934266120195,
0.07771851122379303,
0.2299768626689911,
0.2626437544822693,
-0.005994139239192009,
-0.23444348573684692,
-0.2565945088863373,
-0.37927430868148804,
0.1988205462694168,
0.17913413047790527,
0.1036926731467247,
0.13844959437847137,
0.16729149222373962,
0.1877228319644928,
0.4487387239933014,
0.1224236935377121,
-0.08917853236198425,
0.24219180643558502,
0.37120604515075684,
0.45564645528793335,
0.022547395899891853,
-0.35747256875038147,
-0.34931591153144836,
0.217289000749588,
-0.0050425343215465546,
-0.1029905378818512,
0.09753772616386414,
-0.12002984434366226,
-0.5110094547271729,
-0.26269662380218506,
-0.2296145111322403,
-0.04154721274971962,
0.023657027631998062,
0.04802516847848892,
-0.21063140034675598,
0.2115347534418106,
-0.39886847138404846,
0.5120781660079956,
-0.21842965483665466,
0.17780061066150665,
-0.3113267123699188,
0.23812098801136017,
-0.0651104673743248,
-0.27496421337127686,
0.05339188128709793,
0.03638826310634613,
0.12869034707546234,
-0.007314842194318771,
-0.12800753116607666,
0.31636667251586914,
-0.08505742996931076,
0.04757294803857803,
-0.0451788604259491,
-0.1066228598356247,
0.12486688047647476,
-0.0660308375954628,
-0.09614408761262894,
0.13971340656280518,
0.024425387382507324,
0.09597248584032059,
0.16787049174308777,
0.37390464544296265,
0.061271004378795624,
0.05101145803928375,
-0.03136926889419556,
0.12971378862857819,
0.26264867186546326,
-0.16074945032596588,
-0.1844037026166916,
0.06868390738964081,
0.4858439564704895,
-0.22228658199310303,
0.4614642262458801,
-0.018528560176491737,
-0.311532199382782,
-0.0037960633635520935,
0.3457374572753906,
0.07256050407886505,
0.1771674007177353,
0.018034037202596664,
-0.2330436110496521,
0.1472022831439972,
-0.1150960922241211,
0.27705541253089905,
0.48348939418792725,
0.23955552279949188,
-0.31568312644958496,
-0.07977040112018585,
-0.09410189092159271,
-0.13125503063201904,
0.24343842267990112,
0.17843258380889893,
0.17327499389648438,
0.13919484615325928,
0.07697174698114395,
0.19031210243701935,
-0.02699645422399044,
-0.27361300587654114,
-0.0279648769646883,
0.26520678400993347,
-0.34365808963775635,
-0.15310914814472198,
-0.3215365707874298,
-0.2239421010017395,
-0.12992064654827118,
0.15587246417999268,
-0.30256426334381104,
-0.10812953114509583,
-0.03667854517698288,
0.1399032473564148,
0.10116976499557495,
0.06473774462938309,
-0.3568669855594635,
0.17673653364181519,
0.014677243307232857,
-0.09123065322637558,
-0.19016870856285095,
0.126132994890213,
-0.15505510568618774,
0.03621012344956398,
0.39437785744667053,
0.050373226404190063,
0.1950109452009201,
-0.09680468589067459,
-0.15890023112297058,
-0.18194304406642914,
-0.12595507502555847,
-0.11861209571361542,
-0.05425776541233063,
0.6474586129188538,
0.0475747287273407,
0.4782383441925049,
-0.20641762018203735,
-0.26314568519592285,
0.08059558272361755,
0.041124098002910614,
-0.08391620963811874,
-0.125270277261734,
-0.018089313060045242,
0.13675877451896667,
0.24373263120651245,
-0.5035520195960999,
-0.374338299036026,
-0.2954442799091339,
0.2746943235397339,
-0.11902463436126709,
-0.06577073037624359,
0.39303386211395264,
0.2138569951057434,
0.30531957745552063,
-0.14454810321331024,
-0.1436517983675003,
0.051263969391584396,
-0.2762144207954407,
0.5472913980484009,
-0.18110495805740356,
-0.3155234754085541,
0.28581473231315613,
-0.005882609635591507,
-0.32840773463249207,
-0.08730311691761017,
-0.5587393641471863,
-0.009256361052393913,
-0.4618285894393921,
0.49624258279800415,
-0.20784920454025269,
-0.002588963136076927,
0.05445803701877594,
-0.2191949188709259,
-0.011130474507808685,
0.007843274623155594,
-0.15261058509349823,
-0.002856120467185974,
0.11902492493391037,
0.5431497693061829,
-0.04137294739484787,
0.2700352072715759,
-0.041694413870573044,
0.4919589161872864,
0.19827190041542053,
-0.025558743625879288,
0.3480946719646454,
-0.30563509464263916,
0.3929591774940491,
-0.07819613069295883,
-0.5030426979064941,
-0.07985568046569824,
0.12321101129055023,
0.1564330905675888,
-0.00560828298330307,
-0.08753709495067596,
0.03853937238454819,
-0.15493059158325195,
-0.17562493681907654,
-0.17412319779396057,
-0.14302200078964233,
-0.08273416757583618,
-0.08578869700431824,
-0.012546144425868988,
0.2608061134815216,
0.05406050384044647,
-0.03523987531661987,
-0.28201359510421753,
0.1258014738559723,
0.6286298036575317,
-0.0024639666080474854,
0.1730010211467743,
0.10249762237071991,
-0.16690167784690857,
-0.2469349205493927,
0.08124890923500061,
0.04617476090788841,
0.27569380402565,
-0.19325387477874756,
0.25313830375671387,
0.04132212698459625,
0.05448256433010101,
0.7836664915084839,
0.039697956293821335,
0.21309533715248108,
0.14113275706768036,
0.21428191661834717,
-0.18640485405921936,
0.01018768921494484,
-0.06441743671894073,
0.18795523047447205,
0.28361544013023376,
0.584598958492279,
0.07314973324537277,
-0.005602842662483454,
0.24510744214057922,
0.27179890871047974,
-0.17966412007808685,
-0.21713145077228546,
-0.21929126977920532,
-0.38015446066856384,
-0.09246288985013962,
-0.013667717576026917,
0.18270105123519897,
0.31243059039115906,
-0.029374780133366585,
-0.14053884148597717,
-0.2570343315601349,
-0.203507661819458,
0.0775877982378006,
-0.0943259447813034,
0.23857811093330383,
0.10499709099531174,
0.3660075068473816,
0.446060448884964,
0.06799405813217163,
0.08067236840724945,
0.35357242822647095,
0.1227562427520752,
-0.37043827772140503,
0.05241169407963753,
-0.1619960516691208,
-0.0007865875959396362,
0.3353794515132904,
-0.2589248716831207,
-0.055445216596126556,
0.19215720891952515,
0.017807673662900925,
-0.04131365194916725,
0.11650171130895615,
0.42865779995918274,
0.12408975511789322,
-0.023049529641866684,
-0.4907051622867584,
0.32229119539260864,
-0.004282966256141663,
0.0740957260131836,
0.3783986568450928,
0.23916351795196533,
-0.050532206892967224,
0.2740670442581177,
-0.16397017240524292,
0.8223187923431396,
-0.09509378671646118,
0.07234174758195877,
0.2113863229751587,
0.004961755126714706,
0.5182470083236694,
-0.2527964115142822,
0.08365426957607269,
-0.17078767716884613,
-0.3137334883213043,
-0.08697192370891571,
-0.16038858890533447,
0.357649564743042,
0.15363922715187073,
-0.11657510697841644,
0.23748058080673218,
0.06318962574005127,
-0.03162466362118721,
0.07169734686613083,
0.2642286717891693,
-0.38759347796440125,
0.08291710913181305,
-0.3988904654979706,
0.03896956890821457,
0.0005388446152210236,
0.46820929646492004,
-0.042552538216114044,
-0.09010416269302368,
-0.5139696598052979,
-0.010418305173516273,
-0.5048191547393799,
0.013317503035068512,
-0.5771784782409668,
0.07194903492927551,
-0.4682060778141022,
-0.013980001211166382,
0.21596558392047882,
0.386526882648468,
0.16363391280174255,
0.111671581864357,
-0.19203029572963715,
0.2915072441101074,
0.03729842230677605,
-0.29617732763290405,
0.21017694473266602,
-0.12441486865282059,
0.3534022867679596,
-0.08234027773141861,
-0.3895481526851654,
0.04873942211270332,
-0.21954071521759033,
-0.11937001347541809,
-0.022268354892730713,
-0.15677882730960846,
-0.12105675041675568,
-0.17551814019680023,
-0.2777062654495239,
-0.207304447889328,
0.20873583853244781,
-0.22602979838848114,
0.1216510683298111,
0.09217412769794464,
0.22185231745243073,
0.035326872020959854,
-0.17956015467643738,
-0.276001513004303,
-0.15641330182552338,
0.3876243233680725,
-0.37312281131744385,
-0.20097367465496063,
0.7251472473144531,
0.2538383901119232,
-0.12362994253635406,
-0.18018680810928345,
0.4712746739387512,
0.21346883475780487,
-0.45644694566726685,
0.13047687709331512,
0.00025600544176995754,
0.20279179513454437,
-0.26276373863220215,
0.1345200538635254,
0.16812530159950256,
-0.3380957841873169,
-0.058532293885946274,
-0.5852788686752319,
-0.33543363213539124,
0.18025743961334229,
0.2937593162059784,
0.13587532937526703,
-0.03346406668424606,
-0.17635802924633026,
0.2760726511478424,
-0.26739105582237244,
-0.24407704174518585,
-0.024833152070641518,
-0.04573988541960716,
-0.10011327266693115,
0.13714009523391724,
0.06814663857221603,
0.21571272611618042,
-0.07805100083351135,
0.11505697667598724,
0.05330723524093628,
0.22996900975704193,
-0.20763051509857178,
-0.18969833850860596,
0.12025050818920135,
-0.004686938598752022,
-0.13253596425056458,
0.06855324655771255,
-0.5185605883598328,
-0.11129459738731384,
0.06403287500143051,
-0.09891197085380554,
0.23317396640777588,
0.11628483235836029,
0.22067928314208984,
0.05633661523461342,
0.08701884746551514,
-0.02211303636431694,
0.2041701227426529,
-0.04873010516166687,
0.2642989754676819,
0.14089512825012207,
0.15644066035747528,
0.13548634946346283,
0.08104488253593445,
-0.38696160912513733,
-0.27247002720832825,
-0.3403211832046509,
0.2581484913825989,
0.005757659673690796,
-0.3197481036186218,
-0.09260556101799011,
0.11189769953489304,
0.17727112770080566,
0.5429443120956421,
-0.2012868970632553,
0.1263376772403717,
0.5026019215583801,
0.14619652926921844,
-0.36854612827301025,
0.15628504753112793,
0.21149146556854248,
-0.06267975270748138,
-0.021163692697882652,
-0.0435999259352684,
-0.24381667375564575,
0.047888219356536865,
-0.3411843180656433,
0.05520067363977432,
0.46049514412879944,
0.0291102584451437,
0.21692632138729095,
0.46797946095466614,
0.17570260167121887,
-0.1184343546628952,
0.17022067308425903,
0.30412930250167847,
0.17799794673919678,
0.48369431495666504,
0.01970328390598297,
0.008919237181544304,
0.035702310502529144,
0.27735427021980286,
-0.09981825202703476,
-0.3134782910346985,
0.24587370455265045,
0.288125216960907,
-0.20032531023025513,
0.09349936991930008,
0.05916667729616165,
0.5193261504173279,
-0.2683268189430237,
0.06802588701248169,
0.024125030264258385,
0.0514150895178318,
-0.051364973187446594,
0.14157038927078247,
-0.011198556050658226,
-0.2577137053012848,
-0.1949848085641861,
-0.01559390313923359,
0.018684295937418938,
-0.2035970836877823,
-0.10662762820720673,
0.19868604838848114,
-0.3100065588951111,
-0.32698988914489746,
0.22402885556221008,
0.3004998564720154,
0.257018506526947,
-0.2291010469198227,
-0.07947368174791336,
0.04329245164990425,
-0.06447815895080566,
0.12361837923526764,
0.39861083030700684,
0.34928882122039795,
0.38549649715423584,
-0.1326395720243454,
0.13046622276306152,
0.08033232390880585,
-0.25013282895088196,
-0.03855115547776222,
0.2007988542318344,
-0.037115953862667084,
-0.0673454999923706,
0.13798780739307404,
0.1624397188425064,
-0.1965673565864563,
0.07760611176490784,
0.09673215448856354,
0.39600110054016113,
-0.4953201711177826,
0.235526442527771,
-0.17094634473323822,
-0.11577045172452927,
-0.10704632103443146,
-0.10290548950433731,
-0.29654863476753235,
0.04166015610098839,
0.25538405776023865,
-0.0346752293407917,
0.0851064994931221,
-0.09094887971878052,
0.0761013776063919,
-0.2251974195241928,
-0.015515629202127457,
0.575305163860321,
0.18613633513450623,
-0.27549177408218384,
0.10277228057384491,
-0.7918587923049927,
-0.02367263287305832,
-0.08041618764400482,
-0.41661566495895386,
0.1964368224143982,
0.10722991824150085,
-0.28108274936676025,
-0.07512257248163223,
0.4223324656486511,
0.028679700568318367,
0.42513173818588257,
0.42962872982025146,
-0.18225416541099548,
-0.3181398808956146,
-0.010146424174308777,
0.4311503767967224,
0.006754346191883087,
-0.2157362699508667,
0.13176126778125763,
0.08392453193664551,
-0.05808648094534874,
-0.07406456768512726,
-0.41023051738739014,
0.10193745791912079,
-0.2509641647338867,
0.35626664757728577,
-0.23280015587806702,
0.20311442017555237,
-0.049788959324359894,
-0.0770404115319252,
-0.5161991715431213,
-0.15445084869861603,
-0.2517664432525635,
0.0018569976091384888,
0.0238504558801651,
0.555893063545227,
-0.4249902367591858,
-0.12912985682487488,
-0.3584514558315277,
0.12496289610862732,
-0.22551314532756805,
-0.1704966127872467,
-0.22089901566505432,
0.009709116071462631,
0.006257437169551849,
0.1986340433359146,
-0.13167989253997803,
0.24340200424194336,
-0.2728668451309204,
0.1740536093711853,
-0.34476372599601746,
-0.1472342312335968,
0.327686071395874,
-0.5010326504707336,
-0.03453445807099342,
0.10391238331794739,
0.18545940518379211,
0.28369808197021484,
-0.004334896802902222,
-0.17280754446983337,
0.036087460815906525,
0.4888492822647095,
0.20911192893981934,
-0.10778787732124329,
0.030177036300301552,
-0.20384347438812256,
0.2345549613237381,
0.11916753649711609,
0.2599469721317291,
0.15844547748565674,
-0.07874482125043869,
0.196001335978508,
-0.02266523614525795
] |
https://github.com/huggingface/datasets/issues/5338 | `map()` stops every 1000 steps | Hi !
> It starts using all the cores (I am not sure why because I did not pass num_proc)
The tokenizer uses Rust code that is multithreaded. And maybe the `feature_extractor` might run some things in parallel as well - but I'm not super familiar with its internals.
> then progress bar stops at every 1k steps. (starts using a single core)
Every 1000 examples we flush the processed examples to disk. It is this way because Arrow is a columnar format: you must write data chunk by chunk. The processing in on hold while writing right now - maybe this can be improved in the future. | ### Describe the bug
I am passing the following `prepare_dataset` function to `Dataset.map` (code is inspired from [here](https://github.com/huggingface/community-events/blob/main/whisper-fine-tuning-event/run_speech_recognition_seq2seq_streaming.py#L454))
```python3
def prepare_dataset(batch):
# load and resample audio data from 48 to 16kHz
audio = batch["audio"]
# compute log-Mel input features from input audio array
batch["input_features"] = feature_extractor(audio["array"], sampling_rate=audio["sampling_rate"]).input_features[0]
# encode target text to label ids
batch["labels"] = tokenizer(batch[text_column]).input_ids
return batch
...
train_ds = train_ds.map(prepare_dataset)
```
Here is the exact code I am running https://github.com/bayartsogt-ya/whisper-multiple-hf-datasets/blob/main/train.py#L70-L71
It starts using all the cores (I am not sure why because I did not pass `num_proc`)
then progress bar stops at every 1k steps. (starts using a single core)
then come back to using all the cores again.
link to [screen record](https://youtu.be/jPQpQQGp6Gc)
Can someone explain this process and maybe provide a way to improve this pipeline? cc: @lhoestq
### Steps to reproduce the bug
1. load the dataset
2. create a Whisper processor
3. create a `prepare_dataset` function
4. pass the function to `dataset.map(prepare_dataset)`
### Expected behavior
- Use a single core per a function
- not to stop at some point?
### Environment info
- `datasets` version: 2.7.1.dev0
- Platform: Linux-5.4.0-109-generic-x86_64-with-glibc2.27
- Python version: 3.8.10
- PyArrow version: 10.0.1
- Pandas version: 1.5.2 | 108 | `map()` stops every 1000 steps
### Describe the bug
I am passing the following `prepare_dataset` function to `Dataset.map` (code is inspired from [here](https://github.com/huggingface/community-events/blob/main/whisper-fine-tuning-event/run_speech_recognition_seq2seq_streaming.py#L454))
```python3
def prepare_dataset(batch):
# load and resample audio data from 48 to 16kHz
audio = batch["audio"]
# compute log-Mel input features from input audio array
batch["input_features"] = feature_extractor(audio["array"], sampling_rate=audio["sampling_rate"]).input_features[0]
# encode target text to label ids
batch["labels"] = tokenizer(batch[text_column]).input_ids
return batch
...
train_ds = train_ds.map(prepare_dataset)
```
Here is the exact code I am running https://github.com/bayartsogt-ya/whisper-multiple-hf-datasets/blob/main/train.py#L70-L71
It starts using all the cores (I am not sure why because I did not pass `num_proc`)
then progress bar stops at every 1k steps. (starts using a single core)
then come back to using all the cores again.
link to [screen record](https://youtu.be/jPQpQQGp6Gc)
Can someone explain this process and maybe provide a way to improve this pipeline? cc: @lhoestq
### Steps to reproduce the bug
1. load the dataset
2. create a Whisper processor
3. create a `prepare_dataset` function
4. pass the function to `dataset.map(prepare_dataset)`
### Expected behavior
- Use a single core per a function
- not to stop at some point?
### Environment info
- `datasets` version: 2.7.1.dev0
- Platform: Linux-5.4.0-109-generic-x86_64-with-glibc2.27
- Python version: 3.8.10
- PyArrow version: 10.0.1
- Pandas version: 1.5.2
Hi !
> It starts using all the cores (I am not sure why because I did not pass num_proc)
The tokenizer uses Rust code that is multithreaded. And maybe the `feature_extractor` might run some things in parallel as well - but I'm not super familiar with its internals.
> then progress bar stops at every 1k steps. (starts using a single core)
Every 1000 examples we flush the processed examples to disk. It is this way because Arrow is a columnar format: you must write data chunk by chunk. The processing in on hold while writing right now - maybe this can be improved in the future. | [
-0.3662830591201782,
-0.08459564298391342,
-0.014782617799937725,
0.23615746200084686,
0.14320331811904907,
-0.045307714492082596,
0.19075527787208557,
0.19693543016910553,
0.04274068400263786,
0.2579951882362366,
0.38431432843208313,
0.5298305749893188,
-0.01520590204745531,
0.04753731191158295,
-0.05525301396846771,
0.09307935833930969,
0.19354423880577087,
0.12807190418243408,
0.1237398311495781,
-0.0764310285449028,
-0.4050807058811188,
0.1040998101234436,
-0.39185667037963867,
-0.06136360764503479,
-0.04737025126814842,
-0.1749573051929474,
0.03097129426896572,
0.20904722809791565,
-0.04405205696821213,
-0.29684969782829285,
-0.14570456743240356,
0.09207059442996979,
-0.1987084448337555,
0.6378294825553894,
-0.00012576118751894683,
-0.020153503865003586,
0.30216890573501587,
-0.09439955651760101,
-0.13520850241184235,
-0.30314528942108154,
-0.4353894889354706,
0.2934550642967224,
-0.009240451268851757,
-0.05047975480556488,
0.151947021484375,
0.5190805792808533,
-0.19595257937908173,
-0.5266165733337402,
0.5943452715873718,
0.2312595546245575,
0.0651577040553093,
0.27453264594078064,
-0.21167917549610138,
0.193252831697464,
0.22143346071243286,
0.057021453976631165,
-0.050343453884124756,
0.06595291197299957,
0.5268849730491638,
-0.12853848934173584,
-0.18255966901779175,
0.5688910484313965,
-0.3229849934577942,
0.06377305090427399,
0.17569996416568756,
-0.3091726303100586,
0.025357194244861603,
-0.8061072826385498,
0.17302170395851135,
0.08419924229383469,
-0.24520844221115112,
-0.23043346405029297,
-0.11937862634658813,
-0.14847779273986816,
-0.25393253564834595,
-0.8400905728340149,
-0.15782031416893005,
-0.06456022709608078,
-0.408088356256485,
-0.28612592816352844,
-0.4217510521411896,
-0.29340577125549316,
0.13975651562213898,
-0.1525045782327652,
0.3414490222930908,
0.40929585695266724,
-0.023080386221408844,
0.34494245052337646,
0.41789254546165466,
0.21867632865905762,
-0.26425376534461975,
-0.06328136473894119,
0.08786073327064514,
0.1509874016046524,
-0.7606030106544495,
0.10425572097301483,
0.2206621766090393,
-0.09094171971082687,
0.1874893307685852,
-0.09165411442518234,
-0.19416050612926483,
0.3710866868495941,
0.0664820596575737,
0.15111646056175232,
0.5343512296676636,
0.13776421546936035,
0.14725157618522644,
-0.07381629943847656,
0.09919959306716919,
0.001316462061367929,
-0.005773663520812988,
0.11396892368793488,
0.06442664563655853,
-0.18389813601970673,
-0.08304733037948608,
0.29625216126441956,
-0.08535555005073547,
-0.08430542051792145,
-0.12050861120223999,
0.24461308121681213,
-0.19136297702789307,
-0.06137227639555931,
0.2555084824562073,
0.3057083487510681,
0.17884977161884308,
0.25106319785118103,
-0.023532221093773842,
0.0361308790743351,
-0.28460004925727844,
-0.10374581813812256,
-0.10783835500478745,
-0.055070433765649796,
-0.20636826753616333,
0.28208959102630615,
-0.15277016162872314,
-0.20009729266166687,
0.12056583911180496,
-0.1021813154220581,
-0.05507618188858032,
-0.2681366205215454,
0.33405545353889465,
-0.1916370689868927,
0.2497216761112213,
0.3635842204093933,
0.1351684182882309,
0.4351878762245178,
0.02857137843966484,
-0.1972947120666504,
-0.06819087266921997,
0.19141283631324768,
-0.3768821060657501,
-0.26246166229248047,
0.11744953691959381,
-0.014845595695078373,
0.20288875699043274,
0.442273885011673,
-0.3577868342399597,
0.25358083844184875,
0.42208465933799744,
-0.21101906895637512,
0.06602366268634796,
-0.240732803940773,
-0.5458201169967651,
-0.04923870041966438,
0.22007699310779572,
0.33807966113090515,
0.06949765980243683,
-0.15368536114692688,
-0.004724253434687853,
0.33649152517318726,
0.3079189956188202,
0.35185718536376953,
-0.13279946148395538,
0.015286765992641449,
0.005854347720742226,
0.6137813925743103,
0.4751025438308716,
-0.3651030659675598,
-0.3556865155696869,
0.3919319212436676,
-0.4630364775657654,
-0.1947440356016159,
-0.2839958071708679,
-0.06539517641067505,
0.2590423822402954,
-0.18090499937534332,
0.37891003489494324,
0.023702645674347878,
-0.02878292091190815,
0.14638574421405792,
-0.16299918293952942,
-0.12178698927164078,
0.0168911162763834,
0.061680544167757034,
-0.1080961674451828,
0.06612241268157959,
-0.08733265846967697,
-0.15932956337928772,
0.39581191539764404,
-0.046556245535612106,
0.26895207166671753,
0.35843145847320557,
0.377775639295578,
-0.2635360360145569,
-0.12333064526319504,
0.026783257722854614,
0.11661043763160706,
0.04603701829910278,
0.1847543865442276,
0.0897786021232605,
0.01863832026720047,
-0.041173163801431656,
0.1302485466003418,
0.1274355947971344,
-0.2796493470668793,
-0.038920555263757706,
-0.004522142931818962,
-0.06020599603652954,
-0.054755810648202896,
0.0018282048404216766,
-0.13970574736595154,
0.043030135333538055,
-0.09653323143720627,
0.06084442883729935,
-0.5681694746017456,
-0.017762236297130585,
0.027295904234051704,
-0.12067639827728271,
0.0021310485899448395,
0.1531515270471573,
0.3265056014060974,
-0.10904237627983093,
-0.20279234647750854,
0.35335808992385864,
0.04287451133131981,
-0.1160707026720047,
-0.33754050731658936,
0.050153493881225586,
0.11092900484800339,
0.236110121011734,
-0.07718946784734726,
-0.340309739112854,
0.17351378500461578,
-0.2099866271018982,
0.32013392448425293,
-0.14201615750789642,
0.23682522773742676,
0.556518018245697,
0.14539839327335358,
0.0379924401640892,
-0.1745881289243698,
0.09350860118865967,
-0.15648780763149261,
0.12913571298122406,
0.22221499681472778,
-0.19912633299827576,
0.30385544896125793,
-0.045721009373664856,
-0.017903730273246765,
0.10154867172241211,
0.6661008596420288,
0.06469510495662689,
0.10587448626756668,
0.13980813324451447,
-0.3712289333343506,
-0.2500917315483093,
0.2434440404176712,
0.13720206916332245,
0.46207916736602783,
-0.1908264458179474,
0.19651557505130768,
-0.07607857137918472,
-0.029591958969831467,
-0.072980135679245,
0.1202598512172699,
0.25614607334136963,
0.21902021765708923,
0.10051566362380981,
0.01672014594078064,
-0.07234755158424377,
-0.2182261347770691,
-0.5013602375984192,
0.12599016726016998,
0.1473742425441742,
-0.13303983211517334,
0.23136062920093536,
-0.11201245337724686,
0.33752015233039856,
-0.05615951865911484,
-0.10632530599832535,
0.01878334954380989,
-0.09472490102052689,
-0.13365736603736877,
0.2617744505405426,
0.09593290090560913,
0.15565919876098633,
0.3214757740497589,
0.07821938395500183,
0.1797488033771515,
0.062108710408210754,
-0.16748525202274323,
-0.35951367020606995,
-0.11859483271837234,
-0.1683819442987442,
0.20886795222759247,
-0.15906807780265808,
-0.0048248786479234695,
0.11542817205190659,
-0.3605762720108032,
0.08443094789981842,
-0.05538178235292435,
0.2881396412849426,
-0.2800665497779846,
0.10701227188110352,
-0.051147520542144775,
0.21223421394824982,
-0.10867810249328613,
-0.16735531389713287,
0.17242509126663208,
-0.03896241635084152,
-0.07938619703054428,
0.1632997840642929,
-0.0869746059179306,
-0.3579444885253906,
-0.2964974343776703,
-0.1292116641998291,
-0.09610848128795624,
-0.17595979571342468,
0.32944631576538086,
-0.4516826570034027,
0.13023528456687927,
0.3118812143802643,
0.09769030660390854,
0.029051169753074646,
-0.23969590663909912,
-0.05722523480653763,
-0.3320605754852295,
-0.3701012134552002,
0.14647851884365082,
-0.21832408010959625,
-0.10502468049526215,
-0.03982986509799957,
-0.14417320489883423,
0.39351221919059753,
0.13357406854629517,
-0.47495150566101074,
-0.08386017382144928,
-0.19283480942249298,
-0.17738167941570282,
-0.048299387097358704,
0.1314840465784073,
0.391886830329895,
0.0006888997741043568,
0.11280563473701477,
-0.09044672548770905,
-0.4886797368526459,
0.02653352916240692,
0.22170701622962952,
0.09025900065898895,
0.2339252233505249,
0.7758623957633972,
0.15915454924106598,
0.8457809686660767,
0.5498220920562744,
-0.2834053337574005,
0.27173537015914917,
0.1771603226661682,
-0.03713067248463631,
-0.14604830741882324,
-0.14077340066432953,
0.3023292124271393,
-0.25295472145080566,
-0.28899508714675903,
0.0346430167555809,
-0.20456469058990479,
-0.38609880208969116,
-0.06587913632392883,
0.22223719954490662,
-0.2817646563053131,
-0.2781750559806824,
-0.003377370536327362,
0.044631365686655045,
0.46416929364204407,
0.061353351920843124,
0.3692992031574249,
0.02664191648364067,
0.06530105322599411,
-0.0332726426422596,
-0.06460510194301605,
0.5189149379730225,
-0.1603180170059204,
-0.21605731546878815,
-0.45540785789489746,
-0.705166757106781,
0.2424851506948471,
-0.00948493555188179,
0.4761981964111328,
-0.17957940697669983,
0.07274637371301651,
0.0046943798661231995,
-0.16250818967819214,
0.5696403980255127,
-0.3990994393825531,
0.06540223956108093,
0.09678080677986145,
-0.053130295127630234,
-0.19359464943408966,
0.1336916983127594,
0.0942041426897049,
0.35971933603286743,
0.1876152902841568,
0.2850423753261566,
-0.2806492745876312,
0.01493329182267189,
-0.040458209812641144,
-0.02782551199197769,
-0.022659223526716232,
0.1727965623140335,
-0.13058936595916748,
-0.3528389632701874,
-0.33543339371681213,
0.16393202543258667,
0.13061827421188354,
-0.021912621334195137,
-0.22647526860237122,
-0.2712043523788452,
0.5194990038871765,
-0.03147003799676895,
0.09289362281560898,
0.15737678110599518,
0.15069198608398438,
0.335787296295166,
0.18796731531620026,
0.24745875597000122,
-0.11212179064750671,
0.09195370972156525,
0.3276304006576538,
0.007800770923495293,
0.17153514921665192,
0.35062363743782043,
0.11988884210586548,
0.3660849928855896,
0.5301113128662109,
0.06124412268400192,
0.23448970913887024,
0.26847606897354126,
0.3178577423095703,
-0.3017076849937439,
0.08293353766202927,
0.4499511420726776,
0.15232719480991364,
-0.37607720494270325,
-0.2554470896720886,
0.3187061846256256,
0.23872585594654083,
-0.18316993117332458,
0.3155302107334137,
-0.8222123980522156,
-0.13565197587013245,
0.41617274284362793,
-0.09163939207792282,
0.8843169212341309,
-0.037290945649147034,
0.038602065294981,
-0.06295324862003326,
-0.0887133851647377,
-0.11786437779664993,
-0.5469599366188049,
0.1842249035835266,
-0.2739321291446686,
-0.20971457660198212,
-0.05914021283388138,
-0.21805918216705322,
0.02882765233516693,
0.2595806419849396,
-0.14848284423351288,
0.2588040828704834,
0.10662603378295898,
0.029386207461357117,
-0.08434068411588669,
0.08935768902301788,
0.21219834685325623,
-0.3106057643890381,
0.1795206069946289,
0.045064397156238556,
0.022581949830055237,
0.08277161419391632,
-0.028067046776413918,
-0.013828618451952934,
0.188338503241539,
-0.30932122468948364,
-0.3012962341308594,
-0.007612224668264389,
-0.45603805780410767,
-0.1110847145318985,
-0.14472101628780365,
-0.2318473905324936,
0.3310123383998871,
0.06896857917308807,
-0.12005998194217682,
0.16111765801906586,
-0.09724145382642746,
0.28584539890289307,
0.5067945718765259,
0.2705303132534027,
0.09530018270015717,
-0.11176362633705139,
-0.04156073182821274,
0.01719997450709343,
0.03833305090665817,
0.17984379827976227,
-0.2039281725883484,
-0.21047359704971313,
-0.45645448565483093,
0.275235652923584,
0.3568543791770935,
0.041653454303741455,
0.13496671617031097,
0.4270138740539551,
-0.015234289690852165,
-0.284517377614975,
0.009064357727766037,
0.1909593790769577,
-0.28708815574645996,
0.5451632142066956,
-0.3441188931465149,
-0.1753339171409607,
0.011866481974720955,
0.21814170479774475,
-0.20862075686454773,
0.07285331189632416,
0.23250658810138702,
0.24348540604114532,
-0.08729449659585953,
-0.15869809687137604,
-0.043212566524744034,
0.12045201659202576,
-0.0864722803235054,
0.13982202112674713,
-0.0557151734828949,
0.05138784646987915,
-0.2170192450284958,
0.3000163733959198,
-0.3554571866989136,
-0.01654801517724991,
-0.11904700100421906,
-0.2713244557380676,
-0.19568154215812683,
0.0584285706281662,
-0.07750529050827026,
0.1373622566461563,
-0.30004680156707764,
-0.08643759787082672,
-0.07417964190244675,
0.39735373854637146,
-0.15347562730312347,
-0.007893245667219162,
-0.12069617956876755,
0.3675028681755066,
0.10767395794391632,
-0.06277772039175034,
-0.03327835351228714,
-0.08439461886882782,
-0.047573573887348175,
0.4341996908187866,
-0.1906900256872177,
-0.10917185992002487,
-0.03317084163427353,
0.16467952728271484,
-0.01616143062710762,
-0.14542937278747559,
0.16189178824424744,
-0.17260435223579407,
-0.13482028245925903,
-0.2644485831260681,
0.17838944494724274,
-0.014257462695240974,
-0.02496679127216339,
0.060523685067892075,
0.2933075726032257,
0.08857662230730057,
0.0727192834019661,
0.1610858142375946,
-0.07624706625938416,
0.3659731149673462,
-0.009468595497310162,
0.1120191290974617,
0.306978702545166,
-0.1363970935344696,
-0.09073815494775772,
-0.08161739259958267,
0.2633022367954254,
0.057701610028743744,
0.31868359446525574,
-0.3478385806083679,
0.009173259139060974,
0.0373506136238575,
0.3910130560398102,
0.3580780029296875,
-0.4222031533718109,
-0.045569129288196564,
0.15286192297935486,
0.12616947293281555,
0.1174985021352768,
-0.19990584254264832,
0.0953410267829895,
0.07660989463329315,
0.09828148782253265,
0.15115013718605042,
-0.0042215026915073395,
-0.09780707210302353,
-0.08379609882831573,
0.13263502717018127,
0.007824158295989037,
-0.09301120042800903,
0.07954537868499756,
0.05115374177694321,
-0.01664000377058983,
0.03902576118707657,
0.09609706699848175,
-0.08614161610603333,
0.1575489640235901,
0.39577025175094604,
0.1843762993812561,
0.5398851633071899,
0.3353303074836731,
0.22700968384742737,
-0.036105215549468994,
-0.26501190662384033,
-0.1765785813331604,
0.030382469296455383,
-0.3641439974308014,
0.3571300804615021,
0.019396528601646423,
0.47842514514923096,
-0.2582031786441803,
-0.26930367946624756,
-0.021635273471474648,
0.21957728266716003,
-0.352273166179657,
-0.15794867277145386,
-0.1747545599937439,
-0.016213148832321167,
-0.224473237991333,
0.11228574812412262,
0.023801295086741447,
0.14313410222530365,
0.719828724861145,
0.12371809035539627,
0.05815361812710762,
0.029957301914691925,
-0.4901992678642273,
0.13483577966690063,
0.14925317466259003,
-0.2966107726097107,
0.33701804280281067,
0.023327738046646118,
-0.17647181451320648,
-0.19211812317371368,
-0.0574178546667099,
0.3974493145942688,
0.2889816164970398,
-0.5494681000709534,
0.1426488310098648,
0.17468227446079254,
-0.009570814669132233,
-0.17765027284622192,
0.22016608715057373,
0.12441180646419525,
0.05937398225069046,
0.13243688642978668,
-0.03993280231952667,
-0.05633127689361572,
0.08712784945964813,
0.1335141807794571,
0.4461645483970642,
-0.2179165482521057,
0.4909081757068634,
-0.1126822829246521,
-0.0808420479297638,
-0.18673846125602722,
-0.1194228008389473,
-0.432881236076355,
0.22910094261169434,
0.5041868090629578,
-0.29239410161972046,
0.06850479543209076,
-0.29993391036987305,
0.010722704231739044,
-0.25421226024627686,
0.17910993099212646,
-0.13256897032260895,
0.048775143921375275,
-0.5490330457687378,
-0.3552998900413513,
-0.3224753141403198,
-0.014397211372852325,
-0.12234959006309509,
0.09622666239738464,
-0.12840498983860016,
0.13831032812595367,
-0.004519827663898468,
0.2998446822166443,
0.007846944034099579,
-0.45138072967529297,
-0.27216166257858276,
0.6063499450683594,
-0.27585089206695557,
0.04526078701019287,
-0.33943814039230347,
0.061916567385196686,
0.2893826365470886,
-0.303257018327713,
0.36774998903274536,
0.028488583862781525,
-0.15375229716300964,
-0.11841033399105072,
-0.1598731279373169,
0.12741073966026306,
-0.26548898220062256,
0.6631462574005127,
0.2054973691701889,
0.18099626898765564,
-0.2568235397338867,
-0.15156565606594086,
-0.03361223265528679,
0.14928801357746124,
-0.04329610988497734,
-0.21452119946479797,
-0.25663110613822937,
0.47938844561576843,
-0.03804144635796547,
0.05404871702194214,
-0.4580937623977661,
-0.20705051720142365,
0.154409721493721,
-0.1406838595867157,
-0.15896202623844147,
0.19968125224113464,
-0.013022903352975845,
0.3011167049407959,
0.09091253578662872,
0.3618655800819397,
0.017691582441329956,
0.3072667419910431,
-0.27177268266677856,
-0.25775039196014404,
0.4868464767932892,
-0.4320831000804901,
-0.3787291646003723,
-0.25357529520988464,
0.24707980453968048,
-0.15446683764457703,
-0.2531394362449646,
-0.2415008544921875,
-0.2508774399757385,
0.1183805912733078,
0.08384576439857483,
-0.5791205763816833,
0.24991393089294434,
-0.03338570520281792,
-0.10681058466434479,
-0.07694824039936066,
0.39897823333740234,
0.1411176174879074,
-0.24120467901229858,
0.2595726251602173,
-0.3604636788368225
] |
https://github.com/huggingface/datasets/issues/5338 | `map()` stops every 1000 steps | Hi @lhoestq
Thanks for the explanation! it was so helpful! Let me check why `feature_extractor` is running on multiple cpus. | ### Describe the bug
I am passing the following `prepare_dataset` function to `Dataset.map` (code is inspired from [here](https://github.com/huggingface/community-events/blob/main/whisper-fine-tuning-event/run_speech_recognition_seq2seq_streaming.py#L454))
```python3
def prepare_dataset(batch):
# load and resample audio data from 48 to 16kHz
audio = batch["audio"]
# compute log-Mel input features from input audio array
batch["input_features"] = feature_extractor(audio["array"], sampling_rate=audio["sampling_rate"]).input_features[0]
# encode target text to label ids
batch["labels"] = tokenizer(batch[text_column]).input_ids
return batch
...
train_ds = train_ds.map(prepare_dataset)
```
Here is the exact code I am running https://github.com/bayartsogt-ya/whisper-multiple-hf-datasets/blob/main/train.py#L70-L71
It starts using all the cores (I am not sure why because I did not pass `num_proc`)
then progress bar stops at every 1k steps. (starts using a single core)
then come back to using all the cores again.
link to [screen record](https://youtu.be/jPQpQQGp6Gc)
Can someone explain this process and maybe provide a way to improve this pipeline? cc: @lhoestq
### Steps to reproduce the bug
1. load the dataset
2. create a Whisper processor
3. create a `prepare_dataset` function
4. pass the function to `dataset.map(prepare_dataset)`
### Expected behavior
- Use a single core per a function
- not to stop at some point?
### Environment info
- `datasets` version: 2.7.1.dev0
- Platform: Linux-5.4.0-109-generic-x86_64-with-glibc2.27
- Python version: 3.8.10
- PyArrow version: 10.0.1
- Pandas version: 1.5.2 | 20 | `map()` stops every 1000 steps
### Describe the bug
I am passing the following `prepare_dataset` function to `Dataset.map` (code is inspired from [here](https://github.com/huggingface/community-events/blob/main/whisper-fine-tuning-event/run_speech_recognition_seq2seq_streaming.py#L454))
```python3
def prepare_dataset(batch):
# load and resample audio data from 48 to 16kHz
audio = batch["audio"]
# compute log-Mel input features from input audio array
batch["input_features"] = feature_extractor(audio["array"], sampling_rate=audio["sampling_rate"]).input_features[0]
# encode target text to label ids
batch["labels"] = tokenizer(batch[text_column]).input_ids
return batch
...
train_ds = train_ds.map(prepare_dataset)
```
Here is the exact code I am running https://github.com/bayartsogt-ya/whisper-multiple-hf-datasets/blob/main/train.py#L70-L71
It starts using all the cores (I am not sure why because I did not pass `num_proc`)
then progress bar stops at every 1k steps. (starts using a single core)
then come back to using all the cores again.
link to [screen record](https://youtu.be/jPQpQQGp6Gc)
Can someone explain this process and maybe provide a way to improve this pipeline? cc: @lhoestq
### Steps to reproduce the bug
1. load the dataset
2. create a Whisper processor
3. create a `prepare_dataset` function
4. pass the function to `dataset.map(prepare_dataset)`
### Expected behavior
- Use a single core per a function
- not to stop at some point?
### Environment info
- `datasets` version: 2.7.1.dev0
- Platform: Linux-5.4.0-109-generic-x86_64-with-glibc2.27
- Python version: 3.8.10
- PyArrow version: 10.0.1
- Pandas version: 1.5.2
Hi @lhoestq
Thanks for the explanation! it was so helpful! Let me check why `feature_extractor` is running on multiple cpus. | [
-0.3662830591201782,
-0.08459564298391342,
-0.014782617799937725,
0.23615746200084686,
0.14320331811904907,
-0.045307714492082596,
0.19075527787208557,
0.19693543016910553,
0.04274068400263786,
0.2579951882362366,
0.38431432843208313,
0.5298305749893188,
-0.01520590204745531,
0.04753731191158295,
-0.05525301396846771,
0.09307935833930969,
0.19354423880577087,
0.12807190418243408,
0.1237398311495781,
-0.0764310285449028,
-0.4050807058811188,
0.1040998101234436,
-0.39185667037963867,
-0.06136360764503479,
-0.04737025126814842,
-0.1749573051929474,
0.03097129426896572,
0.20904722809791565,
-0.04405205696821213,
-0.29684969782829285,
-0.14570456743240356,
0.09207059442996979,
-0.1987084448337555,
0.6378294825553894,
-0.00012576118751894683,
-0.020153503865003586,
0.30216890573501587,
-0.09439955651760101,
-0.13520850241184235,
-0.30314528942108154,
-0.4353894889354706,
0.2934550642967224,
-0.009240451268851757,
-0.05047975480556488,
0.151947021484375,
0.5190805792808533,
-0.19595257937908173,
-0.5266165733337402,
0.5943452715873718,
0.2312595546245575,
0.0651577040553093,
0.27453264594078064,
-0.21167917549610138,
0.193252831697464,
0.22143346071243286,
0.057021453976631165,
-0.050343453884124756,
0.06595291197299957,
0.5268849730491638,
-0.12853848934173584,
-0.18255966901779175,
0.5688910484313965,
-0.3229849934577942,
0.06377305090427399,
0.17569996416568756,
-0.3091726303100586,
0.025357194244861603,
-0.8061072826385498,
0.17302170395851135,
0.08419924229383469,
-0.24520844221115112,
-0.23043346405029297,
-0.11937862634658813,
-0.14847779273986816,
-0.25393253564834595,
-0.8400905728340149,
-0.15782031416893005,
-0.06456022709608078,
-0.408088356256485,
-0.28612592816352844,
-0.4217510521411896,
-0.29340577125549316,
0.13975651562213898,
-0.1525045782327652,
0.3414490222930908,
0.40929585695266724,
-0.023080386221408844,
0.34494245052337646,
0.41789254546165466,
0.21867632865905762,
-0.26425376534461975,
-0.06328136473894119,
0.08786073327064514,
0.1509874016046524,
-0.7606030106544495,
0.10425572097301483,
0.2206621766090393,
-0.09094171971082687,
0.1874893307685852,
-0.09165411442518234,
-0.19416050612926483,
0.3710866868495941,
0.0664820596575737,
0.15111646056175232,
0.5343512296676636,
0.13776421546936035,
0.14725157618522644,
-0.07381629943847656,
0.09919959306716919,
0.001316462061367929,
-0.005773663520812988,
0.11396892368793488,
0.06442664563655853,
-0.18389813601970673,
-0.08304733037948608,
0.29625216126441956,
-0.08535555005073547,
-0.08430542051792145,
-0.12050861120223999,
0.24461308121681213,
-0.19136297702789307,
-0.06137227639555931,
0.2555084824562073,
0.3057083487510681,
0.17884977161884308,
0.25106319785118103,
-0.023532221093773842,
0.0361308790743351,
-0.28460004925727844,
-0.10374581813812256,
-0.10783835500478745,
-0.055070433765649796,
-0.20636826753616333,
0.28208959102630615,
-0.15277016162872314,
-0.20009729266166687,
0.12056583911180496,
-0.1021813154220581,
-0.05507618188858032,
-0.2681366205215454,
0.33405545353889465,
-0.1916370689868927,
0.2497216761112213,
0.3635842204093933,
0.1351684182882309,
0.4351878762245178,
0.02857137843966484,
-0.1972947120666504,
-0.06819087266921997,
0.19141283631324768,
-0.3768821060657501,
-0.26246166229248047,
0.11744953691959381,
-0.014845595695078373,
0.20288875699043274,
0.442273885011673,
-0.3577868342399597,
0.25358083844184875,
0.42208465933799744,
-0.21101906895637512,
0.06602366268634796,
-0.240732803940773,
-0.5458201169967651,
-0.04923870041966438,
0.22007699310779572,
0.33807966113090515,
0.06949765980243683,
-0.15368536114692688,
-0.004724253434687853,
0.33649152517318726,
0.3079189956188202,
0.35185718536376953,
-0.13279946148395538,
0.015286765992641449,
0.005854347720742226,
0.6137813925743103,
0.4751025438308716,
-0.3651030659675598,
-0.3556865155696869,
0.3919319212436676,
-0.4630364775657654,
-0.1947440356016159,
-0.2839958071708679,
-0.06539517641067505,
0.2590423822402954,
-0.18090499937534332,
0.37891003489494324,
0.023702645674347878,
-0.02878292091190815,
0.14638574421405792,
-0.16299918293952942,
-0.12178698927164078,
0.0168911162763834,
0.061680544167757034,
-0.1080961674451828,
0.06612241268157959,
-0.08733265846967697,
-0.15932956337928772,
0.39581191539764404,
-0.046556245535612106,
0.26895207166671753,
0.35843145847320557,
0.377775639295578,
-0.2635360360145569,
-0.12333064526319504,
0.026783257722854614,
0.11661043763160706,
0.04603701829910278,
0.1847543865442276,
0.0897786021232605,
0.01863832026720047,
-0.041173163801431656,
0.1302485466003418,
0.1274355947971344,
-0.2796493470668793,
-0.038920555263757706,
-0.004522142931818962,
-0.06020599603652954,
-0.054755810648202896,
0.0018282048404216766,
-0.13970574736595154,
0.043030135333538055,
-0.09653323143720627,
0.06084442883729935,
-0.5681694746017456,
-0.017762236297130585,
0.027295904234051704,
-0.12067639827728271,
0.0021310485899448395,
0.1531515270471573,
0.3265056014060974,
-0.10904237627983093,
-0.20279234647750854,
0.35335808992385864,
0.04287451133131981,
-0.1160707026720047,
-0.33754050731658936,
0.050153493881225586,
0.11092900484800339,
0.236110121011734,
-0.07718946784734726,
-0.340309739112854,
0.17351378500461578,
-0.2099866271018982,
0.32013392448425293,
-0.14201615750789642,
0.23682522773742676,
0.556518018245697,
0.14539839327335358,
0.0379924401640892,
-0.1745881289243698,
0.09350860118865967,
-0.15648780763149261,
0.12913571298122406,
0.22221499681472778,
-0.19912633299827576,
0.30385544896125793,
-0.045721009373664856,
-0.017903730273246765,
0.10154867172241211,
0.6661008596420288,
0.06469510495662689,
0.10587448626756668,
0.13980813324451447,
-0.3712289333343506,
-0.2500917315483093,
0.2434440404176712,
0.13720206916332245,
0.46207916736602783,
-0.1908264458179474,
0.19651557505130768,
-0.07607857137918472,
-0.029591958969831467,
-0.072980135679245,
0.1202598512172699,
0.25614607334136963,
0.21902021765708923,
0.10051566362380981,
0.01672014594078064,
-0.07234755158424377,
-0.2182261347770691,
-0.5013602375984192,
0.12599016726016998,
0.1473742425441742,
-0.13303983211517334,
0.23136062920093536,
-0.11201245337724686,
0.33752015233039856,
-0.05615951865911484,
-0.10632530599832535,
0.01878334954380989,
-0.09472490102052689,
-0.13365736603736877,
0.2617744505405426,
0.09593290090560913,
0.15565919876098633,
0.3214757740497589,
0.07821938395500183,
0.1797488033771515,
0.062108710408210754,
-0.16748525202274323,
-0.35951367020606995,
-0.11859483271837234,
-0.1683819442987442,
0.20886795222759247,
-0.15906807780265808,
-0.0048248786479234695,
0.11542817205190659,
-0.3605762720108032,
0.08443094789981842,
-0.05538178235292435,
0.2881396412849426,
-0.2800665497779846,
0.10701227188110352,
-0.051147520542144775,
0.21223421394824982,
-0.10867810249328613,
-0.16735531389713287,
0.17242509126663208,
-0.03896241635084152,
-0.07938619703054428,
0.1632997840642929,
-0.0869746059179306,
-0.3579444885253906,
-0.2964974343776703,
-0.1292116641998291,
-0.09610848128795624,
-0.17595979571342468,
0.32944631576538086,
-0.4516826570034027,
0.13023528456687927,
0.3118812143802643,
0.09769030660390854,
0.029051169753074646,
-0.23969590663909912,
-0.05722523480653763,
-0.3320605754852295,
-0.3701012134552002,
0.14647851884365082,
-0.21832408010959625,
-0.10502468049526215,
-0.03982986509799957,
-0.14417320489883423,
0.39351221919059753,
0.13357406854629517,
-0.47495150566101074,
-0.08386017382144928,
-0.19283480942249298,
-0.17738167941570282,
-0.048299387097358704,
0.1314840465784073,
0.391886830329895,
0.0006888997741043568,
0.11280563473701477,
-0.09044672548770905,
-0.4886797368526459,
0.02653352916240692,
0.22170701622962952,
0.09025900065898895,
0.2339252233505249,
0.7758623957633972,
0.15915454924106598,
0.8457809686660767,
0.5498220920562744,
-0.2834053337574005,
0.27173537015914917,
0.1771603226661682,
-0.03713067248463631,
-0.14604830741882324,
-0.14077340066432953,
0.3023292124271393,
-0.25295472145080566,
-0.28899508714675903,
0.0346430167555809,
-0.20456469058990479,
-0.38609880208969116,
-0.06587913632392883,
0.22223719954490662,
-0.2817646563053131,
-0.2781750559806824,
-0.003377370536327362,
0.044631365686655045,
0.46416929364204407,
0.061353351920843124,
0.3692992031574249,
0.02664191648364067,
0.06530105322599411,
-0.0332726426422596,
-0.06460510194301605,
0.5189149379730225,
-0.1603180170059204,
-0.21605731546878815,
-0.45540785789489746,
-0.705166757106781,
0.2424851506948471,
-0.00948493555188179,
0.4761981964111328,
-0.17957940697669983,
0.07274637371301651,
0.0046943798661231995,
-0.16250818967819214,
0.5696403980255127,
-0.3990994393825531,
0.06540223956108093,
0.09678080677986145,
-0.053130295127630234,
-0.19359464943408966,
0.1336916983127594,
0.0942041426897049,
0.35971933603286743,
0.1876152902841568,
0.2850423753261566,
-0.2806492745876312,
0.01493329182267189,
-0.040458209812641144,
-0.02782551199197769,
-0.022659223526716232,
0.1727965623140335,
-0.13058936595916748,
-0.3528389632701874,
-0.33543339371681213,
0.16393202543258667,
0.13061827421188354,
-0.021912621334195137,
-0.22647526860237122,
-0.2712043523788452,
0.5194990038871765,
-0.03147003799676895,
0.09289362281560898,
0.15737678110599518,
0.15069198608398438,
0.335787296295166,
0.18796731531620026,
0.24745875597000122,
-0.11212179064750671,
0.09195370972156525,
0.3276304006576538,
0.007800770923495293,
0.17153514921665192,
0.35062363743782043,
0.11988884210586548,
0.3660849928855896,
0.5301113128662109,
0.06124412268400192,
0.23448970913887024,
0.26847606897354126,
0.3178577423095703,
-0.3017076849937439,
0.08293353766202927,
0.4499511420726776,
0.15232719480991364,
-0.37607720494270325,
-0.2554470896720886,
0.3187061846256256,
0.23872585594654083,
-0.18316993117332458,
0.3155302107334137,
-0.8222123980522156,
-0.13565197587013245,
0.41617274284362793,
-0.09163939207792282,
0.8843169212341309,
-0.037290945649147034,
0.038602065294981,
-0.06295324862003326,
-0.0887133851647377,
-0.11786437779664993,
-0.5469599366188049,
0.1842249035835266,
-0.2739321291446686,
-0.20971457660198212,
-0.05914021283388138,
-0.21805918216705322,
0.02882765233516693,
0.2595806419849396,
-0.14848284423351288,
0.2588040828704834,
0.10662603378295898,
0.029386207461357117,
-0.08434068411588669,
0.08935768902301788,
0.21219834685325623,
-0.3106057643890381,
0.1795206069946289,
0.045064397156238556,
0.022581949830055237,
0.08277161419391632,
-0.028067046776413918,
-0.013828618451952934,
0.188338503241539,
-0.30932122468948364,
-0.3012962341308594,
-0.007612224668264389,
-0.45603805780410767,
-0.1110847145318985,
-0.14472101628780365,
-0.2318473905324936,
0.3310123383998871,
0.06896857917308807,
-0.12005998194217682,
0.16111765801906586,
-0.09724145382642746,
0.28584539890289307,
0.5067945718765259,
0.2705303132534027,
0.09530018270015717,
-0.11176362633705139,
-0.04156073182821274,
0.01719997450709343,
0.03833305090665817,
0.17984379827976227,
-0.2039281725883484,
-0.21047359704971313,
-0.45645448565483093,
0.275235652923584,
0.3568543791770935,
0.041653454303741455,
0.13496671617031097,
0.4270138740539551,
-0.015234289690852165,
-0.284517377614975,
0.009064357727766037,
0.1909593790769577,
-0.28708815574645996,
0.5451632142066956,
-0.3441188931465149,
-0.1753339171409607,
0.011866481974720955,
0.21814170479774475,
-0.20862075686454773,
0.07285331189632416,
0.23250658810138702,
0.24348540604114532,
-0.08729449659585953,
-0.15869809687137604,
-0.043212566524744034,
0.12045201659202576,
-0.0864722803235054,
0.13982202112674713,
-0.0557151734828949,
0.05138784646987915,
-0.2170192450284958,
0.3000163733959198,
-0.3554571866989136,
-0.01654801517724991,
-0.11904700100421906,
-0.2713244557380676,
-0.19568154215812683,
0.0584285706281662,
-0.07750529050827026,
0.1373622566461563,
-0.30004680156707764,
-0.08643759787082672,
-0.07417964190244675,
0.39735373854637146,
-0.15347562730312347,
-0.007893245667219162,
-0.12069617956876755,
0.3675028681755066,
0.10767395794391632,
-0.06277772039175034,
-0.03327835351228714,
-0.08439461886882782,
-0.047573573887348175,
0.4341996908187866,
-0.1906900256872177,
-0.10917185992002487,
-0.03317084163427353,
0.16467952728271484,
-0.01616143062710762,
-0.14542937278747559,
0.16189178824424744,
-0.17260435223579407,
-0.13482028245925903,
-0.2644485831260681,
0.17838944494724274,
-0.014257462695240974,
-0.02496679127216339,
0.060523685067892075,
0.2933075726032257,
0.08857662230730057,
0.0727192834019661,
0.1610858142375946,
-0.07624706625938416,
0.3659731149673462,
-0.009468595497310162,
0.1120191290974617,
0.306978702545166,
-0.1363970935344696,
-0.09073815494775772,
-0.08161739259958267,
0.2633022367954254,
0.057701610028743744,
0.31868359446525574,
-0.3478385806083679,
0.009173259139060974,
0.0373506136238575,
0.3910130560398102,
0.3580780029296875,
-0.4222031533718109,
-0.045569129288196564,
0.15286192297935486,
0.12616947293281555,
0.1174985021352768,
-0.19990584254264832,
0.0953410267829895,
0.07660989463329315,
0.09828148782253265,
0.15115013718605042,
-0.0042215026915073395,
-0.09780707210302353,
-0.08379609882831573,
0.13263502717018127,
0.007824158295989037,
-0.09301120042800903,
0.07954537868499756,
0.05115374177694321,
-0.01664000377058983,
0.03902576118707657,
0.09609706699848175,
-0.08614161610603333,
0.1575489640235901,
0.39577025175094604,
0.1843762993812561,
0.5398851633071899,
0.3353303074836731,
0.22700968384742737,
-0.036105215549468994,
-0.26501190662384033,
-0.1765785813331604,
0.030382469296455383,
-0.3641439974308014,
0.3571300804615021,
0.019396528601646423,
0.47842514514923096,
-0.2582031786441803,
-0.26930367946624756,
-0.021635273471474648,
0.21957728266716003,
-0.352273166179657,
-0.15794867277145386,
-0.1747545599937439,
-0.016213148832321167,
-0.224473237991333,
0.11228574812412262,
0.023801295086741447,
0.14313410222530365,
0.719828724861145,
0.12371809035539627,
0.05815361812710762,
0.029957301914691925,
-0.4901992678642273,
0.13483577966690063,
0.14925317466259003,
-0.2966107726097107,
0.33701804280281067,
0.023327738046646118,
-0.17647181451320648,
-0.19211812317371368,
-0.0574178546667099,
0.3974493145942688,
0.2889816164970398,
-0.5494681000709534,
0.1426488310098648,
0.17468227446079254,
-0.009570814669132233,
-0.17765027284622192,
0.22016608715057373,
0.12441180646419525,
0.05937398225069046,
0.13243688642978668,
-0.03993280231952667,
-0.05633127689361572,
0.08712784945964813,
0.1335141807794571,
0.4461645483970642,
-0.2179165482521057,
0.4909081757068634,
-0.1126822829246521,
-0.0808420479297638,
-0.18673846125602722,
-0.1194228008389473,
-0.432881236076355,
0.22910094261169434,
0.5041868090629578,
-0.29239410161972046,
0.06850479543209076,
-0.29993391036987305,
0.010722704231739044,
-0.25421226024627686,
0.17910993099212646,
-0.13256897032260895,
0.048775143921375275,
-0.5490330457687378,
-0.3552998900413513,
-0.3224753141403198,
-0.014397211372852325,
-0.12234959006309509,
0.09622666239738464,
-0.12840498983860016,
0.13831032812595367,
-0.004519827663898468,
0.2998446822166443,
0.007846944034099579,
-0.45138072967529297,
-0.27216166257858276,
0.6063499450683594,
-0.27585089206695557,
0.04526078701019287,
-0.33943814039230347,
0.061916567385196686,
0.2893826365470886,
-0.303257018327713,
0.36774998903274536,
0.028488583862781525,
-0.15375229716300964,
-0.11841033399105072,
-0.1598731279373169,
0.12741073966026306,
-0.26548898220062256,
0.6631462574005127,
0.2054973691701889,
0.18099626898765564,
-0.2568235397338867,
-0.15156565606594086,
-0.03361223265528679,
0.14928801357746124,
-0.04329610988497734,
-0.21452119946479797,
-0.25663110613822937,
0.47938844561576843,
-0.03804144635796547,
0.05404871702194214,
-0.4580937623977661,
-0.20705051720142365,
0.154409721493721,
-0.1406838595867157,
-0.15896202623844147,
0.19968125224113464,
-0.013022903352975845,
0.3011167049407959,
0.09091253578662872,
0.3618655800819397,
0.017691582441329956,
0.3072667419910431,
-0.27177268266677856,
-0.25775039196014404,
0.4868464767932892,
-0.4320831000804901,
-0.3787291646003723,
-0.25357529520988464,
0.24707980453968048,
-0.15446683764457703,
-0.2531394362449646,
-0.2415008544921875,
-0.2508774399757385,
0.1183805912733078,
0.08384576439857483,
-0.5791205763816833,
0.24991393089294434,
-0.03338570520281792,
-0.10681058466434479,
-0.07694824039936066,
0.39897823333740234,
0.1411176174879074,
-0.24120467901229858,
0.2595726251602173,
-0.3604636788368225
] |
https://github.com/huggingface/datasets/issues/5337 | Support webdataset format | I like the idea of having `webdataset` as an optional dependency to ensure our loader generates web datasets the same way as the main project. | Webdataset is an efficient format for iterable datasets. It would be nice to support it in `datasets`, as discussed in https://github.com/rom1504/img2dataset/issues/234.
In particular it would be awesome to be able to load one using `load_dataset` in streaming mode (either from a local directory, or from a dataset on the Hugging Face Hub). Some datasets on the Hub are already in webdataset format.
It terms of implementation, we can have something similar to the Parquet loader.
I also think it's fine to have webdataset as an optional dependency. | 25 | Support webdataset format
Webdataset is an efficient format for iterable datasets. It would be nice to support it in `datasets`, as discussed in https://github.com/rom1504/img2dataset/issues/234.
In particular it would be awesome to be able to load one using `load_dataset` in streaming mode (either from a local directory, or from a dataset on the Hugging Face Hub). Some datasets on the Hub are already in webdataset format.
It terms of implementation, we can have something similar to the Parquet loader.
I also think it's fine to have webdataset as an optional dependency.
I like the idea of having `webdataset` as an optional dependency to ensure our loader generates web datasets the same way as the main project. | [
-0.25408828258514404,
-0.2878536880016327,
-0.20432646572589874,
0.07107993960380554,
-0.13919468224048615,
0.21430963277816772,
0.1508811116218567,
0.46708667278289795,
0.46232861280441284,
-0.07798212766647339,
-0.10798319429159164,
0.056327298283576965,
-0.29503360390663147,
0.36624598503112793,
0.07012497633695602,
-0.06773775070905685,
0.07994600385427475,
0.3530012369155884,
0.01505376398563385,
0.23291562497615814,
0.049410395324230194,
0.12073709815740585,
-0.1352653205394745,
-0.03782448172569275,
-0.05923387408256531,
0.0156926978379488,
-0.0865064412355423,
0.05472436547279358,
-0.12428709119558334,
-0.3757650852203369,
0.2904776930809021,
0.4550105333328247,
0.27497610449790955,
0.3011033535003662,
-0.00010648614261299372,
-0.04230031743645668,
0.23470410704612732,
-0.08438677340745926,
-0.3623543679714203,
0.16030849516391754,
-0.13760659098625183,
-0.2283257693052292,
0.331741601228714,
-0.26354289054870605,
0.04395148158073425,
-0.1710214763879776,
0.18838155269622803,
-0.3342764675617218,
0.5365130305290222,
-0.0409911572933197,
0.18575996160507202,
0.1691432148218155,
-0.07537738978862762,
0.0575699657201767,
-0.12989890575408936,
0.36206090450286865,
-0.15364591777324677,
0.20214879512786865,
0.40960726141929626,
0.1523626148700714,
0.05882466956973076,
0.19194847345352173,
-0.13876919448375702,
0.04941602051258087,
0.19560620188713074,
0.0005400562658905983,
0.08190590143203735,
-0.42895305156707764,
0.09006090462207794,
0.152693510055542,
0.740703821182251,
-0.16462436318397522,
-0.25918835401535034,
-0.2482500970363617,
-0.04087182506918907,
0.12202538549900055,
-0.12714150547981262,
0.34231260418891907,
-0.05590836703777313,
0.3868434727191925,
-0.1917746663093567,
-0.286839097738266,
-0.49499425292015076,
-0.006656922399997711,
-0.04455740749835968,
0.349382609128952,
0.010795551352202892,
0.12053057551383972,
-0.14601285755634308,
0.051337406039237976,
0.2869682013988495,
-0.06771466135978699,
0.09877625107765198,
-0.01199497189372778,
-0.11153730750083923,
-0.3835384249687195,
-0.14737969636917114,
0.34401172399520874,
0.4147898554801941,
0.13783276081085205,
0.20409522950649261,
0.17783835530281067,
-0.09395551681518555,
0.07423698157072067,
0.0944409966468811,
-0.17806237936019897,
0.27541711926460266,
-0.5088946223258972,
0.4205092191696167,
-0.1081811860203743,
0.29073765873908997,
0.0030637718737125397,
-0.06478873640298843,
0.19044454395771027,
-0.13671475648880005,
-0.27315524220466614,
0.10850721597671509,
0.108650341629982,
-0.17782433331012726,
-0.25476619601249695,
0.3770003318786621,
-0.08771689236164093,
0.13722635805606842,
0.15039056539535522,
0.018949948251247406,
0.18168824911117554,
0.014836650341749191,
0.30887657403945923,
0.2136201560497284,
-0.6072694659233093,
-0.132388174533844,
-0.10434536635875702,
0.03630654141306877,
0.1754509061574936,
0.1518208384513855,
-0.13994815945625305,
0.2853187918663025,
-0.029365219175815582,
0.3554171323776245,
0.42673805356025696,
0.13277322053909302,
0.04130793362855911,
0.07772975414991379,
0.14769910275936127,
-0.047516223043203354,
-0.09932669252157211,
0.23310530185699463,
0.017131932079792023,
-0.20751544833183289,
-0.06834860891103745,
-0.34211987257003784,
-0.29827553033828735,
-0.17620258033275604,
0.11605243384838104,
-0.18143533170223236,
-0.06293510645627975,
-0.6119539141654968,
0.4468913972377777,
-0.2577235996723175,
-0.37202680110931396,
-0.06183650344610214,
0.1502624899148941,
-0.2704639434814453,
-0.17688600718975067,
0.03407404571771622,
0.5415552258491516,
-0.20836296677589417,
0.049134477972984314,
0.09960538893938065,
-0.1861124336719513,
-0.12160056084394455,
0.012911815196275711,
-0.2608802020549774,
0.03956228122115135,
-0.22616693377494812,
0.07764700055122375,
0.3731008768081665,
-0.2399681657552719,
-0.1395445466041565,
0.37761810421943665,
0.11811418831348419,
0.11368713527917862,
0.09674812108278275,
-0.01859261468052864,
0.10723624378442764,
-0.169630229473114,
-0.40530937910079956,
0.3895924687385559,
-0.25453171133995056,
0.10795368999242783,
0.03013390675187111,
-0.2526056170463562,
0.41188526153564453,
0.38770076632499695,
-0.04019802436232567,
0.14991095662117004,
0.15522339940071106,
-0.03711368143558502,
0.19874465465545654,
-0.3250454068183899,
0.12169778347015381,
-0.2639618515968323,
0.02622201107442379,
0.19637155532836914,
-0.013694657012820244,
-0.11950638890266418,
-0.6795058846473694,
0.36290398240089417,
0.13723167777061462,
-0.13172444701194763,
-0.2637471556663513,
-0.07405119389295578,
-0.07465383410453796,
0.0017119739204645157,
-0.16901493072509766,
-0.21174882352352142,
0.16449657082557678,
0.12470507621765137,
0.024325352162122726,
-0.17940829694271088,
-0.6093791127204895,
0.7802590727806091,
-0.3636608421802521,
-0.0723610371351242,
-0.1272011399269104,
0.48398375511169434,
0.22530962526798248,
-0.008928201161324978,
-0.08279982954263687,
-0.05910547822713852,
-0.19839951395988464,
-0.32134824991226196,
0.15918943285942078,
0.4814659655094147,
0.0030993660911917686,
0.20609037578105927,
0.326712965965271,
0.23106105625629425,
0.36886194348335266,
-0.4649260640144348,
0.2223467230796814,
-0.07195757329463959,
0.16372039914131165,
-0.15938326716423035,
-0.15747159719467163,
0.30518078804016113,
-0.23793302476406097,
0.16023103892803192,
-0.01025925949215889,
0.027018098160624504,
0.3369131088256836,
0.28979042172431946,
-0.39282411336898804,
-0.1304706186056137,
-0.31253358721733093,
0.1318230926990509,
0.3832608759403229,
-0.40732547640800476,
-0.3196776211261749,
0.2329268455505371,
0.18370285630226135,
0.008030403405427933,
0.08095971494913101,
0.5248278975486755,
0.09902216494083405,
-0.26060953736305237,
0.06553954631090164,
-0.25669726729393005,
0.47196346521377563,
0.23203501105308533,
0.0008772984147071838,
-0.057723671197891235,
0.14827503263950348,
-0.020373351871967316,
0.0740673691034317,
0.08574070036411285,
0.213400200009346,
-0.08153324574232101,
0.07906612753868103,
-0.05516728386282921,
-0.2466319501399994,
-0.4636707901954651,
-0.20975984632968903,
-0.08621196448802948,
0.13099771738052368,
0.09546440839767456,
-0.03370768949389458,
-0.0997401624917984,
-0.018189381808042526,
0.18758758902549744,
-0.23936918377876282,
-0.09231055527925491,
0.07104860246181488,
0.22842301428318024,
-0.04334632679820061,
0.17332252860069275,
0.13888484239578247,
0.8340165615081787,
0.012586748227477074,
0.016364820301532745,
-0.4657842218875885,
-0.26056361198425293,
-0.07169824838638306,
0.039157379418611526,
0.19516269862651825,
-0.13631267845630646,
0.41560012102127075,
-0.3401743173599243,
0.2045523077249527,
-0.4664689600467682,
-0.5157026052474976,
0.2223874032497406,
-0.13216321170330048,
0.04589999094605446,
0.1910957247018814,
0.3984827399253845,
0.06708348542451859,
-0.28358256816864014,
0.01259679440408945,
-0.5093004107475281,
-0.08376669138669968,
-0.0014817621558904648,
0.01459828857332468,
0.05044558271765709,
-0.08213503658771515,
0.09631385654211044,
-0.5524150729179382,
-0.47149088978767395,
0.2284119874238968,
0.13188932836055756,
0.05181846395134926,
-0.09846621006727219,
0.0328681506216526,
0.16433244943618774,
0.17016740143299103,
0.21001262962818146,
-0.08973303437232971,
-0.4920433759689331,
0.1498691886663437,
-0.2475946992635727,
-0.22900427877902985,
-0.05097315460443497,
0.004515010863542557,
0.3510807454586029,
0.3329083323478699,
-0.3786693215370178,
-0.23972976207733154,
0.09205649048089981,
0.02775898203253746,
-0.045252397656440735,
-0.1562192142009735,
0.3713698983192444,
0.03566737473011017,
-0.003080088645219803,
-0.2627622187137604,
0.004225041717290878,
0.06947609037160873,
0.1919107437133789,
-0.26220932602882385,
0.43950343132019043,
0.24656113982200623,
0.1789231300354004,
0.37002772092819214,
0.19532345235347748,
0.1036495715379715,
0.4097040295600891,
0.2124442458152771,
0.3321470320224762,
-0.3032669425010681,
-0.08109945058822632,
-0.011655019596219063,
-0.049627140164375305,
0.05718814581632614,
0.6671716570854187,
-0.0829855278134346,
-0.4677790701389313,
-0.4748975932598114,
0.08754049241542816,
-0.1814391314983368,
0.10258170962333679,
-0.061935968697071075,
0.23115302622318268,
0.3003092408180237,
-0.14248070120811462,
-0.26244792342185974,
-0.13995704054832458,
0.10334380716085434,
0.22494636476039886,
0.26269689202308655,
0.258508563041687,
0.0884990394115448,
-0.034094903618097305,
0.14675840735435486,
-0.31221505999565125,
0.24605804681777954,
0.09933789074420929,
0.022281233221292496,
0.03822948411107063,
-0.19258826971054077,
0.10015026479959488,
-0.021883834153413773,
0.6030383706092834,
-0.3107251226902008,
-0.23163850605487823,
-0.21155139803886414,
-0.2723013162612915,
-0.5627820491790771,
0.11594858765602112,
-0.027907531708478928,
0.19782614707946777,
0.1246768981218338,
0.5533834099769592,
-0.47539618611335754,
-0.3426988422870636,
0.009309252724051476,
0.09171531349420547,
-0.1299557089805603,
-0.09175902605056763,
-0.09409812092781067,
0.24761372804641724,
-0.18923868238925934,
-0.05734913796186447,
0.20893709361553192,
-0.0031555474270135164,
0.29242873191833496,
0.06612944602966309,
-0.3179037570953369,
-0.2512776851654053,
-0.10410687327384949,
0.3498181700706482,
0.11846091598272324,
0.05311822146177292,
-0.058267369866371155,
0.3388958275318146,
-0.004516392946243286,
-0.08275888860225677,
0.37646737694740295,
-0.00402497872710228,
-0.2620420753955841,
0.3125852346420288,
-0.06332043558359146,
0.2414754033088684,
0.3350657820701599,
0.1303344964981079,
-0.3246298134326935,
-0.18739934265613556,
0.060136787593364716,
-0.5429062247276306,
0.22329071164131165,
0.024021361023187637,
-0.3550538718700409,
-0.26377570629119873,
-0.36013633012771606,
0.4745652973651886,
-0.09059950709342957,
-0.08462889492511749,
0.44098562002182007,
0.4963899254798889,
-0.22861014306545258,
0.23201113939285278,
0.45817476511001587,
0.9405830502510071,
0.08663417398929596,
0.15413539111614227,
0.35094350576400757,
-0.41001415252685547,
0.13770227134227753,
-0.5039905905723572,
-0.1904849112033844,
0.08571530878543854,
-0.24103067815303802,
-0.22683444619178772,
-0.017102640122175217,
0.241045743227005,
0.1758166253566742,
-0.5011923909187317,
0.15875524282455444,
0.39732080698013306,
0.24564123153686523,
0.16099277138710022,
0.3958079516887665,
-0.08256041258573532,
-0.3314605951309204,
-0.45942986011505127,
0.1328076869249344,
-0.13975051045417786,
-0.2302592396736145,
-0.30351680517196655,
-0.27608054876327515,
0.3178540766239166,
0.08735242486000061,
-0.0945967510342598,
-0.17518389225006104,
0.09781699627637863,
0.2481827586889267,
-0.15865206718444824,
-0.27741730213165283,
0.0058594681322574615,
0.3155919015407562,
0.3833082914352417,
-0.2631281614303589,
-0.5046822428703308,
0.04994790628552437,
-0.3167058527469635,
0.011452757753431797,
-0.3816019594669342,
-0.1616072654724121,
0.3891512453556061,
-0.07847277820110321,
0.17475128173828125,
0.053660206496715546,
-0.049501534551382065,
-0.32411402463912964,
0.033071368932724,
0.15696898102760315,
0.08033956587314606,
-0.06326835602521896,
-0.10503770411014557,
0.1504243016242981,
-0.11590138077735901,
-0.12197835743427277,
0.05828617513179779,
-0.01946912705898285,
-0.046681810170412064,
-0.1476793885231018,
0.07310526072978973,
-0.2584769129753113,
-0.23717229068279266,
0.25954335927963257,
-0.12953132390975952,
-0.04165169969201088,
0.04808767884969711,
-0.06257534772157669,
-0.23894064128398895,
-0.24613136053085327,
-0.0010158643126487732,
0.07316499948501587,
-0.4438275098800659,
0.27281826734542847,
-0.29405853152275085,
-0.08149024844169617,
-0.08504827320575714,
-0.20493704080581665,
0.16618508100509644,
-0.04106921702623367,
0.04556111618876457,
-0.19156475365161896,
-0.16968950629234314,
0.2533574104309082,
-0.21224908530712128,
0.2531909942626953,
0.11517948657274246,
-0.10329665243625641,
0.1277027577161789,
-0.09601610898971558,
-0.34216171503067017,
0.01247818861156702,
0.13613930344581604,
0.021162085235118866,
0.06340260803699493,
0.05671675130724907,
0.03922361508011818,
0.14768315851688385,
0.02673172764480114,
0.11844877153635025,
-0.34642332792282104,
-0.15700867772102356,
-0.18347477912902832,
0.1964336782693863,
0.1382792592048645,
0.03952355682849884,
0.14009422063827515,
0.0070922113955020905,
-0.35272523760795593,
-0.18152612447738647,
0.30946484208106995,
-0.33001628518104553,
-0.11815911531448364,
0.009972651489078999,
0.7046760320663452,
0.14889109134674072,
-0.11444898694753647,
-0.10093347728252411,
0.13671445846557617,
0.2515125870704651,
0.09642648696899414,
0.053746599704027176,
-0.15996530652046204,
-0.25537124276161194,
0.26810064911842346,
0.4920423924922943,
0.4190688729286194,
-0.19859841465950012,
0.39570218324661255,
0.04444895684719086,
0.11759403347969055,
0.22082199156284332,
0.2933925986289978,
0.1739773154258728,
-0.09426719695329666,
-0.09355977177619934,
0.12025333195924759,
0.21277831494808197,
-0.1787678599357605,
-0.013101618736982346,
0.16863705217838287,
-0.017527814954519272,
0.06417830288410187,
0.13724073767662048,
0.4294835329055786,
0.24087926745414734,
0.1850932538509369,
0.12591177225112915,
0.5622847080230713,
-0.3155500292778015,
0.15610432624816895,
0.14374229311943054,
-0.18491347134113312,
-0.056482601910829544,
0.0529850535094738,
0.3272514343261719,
0.27002716064453125,
0.22982215881347656,
-0.41977548599243164,
0.5505611896514893,
0.16695597767829895,
0.10482599586248398,
0.3197615444660187,
0.0777512788772583,
-0.09162178635597229,
0.03616494685411453,
0.24174237251281738,
0.13066625595092773,
0.15789857506752014,
0.03829751908779144,
-0.014542688615620136,
-0.2942475378513336,
-0.27201783657073975,
0.07190707325935364,
0.05424018204212189,
0.04497413709759712,
0.0802149847149849,
-0.2170613408088684,
-0.2007179707288742,
0.07757431268692017,
-0.110081747174263,
-0.33541303873062134,
0.13219384849071503,
0.15583743155002594,
0.33342140913009644,
-0.4446033537387848,
0.024566154927015305,
0.074936643242836,
0.23219388723373413,
-0.052092503756284714,
0.08343739062547684,
0.3659955859184265,
-0.28380081057548523,
0.2200707495212555,
0.4600922167301178,
0.01394607499241829,
0.17394393682479858,
-0.20199909806251526,
-0.00048516225069761276,
-0.09956881403923035,
-0.16363300383090973,
-0.15742135047912598,
0.0772143006324768,
-0.04597845673561096,
0.13327476382255554,
0.2603670358657837,
0.1837286800146103,
-0.07816943526268005,
0.029479563236236572,
-0.004881229251623154,
-0.07674568891525269,
-0.6174083948135376,
-0.1823962926864624,
0.07639557123184204,
0.042432233691215515,
0.16005611419677734,
-0.02103929966688156,
-0.3914063572883606,
-0.07660117000341415,
-0.09351634979248047,
-0.1381390541791916,
-0.13097259402275085,
0.23526068031787872,
0.0795031487941742,
0.025023043155670166,
0.7445510029792786,
0.03193948417901993,
0.05697990581393242,
-0.04773855581879616,
-0.45392847061157227,
-0.2966771721839905,
-0.009360775351524353,
0.20441129803657532,
-0.03908061981201172,
0.1910051852464676,
0.20677071809768677,
0.1451672613620758,
0.3190586566925049,
0.024882525205612183,
-0.13040365278720856,
0.01675734668970108,
-0.11534027755260468,
-0.34422582387924194,
-0.05864221975207329,
0.26605987548828125,
0.26893842220306396,
-0.07863248884677887,
-0.0627157986164093,
0.10435308516025543,
-0.002907596994191408,
-0.015578962862491608,
-0.021070528775453568,
-0.03580774366855621,
-0.066750168800354,
-0.16723766922950745,
0.40201282501220703,
0.09608577191829681,
-0.014805622398853302,
-0.22031250596046448,
0.038404278457164764,
-0.1563877910375595,
-0.35624584555625916,
-0.11403919756412506,
0.3193418085575104,
0.07339770346879959,
0.3100692331790924,
-0.4006279706954956,
-0.5182580947875977,
-0.11331807076931,
0.15162889659404755,
0.14867450296878815,
0.14686384797096252,
-0.520950436592102,
0.036868318915367126,
-0.2763798236846924,
-0.03954223543405533,
-0.10553612560033798,
0.22192373871803284,
-0.05984105169773102,
-0.1622428596019745,
-0.03612952306866646,
-0.01350303553044796,
0.3567565679550171,
-0.2112693041563034,
-0.38978418707847595,
0.14704914391040802,
-0.17333418130874634,
0.35394957661628723,
0.04655612260103226,
-0.44702914357185364,
0.053214602172374725,
0.20274664461612701,
0.050480447709560394,
-0.13087233901023865,
0.4461189806461334,
0.30592912435531616,
-0.16063983738422394,
-0.1773565113544464,
0.07123208045959473,
0.17019718885421753,
-0.19695228338241577,
-0.098516546189785,
-0.4428859353065491
] |
https://github.com/huggingface/datasets/issues/5337 | Support webdataset format | Webdataset is the one of the most popular dataset formats for large scale computer vision tasks. Upvote for this issue. | Webdataset is an efficient format for iterable datasets. It would be nice to support it in `datasets`, as discussed in https://github.com/rom1504/img2dataset/issues/234.
In particular it would be awesome to be able to load one using `load_dataset` in streaming mode (either from a local directory, or from a dataset on the Hugging Face Hub). Some datasets on the Hub are already in webdataset format.
It terms of implementation, we can have something similar to the Parquet loader.
I also think it's fine to have webdataset as an optional dependency. | 20 | Support webdataset format
Webdataset is an efficient format for iterable datasets. It would be nice to support it in `datasets`, as discussed in https://github.com/rom1504/img2dataset/issues/234.
In particular it would be awesome to be able to load one using `load_dataset` in streaming mode (either from a local directory, or from a dataset on the Hugging Face Hub). Some datasets on the Hub are already in webdataset format.
It terms of implementation, we can have something similar to the Parquet loader.
I also think it's fine to have webdataset as an optional dependency.
Webdataset is the one of the most popular dataset formats for large scale computer vision tasks. Upvote for this issue. | [
-0.28716588020324707,
-0.34481245279312134,
-0.1464226245880127,
0.0000067427754402160645,
-0.06355974078178406,
0.1761203408241272,
0.18948416411876678,
0.38589996099472046,
0.47411873936653137,
-0.062107548117637634,
-0.010728582739830017,
0.04689568281173706,
-0.2464788407087326,
0.46910250186920166,
0.07007226347923279,
-0.18574106693267822,
0.10490456223487854,
0.3517606854438782,
0.010283097624778748,
0.15854813158512115,
0.014382902532815933,
0.1634995937347412,
-0.16384436190128326,
-0.09772570431232452,
-0.081942617893219,
-0.009224748238921165,
-0.0024732667952775955,
0.09425000846385956,
-0.14499349892139435,
-0.3868149518966675,
0.12598751485347748,
0.2602611780166626,
0.25489023327827454,
0.24839434027671814,
-0.0001063578893081285,
0.007663734257221222,
0.27151644229888916,
-0.07841819524765015,
-0.2901892364025116,
0.17886686325073242,
-0.06928931176662445,
-0.24605610966682434,
0.40955430269241333,
-0.2698851227760315,
-0.05510857328772545,
-0.17351767420768738,
0.22303509712219238,
-0.26283448934555054,
0.5056623816490173,
-0.016199365258216858,
0.21239669620990753,
0.23560085892677307,
-0.044197916984558105,
0.07158364355564117,
-0.14848026633262634,
0.3546813726425171,
-0.13326726853847504,
0.1300336867570877,
0.2913198173046112,
0.12112800776958466,
-0.003915287554264069,
0.29306963086128235,
-0.09342245757579803,
0.003425765782594681,
0.308167427778244,
-0.032027482986450195,
0.11170607060194016,
-0.4742138683795929,
-0.012591477483510971,
0.09711191058158875,
0.5638943314552307,
-0.08201777189970016,
-0.1881183385848999,
-0.2498338520526886,
-0.05084958299994469,
0.03197479248046875,
-0.10720760375261307,
0.4681333005428314,
-0.10443180799484253,
0.29986709356307983,
-0.24551528692245483,
-0.3389996290206909,
-0.5124691724777222,
-0.031288132071495056,
-0.13214001059532166,
0.19253018498420715,
0.04062724485993385,
0.11308208107948303,
-0.021566767245531082,
0.0323931910097599,
0.21684780716896057,
0.004246842116117477,
0.12084095180034637,
-0.22192402184009552,
-0.2482348531484604,
-0.2964376211166382,
-0.1347854733467102,
0.4538460969924927,
0.28221073746681213,
0.11729297041893005,
0.22309835255146027,
0.18005943298339844,
-0.0027295229956507683,
0.08303475379943848,
0.046512894332408905,
-0.14654642343521118,
0.17239120602607727,
-0.41220325231552124,
0.3520711660385132,
0.009025249630212784,
0.32041263580322266,
0.0363696813583374,
0.005671541206538677,
0.134869784116745,
-0.15416160225868225,
-0.2997038960456848,
0.0664249137043953,
0.0089862160384655,
-0.17876362800598145,
-0.15576812624931335,
0.3025893568992615,
0.005915123503655195,
0.06465942412614822,
0.23899421095848083,
0.0660274401307106,
0.14220455288887024,
0.13443851470947266,
0.30639147758483887,
0.11061064153909683,
-0.5978407859802246,
-0.1360757201910019,
-0.01239403709769249,
-0.0034146755933761597,
0.20970745384693146,
0.14555230736732483,
-0.13163889944553375,
0.2832714319229126,
-0.10938405245542526,
0.3989572525024414,
0.405612587928772,
0.05298595130443573,
0.07702542841434479,
0.21281267702579498,
0.2790735960006714,
-0.06055288761854172,
-0.2099877893924713,
0.23503205180168152,
0.07295554876327515,
-0.1625208854675293,
0.057519711554050446,
-0.3032981753349304,
-0.2625246047973633,
-0.22312329709529877,
0.10197815299034119,
-0.13911569118499756,
-0.09879094362258911,
-0.448106974363327,
0.45337703824043274,
-0.3499297499656677,
-0.3295605480670929,
0.007920756936073303,
0.056382209062576294,
-0.24601347744464874,
-0.16762763261795044,
0.05186197906732559,
0.48263293504714966,
-0.26018330454826355,
0.0337219312787056,
0.06954310089349747,
-0.17377516627311707,
-0.16142717003822327,
0.06659914553165436,
-0.2511340379714966,
-0.04199300706386566,
-0.23927676677703857,
0.11185279488563538,
0.3031538724899292,
-0.2588346600532532,
-0.1667642444372177,
0.2447749674320221,
0.02121610939502716,
0.09964346140623093,
0.046815332025289536,
0.1302541047334671,
0.08612237125635147,
-0.13107243180274963,
-0.4548034965991974,
0.37091267108917236,
-0.24971792101860046,
0.13954903185367584,
-0.01453220471739769,
-0.26267245411872864,
0.3301101326942444,
0.4518604278564453,
0.02475419081747532,
0.06272366642951965,
0.15635688602924347,
-0.08914653956890106,
0.19418543577194214,
-0.376857727766037,
0.15064296126365662,
-0.24022634327411652,
0.08161839097738266,
0.12025274336338043,
0.01544843427836895,
-0.06107991561293602,
-0.6322199702262878,
0.3231979012489319,
0.1692904233932495,
-0.028733648359775543,
-0.3174734115600586,
-0.12113993614912033,
0.0018714889883995056,
-0.06609708070755005,
-0.16692377626895905,
-0.2163189798593521,
0.13714192807674408,
0.10828262567520142,
-0.06476760655641556,
-0.15235215425491333,
-0.459554523229599,
0.7487953901290894,
-0.3266008794307709,
-0.01405667420476675,
-0.07793623208999634,
0.48378705978393555,
0.16860134899616241,
-0.032340314239263535,
-0.06510629504919052,
-0.16461694240570068,
-0.12240459769964218,
-0.27139702439308167,
0.18186885118484497,
0.5126192569732666,
0.08878693729639053,
0.1818121075630188,
0.2367841601371765,
0.19301186501979828,
0.41754889488220215,
-0.5241207480430603,
0.22050794959068298,
-0.0773870050907135,
0.0954776480793953,
-0.11698457598686218,
-0.20506441593170166,
0.25632089376449585,
-0.22269006073474884,
0.09796659648418427,
0.023655690252780914,
0.08718591928482056,
0.28119462728500366,
0.25878074765205383,
-0.3715099096298218,
-0.17032775282859802,
-0.26736223697662354,
0.15299645066261292,
0.20383521914482117,
-0.3857532739639282,
-0.4308496415615082,
0.24076059460639954,
0.16363629698753357,
0.04805079475045204,
0.03165363892912865,
0.5150406956672668,
0.06261151283979416,
-0.13721148669719696,
0.14172470569610596,
-0.1926192045211792,
0.3681863844394684,
0.27976325154304504,
-0.13449566066265106,
0.027575351297855377,
0.1354178488254547,
-0.014516336843371391,
0.10405286401510239,
0.16044965386390686,
0.28267088532447815,
-0.07918982952833176,
0.10836037248373032,
-0.09284112602472305,
-0.38032424449920654,
-0.41758087277412415,
-0.2246464043855667,
-0.10517163574695587,
0.09491369128227234,
0.07263527810573578,
0.024391228333115578,
-0.2220156490802765,
-0.09767014533281326,
0.2688094973564148,
-0.2638471722602844,
-0.0329722985625267,
0.05772726237773895,
0.26398447155952454,
-0.02629607543349266,
0.24005019664764404,
0.04607521370053291,
0.9313081502914429,
0.021280566230416298,
-0.005244407802820206,
-0.43388792872428894,
-0.18508946895599365,
-0.07400505989789963,
0.02096283808350563,
0.18167495727539062,
-0.12259692698717117,
0.4432695806026459,
-0.2736082077026367,
0.20856745541095734,
-0.5451733469963074,
-0.5627872943878174,
0.25019311904907227,
-0.20197081565856934,
0.10457802563905716,
0.09826266020536423,
0.3420409858226776,
-0.0492405891418457,
-0.25699272751808167,
-0.0061112986877560616,
-0.46077799797058105,
-0.17131128907203674,
-0.09879057854413986,
0.056544482707977295,
0.00693289702758193,
-0.13759948313236237,
0.11767920851707458,
-0.4849134087562561,
-0.4896557927131653,
0.26418179273605347,
0.16393283009529114,
0.08038556575775146,
-0.09714224934577942,
0.007740515284240246,
0.0324137881398201,
0.039124730974435806,
0.1598646491765976,
-0.03853923827409744,
-0.39794886112213135,
0.12586091458797455,
-0.25342515110969543,
-0.3500819504261017,
0.017897579818964005,
0.027299262583255768,
0.3116568922996521,
0.3496057987213135,
-0.4831045866012573,
-0.2770663797855377,
0.009846055880188942,
-0.06413450092077255,
-0.03761732578277588,
-0.18994179368019104,
0.42627912759780884,
0.06905648857355118,
-0.02565404213964939,
-0.24011576175689697,
-0.14620742201805115,
0.12120843678712845,
0.2639666795730591,
-0.18439096212387085,
0.4272621273994446,
0.2821931838989258,
0.211864173412323,
0.3382146954536438,
0.31627973914146423,
0.06103983521461487,
0.5040372014045715,
0.16293756663799286,
0.406124472618103,
-0.36050930619239807,
-0.09929933398962021,
0.041509922593832016,
-0.02140367031097412,
0.029431264847517014,
0.6078932881355286,
-0.12292777746915817,
-0.5055496692657471,
-0.47756361961364746,
0.012782704085111618,
-0.2753138840198517,
0.0455535463988781,
-0.09292471408843994,
0.23572394251823425,
0.32727310061454773,
-0.16918423771858215,
-0.21517744660377502,
-0.09475463628768921,
0.020597070455551147,
0.29505711793899536,
0.2907024621963501,
0.2943113446235657,
0.09573652595281601,
0.02196495607495308,
0.15094302594661713,
-0.328988254070282,
0.24869194626808167,
0.03938678279519081,
0.04293696954846382,
-0.05690837651491165,
-0.2976961135864258,
0.1629476696252823,
-0.04471629112958908,
0.6279823780059814,
-0.27153387665748596,
-0.17320716381072998,
-0.27227145433425903,
-0.23722532391548157,
-0.5357217788696289,
0.0843348354101181,
0.022043798118829727,
0.09557617455720901,
0.09174493700265884,
0.52967768907547,
-0.3528858423233032,
-0.26154211163520813,
0.16137507557868958,
0.002659665187820792,
-0.1607254296541214,
-0.09731268137693405,
-0.08505210280418396,
0.24679827690124512,
-0.16515162587165833,
0.004301674664020538,
0.1857093870639801,
-0.04003129526972771,
0.3275727927684784,
0.06222054734826088,
-0.22577105462551117,
-0.32857662439346313,
-0.13944880664348602,
0.29119691252708435,
0.2123699188232422,
0.11402063816785812,
0.032850172370672226,
0.3974127173423767,
0.12577126920223236,
-0.05200382322072983,
0.517436146736145,
0.08042429387569427,
-0.33502888679504395,
0.26376771926879883,
-0.030045293271541595,
0.22732260823249817,
0.4587099254131317,
0.1695811152458191,
-0.3749857246875763,
-0.11204038560390472,
0.11367937922477722,
-0.5847062468528748,
0.26596975326538086,
0.11140502244234085,
-0.34216415882110596,
-0.2753142714500427,
-0.18692746758460999,
0.409496933221817,
-0.12065532803535461,
-0.08419671654701233,
0.33093374967575073,
0.5856302976608276,
-0.23716026544570923,
0.2651461958885193,
0.5008207559585571,
0.9752442240715027,
0.030167710036039352,
0.24927279353141785,
0.32341575622558594,
-0.44066667556762695,
0.20683406293392181,
-0.370797336101532,
-0.0035045966506004333,
0.03079819306731224,
-0.30181971192359924,
-0.2293671816587448,
-0.0949910432100296,
0.19909578561782837,
0.023014046251773834,
-0.4558247923851013,
0.10136368870735168,
0.45718133449554443,
0.2523130178451538,
0.15563544631004333,
0.38075724244117737,
-0.04159197956323624,
-0.31873565912246704,
-0.30380216240882874,
0.12077778577804565,
-0.15246009826660156,
-0.22932866215705872,
-0.29718855023384094,
-0.31085389852523804,
0.24845284223556519,
-0.011468123644590378,
-0.052425120025873184,
-0.06804869323968887,
0.029528461396694183,
0.24433830380439758,
-0.2479793131351471,
-0.3077356815338135,
-0.013605663552880287,
0.2367497980594635,
0.2710930109024048,
-0.3153116703033447,
-0.5324926376342773,
0.18614330887794495,
-0.2692772448062897,
-0.02419545128941536,
-0.3107839822769165,
-0.19025172293186188,
0.4204483926296234,
-0.0998876616358757,
0.15337368845939636,
0.028330691158771515,
-0.0063634333200752735,
-0.3066447973251343,
-0.10471096634864807,
0.20920009911060333,
0.13260501623153687,
-0.01710326597094536,
-0.1459580957889557,
0.090193010866642,
-0.08587026596069336,
-0.12280957400798798,
0.08236657083034515,
-0.11691606044769287,
0.0020934364292770624,
-0.0830506905913353,
0.15533447265625,
-0.21695870161056519,
-0.256161630153656,
0.2918345332145691,
-0.14325574040412903,
-0.04512513801455498,
0.05838143453001976,
-0.005792658776044846,
-0.26446372270584106,
-0.21435672044754028,
-0.06713113933801651,
0.1385844498872757,
-0.43158194422721863,
0.26091837882995605,
-0.22609464824199677,
-0.04630250483751297,
-0.016197750344872475,
-0.0871339738368988,
0.2389383763074875,
-0.18224245309829712,
0.006137639284133911,
-0.16978004574775696,
-0.15051411092281342,
0.23219460248947144,
-0.36838042736053467,
0.3412471115589142,
0.14435577392578125,
-0.07508699595928192,
0.13216261565685272,
-0.09199449419975281,
-0.35200485587120056,
-0.0008217096328735352,
0.17093952000141144,
0.11148994415998459,
0.06732169538736343,
0.05672454461455345,
0.05556146055459976,
0.18965661525726318,
0.06078522652387619,
0.08596023172140121,
-0.3781425654888153,
-0.14868444204330444,
-0.10975523293018341,
0.20494350790977478,
0.1452113687992096,
0.021808288991451263,
0.09696526825428009,
-0.0879795104265213,
-0.43397170305252075,
-0.10315322875976562,
0.2796158194541931,
-0.29173991084098816,
-0.21751625835895538,
-0.010458146221935749,
0.5976009368896484,
-0.03131750226020813,
0.09223046898841858,
-0.1442538946866989,
0.020701978355646133,
0.29822838306427,
0.10353494435548782,
-0.0021079368889331818,
-0.11265228688716888,
-0.2353350967168808,
0.31219860911369324,
0.5371463894844055,
0.3303125500679016,
-0.20281070470809937,
0.3770148754119873,
0.05942590534687042,
0.09529358148574829,
0.1573849618434906,
0.4616989493370056,
0.10985303670167923,
-0.13653481006622314,
-0.12850500643253326,
0.19874858856201172,
0.23095853626728058,
-0.31249165534973145,
-0.08185317367315292,
0.26712197065353394,
0.01805257797241211,
0.11668980121612549,
0.14192315936088562,
0.46683815121650696,
0.19767451286315918,
0.14945703744888306,
0.20240947604179382,
0.5969099402427673,
-0.3748108744621277,
0.1754220575094223,
0.11507578939199448,
-0.11854291707277298,
-0.056237902492284775,
0.11992146074771881,
0.4351692795753479,
0.3171462118625641,
0.4190654158592224,
-0.4296921491622925,
0.45017164945602417,
0.13664399087429047,
0.11356011033058167,
0.3253457248210907,
0.029777515679597855,
-0.06622697412967682,
-0.0910322368144989,
0.13550616800785065,
0.08950690925121307,
0.16931241750717163,
0.02315707504749298,
0.0644681379199028,
-0.3687104880809784,
-0.35643866658210754,
0.07164090871810913,
-0.021104317158460617,
0.15991388261318207,
0.03924354165792465,
-0.2311209738254547,
-0.12518340349197388,
0.21938154101371765,
0.048851147294044495,
-0.268676221370697,
0.257757306098938,
0.2008952647447586,
0.2697804570198059,
-0.3733186721801758,
-0.10828303545713425,
0.04746493697166443,
0.2976572811603546,
-0.0871545821428299,
0.05789778754115105,
0.31281042098999023,
-0.32703205943107605,
0.2835979163646698,
0.5101678371429443,
0.09269135445356369,
0.2119946926832199,
-0.1560652256011963,
-0.02237045392394066,
-0.09850794076919556,
-0.18240806460380554,
-0.15304428339004517,
0.06068200618028641,
0.01129920780658722,
0.17407390475273132,
0.30876731872558594,
0.18528027832508087,
-0.06215275824069977,
0.03124319016933441,
-0.07793524861335754,
-0.14932557940483093,
-0.5925316214561462,
-0.26104736328125,
0.058661431074142456,
0.11081517487764359,
0.027434468269348145,
-0.0970824733376503,
-0.4921077787876129,
-0.15196016430854797,
-0.05539983883500099,
-0.12353571504354477,
-0.11861899495124817,
0.14710116386413574,
0.07041262835264206,
0.02796427346765995,
0.7276293635368347,
0.029508909210562706,
0.059423986822366714,
-0.08552480489015579,
-0.4285297989845276,
-0.3417114019393921,
-0.005427010357379913,
0.1755155771970749,
-0.07803536206483841,
0.2890864610671997,
0.19599173963069916,
0.12010255455970764,
0.17466500401496887,
0.14876240491867065,
-0.08397676795721054,
0.05721219629049301,
-0.13178396224975586,
-0.4027441740036011,
0.03539426624774933,
0.3322680592536926,
0.21500788629055023,
-0.06452743709087372,
-0.07206346839666367,
0.20937488973140717,
-0.08854253590106964,
0.017259381711483,
-0.04137071967124939,
-0.002456109970808029,
-0.1271468847990036,
-0.21337267756462097,
0.4817488491535187,
0.05296268314123154,
0.06683904677629471,
-0.24602055549621582,
-0.03591412305831909,
-0.20277035236358643,
-0.3035627603530884,
-0.2048892080783844,
0.3320066034793854,
0.15711060166358948,
0.42209747433662415,
-0.37945225834846497,
-0.563847541809082,
-0.17409491539001465,
0.13858471810817719,
0.15452751517295837,
0.05480615049600601,
-0.4735766351222992,
0.10762064903974533,
-0.23897019028663635,
0.046138353645801544,
-0.06536798924207687,
0.1539078950881958,
-0.020395472645759583,
-0.1438574492931366,
-0.1022944375872612,
-0.2011295109987259,
0.475748211145401,
-0.18217934668064117,
-0.32168832421302795,
0.13549558818340302,
-0.18617430329322815,
0.29700538516044617,
0.078948974609375,
-0.44306480884552,
-0.041485678404569626,
0.11842911690473557,
0.07407152652740479,
-0.14812013506889343,
0.5115283727645874,
0.20810610055923462,
-0.20530717074871063,
-0.1590057611465454,
0.1022428646683693,
0.1907445192337036,
-0.18069396913051605,
-0.09790483117103577,
-0.42163342237472534
] |
https://github.com/huggingface/datasets/issues/5337 | Support webdataset format | We haven't had the bandwidth to implement it so far, but if someone wants to give it a shot please don't hesitate ^^ | Webdataset is an efficient format for iterable datasets. It would be nice to support it in `datasets`, as discussed in https://github.com/rom1504/img2dataset/issues/234.
In particular it would be awesome to be able to load one using `load_dataset` in streaming mode (either from a local directory, or from a dataset on the Hugging Face Hub). Some datasets on the Hub are already in webdataset format.
It terms of implementation, we can have something similar to the Parquet loader.
I also think it's fine to have webdataset as an optional dependency. | 23 | Support webdataset format
Webdataset is an efficient format for iterable datasets. It would be nice to support it in `datasets`, as discussed in https://github.com/rom1504/img2dataset/issues/234.
In particular it would be awesome to be able to load one using `load_dataset` in streaming mode (either from a local directory, or from a dataset on the Hugging Face Hub). Some datasets on the Hub are already in webdataset format.
It terms of implementation, we can have something similar to the Parquet loader.
I also think it's fine to have webdataset as an optional dependency.
We haven't had the bandwidth to implement it so far, but if someone wants to give it a shot please don't hesitate ^^ | [
-0.26099759340286255,
-0.37938693165779114,
-0.20094913244247437,
0.049833156168460846,
-0.09907065331935883,
0.21099945902824402,
0.11928103864192963,
0.4572087824344635,
0.44139960408210754,
-0.011850714683532715,
-0.0835842415690422,
0.038499802350997925,
-0.28995081782341003,
0.4361564815044403,
0.08746151626110077,
-0.0873987078666687,
0.11445154249668121,
0.37459102272987366,
0.05673593282699585,
0.1978818029165268,
0.04985581338405609,
0.14060617983341217,
-0.10249044746160507,
-0.10942843556404114,
-0.09133262932300568,
0.0445064976811409,
-0.10754372179508209,
0.0657677948474884,
-0.14681044220924377,
-0.38038718700408936,
0.21299615502357483,
0.4374639689922333,
0.2903035879135132,
0.2469220757484436,
-0.00010507270053494722,
-0.06794840842485428,
0.20729827880859375,
-0.0830964669585228,
-0.3675364851951599,
0.1602332442998886,
-0.11977818608283997,
-0.20800383388996124,
0.34250974655151367,
-0.23551249504089355,
-0.01958509348332882,
-0.18437184393405914,
0.21070261299610138,
-0.2664308547973633,
0.5397927165031433,
-0.05699848756194115,
0.19243738055229187,
0.1590147465467453,
-0.11100064963102341,
0.0251779742538929,
-0.073464535176754,
0.3648484945297241,
-0.1618208885192871,
0.17707815766334534,
0.41675829887390137,
0.14433759450912476,
0.05370190367102623,
0.26827213168144226,
-0.09599464386701584,
0.03537740185856819,
0.24100133776664734,
-0.008045126684010029,
0.10493987798690796,
-0.383831262588501,
0.03555658459663391,
0.1411842703819275,
0.6497349143028259,
-0.11499897390604019,
-0.23561488091945648,
-0.23418641090393066,
-0.02077868953347206,
0.039503514766693115,
-0.09658270329236984,
0.3747979700565338,
-0.05213179811835289,
0.3517172932624817,
-0.21919238567352295,
-0.2836697995662689,
-0.4985946714878082,
0.017481084913015366,
-0.03618758171796799,
0.3667164146900177,
0.04131481423974037,
0.05336166173219681,
-0.09694916009902954,
0.03782019019126892,
0.23788821697235107,
-0.002634875476360321,
0.08494202047586441,
-0.06397844851016998,
-0.11122238636016846,
-0.36443421244621277,
-0.1279425024986267,
0.3585079312324524,
0.39569681882858276,
0.1706901490688324,
0.2538019120693207,
0.2132362425327301,
-0.0319192074239254,
0.08065195381641388,
0.1049598753452301,
-0.21511313319206238,
0.2332618236541748,
-0.48515576124191284,
0.4090399146080017,
-0.05845634639263153,
0.26229381561279297,
-0.009026847779750824,
-0.05051266774535179,
0.24407906830310822,
-0.11986982822418213,
-0.2703080475330353,
0.07669952511787415,
0.05588413402438164,
-0.12701374292373657,
-0.22163280844688416,
0.4002302289009094,
-0.036974839866161346,
0.14120005071163177,
0.1846296787261963,
0.020471204072237015,
0.16386857628822327,
0.012229669839143753,
0.28545039892196655,
0.21041293442249298,
-0.5539821982383728,
-0.12956923246383667,
-0.08583633601665497,
0.05193113908171654,
0.1721917986869812,
0.14853216707706451,
-0.1514182984828949,
0.2773588001728058,
-0.06618726998567581,
0.41492486000061035,
0.3761378526687622,
0.1384502649307251,
0.07192450761795044,
0.17144306004047394,
0.15654423832893372,
-0.06108005344867706,
-0.18677517771720886,
0.19194066524505615,
0.03891100734472275,
-0.22829169034957886,
-0.07010374218225479,
-0.3040470778942108,
-0.3139897584915161,
-0.17681783437728882,
0.13447433710098267,
-0.11660712212324142,
-0.10011766850948334,
-0.5164153575897217,
0.41456910967826843,
-0.3646485507488251,
-0.3533675968647003,
-0.06782329827547073,
0.18510271608829498,
-0.29563209414482117,
-0.1467011570930481,
0.04072730988264084,
0.5083522200584412,
-0.1935041844844818,
0.010423615574836731,
0.1293741911649704,
-0.15963056683540344,
-0.11708908528089523,
0.03133724257349968,
-0.2149340957403183,
-0.07048212736845016,
-0.22141456604003906,
0.12455564737319946,
0.3325265645980835,
-0.2678118646144867,
-0.1329997032880783,
0.3291778266429901,
0.08550184965133667,
0.0796603336930275,
0.08339789509773254,
0.09520771354436874,
0.115720734000206,
-0.1415170282125473,
-0.36966973543167114,
0.3980463147163391,
-0.25764742493629456,
0.1677338033914566,
-0.0036004558205604553,
-0.26813358068466187,
0.3524216413497925,
0.4054078459739685,
-0.041149821132421494,
0.12142399698495865,
0.15043984353542328,
-0.037328798323869705,
0.2090790569782257,
-0.3663220703601837,
0.11080935597419739,
-0.21947021782398224,
0.08606758713722229,
0.17850452661514282,
-0.006737298332154751,
-0.10274358838796616,
-0.6845477223396301,
0.3378085792064667,
0.13495948910713196,
-0.09123583137989044,
-0.22099001705646515,
-0.12284502387046814,
-0.04591056704521179,
0.003349464386701584,
-0.15313930809497833,
-0.17629793286323547,
0.17209038138389587,
0.15279559791088104,
0.023563764989376068,
-0.23996010422706604,
-0.611419141292572,
0.7351450324058533,
-0.3392447233200073,
-0.05170261859893799,
-0.11309468746185303,
0.463588684797287,
0.21265800297260284,
-0.030794911086559296,
-0.008623797446489334,
-0.11557687073945999,
-0.12559258937835693,
-0.29969438910484314,
0.1830127239227295,
0.49933922290802,
0.043852224946022034,
0.26077473163604736,
0.3145388066768646,
0.21091800928115845,
0.4011235535144806,
-0.3974093198776245,
0.20718450844287872,
-0.08796390891075134,
0.10168930888175964,
-0.1707296222448349,
-0.23276758193969727,
0.33214038610458374,
-0.23363126814365387,
0.1381169855594635,
0.03368388116359711,
0.037993475794792175,
0.29334840178489685,
0.30164408683776855,
-0.40135398507118225,
-0.14799416065216064,
-0.23107068240642548,
0.1214032918214798,
0.3021240234375,
-0.3682384788990021,
-0.37110385298728943,
0.26547738909721375,
0.1719798594713211,
0.01134694367647171,
0.09165061265230179,
0.5255179405212402,
0.13179191946983337,
-0.24469062685966492,
0.09586253017187119,
-0.24423100054264069,
0.38394004106521606,
0.29453518986701965,
0.01496245339512825,
-0.04474882781505585,
0.14948879182338715,
-0.05690205842256546,
0.09082455933094025,
0.05569704994559288,
0.1901928037405014,
-0.06945843249559402,
0.1398421674966812,
-0.09855611622333527,
-0.32890796661376953,
-0.41673797369003296,
-0.2340123951435089,
-0.11722886562347412,
0.18042398989200592,
0.04020298272371292,
-0.041180796921253204,
-0.0693172961473465,
0.03257467597723007,
0.18573565781116486,
-0.2850188612937927,
-0.0764932706952095,
0.16116446256637573,
0.2717575132846832,
-0.06747692823410034,
0.1621665507555008,
0.13772350549697876,
0.8822006583213806,
-0.010627496987581253,
-0.0011479277163743973,
-0.4911147952079773,
-0.27328944206237793,
-0.058556899428367615,
0.04932597652077675,
0.14610761404037476,
-0.12044554948806763,
0.41072386503219604,
-0.32205748558044434,
0.17539064586162567,
-0.4784270226955414,
-0.50948566198349,
0.24220699071884155,
-0.11624836921691895,
0.04577939584851265,
0.17444396018981934,
0.37469911575317383,
0.04571741074323654,
-0.286866694688797,
0.05537595972418785,
-0.4916978180408478,
-0.10682163387537003,
0.02323264256119728,
0.06331336498260498,
0.016367759555578232,
-0.09119550883769989,
0.11823329329490662,
-0.5448233485221863,
-0.49115028977394104,
0.27092525362968445,
0.18499916791915894,
0.09143398702144623,
-0.1200704500079155,
0.013504412956535816,
0.09988803416490555,
0.07795719057321548,
0.21671999990940094,
-0.10135670751333237,
-0.527035117149353,
0.17230357229709625,
-0.26469242572784424,
-0.26954883337020874,
-0.050948720425367355,
0.05521775037050247,
0.2981697916984558,
0.3295959234237671,
-0.4267722964286804,
-0.2991540729999542,
0.06713417172431946,
-0.022475415840744972,
-0.0405554324388504,
-0.1735939234495163,
0.35577595233917236,
0.07388746738433838,
-0.04185183718800545,
-0.22020798921585083,
-0.028723344206809998,
0.06879332661628723,
0.23733657598495483,
-0.28571921586990356,
0.34800994396209717,
0.22608956694602966,
0.16576361656188965,
0.2974289059638977,
0.176785409450531,
0.1359223574399948,
0.4832864999771118,
0.15550629794597626,
0.29917293787002563,
-0.3222626745700836,
-0.07110116630792618,
0.03240500018000603,
-0.05892561376094818,
-0.005358047783374786,
0.6755416989326477,
-0.0746835321187973,
-0.47561171650886536,
-0.49565136432647705,
0.05275673046708107,
-0.16751180589199066,
0.06686936318874359,
-0.08160366117954254,
0.26665523648262024,
0.2804008424282074,
-0.12366077303886414,
-0.24388375878334045,
-0.1273575723171234,
0.07447323203086853,
0.23497875034809113,
0.24393434822559357,
0.295657217502594,
0.048721376806497574,
-0.032726868987083435,
0.1491669863462448,
-0.3018563687801361,
0.24873729050159454,
0.11055736243724823,
-0.010172354988753796,
-0.04635695368051529,
-0.22657477855682373,
0.10891855508089066,
-0.05704576522111893,
0.6168875098228455,
-0.30152007937431335,
-0.23229964077472687,
-0.23157642781734467,
-0.27428722381591797,
-0.5411227345466614,
0.1428932398557663,
-0.03772544115781784,
0.10339522361755371,
0.11350075900554657,
0.6111984848976135,
-0.4309951066970825,
-0.325173944234848,
0.05337084084749222,
0.043622955679893494,
-0.1311006397008896,
-0.06937970221042633,
-0.10042603313922882,
0.2304205596446991,
-0.22465355694293976,
0.00805307924747467,
0.15533526241779327,
-0.03520442545413971,
0.3393476605415344,
0.00530749186873436,
-0.2880984842777252,
-0.25768840312957764,
-0.11637717485427856,
0.3901863098144531,
0.13613319396972656,
0.055250782519578934,
-0.027093537151813507,
0.3090846836566925,
0.02776174061000347,
-0.04855675250291824,
0.3566807210445404,
-0.0050439611077308655,
-0.21395209431648254,
0.3029058277606964,
-0.07838720828294754,
0.24052539467811584,
0.3848766088485718,
0.16276268661022186,
-0.27110329270362854,
-0.1810293346643448,
0.09987818449735641,
-0.6006266474723816,
0.17704907059669495,
0.010649346746504307,
-0.3230767846107483,
-0.23092442750930786,
-0.25413084030151367,
0.4810275137424469,
-0.09152975678443909,
-0.07863622158765793,
0.3728395104408264,
0.5480687022209167,
-0.21134914457798004,
0.2685430645942688,
0.4522241950035095,
0.9762817025184631,
0.0825517401099205,
0.1789625585079193,
0.3330436050891876,
-0.4018133282661438,
0.15733171999454498,
-0.4965705871582031,
-0.11654579639434814,
0.10896901786327362,
-0.29191815853118896,
-0.23116904497146606,
-0.021545127034187317,
0.16535374522209167,
0.22033636271953583,
-0.5196270942687988,
0.12676119804382324,
0.3868284821510315,
0.23171371221542358,
0.09911815822124481,
0.39337337017059326,
-0.1618136763572693,
-0.343887060880661,
-0.48568248748779297,
0.14553679525852203,
-0.10722687840461731,
-0.2334916889667511,
-0.3174487054347992,
-0.28018516302108765,
0.3190140724182129,
0.04179202765226364,
-0.044015537947416306,
-0.125904381275177,
0.06410589069128036,
0.20438739657402039,
-0.1993636041879654,
-0.2705831527709961,
-0.08723939955234528,
0.2189909815788269,
0.3450842499732971,
-0.23946444690227509,
-0.5020275712013245,
0.09610024094581604,
-0.3162745237350464,
0.016461262479424477,
-0.3726541996002197,
-0.1596585214138031,
0.3539838194847107,
-0.1306808590888977,
0.13791772723197937,
0.018223218619823456,
-0.049603480845689774,
-0.3270013928413391,
0.03732825815677643,
0.15937387943267822,
0.05674639716744423,
-0.004430228378623724,
-0.09276425838470459,
0.12264176458120346,
-0.17580941319465637,
-0.1512005776166916,
0.08084213733673096,
-0.09371112287044525,
-0.06115615367889404,
-0.1451762318611145,
0.14544372260570526,
-0.22286838293075562,
-0.2555480897426605,
0.25402918457984924,
-0.1535036563873291,
-0.030788762494921684,
0.05596194043755531,
-0.028602998703718185,
-0.23954877257347107,
-0.2744881212711334,
-0.04220695421099663,
0.07455162703990936,
-0.38472500443458557,
0.2744689881801605,
-0.29680997133255005,
-0.10062762349843979,
-0.07893069833517075,
-0.16326141357421875,
0.20499835908412933,
-0.08385059982538223,
0.06185690686106682,
-0.16171228885650635,
-0.20188748836517334,
0.2722986936569214,
-0.1896660178899765,
0.330605149269104,
0.13523244857788086,
-0.12807826697826385,
0.1422731578350067,
-0.06318791210651398,
-0.36645013093948364,
-0.015768898651003838,
0.09062264114618301,
0.0909520611166954,
0.044459760189056396,
0.0651002749800682,
0.051841430366039276,
0.12322190403938293,
0.04726554453372955,
0.12801939249038696,
-0.3424442410469055,
-0.1639910638332367,
-0.17024119198322296,
0.1930500715970993,
0.11943532526493073,
0.0648723617196083,
0.10845573246479034,
0.014900140464305878,
-0.38626864552497864,
-0.1721499264240265,
0.30200687050819397,
-0.33716270327568054,
-0.11838744580745697,
-0.02094193547964096,
0.7013590335845947,
0.08658549934625626,
-0.058288440108299255,
-0.11088405549526215,
0.18162207305431366,
0.22601594030857086,
0.0584045834839344,
0.03483244404196739,
-0.20073024928569794,
-0.261119544506073,
0.3498542904853821,
0.5192770957946777,
0.40527719259262085,
-0.23290544748306274,
0.3972422778606415,
0.10361552238464355,
0.0615537203848362,
0.18801799416542053,
0.37186533212661743,
0.1818423867225647,
-0.04812522232532501,
-0.08585367351770401,
0.1111583337187767,
0.238860622048378,
-0.23451809585094452,
-0.06727337837219238,
0.18884631991386414,
-0.012571937404572964,
0.1087842732667923,
0.1555909961462021,
0.4028837978839874,
0.23133927583694458,
0.13867013156414032,
0.15215373039245605,
0.5174446702003479,
-0.3598945736885071,
0.10027503967285156,
0.08948509395122528,
-0.1537848711013794,
-0.09473259747028351,
0.03321602940559387,
0.33711516857147217,
0.2969304323196411,
0.22622878849506378,
-0.4068574905395508,
0.49770626425743103,
0.18910658359527588,
0.12006454169750214,
0.3350113332271576,
0.08040003478527069,
-0.13192139565944672,
0.029565557837486267,
0.2606487274169922,
0.15324068069458008,
0.19699996709823608,
0.009216472506523132,
0.028490744531154633,
-0.3281264901161194,
-0.3161287009716034,
0.11875337362289429,
0.07914464175701141,
0.04230722039937973,
0.08135324716567993,
-0.22671785950660706,
-0.23869386315345764,
0.11356505751609802,
-0.04351388290524483,
-0.31593555212020874,
0.1170278862118721,
0.22570811212062836,
0.44526463747024536,
-0.44054388999938965,
-0.005435008555650711,
0.08654718101024628,
0.3368522822856903,
-0.11358016729354858,
0.0588371641933918,
0.3733077049255371,
-0.3259073495864868,
0.22012150287628174,
0.4532628059387207,
0.03981293365359306,
0.1583710014820099,
-0.16782283782958984,
0.07352371513843536,
-0.122004434466362,
-0.17212745547294617,
-0.2010209560394287,
0.05001688748598099,
-0.008821345865726471,
0.1543949842453003,
0.26088786125183105,
0.20554667711257935,
-0.08815710991621017,
0.025277182459831238,
-0.032467786222696304,
-0.09997870028018951,
-0.6056320667266846,
-0.21830463409423828,
0.13034898042678833,
0.022386617958545685,
0.09703594446182251,
-0.0865619108080864,
-0.4053924083709717,
-0.12493635714054108,
-0.09745867550373077,
-0.14378157258033752,
-0.0865505263209343,
0.22649256885051727,
0.09269728511571884,
0.05390313267707825,
0.7611602544784546,
0.042866192758083344,
0.03769379481673241,
-0.0720900148153305,
-0.44296127557754517,
-0.3197076916694641,
0.0048355162143707275,
0.1659691482782364,
-0.015407351776957512,
0.2516920566558838,
0.21741287410259247,
0.16562581062316895,
0.3093593120574951,
0.04041591286659241,
-0.09131242334842682,
-0.040776267647743225,
-0.10156971216201782,
-0.3753592073917389,
-0.008355583995580673,
0.29134827852249146,
0.2218298465013504,
-0.05750954896211624,
-0.07146106660366058,
0.14332719147205353,
-0.02607395499944687,
-0.005772817879915237,
0.04189863055944443,
-0.018942497670650482,
-0.13123925030231476,
-0.19266822934150696,
0.39864611625671387,
0.06706812977790833,
-0.03517232835292816,
-0.2857608497142792,
-0.003966689109802246,
-0.1845896989107132,
-0.3619615137577057,
-0.12598161399364471,
0.30413076281547546,
0.09613657742738724,
0.28866371512413025,
-0.3545506000518799,
-0.5114641785621643,
-0.13888779282569885,
0.16560551524162292,
0.14757883548736572,
0.09356537461280823,
-0.49525633454322815,
0.03719913214445114,
-0.24470478296279907,
0.018591715022921562,
-0.11336707323789597,
0.20817819237709045,
-0.03244289010763168,
-0.1745270937681198,
-0.05346621572971344,
-0.0711970254778862,
0.3876749873161316,
-0.18682777881622314,
-0.3438648283481598,
0.16080467402935028,
-0.1443493366241455,
0.39708757400512695,
0.038101062178611755,
-0.45182061195373535,
0.03786661475896835,
0.156718909740448,
0.059837259352207184,
-0.1388041377067566,
0.4617922902107239,
0.30275362730026245,
-0.19062326848506927,
-0.20077387988567352,
0.04386533796787262,
0.21834754943847656,
-0.20777064561843872,
-0.1332118809223175,
-0.46708452701568604
] |
https://github.com/huggingface/datasets/issues/5332 | Passing numpy array to ClassLabel names causes ValueError | Should `datasets` allow `ClassLabel` input parameter to be an `np.array` even though internally we need to cast it to a Python list? @lhoestq @mariosasko | ### Describe the bug
If a numpy array is passed to the names argument of ClassLabel, creating a dataset with those features causes an error.
### Steps to reproduce the bug
https://colab.research.google.com/drive/1cV_es1PWZiEuus17n-2C-w0KEoEZ68IX
TLDR:
If I define my classes as:
```
my_classes = np.array(['one', 'two', 'three'])
```
Then this errors:
```py
features = Features({'value': Value('string'), 'label': ClassLabel(names=my_classes)})
dataset = Dataset.from_list(my_data, features=features)
```
```
ValueError Traceback (most recent call last)
[<ipython-input-8-a8a9d53ec82f>](https://localhost:8080/#) in <module>
----> 1 dataset = Dataset.from_list(my_data, features=features)
11 frames
[/usr/local/lib/python3.8/dist-packages/datasets/utils/py_utils.py](https://localhost:8080/#) in _asdict_inner(obj)
183 for f in fields(obj):
184 value = _asdict_inner(getattr(obj, f.name))
--> 185 if not f.init or value != f.default or f.metadata.get("include_in_asdict_even_if_is_default", False):
186 result[f.name] = value
187 return result
ValueError: The truth value of an array with more than one element is ambiguous. Use a.any() or a.all()
```
But this works:
```
features2 = Features({'value': Value('string'), 'label': ClassLabel(names=list(my_classes))})
dataset2 = Dataset.from_list(my_data, features=features2)
```
### Expected behavior
If I provide a numpy array of class names, I would expect either an error that the names list is the wrong type, or for it to be cast internally.
### Environment info
- `datasets` version: 2.7.1
- Platform: Linux-5.15.0-56-generic-x86_64-with-glibc2.10
- Python version: 3.8.15
- PyArrow version: 10.0.1
- Pandas version: 1.5.2
Additionally:
- Numpy version: 1.23.5
| 24 | Passing numpy array to ClassLabel names causes ValueError
### Describe the bug
If a numpy array is passed to the names argument of ClassLabel, creating a dataset with those features causes an error.
### Steps to reproduce the bug
https://colab.research.google.com/drive/1cV_es1PWZiEuus17n-2C-w0KEoEZ68IX
TLDR:
If I define my classes as:
```
my_classes = np.array(['one', 'two', 'three'])
```
Then this errors:
```py
features = Features({'value': Value('string'), 'label': ClassLabel(names=my_classes)})
dataset = Dataset.from_list(my_data, features=features)
```
```
ValueError Traceback (most recent call last)
[<ipython-input-8-a8a9d53ec82f>](https://localhost:8080/#) in <module>
----> 1 dataset = Dataset.from_list(my_data, features=features)
11 frames
[/usr/local/lib/python3.8/dist-packages/datasets/utils/py_utils.py](https://localhost:8080/#) in _asdict_inner(obj)
183 for f in fields(obj):
184 value = _asdict_inner(getattr(obj, f.name))
--> 185 if not f.init or value != f.default or f.metadata.get("include_in_asdict_even_if_is_default", False):
186 result[f.name] = value
187 return result
ValueError: The truth value of an array with more than one element is ambiguous. Use a.any() or a.all()
```
But this works:
```
features2 = Features({'value': Value('string'), 'label': ClassLabel(names=list(my_classes))})
dataset2 = Dataset.from_list(my_data, features=features2)
```
### Expected behavior
If I provide a numpy array of class names, I would expect either an error that the names list is the wrong type, or for it to be cast internally.
### Environment info
- `datasets` version: 2.7.1
- Platform: Linux-5.15.0-56-generic-x86_64-with-glibc2.10
- Python version: 3.8.15
- PyArrow version: 10.0.1
- Pandas version: 1.5.2
Additionally:
- Numpy version: 1.23.5
Should `datasets` allow `ClassLabel` input parameter to be an `np.array` even though internally we need to cast it to a Python list? @lhoestq @mariosasko | [
0.21883399784564972,
0.1317862570285797,
-0.08366705477237701,
0.43438130617141724,
0.32979291677474976,
0.023139841854572296,
0.724523663520813,
0.2451750487089157,
0.061613429337739944,
0.22844676673412323,
-0.0062066735699772835,
0.7399469614028931,
-0.1995663046836853,
-0.04280336573719978,
-0.10887844860553741,
-0.06765703856945038,
0.17198878526687622,
-0.05514593422412872,
0.06114746630191803,
-0.04193449392914772,
-0.35323387384414673,
0.03978782147169113,
-0.06239854916930199,
0.37806981801986694,
-0.20560920238494873,
-0.07750702649354935,
-0.01153516210615635,
0.07634197920560837,
0.03981705754995346,
-0.5398998260498047,
0.1588289737701416,
-0.16982485353946686,
-0.14618387818336487,
0.20438310503959656,
-0.00011255104618612677,
-0.05444955825805664,
0.10502690076828003,
0.010846858844161034,
-0.32290706038475037,
0.1634773313999176,
0.08372882753610611,
-0.24966803193092346,
0.083015576004982,
-0.34949204325675964,
0.009637832641601562,
0.01877046376466751,
-0.37474948167800903,
-0.3472414016723633,
-0.06205461919307709,
0.21159707009792328,
0.14845484495162964,
0.08087003976106644,
0.20526213943958282,
0.10122701525688171,
0.2395193874835968,
-0.21653954684734344,
-0.1743350476026535,
0.006686164066195488,
0.12723582983016968,
0.09614238142967224,
0.03563099727034569,
0.37983250617980957,
-0.16865423321723938,
0.09245918691158295,
0.3896908164024353,
0.09640391916036606,
0.12610408663749695,
-0.24535015225410461,
-0.3247320353984833,
0.0458785779774189,
0.13272890448570251,
-0.21747645735740662,
-0.4388955533504486,
-0.3827975392341614,
0.039121128618717194,
-0.29207515716552734,
0.17007708549499512,
0.0990876778960228,
-0.20706301927566528,
-0.014811411499977112,
-0.019404422491788864,
0.15065953135490417,
-0.21298839151859283,
0.26384180784225464,
0.38696423172950745,
0.25586333870887756,
-0.09166684746742249,
0.329005628824234,
-0.12508335709571838,
-0.3593749403953552,
0.1384933739900589,
-0.15159547328948975,
0.26744920015335083,
0.2238224744796753,
-0.13247057795524597,
-0.08388206362724304,
0.18701861798763275,
-0.4311651885509491,
0.052726030349731445,
-0.4306487441062927,
-0.13747087121009827,
-0.017954323440790176,
-0.2143508940935135,
0.3016389012336731,
0.2737618088722229,
0.10198210179805756,
0.40205079317092896,
0.1720256209373474,
-0.04052998125553131,
0.08303483575582504,
0.1592138260602951,
0.057436998933553696,
-0.02335360273718834,
0.025352567434310913,
0.3712945282459259,
0.14294520020484924,
0.4407873749732971,
-0.22110126912593842,
-0.3881484270095825,
0.06169099733233452,
-0.4046005308628082,
0.25503504276275635,
0.18745192885398865,
0.19267550110816956,
0.14182238280773163,
0.42417359352111816,
0.2499665766954422,
0.14037247002124786,
-0.00006137974560260773,
-0.2590477168560028,
-0.11054272204637527,
0.061115045100450516,
-0.014197122305631638,
-0.01679305173456669,
0.06059655174612999,
0.4569288194179535,
0.12566116452217102,
-0.020848717540502548,
0.2912473678588867,
-0.4346907138824463,
-0.05002880096435547,
0.11657842993736267,
0.030155226588249207,
0.06082447990775108,
-0.2846689820289612,
0.14884357154369354,
0.27585577964782715,
-0.12572236359119415,
-0.07635171711444855,
0.12404944747686386,
-0.3968886733055115,
0.11217477917671204,
0.19885362684726715,
0.20240290462970734,
0.264790415763855,
0.21707284450531006,
-0.00908544659614563,
-0.329547256231308,
0.5337374806404114,
-0.17603498697280884,
0.21189257502555847,
-0.4484630823135376,
-0.13572938740253448,
-0.4337109625339508,
-0.004130782559514046,
0.0745849758386612,
-0.14080362021923065,
-0.16965734958648682,
0.2068457156419754,
0.05908949673175812,
-0.17866939306259155,
0.17294329404830933,
-0.15905362367630005,
-0.020736075937747955,
-0.012916641309857368,
-0.06953200697898865,
0.23427355289459229,
-0.3593697249889374,
-0.26053586602211,
-0.11273710429668427,
0.10069355368614197,
-0.06368046253919601,
0.2308686375617981,
0.3987012505531311,
-0.19516544044017792,
-0.16034698486328125,
0.34664061665534973,
0.26737353205680847,
-0.1011604517698288,
0.09057044982910156,
-0.2208966612815857,
-0.22043758630752563,
0.05334507301449776,
0.24561844766139984,
-0.13988474011421204,
-0.02457636594772339,
-0.24401932954788208,
-0.025743160396814346,
0.07485403120517731,
-0.3613460063934326,
-0.0058664921671152115,
0.12003160268068314,
0.3730505704879761,
0.13514599204063416,
-0.02186434529721737,
-0.18268579244613647,
-0.32973673939704895,
0.16059964895248413,
-0.19807611405849457,
0.0030389055609703064,
-0.21067340672016144,
-0.24204815924167633,
-0.056556276977062225,
0.1515004187822342,
-0.07542750239372253,
-0.10544410347938538,
0.14320065081119537,
0.2138635367155075,
-0.17102687060832977,
-0.18919895589351654,
0.033822257071733475,
0.27293452620506287,
-0.2690789997577667,
0.19002625346183777,
-0.36540210247039795,
0.06295544654130936,
-0.07516228407621384,
-0.17286624014377594,
-0.30504223704338074,
0.0894939973950386,
0.3115004301071167,
-0.02266835607588291,
-0.08882112801074982,
0.38095349073410034,
0.30276912450790405,
-0.6214990615844727,
-0.48706409335136414,
-0.12199632823467255,
0.1356913447380066,
-0.04576396197080612,
0.14464618265628815,
0.31762832403182983,
0.20175056159496307,
-0.17065909504890442,
-0.1535862684249878,
0.5751113295555115,
-0.1492805927991867,
0.12822340428829193,
-0.044664666056632996,
0.20567752420902252,
0.17287932336330414,
0.12340793013572693,
-0.0809202492237091,
-0.06058664619922638,
0.04084356501698494,
-0.44154006242752075,
0.15540575981140137,
0.021875008940696716,
-0.32706406712532043,
0.20387786626815796,
0.224297896027565,
0.07074001431465149,
0.13989506661891937,
-0.05585332214832306,
0.09945517778396606,
0.22635820508003235,
0.09158848226070404,
0.011903952807188034,
0.37182509899139404,
0.018835976719856262,
-0.5589074492454529,
-0.03463039547204971,
-0.31102949380874634,
-0.03194355592131615,
0.007084183394908905,
0.18644121289253235,
0.246103435754776,
-0.3208250105381012,
-0.03586325794458389,
-0.04530021920800209,
0.03576797991991043,
-0.2867773175239563,
-0.0397825688123703,
-0.018608594313263893,
-0.4741089344024658,
0.15549342334270477,
0.15098704397678375,
-0.061753273010253906,
-0.2334977090358734,
-0.3255610167980194,
-0.12980374693870544,
-0.276254266500473,
-0.1133345514535904,
0.1556367576122284,
-0.29770052433013916,
0.13344763219356537,
-0.21064265072345734,
0.18252462148666382,
0.40967172384262085,
-0.07270771265029907,
0.1733737736940384,
-0.02736615389585495,
-0.15516266226768494,
-0.05171382054686546,
-0.11702779680490494,
-0.01659344881772995,
0.1792462170124054,
0.1847984939813614,
-0.09802839905023575,
0.01301818061619997,
-0.22055041790008545,
-0.12351231276988983,
-0.11806038022041321,
0.37291353940963745,
0.2636718153953552,
0.04305131733417511,
0.06911521404981613,
-0.399745374917984,
0.31459110975265503,
-0.0971403419971466,
-0.07174912840127945,
0.02674907073378563,
0.5458462834358215,
-0.30452150106430054,
-0.1860087811946869,
-0.38913971185684204,
-0.39307931065559387,
-0.24321524798870087,
-0.1379571408033371,
0.09219697117805481,
0.20560789108276367,
0.19961489737033844,
0.07467503845691681,
0.3710947036743164,
0.1801365464925766,
0.18008291721343994,
-0.1156899482011795,
0.22744673490524292,
0.061445336788892746,
-0.13252606987953186,
-0.12247705459594727,
-0.2486310452222824,
-0.010548197664320469,
-0.06418472528457642,
-0.10239750891923904,
-0.15851107239723206,
-0.4948926270008087,
-0.04540686309337616,
0.38213345408439636,
-0.05020156502723694,
-0.19840380549430847,
-0.04618281126022339,
0.3194786310195923,
-0.020088598132133484,
-0.2146020531654358,
-0.356012761592865,
0.15284240245819092,
-0.07610592246055603,
0.15693522989749908,
0.16782623529434204,
0.2773439884185791,
-0.05054861679673195,
0.2922665476799011,
0.309738427400589,
-0.1294923722743988,
0.22142721712589264,
0.20503471791744232,
0.22356805205345154,
0.12317976355552673,
-0.4210977852344513,
-0.09904274344444275,
-0.12605565786361694,
-0.3633820414543152,
-0.02017141878604889,
0.042334701865911484,
-0.2244931310415268,
-0.03342471271753311,
0.3085888922214508,
-0.025488601997494698,
-0.19355356693267822,
-0.06951198726892471,
-0.03882622718811035,
0.09518449008464813,
-0.11461728811264038,
0.2014927864074707,
-0.22014911472797394,
-0.0801028162240982,
-0.2058049589395523,
-0.08772538602352142,
-0.04785565286874771,
-0.04835674911737442,
-0.7100074887275696,
-0.03926501423120499,
0.2736685872077942,
0.14670366048812866,
0.3187829256057739,
0.7480415105819702,
-0.09828639775514603,
0.09306397289037704,
-0.006825394928455353,
0.2669731378555298,
0.6763328909873962,
-0.12134736031293869,
0.07742693275213242,
0.44835779070854187,
0.2207748293876648,
-0.2478988617658615,
-0.17714335024356842,
-0.41172024607658386,
0.025007370859384537,
0.3806900382041931,
0.3698931336402893,
-0.14664402604103088,
-0.09323573857545853,
0.2753521800041199,
0.14266224205493927,
-0.1713181436061859,
0.15116947889328003,
-0.08410551398992538,
-0.2062494158744812,
-0.13411441445350647,
0.042520515620708466,
0.0864400565624237,
0.36156630516052246,
-0.012389031238853931,
0.12292993068695068,
-0.14380396902561188,
-0.11823663115501404,
0.09175122529268265,
-0.07133951783180237,
0.2320709228515625,
-0.06547727435827255,
0.16368669271469116,
-0.24070104956626892,
0.14845010638237,
0.1378396898508072,
0.33308035135269165,
-0.18587946891784668,
-0.48090511560440063,
-0.18668615818023682,
-0.10696803033351898,
0.30612850189208984,
0.3646218180656433,
-0.20104923844337463,
-0.146937757730484,
-0.15627656877040863,
-0.03192921727895737,
0.29035061597824097,
0.060239654034376144,
0.15829618275165558,
0.0953015387058258,
-0.3095565140247345,
-0.27865758538246155,
0.5393615365028381,
0.035806551575660706,
-0.17270967364311218,
0.31651487946510315,
-0.03784722834825516,
-0.4763875901699066,
0.5229836702346802,
0.16011680662631989,
0.6790667772293091,
0.2593916058540344,
0.24691897630691528,
0.24507173895835876,
0.0784769058227539,
0.7112948894500732,
0.4200429916381836,
0.25730079412460327,
-0.4165729284286499,
-0.1600848138332367,
0.06142677366733551,
-0.1686919629573822,
0.11698566377162933,
0.3178078532218933,
-0.1224324107170105,
0.38411468267440796,
-0.10227891802787781,
0.2988053560256958,
0.028643345460295677,
0.11414077877998352,
0.18298375606536865,
-0.2017451822757721,
-0.20648765563964844,
0.14518694579601288,
-0.33392417430877686,
-0.14405745267868042,
0.09653601050376892,
-0.16769543290138245,
-0.1708686351776123,
-0.15548691153526306,
-0.04593271389603615,
0.06587231159210205,
-0.1790190488100052,
0.3960985541343689,
0.45879846811294556,
-0.09298107028007507,
0.07441820204257965,
0.0753808319568634,
0.31345507502555847,
0.1724478155374527,
-0.01178683526813984,
-0.12291285395622253,
0.044048577547073364,
0.14204302430152893,
0.12232467532157898,
0.1831219643354416,
0.4582012891769409,
0.2320632040500641,
-0.06322015821933746,
0.09611444920301437,
-0.19333842396736145,
-0.44748032093048096,
-0.26739293336868286,
-0.02590862661600113,
0.1920415163040161,
-0.6067233085632324,
-0.42334267497062683,
-0.30069077014923096,
-0.2196347713470459,
-0.29783937335014343,
0.12502852082252502,
0.13285614550113678,
-0.38089072704315186,
0.1419984996318817,
0.18620665371418,
-0.2548771798610687,
0.12657631933689117,
0.18739236891269684,
0.18699491024017334,
-0.06266628205776215,
0.3869132101535797,
0.06413505971431732,
-0.02246326208114624,
-0.04360147565603256,
0.3132625222206116,
0.16697119176387787,
-0.24991214275360107,
0.2864266335964203,
-0.005111527629196644,
-0.07125655561685562,
-0.2318609654903412,
0.003826253116130829,
0.06567032635211945,
0.5599092841148376,
-0.07504385709762573,
-0.316148042678833,
-0.27878090739250183,
0.13813821971416473,
0.12863416969776154,
0.39092665910720825,
0.0027592219412326813,
-0.22823970019817352,
-0.23556165397167206,
-0.14632458984851837,
-0.279843270778656,
-0.13896194100379944,
-0.45350027084350586,
0.1635400354862213,
0.4086892008781433,
0.20494133234024048,
-0.18834781646728516,
0.11193911731243134,
0.10320223867893219,
-0.03750977665185928,
-0.030382297933101654,
-0.15119582414627075,
0.02156931534409523,
0.13083000481128693,
0.17388013005256653,
-0.13314951956272125,
-0.2957974672317505,
-0.43413931131362915,
-0.010076910257339478,
-0.11806108057498932,
-0.07413063198328018,
0.07305160164833069,
0.0015676841139793396,
0.34754055738449097,
-0.3337151110172272,
0.283101350069046,
0.3496873378753662,
0.3303792178630829,
-0.2521059811115265,
-0.13089615106582642,
0.05965740606188774,
0.15702705085277557,
0.09182018786668777,
0.06588129699230194,
-0.21866557002067566,
0.03689632937312126,
-0.4483029842376709,
-0.09149549156427383,
0.08818338811397552,
-0.4244617223739624,
0.04303741082549095,
0.2145927995443344,
0.1477053016424179,
0.3438786566257477,
-0.4089578092098236,
-0.1621735692024231,
0.21535053849220276,
0.15372902154922485,
-0.0909939631819725,
-0.2531711459159851,
0.1244596540927887,
0.018531862646341324,
0.07164618372917175,
0.5367827415466309,
-0.07608871906995773,
0.02700348198413849,
0.10733214020729065,
0.0041004978120327,
0.4906300902366638,
-0.14833246171474457,
0.07090766727924347,
0.47734156250953674,
-0.19568108022212982,
0.04983237013220787,
0.4013027250766754,
0.06153785437345505,
0.1445068120956421,
0.6550443172454834,
0.1541634202003479,
0.34375911951065063,
0.2975824773311615,
-0.22293546795845032,
0.13856512308120728,
0.3107624351978302,
-0.12161402404308319,
0.2741374671459198,
-0.29865890741348267,
0.2710617184638977,
-0.058699533343315125,
-0.04276563972234726,
-0.7755641937255859,
-0.48785942792892456,
0.14166930317878723,
0.013541074469685555,
-0.31585046648979187,
0.024253375828266144,
-0.2521436810493469,
-0.08504126965999603,
0.033513329923152924,
-0.21959038078784943,
-0.22101172804832458,
-0.349051833152771,
0.3839581310749054,
-0.03879772871732712,
-0.1800542026758194,
-0.45737501978874207,
-0.05893459916114807,
0.31206247210502625,
0.2478211224079132,
-0.25664234161376953,
0.0071858130395412445,
0.17448973655700684,
0.1480223834514618,
-0.015249371528625488,
0.06778255105018616,
0.5308817625045776,
0.5553335547447205,
-0.0346582867205143,
-0.08105852454900742,
-0.1006774753332138,
-0.1592913568019867,
0.10478156805038452,
-0.15692342817783356,
0.021045789122581482,
-0.16796156764030457,
0.1698632389307022,
0.10239189118146896,
-0.10852954536676407,
0.08849626034498215,
0.29833197593688965,
0.3330104351043701,
-0.27673739194869995,
0.6294402480125427,
-0.43804633617401123,
-0.2026292383670807,
-0.15253648161888123,
-0.04901159554719925,
-0.3137505352497101,
-0.18509416282176971,
0.5204889178276062,
0.16274826228618622,
0.31184709072113037,
0.06438478827476501,
0.06343935430049896,
-0.0727977454662323,
0.3140951991081238,
0.09622079133987427,
-0.10686809569597244,
-0.15995001792907715,
0.3007814884185791,
-0.41776105761528015,
-0.08364605158567429,
-0.10018277168273926,
-0.2943161129951477,
0.18550865352153778,
-0.010723583400249481,
0.06784223020076752,
0.2503620982170105,
-0.025377660989761353,
0.08859571814537048,
0.11904213577508926,
0.10384812951087952,
-0.37644726037979126,
-0.14487706124782562,
0.2745313346385956,
0.0574626550078392,
0.2884450852870941,
-0.46640172600746155,
0.1912589818239212,
-0.11197478324174881,
0.011974234133958817,
-0.06835626065731049,
0.0376322865486145,
0.010420385748147964,
0.3180699944496155,
-0.026144251227378845,
0.11810562014579773,
0.35302138328552246,
0.18489551544189453,
-0.2339022010564804,
-0.0002990216016769409,
-0.3803122341632843,
-0.13440215587615967,
0.16888649761676788,
-0.2522214353084564,
0.5625959634780884,
-0.040823034942150116,
-0.08833141624927521,
-0.19999472796916962,
0.3617507517337799,
-0.030316557735204697,
-0.18345266580581665,
-0.0022846264764666557,
0.34841006994247437,
-0.2992640733718872,
0.19949984550476074,
0.15111881494522095,
-0.1274941861629486,
-0.031248711049556732,
0.3954102396965027,
-0.1688239574432373,
-0.4550691545009613,
0.5384348034858704,
-0.17660745978355408,
-0.4506741762161255,
-0.020149387419223785,
0.1408567726612091,
-0.14134076237678528,
-0.15949739515781403,
-0.3897809684276581,
-0.22177910804748535,
0.3290809392929077,
-0.04027092456817627,
-0.47725269198417664,
0.08491495251655579,
-0.08277510106563568,
0.004245474934577942,
0.08634558320045471,
0.02408531680703163,
-0.04879775643348694,
-0.1394818127155304,
0.26000598073005676,
-0.19381378591060638
] |
https://github.com/huggingface/datasets/issues/5332 | Passing numpy array to ClassLabel names causes ValueError | Hi! No, I don't think so. The `names` parameter is [annotated](https://github.com/huggingface/datasets/blob/582236640b9109988e5f7a16a8353696ffa09a16/src/datasets/features/features.py#L892) as `List[str]` (**NumPy arrays are not lists**), and considering that type checking is not a common practice in Python, I think we can leave the code as-is. | ### Describe the bug
If a numpy array is passed to the names argument of ClassLabel, creating a dataset with those features causes an error.
### Steps to reproduce the bug
https://colab.research.google.com/drive/1cV_es1PWZiEuus17n-2C-w0KEoEZ68IX
TLDR:
If I define my classes as:
```
my_classes = np.array(['one', 'two', 'three'])
```
Then this errors:
```py
features = Features({'value': Value('string'), 'label': ClassLabel(names=my_classes)})
dataset = Dataset.from_list(my_data, features=features)
```
```
ValueError Traceback (most recent call last)
[<ipython-input-8-a8a9d53ec82f>](https://localhost:8080/#) in <module>
----> 1 dataset = Dataset.from_list(my_data, features=features)
11 frames
[/usr/local/lib/python3.8/dist-packages/datasets/utils/py_utils.py](https://localhost:8080/#) in _asdict_inner(obj)
183 for f in fields(obj):
184 value = _asdict_inner(getattr(obj, f.name))
--> 185 if not f.init or value != f.default or f.metadata.get("include_in_asdict_even_if_is_default", False):
186 result[f.name] = value
187 return result
ValueError: The truth value of an array with more than one element is ambiguous. Use a.any() or a.all()
```
But this works:
```
features2 = Features({'value': Value('string'), 'label': ClassLabel(names=list(my_classes))})
dataset2 = Dataset.from_list(my_data, features=features2)
```
### Expected behavior
If I provide a numpy array of class names, I would expect either an error that the names list is the wrong type, or for it to be cast internally.
### Environment info
- `datasets` version: 2.7.1
- Platform: Linux-5.15.0-56-generic-x86_64-with-glibc2.10
- Python version: 3.8.15
- PyArrow version: 10.0.1
- Pandas version: 1.5.2
Additionally:
- Numpy version: 1.23.5
| 38 | Passing numpy array to ClassLabel names causes ValueError
### Describe the bug
If a numpy array is passed to the names argument of ClassLabel, creating a dataset with those features causes an error.
### Steps to reproduce the bug
https://colab.research.google.com/drive/1cV_es1PWZiEuus17n-2C-w0KEoEZ68IX
TLDR:
If I define my classes as:
```
my_classes = np.array(['one', 'two', 'three'])
```
Then this errors:
```py
features = Features({'value': Value('string'), 'label': ClassLabel(names=my_classes)})
dataset = Dataset.from_list(my_data, features=features)
```
```
ValueError Traceback (most recent call last)
[<ipython-input-8-a8a9d53ec82f>](https://localhost:8080/#) in <module>
----> 1 dataset = Dataset.from_list(my_data, features=features)
11 frames
[/usr/local/lib/python3.8/dist-packages/datasets/utils/py_utils.py](https://localhost:8080/#) in _asdict_inner(obj)
183 for f in fields(obj):
184 value = _asdict_inner(getattr(obj, f.name))
--> 185 if not f.init or value != f.default or f.metadata.get("include_in_asdict_even_if_is_default", False):
186 result[f.name] = value
187 return result
ValueError: The truth value of an array with more than one element is ambiguous. Use a.any() or a.all()
```
But this works:
```
features2 = Features({'value': Value('string'), 'label': ClassLabel(names=list(my_classes))})
dataset2 = Dataset.from_list(my_data, features=features2)
```
### Expected behavior
If I provide a numpy array of class names, I would expect either an error that the names list is the wrong type, or for it to be cast internally.
### Environment info
- `datasets` version: 2.7.1
- Platform: Linux-5.15.0-56-generic-x86_64-with-glibc2.10
- Python version: 3.8.15
- PyArrow version: 10.0.1
- Pandas version: 1.5.2
Additionally:
- Numpy version: 1.23.5
Hi! No, I don't think so. The `names` parameter is [annotated](https://github.com/huggingface/datasets/blob/582236640b9109988e5f7a16a8353696ffa09a16/src/datasets/features/features.py#L892) as `List[str]` (**NumPy arrays are not lists**), and considering that type checking is not a common practice in Python, I think we can leave the code as-is. | [
0.21883399784564972,
0.1317862570285797,
-0.08366705477237701,
0.43438130617141724,
0.32979291677474976,
0.023139841854572296,
0.724523663520813,
0.2451750487089157,
0.061613429337739944,
0.22844676673412323,
-0.0062066735699772835,
0.7399469614028931,
-0.1995663046836853,
-0.04280336573719978,
-0.10887844860553741,
-0.06765703856945038,
0.17198878526687622,
-0.05514593422412872,
0.06114746630191803,
-0.04193449392914772,
-0.35323387384414673,
0.03978782147169113,
-0.06239854916930199,
0.37806981801986694,
-0.20560920238494873,
-0.07750702649354935,
-0.01153516210615635,
0.07634197920560837,
0.03981705754995346,
-0.5398998260498047,
0.1588289737701416,
-0.16982485353946686,
-0.14618387818336487,
0.20438310503959656,
-0.00011255104618612677,
-0.05444955825805664,
0.10502690076828003,
0.010846858844161034,
-0.32290706038475037,
0.1634773313999176,
0.08372882753610611,
-0.24966803193092346,
0.083015576004982,
-0.34949204325675964,
0.009637832641601562,
0.01877046376466751,
-0.37474948167800903,
-0.3472414016723633,
-0.06205461919307709,
0.21159707009792328,
0.14845484495162964,
0.08087003976106644,
0.20526213943958282,
0.10122701525688171,
0.2395193874835968,
-0.21653954684734344,
-0.1743350476026535,
0.006686164066195488,
0.12723582983016968,
0.09614238142967224,
0.03563099727034569,
0.37983250617980957,
-0.16865423321723938,
0.09245918691158295,
0.3896908164024353,
0.09640391916036606,
0.12610408663749695,
-0.24535015225410461,
-0.3247320353984833,
0.0458785779774189,
0.13272890448570251,
-0.21747645735740662,
-0.4388955533504486,
-0.3827975392341614,
0.039121128618717194,
-0.29207515716552734,
0.17007708549499512,
0.0990876778960228,
-0.20706301927566528,
-0.014811411499977112,
-0.019404422491788864,
0.15065953135490417,
-0.21298839151859283,
0.26384180784225464,
0.38696423172950745,
0.25586333870887756,
-0.09166684746742249,
0.329005628824234,
-0.12508335709571838,
-0.3593749403953552,
0.1384933739900589,
-0.15159547328948975,
0.26744920015335083,
0.2238224744796753,
-0.13247057795524597,
-0.08388206362724304,
0.18701861798763275,
-0.4311651885509491,
0.052726030349731445,
-0.4306487441062927,
-0.13747087121009827,
-0.017954323440790176,
-0.2143508940935135,
0.3016389012336731,
0.2737618088722229,
0.10198210179805756,
0.40205079317092896,
0.1720256209373474,
-0.04052998125553131,
0.08303483575582504,
0.1592138260602951,
0.057436998933553696,
-0.02335360273718834,
0.025352567434310913,
0.3712945282459259,
0.14294520020484924,
0.4407873749732971,
-0.22110126912593842,
-0.3881484270095825,
0.06169099733233452,
-0.4046005308628082,
0.25503504276275635,
0.18745192885398865,
0.19267550110816956,
0.14182238280773163,
0.42417359352111816,
0.2499665766954422,
0.14037247002124786,
-0.00006137974560260773,
-0.2590477168560028,
-0.11054272204637527,
0.061115045100450516,
-0.014197122305631638,
-0.01679305173456669,
0.06059655174612999,
0.4569288194179535,
0.12566116452217102,
-0.020848717540502548,
0.2912473678588867,
-0.4346907138824463,
-0.05002880096435547,
0.11657842993736267,
0.030155226588249207,
0.06082447990775108,
-0.2846689820289612,
0.14884357154369354,
0.27585577964782715,
-0.12572236359119415,
-0.07635171711444855,
0.12404944747686386,
-0.3968886733055115,
0.11217477917671204,
0.19885362684726715,
0.20240290462970734,
0.264790415763855,
0.21707284450531006,
-0.00908544659614563,
-0.329547256231308,
0.5337374806404114,
-0.17603498697280884,
0.21189257502555847,
-0.4484630823135376,
-0.13572938740253448,
-0.4337109625339508,
-0.004130782559514046,
0.0745849758386612,
-0.14080362021923065,
-0.16965734958648682,
0.2068457156419754,
0.05908949673175812,
-0.17866939306259155,
0.17294329404830933,
-0.15905362367630005,
-0.020736075937747955,
-0.012916641309857368,
-0.06953200697898865,
0.23427355289459229,
-0.3593697249889374,
-0.26053586602211,
-0.11273710429668427,
0.10069355368614197,
-0.06368046253919601,
0.2308686375617981,
0.3987012505531311,
-0.19516544044017792,
-0.16034698486328125,
0.34664061665534973,
0.26737353205680847,
-0.1011604517698288,
0.09057044982910156,
-0.2208966612815857,
-0.22043758630752563,
0.05334507301449776,
0.24561844766139984,
-0.13988474011421204,
-0.02457636594772339,
-0.24401932954788208,
-0.025743160396814346,
0.07485403120517731,
-0.3613460063934326,
-0.0058664921671152115,
0.12003160268068314,
0.3730505704879761,
0.13514599204063416,
-0.02186434529721737,
-0.18268579244613647,
-0.32973673939704895,
0.16059964895248413,
-0.19807611405849457,
0.0030389055609703064,
-0.21067340672016144,
-0.24204815924167633,
-0.056556276977062225,
0.1515004187822342,
-0.07542750239372253,
-0.10544410347938538,
0.14320065081119537,
0.2138635367155075,
-0.17102687060832977,
-0.18919895589351654,
0.033822257071733475,
0.27293452620506287,
-0.2690789997577667,
0.19002625346183777,
-0.36540210247039795,
0.06295544654130936,
-0.07516228407621384,
-0.17286624014377594,
-0.30504223704338074,
0.0894939973950386,
0.3115004301071167,
-0.02266835607588291,
-0.08882112801074982,
0.38095349073410034,
0.30276912450790405,
-0.6214990615844727,
-0.48706409335136414,
-0.12199632823467255,
0.1356913447380066,
-0.04576396197080612,
0.14464618265628815,
0.31762832403182983,
0.20175056159496307,
-0.17065909504890442,
-0.1535862684249878,
0.5751113295555115,
-0.1492805927991867,
0.12822340428829193,
-0.044664666056632996,
0.20567752420902252,
0.17287932336330414,
0.12340793013572693,
-0.0809202492237091,
-0.06058664619922638,
0.04084356501698494,
-0.44154006242752075,
0.15540575981140137,
0.021875008940696716,
-0.32706406712532043,
0.20387786626815796,
0.224297896027565,
0.07074001431465149,
0.13989506661891937,
-0.05585332214832306,
0.09945517778396606,
0.22635820508003235,
0.09158848226070404,
0.011903952807188034,
0.37182509899139404,
0.018835976719856262,
-0.5589074492454529,
-0.03463039547204971,
-0.31102949380874634,
-0.03194355592131615,
0.007084183394908905,
0.18644121289253235,
0.246103435754776,
-0.3208250105381012,
-0.03586325794458389,
-0.04530021920800209,
0.03576797991991043,
-0.2867773175239563,
-0.0397825688123703,
-0.018608594313263893,
-0.4741089344024658,
0.15549342334270477,
0.15098704397678375,
-0.061753273010253906,
-0.2334977090358734,
-0.3255610167980194,
-0.12980374693870544,
-0.276254266500473,
-0.1133345514535904,
0.1556367576122284,
-0.29770052433013916,
0.13344763219356537,
-0.21064265072345734,
0.18252462148666382,
0.40967172384262085,
-0.07270771265029907,
0.1733737736940384,
-0.02736615389585495,
-0.15516266226768494,
-0.05171382054686546,
-0.11702779680490494,
-0.01659344881772995,
0.1792462170124054,
0.1847984939813614,
-0.09802839905023575,
0.01301818061619997,
-0.22055041790008545,
-0.12351231276988983,
-0.11806038022041321,
0.37291353940963745,
0.2636718153953552,
0.04305131733417511,
0.06911521404981613,
-0.399745374917984,
0.31459110975265503,
-0.0971403419971466,
-0.07174912840127945,
0.02674907073378563,
0.5458462834358215,
-0.30452150106430054,
-0.1860087811946869,
-0.38913971185684204,
-0.39307931065559387,
-0.24321524798870087,
-0.1379571408033371,
0.09219697117805481,
0.20560789108276367,
0.19961489737033844,
0.07467503845691681,
0.3710947036743164,
0.1801365464925766,
0.18008291721343994,
-0.1156899482011795,
0.22744673490524292,
0.061445336788892746,
-0.13252606987953186,
-0.12247705459594727,
-0.2486310452222824,
-0.010548197664320469,
-0.06418472528457642,
-0.10239750891923904,
-0.15851107239723206,
-0.4948926270008087,
-0.04540686309337616,
0.38213345408439636,
-0.05020156502723694,
-0.19840380549430847,
-0.04618281126022339,
0.3194786310195923,
-0.020088598132133484,
-0.2146020531654358,
-0.356012761592865,
0.15284240245819092,
-0.07610592246055603,
0.15693522989749908,
0.16782623529434204,
0.2773439884185791,
-0.05054861679673195,
0.2922665476799011,
0.309738427400589,
-0.1294923722743988,
0.22142721712589264,
0.20503471791744232,
0.22356805205345154,
0.12317976355552673,
-0.4210977852344513,
-0.09904274344444275,
-0.12605565786361694,
-0.3633820414543152,
-0.02017141878604889,
0.042334701865911484,
-0.2244931310415268,
-0.03342471271753311,
0.3085888922214508,
-0.025488601997494698,
-0.19355356693267822,
-0.06951198726892471,
-0.03882622718811035,
0.09518449008464813,
-0.11461728811264038,
0.2014927864074707,
-0.22014911472797394,
-0.0801028162240982,
-0.2058049589395523,
-0.08772538602352142,
-0.04785565286874771,
-0.04835674911737442,
-0.7100074887275696,
-0.03926501423120499,
0.2736685872077942,
0.14670366048812866,
0.3187829256057739,
0.7480415105819702,
-0.09828639775514603,
0.09306397289037704,
-0.006825394928455353,
0.2669731378555298,
0.6763328909873962,
-0.12134736031293869,
0.07742693275213242,
0.44835779070854187,
0.2207748293876648,
-0.2478988617658615,
-0.17714335024356842,
-0.41172024607658386,
0.025007370859384537,
0.3806900382041931,
0.3698931336402893,
-0.14664402604103088,
-0.09323573857545853,
0.2753521800041199,
0.14266224205493927,
-0.1713181436061859,
0.15116947889328003,
-0.08410551398992538,
-0.2062494158744812,
-0.13411441445350647,
0.042520515620708466,
0.0864400565624237,
0.36156630516052246,
-0.012389031238853931,
0.12292993068695068,
-0.14380396902561188,
-0.11823663115501404,
0.09175122529268265,
-0.07133951783180237,
0.2320709228515625,
-0.06547727435827255,
0.16368669271469116,
-0.24070104956626892,
0.14845010638237,
0.1378396898508072,
0.33308035135269165,
-0.18587946891784668,
-0.48090511560440063,
-0.18668615818023682,
-0.10696803033351898,
0.30612850189208984,
0.3646218180656433,
-0.20104923844337463,
-0.146937757730484,
-0.15627656877040863,
-0.03192921727895737,
0.29035061597824097,
0.060239654034376144,
0.15829618275165558,
0.0953015387058258,
-0.3095565140247345,
-0.27865758538246155,
0.5393615365028381,
0.035806551575660706,
-0.17270967364311218,
0.31651487946510315,
-0.03784722834825516,
-0.4763875901699066,
0.5229836702346802,
0.16011680662631989,
0.6790667772293091,
0.2593916058540344,
0.24691897630691528,
0.24507173895835876,
0.0784769058227539,
0.7112948894500732,
0.4200429916381836,
0.25730079412460327,
-0.4165729284286499,
-0.1600848138332367,
0.06142677366733551,
-0.1686919629573822,
0.11698566377162933,
0.3178078532218933,
-0.1224324107170105,
0.38411468267440796,
-0.10227891802787781,
0.2988053560256958,
0.028643345460295677,
0.11414077877998352,
0.18298375606536865,
-0.2017451822757721,
-0.20648765563964844,
0.14518694579601288,
-0.33392417430877686,
-0.14405745267868042,
0.09653601050376892,
-0.16769543290138245,
-0.1708686351776123,
-0.15548691153526306,
-0.04593271389603615,
0.06587231159210205,
-0.1790190488100052,
0.3960985541343689,
0.45879846811294556,
-0.09298107028007507,
0.07441820204257965,
0.0753808319568634,
0.31345507502555847,
0.1724478155374527,
-0.01178683526813984,
-0.12291285395622253,
0.044048577547073364,
0.14204302430152893,
0.12232467532157898,
0.1831219643354416,
0.4582012891769409,
0.2320632040500641,
-0.06322015821933746,
0.09611444920301437,
-0.19333842396736145,
-0.44748032093048096,
-0.26739293336868286,
-0.02590862661600113,
0.1920415163040161,
-0.6067233085632324,
-0.42334267497062683,
-0.30069077014923096,
-0.2196347713470459,
-0.29783937335014343,
0.12502852082252502,
0.13285614550113678,
-0.38089072704315186,
0.1419984996318817,
0.18620665371418,
-0.2548771798610687,
0.12657631933689117,
0.18739236891269684,
0.18699491024017334,
-0.06266628205776215,
0.3869132101535797,
0.06413505971431732,
-0.02246326208114624,
-0.04360147565603256,
0.3132625222206116,
0.16697119176387787,
-0.24991214275360107,
0.2864266335964203,
-0.005111527629196644,
-0.07125655561685562,
-0.2318609654903412,
0.003826253116130829,
0.06567032635211945,
0.5599092841148376,
-0.07504385709762573,
-0.316148042678833,
-0.27878090739250183,
0.13813821971416473,
0.12863416969776154,
0.39092665910720825,
0.0027592219412326813,
-0.22823970019817352,
-0.23556165397167206,
-0.14632458984851837,
-0.279843270778656,
-0.13896194100379944,
-0.45350027084350586,
0.1635400354862213,
0.4086892008781433,
0.20494133234024048,
-0.18834781646728516,
0.11193911731243134,
0.10320223867893219,
-0.03750977665185928,
-0.030382297933101654,
-0.15119582414627075,
0.02156931534409523,
0.13083000481128693,
0.17388013005256653,
-0.13314951956272125,
-0.2957974672317505,
-0.43413931131362915,
-0.010076910257339478,
-0.11806108057498932,
-0.07413063198328018,
0.07305160164833069,
0.0015676841139793396,
0.34754055738449097,
-0.3337151110172272,
0.283101350069046,
0.3496873378753662,
0.3303792178630829,
-0.2521059811115265,
-0.13089615106582642,
0.05965740606188774,
0.15702705085277557,
0.09182018786668777,
0.06588129699230194,
-0.21866557002067566,
0.03689632937312126,
-0.4483029842376709,
-0.09149549156427383,
0.08818338811397552,
-0.4244617223739624,
0.04303741082549095,
0.2145927995443344,
0.1477053016424179,
0.3438786566257477,
-0.4089578092098236,
-0.1621735692024231,
0.21535053849220276,
0.15372902154922485,
-0.0909939631819725,
-0.2531711459159851,
0.1244596540927887,
0.018531862646341324,
0.07164618372917175,
0.5367827415466309,
-0.07608871906995773,
0.02700348198413849,
0.10733214020729065,
0.0041004978120327,
0.4906300902366638,
-0.14833246171474457,
0.07090766727924347,
0.47734156250953674,
-0.19568108022212982,
0.04983237013220787,
0.4013027250766754,
0.06153785437345505,
0.1445068120956421,
0.6550443172454834,
0.1541634202003479,
0.34375911951065063,
0.2975824773311615,
-0.22293546795845032,
0.13856512308120728,
0.3107624351978302,
-0.12161402404308319,
0.2741374671459198,
-0.29865890741348267,
0.2710617184638977,
-0.058699533343315125,
-0.04276563972234726,
-0.7755641937255859,
-0.48785942792892456,
0.14166930317878723,
0.013541074469685555,
-0.31585046648979187,
0.024253375828266144,
-0.2521436810493469,
-0.08504126965999603,
0.033513329923152924,
-0.21959038078784943,
-0.22101172804832458,
-0.349051833152771,
0.3839581310749054,
-0.03879772871732712,
-0.1800542026758194,
-0.45737501978874207,
-0.05893459916114807,
0.31206247210502625,
0.2478211224079132,
-0.25664234161376953,
0.0071858130395412445,
0.17448973655700684,
0.1480223834514618,
-0.015249371528625488,
0.06778255105018616,
0.5308817625045776,
0.5553335547447205,
-0.0346582867205143,
-0.08105852454900742,
-0.1006774753332138,
-0.1592913568019867,
0.10478156805038452,
-0.15692342817783356,
0.021045789122581482,
-0.16796156764030457,
0.1698632389307022,
0.10239189118146896,
-0.10852954536676407,
0.08849626034498215,
0.29833197593688965,
0.3330104351043701,
-0.27673739194869995,
0.6294402480125427,
-0.43804633617401123,
-0.2026292383670807,
-0.15253648161888123,
-0.04901159554719925,
-0.3137505352497101,
-0.18509416282176971,
0.5204889178276062,
0.16274826228618622,
0.31184709072113037,
0.06438478827476501,
0.06343935430049896,
-0.0727977454662323,
0.3140951991081238,
0.09622079133987427,
-0.10686809569597244,
-0.15995001792907715,
0.3007814884185791,
-0.41776105761528015,
-0.08364605158567429,
-0.10018277168273926,
-0.2943161129951477,
0.18550865352153778,
-0.010723583400249481,
0.06784223020076752,
0.2503620982170105,
-0.025377660989761353,
0.08859571814537048,
0.11904213577508926,
0.10384812951087952,
-0.37644726037979126,
-0.14487706124782562,
0.2745313346385956,
0.0574626550078392,
0.2884450852870941,
-0.46640172600746155,
0.1912589818239212,
-0.11197478324174881,
0.011974234133958817,
-0.06835626065731049,
0.0376322865486145,
0.010420385748147964,
0.3180699944496155,
-0.026144251227378845,
0.11810562014579773,
0.35302138328552246,
0.18489551544189453,
-0.2339022010564804,
-0.0002990216016769409,
-0.3803122341632843,
-0.13440215587615967,
0.16888649761676788,
-0.2522214353084564,
0.5625959634780884,
-0.040823034942150116,
-0.08833141624927521,
-0.19999472796916962,
0.3617507517337799,
-0.030316557735204697,
-0.18345266580581665,
-0.0022846264764666557,
0.34841006994247437,
-0.2992640733718872,
0.19949984550476074,
0.15111881494522095,
-0.1274941861629486,
-0.031248711049556732,
0.3954102396965027,
-0.1688239574432373,
-0.4550691545009613,
0.5384348034858704,
-0.17660745978355408,
-0.4506741762161255,
-0.020149387419223785,
0.1408567726612091,
-0.14134076237678528,
-0.15949739515781403,
-0.3897809684276581,
-0.22177910804748535,
0.3290809392929077,
-0.04027092456817627,
-0.47725269198417664,
0.08491495251655579,
-0.08277510106563568,
0.004245474934577942,
0.08634558320045471,
0.02408531680703163,
-0.04879775643348694,
-0.1394818127155304,
0.26000598073005676,
-0.19381378591060638
] |
https://github.com/huggingface/datasets/issues/5332 | Passing numpy array to ClassLabel names causes ValueError | I appreciate it is the wrong type, and that type checking is not common, but I think there's a few circumstances that make it a good idea from a usability perspective.
It's quite a difficult error to debug because it comes from a utility function (so it's not immediately obvious which parameter caused it). What makes it even more difficult is the exception happens when the features instance is used to instantiate the dataset, **not** when when the wrong type is actually passed when the features is instantiated. When I was debugging the error, I didn't really consider it could be an issue with the features instance because it had instantiated fine. It's also not one of the more common exceptions caused by trying to use a non-list as a list.
It's also relatively easy to accidentally get a numpy array of class types (e.g. calling `unique()` on a pandas dataframe column). Additionally, passing in a `set` instead of the list (again, relatively easy because people may run `set(classes)` to generate uniques) causes an error when the features instance is used, albeit a slightly more obvious one.
The names list is already being processed and validated in the `__post_init__` method anyway, so it would not really be adding any complexity to check it is actually a list here too. I'm happy to contribute this change if you change your mind about whether it's worthwhile. | ### Describe the bug
If a numpy array is passed to the names argument of ClassLabel, creating a dataset with those features causes an error.
### Steps to reproduce the bug
https://colab.research.google.com/drive/1cV_es1PWZiEuus17n-2C-w0KEoEZ68IX
TLDR:
If I define my classes as:
```
my_classes = np.array(['one', 'two', 'three'])
```
Then this errors:
```py
features = Features({'value': Value('string'), 'label': ClassLabel(names=my_classes)})
dataset = Dataset.from_list(my_data, features=features)
```
```
ValueError Traceback (most recent call last)
[<ipython-input-8-a8a9d53ec82f>](https://localhost:8080/#) in <module>
----> 1 dataset = Dataset.from_list(my_data, features=features)
11 frames
[/usr/local/lib/python3.8/dist-packages/datasets/utils/py_utils.py](https://localhost:8080/#) in _asdict_inner(obj)
183 for f in fields(obj):
184 value = _asdict_inner(getattr(obj, f.name))
--> 185 if not f.init or value != f.default or f.metadata.get("include_in_asdict_even_if_is_default", False):
186 result[f.name] = value
187 return result
ValueError: The truth value of an array with more than one element is ambiguous. Use a.any() or a.all()
```
But this works:
```
features2 = Features({'value': Value('string'), 'label': ClassLabel(names=list(my_classes))})
dataset2 = Dataset.from_list(my_data, features=features2)
```
### Expected behavior
If I provide a numpy array of class names, I would expect either an error that the names list is the wrong type, or for it to be cast internally.
### Environment info
- `datasets` version: 2.7.1
- Platform: Linux-5.15.0-56-generic-x86_64-with-glibc2.10
- Python version: 3.8.15
- PyArrow version: 10.0.1
- Pandas version: 1.5.2
Additionally:
- Numpy version: 1.23.5
| 234 | Passing numpy array to ClassLabel names causes ValueError
### Describe the bug
If a numpy array is passed to the names argument of ClassLabel, creating a dataset with those features causes an error.
### Steps to reproduce the bug
https://colab.research.google.com/drive/1cV_es1PWZiEuus17n-2C-w0KEoEZ68IX
TLDR:
If I define my classes as:
```
my_classes = np.array(['one', 'two', 'three'])
```
Then this errors:
```py
features = Features({'value': Value('string'), 'label': ClassLabel(names=my_classes)})
dataset = Dataset.from_list(my_data, features=features)
```
```
ValueError Traceback (most recent call last)
[<ipython-input-8-a8a9d53ec82f>](https://localhost:8080/#) in <module>
----> 1 dataset = Dataset.from_list(my_data, features=features)
11 frames
[/usr/local/lib/python3.8/dist-packages/datasets/utils/py_utils.py](https://localhost:8080/#) in _asdict_inner(obj)
183 for f in fields(obj):
184 value = _asdict_inner(getattr(obj, f.name))
--> 185 if not f.init or value != f.default or f.metadata.get("include_in_asdict_even_if_is_default", False):
186 result[f.name] = value
187 return result
ValueError: The truth value of an array with more than one element is ambiguous. Use a.any() or a.all()
```
But this works:
```
features2 = Features({'value': Value('string'), 'label': ClassLabel(names=list(my_classes))})
dataset2 = Dataset.from_list(my_data, features=features2)
```
### Expected behavior
If I provide a numpy array of class names, I would expect either an error that the names list is the wrong type, or for it to be cast internally.
### Environment info
- `datasets` version: 2.7.1
- Platform: Linux-5.15.0-56-generic-x86_64-with-glibc2.10
- Python version: 3.8.15
- PyArrow version: 10.0.1
- Pandas version: 1.5.2
Additionally:
- Numpy version: 1.23.5
I appreciate it is the wrong type, and that type checking is not common, but I think there's a few circumstances that make it a good idea from a usability perspective.
It's quite a difficult error to debug because it comes from a utility function (so it's not immediately obvious which parameter caused it). What makes it even more difficult is the exception happens when the features instance is used to instantiate the dataset, **not** when when the wrong type is actually passed when the features is instantiated. When I was debugging the error, I didn't really consider it could be an issue with the features instance because it had instantiated fine. It's also not one of the more common exceptions caused by trying to use a non-list as a list.
It's also relatively easy to accidentally get a numpy array of class types (e.g. calling `unique()` on a pandas dataframe column). Additionally, passing in a `set` instead of the list (again, relatively easy because people may run `set(classes)` to generate uniques) causes an error when the features instance is used, albeit a slightly more obvious one.
The names list is already being processed and validated in the `__post_init__` method anyway, so it would not really be adding any complexity to check it is actually a list here too. I'm happy to contribute this change if you change your mind about whether it's worthwhile. | [
0.21883399784564972,
0.1317862570285797,
-0.08366705477237701,
0.43438130617141724,
0.32979291677474976,
0.023139841854572296,
0.724523663520813,
0.2451750487089157,
0.061613429337739944,
0.22844676673412323,
-0.0062066735699772835,
0.7399469614028931,
-0.1995663046836853,
-0.04280336573719978,
-0.10887844860553741,
-0.06765703856945038,
0.17198878526687622,
-0.05514593422412872,
0.06114746630191803,
-0.04193449392914772,
-0.35323387384414673,
0.03978782147169113,
-0.06239854916930199,
0.37806981801986694,
-0.20560920238494873,
-0.07750702649354935,
-0.01153516210615635,
0.07634197920560837,
0.03981705754995346,
-0.5398998260498047,
0.1588289737701416,
-0.16982485353946686,
-0.14618387818336487,
0.20438310503959656,
-0.00011255104618612677,
-0.05444955825805664,
0.10502690076828003,
0.010846858844161034,
-0.32290706038475037,
0.1634773313999176,
0.08372882753610611,
-0.24966803193092346,
0.083015576004982,
-0.34949204325675964,
0.009637832641601562,
0.01877046376466751,
-0.37474948167800903,
-0.3472414016723633,
-0.06205461919307709,
0.21159707009792328,
0.14845484495162964,
0.08087003976106644,
0.20526213943958282,
0.10122701525688171,
0.2395193874835968,
-0.21653954684734344,
-0.1743350476026535,
0.006686164066195488,
0.12723582983016968,
0.09614238142967224,
0.03563099727034569,
0.37983250617980957,
-0.16865423321723938,
0.09245918691158295,
0.3896908164024353,
0.09640391916036606,
0.12610408663749695,
-0.24535015225410461,
-0.3247320353984833,
0.0458785779774189,
0.13272890448570251,
-0.21747645735740662,
-0.4388955533504486,
-0.3827975392341614,
0.039121128618717194,
-0.29207515716552734,
0.17007708549499512,
0.0990876778960228,
-0.20706301927566528,
-0.014811411499977112,
-0.019404422491788864,
0.15065953135490417,
-0.21298839151859283,
0.26384180784225464,
0.38696423172950745,
0.25586333870887756,
-0.09166684746742249,
0.329005628824234,
-0.12508335709571838,
-0.3593749403953552,
0.1384933739900589,
-0.15159547328948975,
0.26744920015335083,
0.2238224744796753,
-0.13247057795524597,
-0.08388206362724304,
0.18701861798763275,
-0.4311651885509491,
0.052726030349731445,
-0.4306487441062927,
-0.13747087121009827,
-0.017954323440790176,
-0.2143508940935135,
0.3016389012336731,
0.2737618088722229,
0.10198210179805756,
0.40205079317092896,
0.1720256209373474,
-0.04052998125553131,
0.08303483575582504,
0.1592138260602951,
0.057436998933553696,
-0.02335360273718834,
0.025352567434310913,
0.3712945282459259,
0.14294520020484924,
0.4407873749732971,
-0.22110126912593842,
-0.3881484270095825,
0.06169099733233452,
-0.4046005308628082,
0.25503504276275635,
0.18745192885398865,
0.19267550110816956,
0.14182238280773163,
0.42417359352111816,
0.2499665766954422,
0.14037247002124786,
-0.00006137974560260773,
-0.2590477168560028,
-0.11054272204637527,
0.061115045100450516,
-0.014197122305631638,
-0.01679305173456669,
0.06059655174612999,
0.4569288194179535,
0.12566116452217102,
-0.020848717540502548,
0.2912473678588867,
-0.4346907138824463,
-0.05002880096435547,
0.11657842993736267,
0.030155226588249207,
0.06082447990775108,
-0.2846689820289612,
0.14884357154369354,
0.27585577964782715,
-0.12572236359119415,
-0.07635171711444855,
0.12404944747686386,
-0.3968886733055115,
0.11217477917671204,
0.19885362684726715,
0.20240290462970734,
0.264790415763855,
0.21707284450531006,
-0.00908544659614563,
-0.329547256231308,
0.5337374806404114,
-0.17603498697280884,
0.21189257502555847,
-0.4484630823135376,
-0.13572938740253448,
-0.4337109625339508,
-0.004130782559514046,
0.0745849758386612,
-0.14080362021923065,
-0.16965734958648682,
0.2068457156419754,
0.05908949673175812,
-0.17866939306259155,
0.17294329404830933,
-0.15905362367630005,
-0.020736075937747955,
-0.012916641309857368,
-0.06953200697898865,
0.23427355289459229,
-0.3593697249889374,
-0.26053586602211,
-0.11273710429668427,
0.10069355368614197,
-0.06368046253919601,
0.2308686375617981,
0.3987012505531311,
-0.19516544044017792,
-0.16034698486328125,
0.34664061665534973,
0.26737353205680847,
-0.1011604517698288,
0.09057044982910156,
-0.2208966612815857,
-0.22043758630752563,
0.05334507301449776,
0.24561844766139984,
-0.13988474011421204,
-0.02457636594772339,
-0.24401932954788208,
-0.025743160396814346,
0.07485403120517731,
-0.3613460063934326,
-0.0058664921671152115,
0.12003160268068314,
0.3730505704879761,
0.13514599204063416,
-0.02186434529721737,
-0.18268579244613647,
-0.32973673939704895,
0.16059964895248413,
-0.19807611405849457,
0.0030389055609703064,
-0.21067340672016144,
-0.24204815924167633,
-0.056556276977062225,
0.1515004187822342,
-0.07542750239372253,
-0.10544410347938538,
0.14320065081119537,
0.2138635367155075,
-0.17102687060832977,
-0.18919895589351654,
0.033822257071733475,
0.27293452620506287,
-0.2690789997577667,
0.19002625346183777,
-0.36540210247039795,
0.06295544654130936,
-0.07516228407621384,
-0.17286624014377594,
-0.30504223704338074,
0.0894939973950386,
0.3115004301071167,
-0.02266835607588291,
-0.08882112801074982,
0.38095349073410034,
0.30276912450790405,
-0.6214990615844727,
-0.48706409335136414,
-0.12199632823467255,
0.1356913447380066,
-0.04576396197080612,
0.14464618265628815,
0.31762832403182983,
0.20175056159496307,
-0.17065909504890442,
-0.1535862684249878,
0.5751113295555115,
-0.1492805927991867,
0.12822340428829193,
-0.044664666056632996,
0.20567752420902252,
0.17287932336330414,
0.12340793013572693,
-0.0809202492237091,
-0.06058664619922638,
0.04084356501698494,
-0.44154006242752075,
0.15540575981140137,
0.021875008940696716,
-0.32706406712532043,
0.20387786626815796,
0.224297896027565,
0.07074001431465149,
0.13989506661891937,
-0.05585332214832306,
0.09945517778396606,
0.22635820508003235,
0.09158848226070404,
0.011903952807188034,
0.37182509899139404,
0.018835976719856262,
-0.5589074492454529,
-0.03463039547204971,
-0.31102949380874634,
-0.03194355592131615,
0.007084183394908905,
0.18644121289253235,
0.246103435754776,
-0.3208250105381012,
-0.03586325794458389,
-0.04530021920800209,
0.03576797991991043,
-0.2867773175239563,
-0.0397825688123703,
-0.018608594313263893,
-0.4741089344024658,
0.15549342334270477,
0.15098704397678375,
-0.061753273010253906,
-0.2334977090358734,
-0.3255610167980194,
-0.12980374693870544,
-0.276254266500473,
-0.1133345514535904,
0.1556367576122284,
-0.29770052433013916,
0.13344763219356537,
-0.21064265072345734,
0.18252462148666382,
0.40967172384262085,
-0.07270771265029907,
0.1733737736940384,
-0.02736615389585495,
-0.15516266226768494,
-0.05171382054686546,
-0.11702779680490494,
-0.01659344881772995,
0.1792462170124054,
0.1847984939813614,
-0.09802839905023575,
0.01301818061619997,
-0.22055041790008545,
-0.12351231276988983,
-0.11806038022041321,
0.37291353940963745,
0.2636718153953552,
0.04305131733417511,
0.06911521404981613,
-0.399745374917984,
0.31459110975265503,
-0.0971403419971466,
-0.07174912840127945,
0.02674907073378563,
0.5458462834358215,
-0.30452150106430054,
-0.1860087811946869,
-0.38913971185684204,
-0.39307931065559387,
-0.24321524798870087,
-0.1379571408033371,
0.09219697117805481,
0.20560789108276367,
0.19961489737033844,
0.07467503845691681,
0.3710947036743164,
0.1801365464925766,
0.18008291721343994,
-0.1156899482011795,
0.22744673490524292,
0.061445336788892746,
-0.13252606987953186,
-0.12247705459594727,
-0.2486310452222824,
-0.010548197664320469,
-0.06418472528457642,
-0.10239750891923904,
-0.15851107239723206,
-0.4948926270008087,
-0.04540686309337616,
0.38213345408439636,
-0.05020156502723694,
-0.19840380549430847,
-0.04618281126022339,
0.3194786310195923,
-0.020088598132133484,
-0.2146020531654358,
-0.356012761592865,
0.15284240245819092,
-0.07610592246055603,
0.15693522989749908,
0.16782623529434204,
0.2773439884185791,
-0.05054861679673195,
0.2922665476799011,
0.309738427400589,
-0.1294923722743988,
0.22142721712589264,
0.20503471791744232,
0.22356805205345154,
0.12317976355552673,
-0.4210977852344513,
-0.09904274344444275,
-0.12605565786361694,
-0.3633820414543152,
-0.02017141878604889,
0.042334701865911484,
-0.2244931310415268,
-0.03342471271753311,
0.3085888922214508,
-0.025488601997494698,
-0.19355356693267822,
-0.06951198726892471,
-0.03882622718811035,
0.09518449008464813,
-0.11461728811264038,
0.2014927864074707,
-0.22014911472797394,
-0.0801028162240982,
-0.2058049589395523,
-0.08772538602352142,
-0.04785565286874771,
-0.04835674911737442,
-0.7100074887275696,
-0.03926501423120499,
0.2736685872077942,
0.14670366048812866,
0.3187829256057739,
0.7480415105819702,
-0.09828639775514603,
0.09306397289037704,
-0.006825394928455353,
0.2669731378555298,
0.6763328909873962,
-0.12134736031293869,
0.07742693275213242,
0.44835779070854187,
0.2207748293876648,
-0.2478988617658615,
-0.17714335024356842,
-0.41172024607658386,
0.025007370859384537,
0.3806900382041931,
0.3698931336402893,
-0.14664402604103088,
-0.09323573857545853,
0.2753521800041199,
0.14266224205493927,
-0.1713181436061859,
0.15116947889328003,
-0.08410551398992538,
-0.2062494158744812,
-0.13411441445350647,
0.042520515620708466,
0.0864400565624237,
0.36156630516052246,
-0.012389031238853931,
0.12292993068695068,
-0.14380396902561188,
-0.11823663115501404,
0.09175122529268265,
-0.07133951783180237,
0.2320709228515625,
-0.06547727435827255,
0.16368669271469116,
-0.24070104956626892,
0.14845010638237,
0.1378396898508072,
0.33308035135269165,
-0.18587946891784668,
-0.48090511560440063,
-0.18668615818023682,
-0.10696803033351898,
0.30612850189208984,
0.3646218180656433,
-0.20104923844337463,
-0.146937757730484,
-0.15627656877040863,
-0.03192921727895737,
0.29035061597824097,
0.060239654034376144,
0.15829618275165558,
0.0953015387058258,
-0.3095565140247345,
-0.27865758538246155,
0.5393615365028381,
0.035806551575660706,
-0.17270967364311218,
0.31651487946510315,
-0.03784722834825516,
-0.4763875901699066,
0.5229836702346802,
0.16011680662631989,
0.6790667772293091,
0.2593916058540344,
0.24691897630691528,
0.24507173895835876,
0.0784769058227539,
0.7112948894500732,
0.4200429916381836,
0.25730079412460327,
-0.4165729284286499,
-0.1600848138332367,
0.06142677366733551,
-0.1686919629573822,
0.11698566377162933,
0.3178078532218933,
-0.1224324107170105,
0.38411468267440796,
-0.10227891802787781,
0.2988053560256958,
0.028643345460295677,
0.11414077877998352,
0.18298375606536865,
-0.2017451822757721,
-0.20648765563964844,
0.14518694579601288,
-0.33392417430877686,
-0.14405745267868042,
0.09653601050376892,
-0.16769543290138245,
-0.1708686351776123,
-0.15548691153526306,
-0.04593271389603615,
0.06587231159210205,
-0.1790190488100052,
0.3960985541343689,
0.45879846811294556,
-0.09298107028007507,
0.07441820204257965,
0.0753808319568634,
0.31345507502555847,
0.1724478155374527,
-0.01178683526813984,
-0.12291285395622253,
0.044048577547073364,
0.14204302430152893,
0.12232467532157898,
0.1831219643354416,
0.4582012891769409,
0.2320632040500641,
-0.06322015821933746,
0.09611444920301437,
-0.19333842396736145,
-0.44748032093048096,
-0.26739293336868286,
-0.02590862661600113,
0.1920415163040161,
-0.6067233085632324,
-0.42334267497062683,
-0.30069077014923096,
-0.2196347713470459,
-0.29783937335014343,
0.12502852082252502,
0.13285614550113678,
-0.38089072704315186,
0.1419984996318817,
0.18620665371418,
-0.2548771798610687,
0.12657631933689117,
0.18739236891269684,
0.18699491024017334,
-0.06266628205776215,
0.3869132101535797,
0.06413505971431732,
-0.02246326208114624,
-0.04360147565603256,
0.3132625222206116,
0.16697119176387787,
-0.24991214275360107,
0.2864266335964203,
-0.005111527629196644,
-0.07125655561685562,
-0.2318609654903412,
0.003826253116130829,
0.06567032635211945,
0.5599092841148376,
-0.07504385709762573,
-0.316148042678833,
-0.27878090739250183,
0.13813821971416473,
0.12863416969776154,
0.39092665910720825,
0.0027592219412326813,
-0.22823970019817352,
-0.23556165397167206,
-0.14632458984851837,
-0.279843270778656,
-0.13896194100379944,
-0.45350027084350586,
0.1635400354862213,
0.4086892008781433,
0.20494133234024048,
-0.18834781646728516,
0.11193911731243134,
0.10320223867893219,
-0.03750977665185928,
-0.030382297933101654,
-0.15119582414627075,
0.02156931534409523,
0.13083000481128693,
0.17388013005256653,
-0.13314951956272125,
-0.2957974672317505,
-0.43413931131362915,
-0.010076910257339478,
-0.11806108057498932,
-0.07413063198328018,
0.07305160164833069,
0.0015676841139793396,
0.34754055738449097,
-0.3337151110172272,
0.283101350069046,
0.3496873378753662,
0.3303792178630829,
-0.2521059811115265,
-0.13089615106582642,
0.05965740606188774,
0.15702705085277557,
0.09182018786668777,
0.06588129699230194,
-0.21866557002067566,
0.03689632937312126,
-0.4483029842376709,
-0.09149549156427383,
0.08818338811397552,
-0.4244617223739624,
0.04303741082549095,
0.2145927995443344,
0.1477053016424179,
0.3438786566257477,
-0.4089578092098236,
-0.1621735692024231,
0.21535053849220276,
0.15372902154922485,
-0.0909939631819725,
-0.2531711459159851,
0.1244596540927887,
0.018531862646341324,
0.07164618372917175,
0.5367827415466309,
-0.07608871906995773,
0.02700348198413849,
0.10733214020729065,
0.0041004978120327,
0.4906300902366638,
-0.14833246171474457,
0.07090766727924347,
0.47734156250953674,
-0.19568108022212982,
0.04983237013220787,
0.4013027250766754,
0.06153785437345505,
0.1445068120956421,
0.6550443172454834,
0.1541634202003479,
0.34375911951065063,
0.2975824773311615,
-0.22293546795845032,
0.13856512308120728,
0.3107624351978302,
-0.12161402404308319,
0.2741374671459198,
-0.29865890741348267,
0.2710617184638977,
-0.058699533343315125,
-0.04276563972234726,
-0.7755641937255859,
-0.48785942792892456,
0.14166930317878723,
0.013541074469685555,
-0.31585046648979187,
0.024253375828266144,
-0.2521436810493469,
-0.08504126965999603,
0.033513329923152924,
-0.21959038078784943,
-0.22101172804832458,
-0.349051833152771,
0.3839581310749054,
-0.03879772871732712,
-0.1800542026758194,
-0.45737501978874207,
-0.05893459916114807,
0.31206247210502625,
0.2478211224079132,
-0.25664234161376953,
0.0071858130395412445,
0.17448973655700684,
0.1480223834514618,
-0.015249371528625488,
0.06778255105018616,
0.5308817625045776,
0.5553335547447205,
-0.0346582867205143,
-0.08105852454900742,
-0.1006774753332138,
-0.1592913568019867,
0.10478156805038452,
-0.15692342817783356,
0.021045789122581482,
-0.16796156764030457,
0.1698632389307022,
0.10239189118146896,
-0.10852954536676407,
0.08849626034498215,
0.29833197593688965,
0.3330104351043701,
-0.27673739194869995,
0.6294402480125427,
-0.43804633617401123,
-0.2026292383670807,
-0.15253648161888123,
-0.04901159554719925,
-0.3137505352497101,
-0.18509416282176971,
0.5204889178276062,
0.16274826228618622,
0.31184709072113037,
0.06438478827476501,
0.06343935430049896,
-0.0727977454662323,
0.3140951991081238,
0.09622079133987427,
-0.10686809569597244,
-0.15995001792907715,
0.3007814884185791,
-0.41776105761528015,
-0.08364605158567429,
-0.10018277168273926,
-0.2943161129951477,
0.18550865352153778,
-0.010723583400249481,
0.06784223020076752,
0.2503620982170105,
-0.025377660989761353,
0.08859571814537048,
0.11904213577508926,
0.10384812951087952,
-0.37644726037979126,
-0.14487706124782562,
0.2745313346385956,
0.0574626550078392,
0.2884450852870941,
-0.46640172600746155,
0.1912589818239212,
-0.11197478324174881,
0.011974234133958817,
-0.06835626065731049,
0.0376322865486145,
0.010420385748147964,
0.3180699944496155,
-0.026144251227378845,
0.11810562014579773,
0.35302138328552246,
0.18489551544189453,
-0.2339022010564804,
-0.0002990216016769409,
-0.3803122341632843,
-0.13440215587615967,
0.16888649761676788,
-0.2522214353084564,
0.5625959634780884,
-0.040823034942150116,
-0.08833141624927521,
-0.19999472796916962,
0.3617507517337799,
-0.030316557735204697,
-0.18345266580581665,
-0.0022846264764666557,
0.34841006994247437,
-0.2992640733718872,
0.19949984550476074,
0.15111881494522095,
-0.1274941861629486,
-0.031248711049556732,
0.3954102396965027,
-0.1688239574432373,
-0.4550691545009613,
0.5384348034858704,
-0.17660745978355408,
-0.4506741762161255,
-0.020149387419223785,
0.1408567726612091,
-0.14134076237678528,
-0.15949739515781403,
-0.3897809684276581,
-0.22177910804748535,
0.3290809392929077,
-0.04027092456817627,
-0.47725269198417664,
0.08491495251655579,
-0.08277510106563568,
0.004245474934577942,
0.08634558320045471,
0.02408531680703163,
-0.04879775643348694,
-0.1394818127155304,
0.26000598073005676,
-0.19381378591060638
] |
https://github.com/huggingface/datasets/issues/5332 | Passing numpy array to ClassLabel names causes ValueError | I agree that it's not easy to debug this issue, so perhaps we could add some basic type checking (e.g. `not isinstance(names, list)` -> error) to make debugging easier. Feel free to submit a PR.
> Additionally, passing in a set instead of the list (again, relatively easy because people may run set(classes) to generate uniques) causes an error when the features instance is used, albeit a slightly more obvious one.
`set` is an unordered structure (it's ordered in Python 3.6+, but this is CPython's implementation detail), and the order of ClassLabel `names` matters, so this doesn't require a fix. | ### Describe the bug
If a numpy array is passed to the names argument of ClassLabel, creating a dataset with those features causes an error.
### Steps to reproduce the bug
https://colab.research.google.com/drive/1cV_es1PWZiEuus17n-2C-w0KEoEZ68IX
TLDR:
If I define my classes as:
```
my_classes = np.array(['one', 'two', 'three'])
```
Then this errors:
```py
features = Features({'value': Value('string'), 'label': ClassLabel(names=my_classes)})
dataset = Dataset.from_list(my_data, features=features)
```
```
ValueError Traceback (most recent call last)
[<ipython-input-8-a8a9d53ec82f>](https://localhost:8080/#) in <module>
----> 1 dataset = Dataset.from_list(my_data, features=features)
11 frames
[/usr/local/lib/python3.8/dist-packages/datasets/utils/py_utils.py](https://localhost:8080/#) in _asdict_inner(obj)
183 for f in fields(obj):
184 value = _asdict_inner(getattr(obj, f.name))
--> 185 if not f.init or value != f.default or f.metadata.get("include_in_asdict_even_if_is_default", False):
186 result[f.name] = value
187 return result
ValueError: The truth value of an array with more than one element is ambiguous. Use a.any() or a.all()
```
But this works:
```
features2 = Features({'value': Value('string'), 'label': ClassLabel(names=list(my_classes))})
dataset2 = Dataset.from_list(my_data, features=features2)
```
### Expected behavior
If I provide a numpy array of class names, I would expect either an error that the names list is the wrong type, or for it to be cast internally.
### Environment info
- `datasets` version: 2.7.1
- Platform: Linux-5.15.0-56-generic-x86_64-with-glibc2.10
- Python version: 3.8.15
- PyArrow version: 10.0.1
- Pandas version: 1.5.2
Additionally:
- Numpy version: 1.23.5
| 100 | Passing numpy array to ClassLabel names causes ValueError
### Describe the bug
If a numpy array is passed to the names argument of ClassLabel, creating a dataset with those features causes an error.
### Steps to reproduce the bug
https://colab.research.google.com/drive/1cV_es1PWZiEuus17n-2C-w0KEoEZ68IX
TLDR:
If I define my classes as:
```
my_classes = np.array(['one', 'two', 'three'])
```
Then this errors:
```py
features = Features({'value': Value('string'), 'label': ClassLabel(names=my_classes)})
dataset = Dataset.from_list(my_data, features=features)
```
```
ValueError Traceback (most recent call last)
[<ipython-input-8-a8a9d53ec82f>](https://localhost:8080/#) in <module>
----> 1 dataset = Dataset.from_list(my_data, features=features)
11 frames
[/usr/local/lib/python3.8/dist-packages/datasets/utils/py_utils.py](https://localhost:8080/#) in _asdict_inner(obj)
183 for f in fields(obj):
184 value = _asdict_inner(getattr(obj, f.name))
--> 185 if not f.init or value != f.default or f.metadata.get("include_in_asdict_even_if_is_default", False):
186 result[f.name] = value
187 return result
ValueError: The truth value of an array with more than one element is ambiguous. Use a.any() or a.all()
```
But this works:
```
features2 = Features({'value': Value('string'), 'label': ClassLabel(names=list(my_classes))})
dataset2 = Dataset.from_list(my_data, features=features2)
```
### Expected behavior
If I provide a numpy array of class names, I would expect either an error that the names list is the wrong type, or for it to be cast internally.
### Environment info
- `datasets` version: 2.7.1
- Platform: Linux-5.15.0-56-generic-x86_64-with-glibc2.10
- Python version: 3.8.15
- PyArrow version: 10.0.1
- Pandas version: 1.5.2
Additionally:
- Numpy version: 1.23.5
I agree that it's not easy to debug this issue, so perhaps we could add some basic type checking (e.g. `not isinstance(names, list)` -> error) to make debugging easier. Feel free to submit a PR.
> Additionally, passing in a set instead of the list (again, relatively easy because people may run set(classes) to generate uniques) causes an error when the features instance is used, albeit a slightly more obvious one.
`set` is an unordered structure (it's ordered in Python 3.6+, but this is CPython's implementation detail), and the order of ClassLabel `names` matters, so this doesn't require a fix. | [
0.21883399784564972,
0.1317862570285797,
-0.08366705477237701,
0.43438130617141724,
0.32979291677474976,
0.023139841854572296,
0.724523663520813,
0.2451750487089157,
0.061613429337739944,
0.22844676673412323,
-0.0062066735699772835,
0.7399469614028931,
-0.1995663046836853,
-0.04280336573719978,
-0.10887844860553741,
-0.06765703856945038,
0.17198878526687622,
-0.05514593422412872,
0.06114746630191803,
-0.04193449392914772,
-0.35323387384414673,
0.03978782147169113,
-0.06239854916930199,
0.37806981801986694,
-0.20560920238494873,
-0.07750702649354935,
-0.01153516210615635,
0.07634197920560837,
0.03981705754995346,
-0.5398998260498047,
0.1588289737701416,
-0.16982485353946686,
-0.14618387818336487,
0.20438310503959656,
-0.00011255104618612677,
-0.05444955825805664,
0.10502690076828003,
0.010846858844161034,
-0.32290706038475037,
0.1634773313999176,
0.08372882753610611,
-0.24966803193092346,
0.083015576004982,
-0.34949204325675964,
0.009637832641601562,
0.01877046376466751,
-0.37474948167800903,
-0.3472414016723633,
-0.06205461919307709,
0.21159707009792328,
0.14845484495162964,
0.08087003976106644,
0.20526213943958282,
0.10122701525688171,
0.2395193874835968,
-0.21653954684734344,
-0.1743350476026535,
0.006686164066195488,
0.12723582983016968,
0.09614238142967224,
0.03563099727034569,
0.37983250617980957,
-0.16865423321723938,
0.09245918691158295,
0.3896908164024353,
0.09640391916036606,
0.12610408663749695,
-0.24535015225410461,
-0.3247320353984833,
0.0458785779774189,
0.13272890448570251,
-0.21747645735740662,
-0.4388955533504486,
-0.3827975392341614,
0.039121128618717194,
-0.29207515716552734,
0.17007708549499512,
0.0990876778960228,
-0.20706301927566528,
-0.014811411499977112,
-0.019404422491788864,
0.15065953135490417,
-0.21298839151859283,
0.26384180784225464,
0.38696423172950745,
0.25586333870887756,
-0.09166684746742249,
0.329005628824234,
-0.12508335709571838,
-0.3593749403953552,
0.1384933739900589,
-0.15159547328948975,
0.26744920015335083,
0.2238224744796753,
-0.13247057795524597,
-0.08388206362724304,
0.18701861798763275,
-0.4311651885509491,
0.052726030349731445,
-0.4306487441062927,
-0.13747087121009827,
-0.017954323440790176,
-0.2143508940935135,
0.3016389012336731,
0.2737618088722229,
0.10198210179805756,
0.40205079317092896,
0.1720256209373474,
-0.04052998125553131,
0.08303483575582504,
0.1592138260602951,
0.057436998933553696,
-0.02335360273718834,
0.025352567434310913,
0.3712945282459259,
0.14294520020484924,
0.4407873749732971,
-0.22110126912593842,
-0.3881484270095825,
0.06169099733233452,
-0.4046005308628082,
0.25503504276275635,
0.18745192885398865,
0.19267550110816956,
0.14182238280773163,
0.42417359352111816,
0.2499665766954422,
0.14037247002124786,
-0.00006137974560260773,
-0.2590477168560028,
-0.11054272204637527,
0.061115045100450516,
-0.014197122305631638,
-0.01679305173456669,
0.06059655174612999,
0.4569288194179535,
0.12566116452217102,
-0.020848717540502548,
0.2912473678588867,
-0.4346907138824463,
-0.05002880096435547,
0.11657842993736267,
0.030155226588249207,
0.06082447990775108,
-0.2846689820289612,
0.14884357154369354,
0.27585577964782715,
-0.12572236359119415,
-0.07635171711444855,
0.12404944747686386,
-0.3968886733055115,
0.11217477917671204,
0.19885362684726715,
0.20240290462970734,
0.264790415763855,
0.21707284450531006,
-0.00908544659614563,
-0.329547256231308,
0.5337374806404114,
-0.17603498697280884,
0.21189257502555847,
-0.4484630823135376,
-0.13572938740253448,
-0.4337109625339508,
-0.004130782559514046,
0.0745849758386612,
-0.14080362021923065,
-0.16965734958648682,
0.2068457156419754,
0.05908949673175812,
-0.17866939306259155,
0.17294329404830933,
-0.15905362367630005,
-0.020736075937747955,
-0.012916641309857368,
-0.06953200697898865,
0.23427355289459229,
-0.3593697249889374,
-0.26053586602211,
-0.11273710429668427,
0.10069355368614197,
-0.06368046253919601,
0.2308686375617981,
0.3987012505531311,
-0.19516544044017792,
-0.16034698486328125,
0.34664061665534973,
0.26737353205680847,
-0.1011604517698288,
0.09057044982910156,
-0.2208966612815857,
-0.22043758630752563,
0.05334507301449776,
0.24561844766139984,
-0.13988474011421204,
-0.02457636594772339,
-0.24401932954788208,
-0.025743160396814346,
0.07485403120517731,
-0.3613460063934326,
-0.0058664921671152115,
0.12003160268068314,
0.3730505704879761,
0.13514599204063416,
-0.02186434529721737,
-0.18268579244613647,
-0.32973673939704895,
0.16059964895248413,
-0.19807611405849457,
0.0030389055609703064,
-0.21067340672016144,
-0.24204815924167633,
-0.056556276977062225,
0.1515004187822342,
-0.07542750239372253,
-0.10544410347938538,
0.14320065081119537,
0.2138635367155075,
-0.17102687060832977,
-0.18919895589351654,
0.033822257071733475,
0.27293452620506287,
-0.2690789997577667,
0.19002625346183777,
-0.36540210247039795,
0.06295544654130936,
-0.07516228407621384,
-0.17286624014377594,
-0.30504223704338074,
0.0894939973950386,
0.3115004301071167,
-0.02266835607588291,
-0.08882112801074982,
0.38095349073410034,
0.30276912450790405,
-0.6214990615844727,
-0.48706409335136414,
-0.12199632823467255,
0.1356913447380066,
-0.04576396197080612,
0.14464618265628815,
0.31762832403182983,
0.20175056159496307,
-0.17065909504890442,
-0.1535862684249878,
0.5751113295555115,
-0.1492805927991867,
0.12822340428829193,
-0.044664666056632996,
0.20567752420902252,
0.17287932336330414,
0.12340793013572693,
-0.0809202492237091,
-0.06058664619922638,
0.04084356501698494,
-0.44154006242752075,
0.15540575981140137,
0.021875008940696716,
-0.32706406712532043,
0.20387786626815796,
0.224297896027565,
0.07074001431465149,
0.13989506661891937,
-0.05585332214832306,
0.09945517778396606,
0.22635820508003235,
0.09158848226070404,
0.011903952807188034,
0.37182509899139404,
0.018835976719856262,
-0.5589074492454529,
-0.03463039547204971,
-0.31102949380874634,
-0.03194355592131615,
0.007084183394908905,
0.18644121289253235,
0.246103435754776,
-0.3208250105381012,
-0.03586325794458389,
-0.04530021920800209,
0.03576797991991043,
-0.2867773175239563,
-0.0397825688123703,
-0.018608594313263893,
-0.4741089344024658,
0.15549342334270477,
0.15098704397678375,
-0.061753273010253906,
-0.2334977090358734,
-0.3255610167980194,
-0.12980374693870544,
-0.276254266500473,
-0.1133345514535904,
0.1556367576122284,
-0.29770052433013916,
0.13344763219356537,
-0.21064265072345734,
0.18252462148666382,
0.40967172384262085,
-0.07270771265029907,
0.1733737736940384,
-0.02736615389585495,
-0.15516266226768494,
-0.05171382054686546,
-0.11702779680490494,
-0.01659344881772995,
0.1792462170124054,
0.1847984939813614,
-0.09802839905023575,
0.01301818061619997,
-0.22055041790008545,
-0.12351231276988983,
-0.11806038022041321,
0.37291353940963745,
0.2636718153953552,
0.04305131733417511,
0.06911521404981613,
-0.399745374917984,
0.31459110975265503,
-0.0971403419971466,
-0.07174912840127945,
0.02674907073378563,
0.5458462834358215,
-0.30452150106430054,
-0.1860087811946869,
-0.38913971185684204,
-0.39307931065559387,
-0.24321524798870087,
-0.1379571408033371,
0.09219697117805481,
0.20560789108276367,
0.19961489737033844,
0.07467503845691681,
0.3710947036743164,
0.1801365464925766,
0.18008291721343994,
-0.1156899482011795,
0.22744673490524292,
0.061445336788892746,
-0.13252606987953186,
-0.12247705459594727,
-0.2486310452222824,
-0.010548197664320469,
-0.06418472528457642,
-0.10239750891923904,
-0.15851107239723206,
-0.4948926270008087,
-0.04540686309337616,
0.38213345408439636,
-0.05020156502723694,
-0.19840380549430847,
-0.04618281126022339,
0.3194786310195923,
-0.020088598132133484,
-0.2146020531654358,
-0.356012761592865,
0.15284240245819092,
-0.07610592246055603,
0.15693522989749908,
0.16782623529434204,
0.2773439884185791,
-0.05054861679673195,
0.2922665476799011,
0.309738427400589,
-0.1294923722743988,
0.22142721712589264,
0.20503471791744232,
0.22356805205345154,
0.12317976355552673,
-0.4210977852344513,
-0.09904274344444275,
-0.12605565786361694,
-0.3633820414543152,
-0.02017141878604889,
0.042334701865911484,
-0.2244931310415268,
-0.03342471271753311,
0.3085888922214508,
-0.025488601997494698,
-0.19355356693267822,
-0.06951198726892471,
-0.03882622718811035,
0.09518449008464813,
-0.11461728811264038,
0.2014927864074707,
-0.22014911472797394,
-0.0801028162240982,
-0.2058049589395523,
-0.08772538602352142,
-0.04785565286874771,
-0.04835674911737442,
-0.7100074887275696,
-0.03926501423120499,
0.2736685872077942,
0.14670366048812866,
0.3187829256057739,
0.7480415105819702,
-0.09828639775514603,
0.09306397289037704,
-0.006825394928455353,
0.2669731378555298,
0.6763328909873962,
-0.12134736031293869,
0.07742693275213242,
0.44835779070854187,
0.2207748293876648,
-0.2478988617658615,
-0.17714335024356842,
-0.41172024607658386,
0.025007370859384537,
0.3806900382041931,
0.3698931336402893,
-0.14664402604103088,
-0.09323573857545853,
0.2753521800041199,
0.14266224205493927,
-0.1713181436061859,
0.15116947889328003,
-0.08410551398992538,
-0.2062494158744812,
-0.13411441445350647,
0.042520515620708466,
0.0864400565624237,
0.36156630516052246,
-0.012389031238853931,
0.12292993068695068,
-0.14380396902561188,
-0.11823663115501404,
0.09175122529268265,
-0.07133951783180237,
0.2320709228515625,
-0.06547727435827255,
0.16368669271469116,
-0.24070104956626892,
0.14845010638237,
0.1378396898508072,
0.33308035135269165,
-0.18587946891784668,
-0.48090511560440063,
-0.18668615818023682,
-0.10696803033351898,
0.30612850189208984,
0.3646218180656433,
-0.20104923844337463,
-0.146937757730484,
-0.15627656877040863,
-0.03192921727895737,
0.29035061597824097,
0.060239654034376144,
0.15829618275165558,
0.0953015387058258,
-0.3095565140247345,
-0.27865758538246155,
0.5393615365028381,
0.035806551575660706,
-0.17270967364311218,
0.31651487946510315,
-0.03784722834825516,
-0.4763875901699066,
0.5229836702346802,
0.16011680662631989,
0.6790667772293091,
0.2593916058540344,
0.24691897630691528,
0.24507173895835876,
0.0784769058227539,
0.7112948894500732,
0.4200429916381836,
0.25730079412460327,
-0.4165729284286499,
-0.1600848138332367,
0.06142677366733551,
-0.1686919629573822,
0.11698566377162933,
0.3178078532218933,
-0.1224324107170105,
0.38411468267440796,
-0.10227891802787781,
0.2988053560256958,
0.028643345460295677,
0.11414077877998352,
0.18298375606536865,
-0.2017451822757721,
-0.20648765563964844,
0.14518694579601288,
-0.33392417430877686,
-0.14405745267868042,
0.09653601050376892,
-0.16769543290138245,
-0.1708686351776123,
-0.15548691153526306,
-0.04593271389603615,
0.06587231159210205,
-0.1790190488100052,
0.3960985541343689,
0.45879846811294556,
-0.09298107028007507,
0.07441820204257965,
0.0753808319568634,
0.31345507502555847,
0.1724478155374527,
-0.01178683526813984,
-0.12291285395622253,
0.044048577547073364,
0.14204302430152893,
0.12232467532157898,
0.1831219643354416,
0.4582012891769409,
0.2320632040500641,
-0.06322015821933746,
0.09611444920301437,
-0.19333842396736145,
-0.44748032093048096,
-0.26739293336868286,
-0.02590862661600113,
0.1920415163040161,
-0.6067233085632324,
-0.42334267497062683,
-0.30069077014923096,
-0.2196347713470459,
-0.29783937335014343,
0.12502852082252502,
0.13285614550113678,
-0.38089072704315186,
0.1419984996318817,
0.18620665371418,
-0.2548771798610687,
0.12657631933689117,
0.18739236891269684,
0.18699491024017334,
-0.06266628205776215,
0.3869132101535797,
0.06413505971431732,
-0.02246326208114624,
-0.04360147565603256,
0.3132625222206116,
0.16697119176387787,
-0.24991214275360107,
0.2864266335964203,
-0.005111527629196644,
-0.07125655561685562,
-0.2318609654903412,
0.003826253116130829,
0.06567032635211945,
0.5599092841148376,
-0.07504385709762573,
-0.316148042678833,
-0.27878090739250183,
0.13813821971416473,
0.12863416969776154,
0.39092665910720825,
0.0027592219412326813,
-0.22823970019817352,
-0.23556165397167206,
-0.14632458984851837,
-0.279843270778656,
-0.13896194100379944,
-0.45350027084350586,
0.1635400354862213,
0.4086892008781433,
0.20494133234024048,
-0.18834781646728516,
0.11193911731243134,
0.10320223867893219,
-0.03750977665185928,
-0.030382297933101654,
-0.15119582414627075,
0.02156931534409523,
0.13083000481128693,
0.17388013005256653,
-0.13314951956272125,
-0.2957974672317505,
-0.43413931131362915,
-0.010076910257339478,
-0.11806108057498932,
-0.07413063198328018,
0.07305160164833069,
0.0015676841139793396,
0.34754055738449097,
-0.3337151110172272,
0.283101350069046,
0.3496873378753662,
0.3303792178630829,
-0.2521059811115265,
-0.13089615106582642,
0.05965740606188774,
0.15702705085277557,
0.09182018786668777,
0.06588129699230194,
-0.21866557002067566,
0.03689632937312126,
-0.4483029842376709,
-0.09149549156427383,
0.08818338811397552,
-0.4244617223739624,
0.04303741082549095,
0.2145927995443344,
0.1477053016424179,
0.3438786566257477,
-0.4089578092098236,
-0.1621735692024231,
0.21535053849220276,
0.15372902154922485,
-0.0909939631819725,
-0.2531711459159851,
0.1244596540927887,
0.018531862646341324,
0.07164618372917175,
0.5367827415466309,
-0.07608871906995773,
0.02700348198413849,
0.10733214020729065,
0.0041004978120327,
0.4906300902366638,
-0.14833246171474457,
0.07090766727924347,
0.47734156250953674,
-0.19568108022212982,
0.04983237013220787,
0.4013027250766754,
0.06153785437345505,
0.1445068120956421,
0.6550443172454834,
0.1541634202003479,
0.34375911951065063,
0.2975824773311615,
-0.22293546795845032,
0.13856512308120728,
0.3107624351978302,
-0.12161402404308319,
0.2741374671459198,
-0.29865890741348267,
0.2710617184638977,
-0.058699533343315125,
-0.04276563972234726,
-0.7755641937255859,
-0.48785942792892456,
0.14166930317878723,
0.013541074469685555,
-0.31585046648979187,
0.024253375828266144,
-0.2521436810493469,
-0.08504126965999603,
0.033513329923152924,
-0.21959038078784943,
-0.22101172804832458,
-0.349051833152771,
0.3839581310749054,
-0.03879772871732712,
-0.1800542026758194,
-0.45737501978874207,
-0.05893459916114807,
0.31206247210502625,
0.2478211224079132,
-0.25664234161376953,
0.0071858130395412445,
0.17448973655700684,
0.1480223834514618,
-0.015249371528625488,
0.06778255105018616,
0.5308817625045776,
0.5553335547447205,
-0.0346582867205143,
-0.08105852454900742,
-0.1006774753332138,
-0.1592913568019867,
0.10478156805038452,
-0.15692342817783356,
0.021045789122581482,
-0.16796156764030457,
0.1698632389307022,
0.10239189118146896,
-0.10852954536676407,
0.08849626034498215,
0.29833197593688965,
0.3330104351043701,
-0.27673739194869995,
0.6294402480125427,
-0.43804633617401123,
-0.2026292383670807,
-0.15253648161888123,
-0.04901159554719925,
-0.3137505352497101,
-0.18509416282176971,
0.5204889178276062,
0.16274826228618622,
0.31184709072113037,
0.06438478827476501,
0.06343935430049896,
-0.0727977454662323,
0.3140951991081238,
0.09622079133987427,
-0.10686809569597244,
-0.15995001792907715,
0.3007814884185791,
-0.41776105761528015,
-0.08364605158567429,
-0.10018277168273926,
-0.2943161129951477,
0.18550865352153778,
-0.010723583400249481,
0.06784223020076752,
0.2503620982170105,
-0.025377660989761353,
0.08859571814537048,
0.11904213577508926,
0.10384812951087952,
-0.37644726037979126,
-0.14487706124782562,
0.2745313346385956,
0.0574626550078392,
0.2884450852870941,
-0.46640172600746155,
0.1912589818239212,
-0.11197478324174881,
0.011974234133958817,
-0.06835626065731049,
0.0376322865486145,
0.010420385748147964,
0.3180699944496155,
-0.026144251227378845,
0.11810562014579773,
0.35302138328552246,
0.18489551544189453,
-0.2339022010564804,
-0.0002990216016769409,
-0.3803122341632843,
-0.13440215587615967,
0.16888649761676788,
-0.2522214353084564,
0.5625959634780884,
-0.040823034942150116,
-0.08833141624927521,
-0.19999472796916962,
0.3617507517337799,
-0.030316557735204697,
-0.18345266580581665,
-0.0022846264764666557,
0.34841006994247437,
-0.2992640733718872,
0.19949984550476074,
0.15111881494522095,
-0.1274941861629486,
-0.031248711049556732,
0.3954102396965027,
-0.1688239574432373,
-0.4550691545009613,
0.5384348034858704,
-0.17660745978355408,
-0.4506741762161255,
-0.020149387419223785,
0.1408567726612091,
-0.14134076237678528,
-0.15949739515781403,
-0.3897809684276581,
-0.22177910804748535,
0.3290809392929077,
-0.04027092456817627,
-0.47725269198417664,
0.08491495251655579,
-0.08277510106563568,
0.004245474934577942,
0.08634558320045471,
0.02408531680703163,
-0.04879775643348694,
-0.1394818127155304,
0.26000598073005676,
-0.19381378591060638
] |
https://github.com/huggingface/datasets/issues/5332 | Passing numpy array to ClassLabel names causes ValueError | What about checking for `Sequence` instead? I think users can pass a list or a tuple as well. | ### Describe the bug
If a numpy array is passed to the names argument of ClassLabel, creating a dataset with those features causes an error.
### Steps to reproduce the bug
https://colab.research.google.com/drive/1cV_es1PWZiEuus17n-2C-w0KEoEZ68IX
TLDR:
If I define my classes as:
```
my_classes = np.array(['one', 'two', 'three'])
```
Then this errors:
```py
features = Features({'value': Value('string'), 'label': ClassLabel(names=my_classes)})
dataset = Dataset.from_list(my_data, features=features)
```
```
ValueError Traceback (most recent call last)
[<ipython-input-8-a8a9d53ec82f>](https://localhost:8080/#) in <module>
----> 1 dataset = Dataset.from_list(my_data, features=features)
11 frames
[/usr/local/lib/python3.8/dist-packages/datasets/utils/py_utils.py](https://localhost:8080/#) in _asdict_inner(obj)
183 for f in fields(obj):
184 value = _asdict_inner(getattr(obj, f.name))
--> 185 if not f.init or value != f.default or f.metadata.get("include_in_asdict_even_if_is_default", False):
186 result[f.name] = value
187 return result
ValueError: The truth value of an array with more than one element is ambiguous. Use a.any() or a.all()
```
But this works:
```
features2 = Features({'value': Value('string'), 'label': ClassLabel(names=list(my_classes))})
dataset2 = Dataset.from_list(my_data, features=features2)
```
### Expected behavior
If I provide a numpy array of class names, I would expect either an error that the names list is the wrong type, or for it to be cast internally.
### Environment info
- `datasets` version: 2.7.1
- Platform: Linux-5.15.0-56-generic-x86_64-with-glibc2.10
- Python version: 3.8.15
- PyArrow version: 10.0.1
- Pandas version: 1.5.2
Additionally:
- Numpy version: 1.23.5
| 18 | Passing numpy array to ClassLabel names causes ValueError
### Describe the bug
If a numpy array is passed to the names argument of ClassLabel, creating a dataset with those features causes an error.
### Steps to reproduce the bug
https://colab.research.google.com/drive/1cV_es1PWZiEuus17n-2C-w0KEoEZ68IX
TLDR:
If I define my classes as:
```
my_classes = np.array(['one', 'two', 'three'])
```
Then this errors:
```py
features = Features({'value': Value('string'), 'label': ClassLabel(names=my_classes)})
dataset = Dataset.from_list(my_data, features=features)
```
```
ValueError Traceback (most recent call last)
[<ipython-input-8-a8a9d53ec82f>](https://localhost:8080/#) in <module>
----> 1 dataset = Dataset.from_list(my_data, features=features)
11 frames
[/usr/local/lib/python3.8/dist-packages/datasets/utils/py_utils.py](https://localhost:8080/#) in _asdict_inner(obj)
183 for f in fields(obj):
184 value = _asdict_inner(getattr(obj, f.name))
--> 185 if not f.init or value != f.default or f.metadata.get("include_in_asdict_even_if_is_default", False):
186 result[f.name] = value
187 return result
ValueError: The truth value of an array with more than one element is ambiguous. Use a.any() or a.all()
```
But this works:
```
features2 = Features({'value': Value('string'), 'label': ClassLabel(names=list(my_classes))})
dataset2 = Dataset.from_list(my_data, features=features2)
```
### Expected behavior
If I provide a numpy array of class names, I would expect either an error that the names list is the wrong type, or for it to be cast internally.
### Environment info
- `datasets` version: 2.7.1
- Platform: Linux-5.15.0-56-generic-x86_64-with-glibc2.10
- Python version: 3.8.15
- PyArrow version: 10.0.1
- Pandas version: 1.5.2
Additionally:
- Numpy version: 1.23.5
What about checking for `Sequence` instead? I think users can pass a list or a tuple as well. | [
0.21883399784564972,
0.1317862570285797,
-0.08366705477237701,
0.43438130617141724,
0.32979291677474976,
0.023139841854572296,
0.724523663520813,
0.2451750487089157,
0.061613429337739944,
0.22844676673412323,
-0.0062066735699772835,
0.7399469614028931,
-0.1995663046836853,
-0.04280336573719978,
-0.10887844860553741,
-0.06765703856945038,
0.17198878526687622,
-0.05514593422412872,
0.06114746630191803,
-0.04193449392914772,
-0.35323387384414673,
0.03978782147169113,
-0.06239854916930199,
0.37806981801986694,
-0.20560920238494873,
-0.07750702649354935,
-0.01153516210615635,
0.07634197920560837,
0.03981705754995346,
-0.5398998260498047,
0.1588289737701416,
-0.16982485353946686,
-0.14618387818336487,
0.20438310503959656,
-0.00011255104618612677,
-0.05444955825805664,
0.10502690076828003,
0.010846858844161034,
-0.32290706038475037,
0.1634773313999176,
0.08372882753610611,
-0.24966803193092346,
0.083015576004982,
-0.34949204325675964,
0.009637832641601562,
0.01877046376466751,
-0.37474948167800903,
-0.3472414016723633,
-0.06205461919307709,
0.21159707009792328,
0.14845484495162964,
0.08087003976106644,
0.20526213943958282,
0.10122701525688171,
0.2395193874835968,
-0.21653954684734344,
-0.1743350476026535,
0.006686164066195488,
0.12723582983016968,
0.09614238142967224,
0.03563099727034569,
0.37983250617980957,
-0.16865423321723938,
0.09245918691158295,
0.3896908164024353,
0.09640391916036606,
0.12610408663749695,
-0.24535015225410461,
-0.3247320353984833,
0.0458785779774189,
0.13272890448570251,
-0.21747645735740662,
-0.4388955533504486,
-0.3827975392341614,
0.039121128618717194,
-0.29207515716552734,
0.17007708549499512,
0.0990876778960228,
-0.20706301927566528,
-0.014811411499977112,
-0.019404422491788864,
0.15065953135490417,
-0.21298839151859283,
0.26384180784225464,
0.38696423172950745,
0.25586333870887756,
-0.09166684746742249,
0.329005628824234,
-0.12508335709571838,
-0.3593749403953552,
0.1384933739900589,
-0.15159547328948975,
0.26744920015335083,
0.2238224744796753,
-0.13247057795524597,
-0.08388206362724304,
0.18701861798763275,
-0.4311651885509491,
0.052726030349731445,
-0.4306487441062927,
-0.13747087121009827,
-0.017954323440790176,
-0.2143508940935135,
0.3016389012336731,
0.2737618088722229,
0.10198210179805756,
0.40205079317092896,
0.1720256209373474,
-0.04052998125553131,
0.08303483575582504,
0.1592138260602951,
0.057436998933553696,
-0.02335360273718834,
0.025352567434310913,
0.3712945282459259,
0.14294520020484924,
0.4407873749732971,
-0.22110126912593842,
-0.3881484270095825,
0.06169099733233452,
-0.4046005308628082,
0.25503504276275635,
0.18745192885398865,
0.19267550110816956,
0.14182238280773163,
0.42417359352111816,
0.2499665766954422,
0.14037247002124786,
-0.00006137974560260773,
-0.2590477168560028,
-0.11054272204637527,
0.061115045100450516,
-0.014197122305631638,
-0.01679305173456669,
0.06059655174612999,
0.4569288194179535,
0.12566116452217102,
-0.020848717540502548,
0.2912473678588867,
-0.4346907138824463,
-0.05002880096435547,
0.11657842993736267,
0.030155226588249207,
0.06082447990775108,
-0.2846689820289612,
0.14884357154369354,
0.27585577964782715,
-0.12572236359119415,
-0.07635171711444855,
0.12404944747686386,
-0.3968886733055115,
0.11217477917671204,
0.19885362684726715,
0.20240290462970734,
0.264790415763855,
0.21707284450531006,
-0.00908544659614563,
-0.329547256231308,
0.5337374806404114,
-0.17603498697280884,
0.21189257502555847,
-0.4484630823135376,
-0.13572938740253448,
-0.4337109625339508,
-0.004130782559514046,
0.0745849758386612,
-0.14080362021923065,
-0.16965734958648682,
0.2068457156419754,
0.05908949673175812,
-0.17866939306259155,
0.17294329404830933,
-0.15905362367630005,
-0.020736075937747955,
-0.012916641309857368,
-0.06953200697898865,
0.23427355289459229,
-0.3593697249889374,
-0.26053586602211,
-0.11273710429668427,
0.10069355368614197,
-0.06368046253919601,
0.2308686375617981,
0.3987012505531311,
-0.19516544044017792,
-0.16034698486328125,
0.34664061665534973,
0.26737353205680847,
-0.1011604517698288,
0.09057044982910156,
-0.2208966612815857,
-0.22043758630752563,
0.05334507301449776,
0.24561844766139984,
-0.13988474011421204,
-0.02457636594772339,
-0.24401932954788208,
-0.025743160396814346,
0.07485403120517731,
-0.3613460063934326,
-0.0058664921671152115,
0.12003160268068314,
0.3730505704879761,
0.13514599204063416,
-0.02186434529721737,
-0.18268579244613647,
-0.32973673939704895,
0.16059964895248413,
-0.19807611405849457,
0.0030389055609703064,
-0.21067340672016144,
-0.24204815924167633,
-0.056556276977062225,
0.1515004187822342,
-0.07542750239372253,
-0.10544410347938538,
0.14320065081119537,
0.2138635367155075,
-0.17102687060832977,
-0.18919895589351654,
0.033822257071733475,
0.27293452620506287,
-0.2690789997577667,
0.19002625346183777,
-0.36540210247039795,
0.06295544654130936,
-0.07516228407621384,
-0.17286624014377594,
-0.30504223704338074,
0.0894939973950386,
0.3115004301071167,
-0.02266835607588291,
-0.08882112801074982,
0.38095349073410034,
0.30276912450790405,
-0.6214990615844727,
-0.48706409335136414,
-0.12199632823467255,
0.1356913447380066,
-0.04576396197080612,
0.14464618265628815,
0.31762832403182983,
0.20175056159496307,
-0.17065909504890442,
-0.1535862684249878,
0.5751113295555115,
-0.1492805927991867,
0.12822340428829193,
-0.044664666056632996,
0.20567752420902252,
0.17287932336330414,
0.12340793013572693,
-0.0809202492237091,
-0.06058664619922638,
0.04084356501698494,
-0.44154006242752075,
0.15540575981140137,
0.021875008940696716,
-0.32706406712532043,
0.20387786626815796,
0.224297896027565,
0.07074001431465149,
0.13989506661891937,
-0.05585332214832306,
0.09945517778396606,
0.22635820508003235,
0.09158848226070404,
0.011903952807188034,
0.37182509899139404,
0.018835976719856262,
-0.5589074492454529,
-0.03463039547204971,
-0.31102949380874634,
-0.03194355592131615,
0.007084183394908905,
0.18644121289253235,
0.246103435754776,
-0.3208250105381012,
-0.03586325794458389,
-0.04530021920800209,
0.03576797991991043,
-0.2867773175239563,
-0.0397825688123703,
-0.018608594313263893,
-0.4741089344024658,
0.15549342334270477,
0.15098704397678375,
-0.061753273010253906,
-0.2334977090358734,
-0.3255610167980194,
-0.12980374693870544,
-0.276254266500473,
-0.1133345514535904,
0.1556367576122284,
-0.29770052433013916,
0.13344763219356537,
-0.21064265072345734,
0.18252462148666382,
0.40967172384262085,
-0.07270771265029907,
0.1733737736940384,
-0.02736615389585495,
-0.15516266226768494,
-0.05171382054686546,
-0.11702779680490494,
-0.01659344881772995,
0.1792462170124054,
0.1847984939813614,
-0.09802839905023575,
0.01301818061619997,
-0.22055041790008545,
-0.12351231276988983,
-0.11806038022041321,
0.37291353940963745,
0.2636718153953552,
0.04305131733417511,
0.06911521404981613,
-0.399745374917984,
0.31459110975265503,
-0.0971403419971466,
-0.07174912840127945,
0.02674907073378563,
0.5458462834358215,
-0.30452150106430054,
-0.1860087811946869,
-0.38913971185684204,
-0.39307931065559387,
-0.24321524798870087,
-0.1379571408033371,
0.09219697117805481,
0.20560789108276367,
0.19961489737033844,
0.07467503845691681,
0.3710947036743164,
0.1801365464925766,
0.18008291721343994,
-0.1156899482011795,
0.22744673490524292,
0.061445336788892746,
-0.13252606987953186,
-0.12247705459594727,
-0.2486310452222824,
-0.010548197664320469,
-0.06418472528457642,
-0.10239750891923904,
-0.15851107239723206,
-0.4948926270008087,
-0.04540686309337616,
0.38213345408439636,
-0.05020156502723694,
-0.19840380549430847,
-0.04618281126022339,
0.3194786310195923,
-0.020088598132133484,
-0.2146020531654358,
-0.356012761592865,
0.15284240245819092,
-0.07610592246055603,
0.15693522989749908,
0.16782623529434204,
0.2773439884185791,
-0.05054861679673195,
0.2922665476799011,
0.309738427400589,
-0.1294923722743988,
0.22142721712589264,
0.20503471791744232,
0.22356805205345154,
0.12317976355552673,
-0.4210977852344513,
-0.09904274344444275,
-0.12605565786361694,
-0.3633820414543152,
-0.02017141878604889,
0.042334701865911484,
-0.2244931310415268,
-0.03342471271753311,
0.3085888922214508,
-0.025488601997494698,
-0.19355356693267822,
-0.06951198726892471,
-0.03882622718811035,
0.09518449008464813,
-0.11461728811264038,
0.2014927864074707,
-0.22014911472797394,
-0.0801028162240982,
-0.2058049589395523,
-0.08772538602352142,
-0.04785565286874771,
-0.04835674911737442,
-0.7100074887275696,
-0.03926501423120499,
0.2736685872077942,
0.14670366048812866,
0.3187829256057739,
0.7480415105819702,
-0.09828639775514603,
0.09306397289037704,
-0.006825394928455353,
0.2669731378555298,
0.6763328909873962,
-0.12134736031293869,
0.07742693275213242,
0.44835779070854187,
0.2207748293876648,
-0.2478988617658615,
-0.17714335024356842,
-0.41172024607658386,
0.025007370859384537,
0.3806900382041931,
0.3698931336402893,
-0.14664402604103088,
-0.09323573857545853,
0.2753521800041199,
0.14266224205493927,
-0.1713181436061859,
0.15116947889328003,
-0.08410551398992538,
-0.2062494158744812,
-0.13411441445350647,
0.042520515620708466,
0.0864400565624237,
0.36156630516052246,
-0.012389031238853931,
0.12292993068695068,
-0.14380396902561188,
-0.11823663115501404,
0.09175122529268265,
-0.07133951783180237,
0.2320709228515625,
-0.06547727435827255,
0.16368669271469116,
-0.24070104956626892,
0.14845010638237,
0.1378396898508072,
0.33308035135269165,
-0.18587946891784668,
-0.48090511560440063,
-0.18668615818023682,
-0.10696803033351898,
0.30612850189208984,
0.3646218180656433,
-0.20104923844337463,
-0.146937757730484,
-0.15627656877040863,
-0.03192921727895737,
0.29035061597824097,
0.060239654034376144,
0.15829618275165558,
0.0953015387058258,
-0.3095565140247345,
-0.27865758538246155,
0.5393615365028381,
0.035806551575660706,
-0.17270967364311218,
0.31651487946510315,
-0.03784722834825516,
-0.4763875901699066,
0.5229836702346802,
0.16011680662631989,
0.6790667772293091,
0.2593916058540344,
0.24691897630691528,
0.24507173895835876,
0.0784769058227539,
0.7112948894500732,
0.4200429916381836,
0.25730079412460327,
-0.4165729284286499,
-0.1600848138332367,
0.06142677366733551,
-0.1686919629573822,
0.11698566377162933,
0.3178078532218933,
-0.1224324107170105,
0.38411468267440796,
-0.10227891802787781,
0.2988053560256958,
0.028643345460295677,
0.11414077877998352,
0.18298375606536865,
-0.2017451822757721,
-0.20648765563964844,
0.14518694579601288,
-0.33392417430877686,
-0.14405745267868042,
0.09653601050376892,
-0.16769543290138245,
-0.1708686351776123,
-0.15548691153526306,
-0.04593271389603615,
0.06587231159210205,
-0.1790190488100052,
0.3960985541343689,
0.45879846811294556,
-0.09298107028007507,
0.07441820204257965,
0.0753808319568634,
0.31345507502555847,
0.1724478155374527,
-0.01178683526813984,
-0.12291285395622253,
0.044048577547073364,
0.14204302430152893,
0.12232467532157898,
0.1831219643354416,
0.4582012891769409,
0.2320632040500641,
-0.06322015821933746,
0.09611444920301437,
-0.19333842396736145,
-0.44748032093048096,
-0.26739293336868286,
-0.02590862661600113,
0.1920415163040161,
-0.6067233085632324,
-0.42334267497062683,
-0.30069077014923096,
-0.2196347713470459,
-0.29783937335014343,
0.12502852082252502,
0.13285614550113678,
-0.38089072704315186,
0.1419984996318817,
0.18620665371418,
-0.2548771798610687,
0.12657631933689117,
0.18739236891269684,
0.18699491024017334,
-0.06266628205776215,
0.3869132101535797,
0.06413505971431732,
-0.02246326208114624,
-0.04360147565603256,
0.3132625222206116,
0.16697119176387787,
-0.24991214275360107,
0.2864266335964203,
-0.005111527629196644,
-0.07125655561685562,
-0.2318609654903412,
0.003826253116130829,
0.06567032635211945,
0.5599092841148376,
-0.07504385709762573,
-0.316148042678833,
-0.27878090739250183,
0.13813821971416473,
0.12863416969776154,
0.39092665910720825,
0.0027592219412326813,
-0.22823970019817352,
-0.23556165397167206,
-0.14632458984851837,
-0.279843270778656,
-0.13896194100379944,
-0.45350027084350586,
0.1635400354862213,
0.4086892008781433,
0.20494133234024048,
-0.18834781646728516,
0.11193911731243134,
0.10320223867893219,
-0.03750977665185928,
-0.030382297933101654,
-0.15119582414627075,
0.02156931534409523,
0.13083000481128693,
0.17388013005256653,
-0.13314951956272125,
-0.2957974672317505,
-0.43413931131362915,
-0.010076910257339478,
-0.11806108057498932,
-0.07413063198328018,
0.07305160164833069,
0.0015676841139793396,
0.34754055738449097,
-0.3337151110172272,
0.283101350069046,
0.3496873378753662,
0.3303792178630829,
-0.2521059811115265,
-0.13089615106582642,
0.05965740606188774,
0.15702705085277557,
0.09182018786668777,
0.06588129699230194,
-0.21866557002067566,
0.03689632937312126,
-0.4483029842376709,
-0.09149549156427383,
0.08818338811397552,
-0.4244617223739624,
0.04303741082549095,
0.2145927995443344,
0.1477053016424179,
0.3438786566257477,
-0.4089578092098236,
-0.1621735692024231,
0.21535053849220276,
0.15372902154922485,
-0.0909939631819725,
-0.2531711459159851,
0.1244596540927887,
0.018531862646341324,
0.07164618372917175,
0.5367827415466309,
-0.07608871906995773,
0.02700348198413849,
0.10733214020729065,
0.0041004978120327,
0.4906300902366638,
-0.14833246171474457,
0.07090766727924347,
0.47734156250953674,
-0.19568108022212982,
0.04983237013220787,
0.4013027250766754,
0.06153785437345505,
0.1445068120956421,
0.6550443172454834,
0.1541634202003479,
0.34375911951065063,
0.2975824773311615,
-0.22293546795845032,
0.13856512308120728,
0.3107624351978302,
-0.12161402404308319,
0.2741374671459198,
-0.29865890741348267,
0.2710617184638977,
-0.058699533343315125,
-0.04276563972234726,
-0.7755641937255859,
-0.48785942792892456,
0.14166930317878723,
0.013541074469685555,
-0.31585046648979187,
0.024253375828266144,
-0.2521436810493469,
-0.08504126965999603,
0.033513329923152924,
-0.21959038078784943,
-0.22101172804832458,
-0.349051833152771,
0.3839581310749054,
-0.03879772871732712,
-0.1800542026758194,
-0.45737501978874207,
-0.05893459916114807,
0.31206247210502625,
0.2478211224079132,
-0.25664234161376953,
0.0071858130395412445,
0.17448973655700684,
0.1480223834514618,
-0.015249371528625488,
0.06778255105018616,
0.5308817625045776,
0.5553335547447205,
-0.0346582867205143,
-0.08105852454900742,
-0.1006774753332138,
-0.1592913568019867,
0.10478156805038452,
-0.15692342817783356,
0.021045789122581482,
-0.16796156764030457,
0.1698632389307022,
0.10239189118146896,
-0.10852954536676407,
0.08849626034498215,
0.29833197593688965,
0.3330104351043701,
-0.27673739194869995,
0.6294402480125427,
-0.43804633617401123,
-0.2026292383670807,
-0.15253648161888123,
-0.04901159554719925,
-0.3137505352497101,
-0.18509416282176971,
0.5204889178276062,
0.16274826228618622,
0.31184709072113037,
0.06438478827476501,
0.06343935430049896,
-0.0727977454662323,
0.3140951991081238,
0.09622079133987427,
-0.10686809569597244,
-0.15995001792907715,
0.3007814884185791,
-0.41776105761528015,
-0.08364605158567429,
-0.10018277168273926,
-0.2943161129951477,
0.18550865352153778,
-0.010723583400249481,
0.06784223020076752,
0.2503620982170105,
-0.025377660989761353,
0.08859571814537048,
0.11904213577508926,
0.10384812951087952,
-0.37644726037979126,
-0.14487706124782562,
0.2745313346385956,
0.0574626550078392,
0.2884450852870941,
-0.46640172600746155,
0.1912589818239212,
-0.11197478324174881,
0.011974234133958817,
-0.06835626065731049,
0.0376322865486145,
0.010420385748147964,
0.3180699944496155,
-0.026144251227378845,
0.11810562014579773,
0.35302138328552246,
0.18489551544189453,
-0.2339022010564804,
-0.0002990216016769409,
-0.3803122341632843,
-0.13440215587615967,
0.16888649761676788,
-0.2522214353084564,
0.5625959634780884,
-0.040823034942150116,
-0.08833141624927521,
-0.19999472796916962,
0.3617507517337799,
-0.030316557735204697,
-0.18345266580581665,
-0.0022846264764666557,
0.34841006994247437,
-0.2992640733718872,
0.19949984550476074,
0.15111881494522095,
-0.1274941861629486,
-0.031248711049556732,
0.3954102396965027,
-0.1688239574432373,
-0.4550691545009613,
0.5384348034858704,
-0.17660745978355408,
-0.4506741762161255,
-0.020149387419223785,
0.1408567726612091,
-0.14134076237678528,
-0.15949739515781403,
-0.3897809684276581,
-0.22177910804748535,
0.3290809392929077,
-0.04027092456817627,
-0.47725269198417664,
0.08491495251655579,
-0.08277510106563568,
0.004245474934577942,
0.08634558320045471,
0.02408531680703163,
-0.04879775643348694,
-0.1394818127155304,
0.26000598073005676,
-0.19381378591060638
] |
https://github.com/huggingface/datasets/issues/5325 | map(...batch_size=None) for IterableDataset | Hi! I agree it makes sense for `IterableDataset.map` to support the `batch_size=None` case. This should be super easy to fix. | ### Feature request
Dataset.map(...) allows batch_size to be None. It would be nice if IterableDataset did too.
### Motivation
Although it may seem a bit of a spurious request given that `IterableDataset` is meant for larger than memory datasets, but there are a couple of reasons why this might be nice.
One is that load_dataset(...) can return either IterableDataset or Dataset. mypy will then complain if batch_size=None even if we know it is Dataset. Of course we can do:
assert isinstance(d, datasets.DatasetDict)
But it is a mild inconvenience. What's more annoying is that whenever we use something like e.g. `combine_datasets(...)`, we end up with the union again, and so have to do the assert again.
Another is that we could actually end up with an IterableDataset small enough for memory in normal/correct usage, e.g. by filtering a massive IterableDataset.
For practical usages, an alternative to this would be to convert from an iterable dataset to a map-style dataset, but it is not obvious how to do this.
### Your contribution
Not this time. | 20 | map(...batch_size=None) for IterableDataset
### Feature request
Dataset.map(...) allows batch_size to be None. It would be nice if IterableDataset did too.
### Motivation
Although it may seem a bit of a spurious request given that `IterableDataset` is meant for larger than memory datasets, but there are a couple of reasons why this might be nice.
One is that load_dataset(...) can return either IterableDataset or Dataset. mypy will then complain if batch_size=None even if we know it is Dataset. Of course we can do:
assert isinstance(d, datasets.DatasetDict)
But it is a mild inconvenience. What's more annoying is that whenever we use something like e.g. `combine_datasets(...)`, we end up with the union again, and so have to do the assert again.
Another is that we could actually end up with an IterableDataset small enough for memory in normal/correct usage, e.g. by filtering a massive IterableDataset.
For practical usages, an alternative to this would be to convert from an iterable dataset to a map-style dataset, but it is not obvious how to do this.
### Your contribution
Not this time.
Hi! I agree it makes sense for `IterableDataset.map` to support the `batch_size=None` case. This should be super easy to fix. | [
-0.47283825278282166,
-0.40807682275772095,
-0.11548393964767456,
-0.0214352086186409,
-0.014749016612768173,
0.09666130691766739,
0.2511759102344513,
0.313078910112381,
0.1419222056865692,
0.20596417784690857,
0.12504416704177856,
-0.0019465680234134197,
-0.46123212575912476,
-0.20392045378684998,
-0.012431853450834751,
0.38754576444625854,
-0.04996547847986221,
0.12156634032726288,
0.0453098826110363,
-0.023485690355300903,
-0.41019824147224426,
0.019228056073188782,
-0.49805593490600586,
-0.5124561190605164,
0.024482809007167816,
0.000083189457654953,
-0.057041995227336884,
0.02416471391916275,
-0.18540987372398376,
-0.5933318138122559,
0.3919382095336914,
0.41163522005081177,
0.0025346484035253525,
0.1054653450846672,
-0.00011283609637757763,
-0.06167595088481903,
0.3147450089454651,
-0.22162476181983948,
-0.18453578650951385,
0.07437163591384888,
-0.24221596121788025,
-0.16429275274276733,
-0.1195961982011795,
-0.1722637116909027,
0.14509764313697815,
-0.3228280544281006,
0.028940463438630104,
-0.459719717502594,
-0.14764897525310516,
0.11767738312482834,
0.14544102549552917,
0.28734228014945984,
-0.32523491978645325,
-0.14304804801940918,
-0.03039778769016266,
0.3790737986564636,
-0.012086993083357811,
0.29209625720977783,
0.40709537267684937,
-0.12549565732479095,
0.041812874376773834,
-0.010449230670928955,
-0.37687990069389343,
0.28856709599494934,
0.08198726922273636,
-0.08547116816043854,
0.23829665780067444,
-0.17039313912391663,
0.08899106830358505,
0.20984157919883728,
0.2434467077255249,
-0.311990886926651,
-0.28323227167129517,
-0.33058860898017883,
-0.04074141010642052,
-0.03132348135113716,
-0.12897267937660217,
0.1687869131565094,
-0.012822307646274567,
0.2606091797351837,
-0.406911164522171,
0.12740041315555573,
-0.08851268142461777,
0.11890686303377151,
-0.09389431029558182,
0.19873419404029846,
-0.04046058654785156,
0.3216957151889801,
0.1969912052154541,
-0.010341346263885498,
0.05822509527206421,
-0.143917515873909,
-0.20857557654380798,
0.3723728656768799,
-0.1901393085718155,
-0.2887020707130432,
0.055948689579963684,
0.03490176051855087,
0.7082003951072693,
0.0017589069902896881,
-0.14630204439163208,
-0.058347515761852264,
0.15058057010173798,
0.06726124882698059,
0.3682202100753784,
0.19090266525745392,
0.02352416142821312,
0.3349645733833313,
0.10744176059961319,
-0.05113616958260536,
0.11819200217723846,
0.3064413368701935,
0.16845721006393433,
-0.16223713755607605,
0.4684596061706543,
-0.0633513405919075,
0.44161534309387207,
0.03100242093205452,
-0.15833939611911774,
-0.3629140257835388,
-0.3156977891921997,
-0.16838817298412323,
0.00036372896283864975,
0.28511494398117065,
0.1750951111316681,
-0.044280052185058594,
-0.20755156874656677,
0.11817919462919235,
0.006610315293073654,
0.011661813594400883,
-0.3220159113407135,
0.08521410822868347,
0.024331051856279373,
-0.07145319879055023,
0.30189552903175354,
-0.07220062613487244,
0.17168478667736053,
-0.03077739104628563,
-0.09634460508823395,
0.21733194589614868,
0.21241599321365356,
-0.2965029180049896,
0.6792394518852234,
0.327155202627182,
-0.050671178847551346,
0.234869584441185,
0.16709043085575104,
0.062182508409023285,
-0.35028743743896484,
0.4371201992034912,
-0.30058249831199646,
-0.4909246861934662,
0.19108521938323975,
0.16532175242900848,
-0.4345152974128723,
0.13599294424057007,
-0.2677995264530182,
0.36818814277648926,
0.0977691039443016,
-0.16512422263622284,
0.2712874710559845,
-0.1578630805015564,
-0.10909147560596466,
-0.4451562464237213,
0.1098315492272377,
0.43791764974594116,
-0.3993139863014221,
-0.016990795731544495,
-0.20922867953777313,
-0.41675591468811035,
0.35517022013664246,
0.19234126806259155,
-0.1382962316274643,
0.0889727771282196,
-0.44782865047454834,
0.1151888370513916,
0.169007807970047,
-0.20161819458007812,
-0.667136013507843,
0.35222193598747253,
0.17685820162296295,
0.3340320885181427,
-0.038148410618305206,
-0.008603433147072792,
0.10989409685134888,
-0.18378478288650513,
0.18392053246498108,
0.1275332123041153,
-0.2748391628265381,
0.13185276091098785,
-0.24690599739551544,
-0.29084527492523193,
-0.0017470866441726685,
-0.0683286190032959,
0.012877322733402252,
0.09178593009710312,
0.05530577152967453,
-0.021669872105121613,
0.39063963294029236,
-0.0819113701581955,
0.1781844198703766,
0.04404474049806595,
0.3061307966709137,
-0.2317616194486618,
0.07367407530546188,
-0.3408600687980652,
-0.3084026277065277,
0.3255074918270111,
0.04040853679180145,
-0.1751594990491867,
-0.08044201135635376,
-0.38088732957839966,
0.036436907947063446,
0.18741253018379211,
-0.06406542658805847,
-0.2063627392053604,
0.0951203852891922,
-0.11209748685359955,
0.31981536746025085,
-0.162091925740242,
-0.2922956049442291,
0.052171170711517334,
-0.19454491138458252,
-0.22214648127555847,
0.014303366653621197,
-0.3294042646884918,
0.4275280237197876,
0.0908413827419281,
-0.11695809662342072,
0.20817819237709045,
-0.12273893505334854,
-0.07625280320644379,
0.06523894518613815,
0.3386058211326599,
0.04583742097020149,
-0.07611863315105438,
-0.11475243419408798,
0.26647090911865234,
-0.007313860580325127,
0.12967422604560852,
0.13634447753429413,
-0.19843734800815582,
-0.02016266994178295,
-0.20141053199768066,
0.029830239713191986,
0.2781509757041931,
-0.11118683218955994,
0.22760280966758728,
0.03175094723701477,
-0.12918302416801453,
0.36156415939331055,
0.08104255795478821,
-0.43612048029899597,
-0.354526549577713,
-0.14506414532661438,
0.04610138013958931,
0.46604710817337036,
0.2126949280500412,
-0.03464387357234955,
-0.14734894037246704,
0.42194893956184387,
-0.000475224107503891,
0.18156586587429047,
0.08508779108524323,
-0.3395998179912567,
-0.008040603250265121,
0.055361807346343994,
0.30890175700187683,
0.6829107403755188,
0.2043687254190445,
0.23527047038078308,
-0.10764000564813614,
0.1643797904253006,
0.15036162734031677,
0.2462116777896881,
0.2583777904510498,
0.20895062386989594,
-0.017093226313591003,
0.07768315821886063,
-0.1383483111858368,
-0.2271057367324829,
-0.2675986588001251,
-0.10965846478939056,
0.043273694813251495,
-0.18796686828136444,
-0.11651870608329773,
-0.1430739313364029,
-0.0262396689504385,
0.11845668405294418,
-0.046538565307855606,
0.06421328336000443,
-0.07528823614120483,
-0.08476895838975906,
0.18674764037132263,
-0.05542335286736488,
0.0725654661655426,
-0.10114935040473938,
0.3194385766983032,
0.045167893171310425,
-0.5716052651405334,
0.11784544587135315,
-0.0029214159585535526,
0.01090364158153534,
0.06693761050701141,
-0.04309442639350891,
-0.5492132306098938,
0.619479238986969,
0.2868148684501648,
-0.19644510746002197,
-0.22311733663082123,
-0.04942731931805611,
0.04688993841409683,
-0.39010119438171387,
0.03314662724733353,
0.5079883337020874,
0.4211829900741577,
0.20808111131191254,
0.19483278691768646,
0.1334962248802185,
-0.05329447239637375,
-0.12885059416294098,
-0.16966716945171356,
0.10416581481695175,
-0.0816645473241806,
-0.1587493121623993,
0.06234272941946983,
-0.2575676143169403,
-0.31630975008010864,
0.4753100275993347,
-0.048113398253917694,
0.04025040566921234,
0.3306055963039398,
0.13522276282310486,
0.19592788815498352,
0.17355312407016754,
-0.2882992923259735,
-0.1361967921257019,
-0.2250632643699646,
0.18066924810409546,
0.03871217370033264,
0.16470983624458313,
0.08875979483127594,
-0.26369109749794006,
0.12171292304992676,
0.37500786781311035,
-0.1902075856924057,
-0.09670937806367874,
-0.21205227077007294,
0.19882330298423767,
0.047590091824531555,
0.014071096666157246,
0.3870140016078949,
0.2259388118982315,
-0.02752772532403469,
-0.1613825559616089,
-0.1073971688747406,
-0.10519766062498093,
-0.03753198683261871,
0.0903325080871582,
0.4051533043384552,
0.20129922032356262,
0.10447593033313751,
0.6562352180480957,
0.361300528049469,
0.17632903158664703,
0.1065724790096283,
-0.15574848651885986,
0.079413503408432,
-0.07025735825300217,
-0.34725338220596313,
-0.057989563792943954,
0.13939863443374634,
-0.43052858114242554,
0.26981502771377563,
-0.3339041769504547,
-0.35344746708869934,
0.17674502730369568,
-0.03309433162212372,
0.03278084844350815,
-0.11055582761764526,
0.39242643117904663,
-0.3206300735473633,
0.14637339115142822,
-0.16304154694080353,
-0.1799202561378479,
-0.2854596674442291,
-0.12113296985626221,
-0.19798795878887177,
-0.22071139514446259,
0.06726999580860138,
-0.08927308768033981,
-0.35016945004463196,
-0.17386280000209808,
-0.5513868927955627,
0.40968626737594604,
0.053918011486530304,
0.3484360873699188,
0.13655193150043488,
-0.3733852207660675,
0.04901636391878128,
0.1467004269361496,
0.8221050500869751,
-0.33237817883491516,
-0.27125483751296997,
0.14245383441448212,
-0.1555948555469513,
-0.3700721561908722,
-0.18097884953022003,
-0.15240080654621124,
0.6036625504493713,
-0.08234982192516327,
0.20932666957378387,
-0.22545939683914185,
-0.07579723000526428,
0.3332502543926239,
0.2223515659570694,
0.1619608849287033,
-0.2739604711532593,
-0.3081327974796295,
-0.2529886066913605,
-0.15786629915237427,
0.0589887835085392,
0.42852509021759033,
-0.046929191797971725,
-0.06505698710680008,
-0.24090465903282166,
-0.3965505361557007,
0.008787333965301514,
0.22230464220046997,
0.14915184676647186,
0.3205852508544922,
0.03800952062010765,
0.10566878318786621,
0.09244561195373535,
-0.035339392721652985,
0.36230143904685974,
0.4202817976474762,
-0.10791127383708954,
-0.23781010508537292,
0.026843102648854256,
-0.0939997136592865,
0.46778997778892517,
0.12196280062198639,
-0.20553438365459442,
0.13296672701835632,
0.00929858535528183,
0.08080437034368515,
-0.5337530970573425,
-0.08809392899274826,
0.20528806746006012,
-0.2732931673526764,
-0.673007071018219,
-0.5261235237121582,
0.37997904419898987,
0.3701970875263214,
0.049992263317108154,
0.7907128930091858,
-0.16241522133350372,
-0.35267874598503113,
0.33399707078933716,
-0.04868132621049881,
0.636551558971405,
-0.1426268070936203,
-0.04074196144938469,
-0.00021174177527427673,
0.6041756868362427,
-0.045069366693496704,
-0.033187687397003174,
0.32259899377822876,
-0.08650504052639008,
-0.33017969131469727,
-0.00869445689022541,
-0.2234763652086258,
0.2568267583847046,
0.32605844736099243,
-0.26176518201828003,
0.04136328026652336,
0.21870814263820648,
0.0878438949584961,
-0.09067002683877945,
0.11310528218746185,
-0.16939128935337067,
-0.17122165858745575,
-0.15180747210979462,
0.12583494186401367,
0.10893690586090088,
-0.1470249891281128,
0.03084684908390045,
0.1348094493150711,
0.14138168096542358,
-0.2797303795814514,
-0.3440675139427185,
-0.39609917998313904,
-0.5804784297943115,
0.21824344992637634,
-0.12480074167251587,
0.15600524842739105,
0.013966415077447891,
0.18179090321063995,
-0.18226192891597748,
0.20340196788311005,
-0.03597015142440796,
0.1976540982723236,
0.3044201731681824,
0.2611537277698517,
-0.14799681305885315,
-0.026193171739578247,
0.10703118145465851,
0.12203996628522873,
-0.15947914123535156,
0.0757698267698288,
-0.2698580026626587,
-0.28267550468444824,
-0.30517110228538513,
0.19863063097000122,
0.2443244904279709,
-0.303132563829422,
-0.5626784563064575,
-0.030389919877052307,
-0.02222263813018799,
0.11096237599849701,
0.06398303806781769,
0.015117138624191284,
0.17008565366268158,
0.5284823179244995,
-0.15194934606552124,
-0.6262439489364624,
-0.07418695092201233,
0.34638166427612305,
0.07866449654102325,
0.10161784291267395,
0.37839818000793457,
-0.3396822214126587,
0.016243543475866318,
-0.19473621249198914,
0.04480879008769989,
0.1571630984544754,
-0.08409561216831207,
0.3229830265045166,
0.09136040508747101,
0.1405610293149948,
0.06429649144411087,
0.1424892097711563,
0.15317785739898682,
0.3128395676612854,
-0.21750694513320923,
-0.025812283158302307,
-0.20329655706882477,
0.2290727198123932,
-0.05661049857735634,
0.6377478241920471,
0.23796355724334717,
-0.06546416878700256,
0.06807859987020493,
0.176551952958107,
-0.3194440007209778,
-0.39999938011169434,
-0.07643856853246689,
0.03346335142850876,
-0.020333606749773026,
0.5900024771690369,
0.4282706379890442,
-0.06048521026968956,
0.08267420530319214,
0.2875083088874817,
-0.0020283209159970284,
-0.2496090531349182,
0.17753633856773376,
0.15881209075450897,
-0.1155439093708992,
0.06769069284200668,
0.23903292417526245,
-0.24072647094726562,
-0.07676194608211517,
-0.292574942111969,
0.34530147910118103,
0.08164120465517044,
-0.028035655617713928,
0.2823682129383087,
0.3092499375343323,
-0.08330949395895004,
-0.010984640568494797,
-0.031868383288383484,
0.01881001889705658,
-0.2013074904680252,
0.03850162774324417,
0.2568422853946686,
0.09680318832397461,
-0.11611231416463852,
0.0784156322479248,
0.012290261685848236,
0.19053691625595093,
0.056522779166698456,
-0.029794827103614807,
0.05730059742927551,
-0.1891583651304245,
0.21537499129772186,
0.13390684127807617,
0.31617873907089233,
-0.27247679233551025,
-0.07196308672428131,
-0.05441441386938095,
0.1638609617948532,
-0.2650201916694641,
0.1543808877468109,
0.14295032620429993,
0.1797415018081665,
0.23083683848381042,
0.3933412730693817,
-0.0030913688242435455,
0.09042949974536896,
0.21374788880348206,
-0.01709824614226818,
0.3484277129173279,
-0.4024869203567505,
0.12227223813533783,
0.36450815200805664,
0.07751981914043427,
-0.09738244116306305,
0.16142015159130096,
0.17218336462974548,
0.49526652693748474,
0.26350319385528564,
-0.041772253811359406,
0.45810216665267944,
0.03596695512533188,
-0.0864974856376648,
0.05272374302148819,
-0.45678865909576416,
0.09812828153371811,
0.13657855987548828,
-0.2246948480606079,
0.10990262031555176,
0.18491564691066742,
0.26306116580963135,
-0.14379438757896423,
-0.13175809383392334,
0.0515817254781723,
-0.2739548981189728,
-0.09193017333745956,
-0.1115264892578125,
-0.06138181686401367,
-0.04687828943133354,
0.018413059413433075,
-0.19700095057487488,
0.11488871276378632,
-0.29039573669433594,
0.43176722526550293,
-0.0022282376885414124,
0.1354859471321106,
-0.37642860412597656,
0.30361035466194153,
0.06353281438350677,
0.23728802800178528,
-0.38453519344329834,
-0.18613775074481964,
0.0022711381316184998,
0.07926364988088608,
0.016333958134055138,
0.3877132833003998,
0.33192458748817444,
0.3720465302467346,
0.12845537066459656,
0.017448166385293007,
-0.1765964925289154,
-0.18706032633781433,
-0.3527763783931732,
0.07087814807891846,
-0.21961334347724915,
-0.1409045159816742,
0.15111954510211945,
0.17624884843826294,
-0.0063996990211308,
0.11879622936248779,
0.05304034426808357,
-0.21398426592350006,
-0.3576279580593109,
0.30064693093299866,
0.2442084550857544,
-0.26180776953697205,
0.09628819674253464,
0.06473752856254578,
-0.24594008922576904,
-0.1419517695903778,
0.4007374942302704,
-0.1361413449048996,
0.18461424112319946,
-0.07504495233297348,
0.09349550306797028,
-0.005271725356578827,
0.22655919194221497,
0.15266595780849457,
-0.17249777913093567,
-0.23679319024085999,
0.07920993864536285,
-0.4695434868335724,
-0.18236246705055237,
-0.32886332273483276,
0.18177752196788788,
-0.024611834436655045,
0.5737863779067993,
-0.06306422501802444,
-0.13564348220825195,
0.07546433806419373,
-0.341516375541687,
0.06898435950279236,
0.3625408411026001,
0.03826059773564339,
-0.2920711040496826,
-0.28126806020736694,
-0.08537415415048599,
0.2314610481262207,
-0.33493074774742126,
0.04678257182240486,
-0.3379036486148834,
0.022512786090373993,
-0.27174925804138184,
-0.0670483261346817,
0.48045259714126587,
0.2226315289735794,
0.34744277596473694,
0.09071311354637146,
0.033243194222450256,
-0.11248830705881119,
0.12844911217689514,
-0.373610258102417,
0.1692192554473877,
-0.09237062186002731,
0.1938745379447937,
0.1084117591381073,
0.04011224955320358,
-0.2153819501399994,
-0.1178550124168396,
-0.10170122236013412,
0.10333897173404694,
0.0534430667757988,
-0.1239023357629776,
-0.09066582471132278,
0.08576679974794388,
-0.10438893735408783,
0.2337617725133896,
-0.15252864360809326,
0.2153458297252655,
-0.07926847040653229,
0.22066040337085724,
-0.16626693308353424,
-0.26707619428634644,
0.047040119767189026,
-0.36640530824661255,
-0.33883774280548096,
0.22818033397197723,
0.30375081300735474,
-0.06183672696352005,
-0.1502337008714676,
-0.355801522731781,
-0.04978702962398529,
0.5294057726860046,
-0.20128297805786133,
0.0035582147538661957,
0.3254145383834839,
0.05615938827395439,
0.29626962542533875,
-0.20049446821212769,
0.3099667429924011,
-0.10962577909231186,
-0.21588076651096344,
0.16335013508796692,
-0.34394556283950806
] |
https://github.com/huggingface/datasets/issues/5325 | map(...batch_size=None) for IterableDataset | @mariosasko as this is something simple maybe I can include it as part of https://github.com/huggingface/datasets/pull/5311? Let me know :+1: | ### Feature request
Dataset.map(...) allows batch_size to be None. It would be nice if IterableDataset did too.
### Motivation
Although it may seem a bit of a spurious request given that `IterableDataset` is meant for larger than memory datasets, but there are a couple of reasons why this might be nice.
One is that load_dataset(...) can return either IterableDataset or Dataset. mypy will then complain if batch_size=None even if we know it is Dataset. Of course we can do:
assert isinstance(d, datasets.DatasetDict)
But it is a mild inconvenience. What's more annoying is that whenever we use something like e.g. `combine_datasets(...)`, we end up with the union again, and so have to do the assert again.
Another is that we could actually end up with an IterableDataset small enough for memory in normal/correct usage, e.g. by filtering a massive IterableDataset.
For practical usages, an alternative to this would be to convert from an iterable dataset to a map-style dataset, but it is not obvious how to do this.
### Your contribution
Not this time. | 19 | map(...batch_size=None) for IterableDataset
### Feature request
Dataset.map(...) allows batch_size to be None. It would be nice if IterableDataset did too.
### Motivation
Although it may seem a bit of a spurious request given that `IterableDataset` is meant for larger than memory datasets, but there are a couple of reasons why this might be nice.
One is that load_dataset(...) can return either IterableDataset or Dataset. mypy will then complain if batch_size=None even if we know it is Dataset. Of course we can do:
assert isinstance(d, datasets.DatasetDict)
But it is a mild inconvenience. What's more annoying is that whenever we use something like e.g. `combine_datasets(...)`, we end up with the union again, and so have to do the assert again.
Another is that we could actually end up with an IterableDataset small enough for memory in normal/correct usage, e.g. by filtering a massive IterableDataset.
For practical usages, an alternative to this would be to convert from an iterable dataset to a map-style dataset, but it is not obvious how to do this.
### Your contribution
Not this time.
@mariosasko as this is something simple maybe I can include it as part of https://github.com/huggingface/datasets/pull/5311? Let me know :+1: | [
-0.5413718819618225,
-0.3795579969882965,
-0.13072055578231812,
-0.022178292274475098,
0.04252093285322189,
0.13488516211509705,
0.22855477035045624,
0.34848764538764954,
0.17625384032726288,
0.2071974277496338,
0.0501832589507103,
0.009742647409439087,
-0.4899645745754242,
-0.04875662550330162,
0.06592709571123123,
0.3117784857749939,
-0.04311326891183853,
0.13994748890399933,
-0.007944367825984955,
0.026876933872699738,
-0.3626638352870941,
0.03781592845916748,
-0.42678165435791016,
-0.5107994675636292,
0.06829960644245148,
-0.035135023295879364,
-0.03390279784798622,
-0.03248912841081619,
-0.21102119982242584,
-0.5497998595237732,
0.40537863969802856,
0.46665769815444946,
-0.009832434356212616,
0.10425645112991333,
-0.00011193571845069528,
-0.06476573646068573,
0.23477047681808472,
-0.1949785202741623,
-0.21365736424922943,
0.12401627004146576,
-0.21271836757659912,
-0.15550315380096436,
-0.10649973899126053,
-0.15541717410087585,
0.07749738544225693,
-0.34328874945640564,
0.025418929755687714,
-0.45649027824401855,
-0.06255392730236053,
0.05495389923453331,
0.14405465126037598,
0.31048500537872314,
-0.3154022991657257,
-0.13611747324466705,
-0.06080246716737747,
0.4066518545150757,
-0.03898962587118149,
0.2987634837627411,
0.3382827043533325,
-0.13770608603954315,
0.026220805943012238,
0.07093460857868195,
-0.3522544801235199,
0.3426405191421509,
0.08839339762926102,
-0.0656481683254242,
0.10661788284778595,
-0.11427691578865051,
0.05631634593009949,
0.2835816740989685,
0.22876089811325073,
-0.3986225724220276,
-0.32555970549583435,
-0.40764766931533813,
-0.036965757608413696,
-0.11113352328538895,
-0.09326376765966415,
0.1664637327194214,
-0.06027039512991905,
0.2932857573032379,
-0.4297741651535034,
0.08249557763338089,
-0.04906543344259262,
0.11938679218292236,
-0.07234910875558853,
0.1354152262210846,
-0.08558855205774307,
0.24632689356803894,
0.26885950565338135,
-0.035757847130298615,
0.04137539118528366,
-0.10937242209911346,
-0.18644468486309052,
0.3657893240451813,
-0.24418215453624725,
-0.3535536527633667,
0.04458842799067497,
0.00453968346118927,
0.8188436031341553,
0.0580238401889801,
-0.13673439621925354,
-0.054139070212841034,
0.07008874416351318,
0.07280325889587402,
0.3661783039569855,
0.16538946330547333,
-0.017674043774604797,
0.28929319977760315,
0.10756831616163254,
-0.00464979000389576,
0.166969433426857,
0.2927241027355194,
0.1663496196269989,
-0.12241842597723007,
0.4079350531101227,
-0.08884841203689575,
0.44930708408355713,
0.04331890121102333,
-0.15022246539592743,
-0.3397524356842041,
-0.24204853177070618,
-0.1586858034133911,
-0.002790420316159725,
0.2688618302345276,
0.16427287459373474,
-0.04946216940879822,
-0.17643952369689941,
0.1075829342007637,
0.019417764618992805,
0.0035787513479590416,
-0.31149822473526,
0.1074780523777008,
0.02209298685193062,
0.0019226372241973877,
0.33698245882987976,
-0.15830285847187042,
0.1919725388288498,
-0.00032303761690855026,
-0.11088348925113678,
0.21452835202217102,
0.20143650472164154,
-0.24783717095851898,
0.6142706274986267,
0.2928057014942169,
-0.028168998658657074,
0.18229062855243683,
0.11718104779720306,
0.08190536499023438,
-0.38091617822647095,
0.3144521415233612,
-0.22202128171920776,
-0.4382340908050537,
0.1225535124540329,
0.15728022158145905,
-0.4066222906112671,
0.11339467018842697,
-0.35516366362571716,
0.438699871301651,
0.0925678163766861,
-0.08278441429138184,
0.2722744643688202,
-0.09313371777534485,
-0.09769709408283234,
-0.3592837154865265,
0.15959341824054718,
0.45395082235336304,
-0.36679351329803467,
-0.0665670707821846,
-0.16334795951843262,
-0.4592926800251007,
0.26858091354370117,
0.2820363938808441,
-0.13464221358299255,
0.07980325073003769,
-0.4755997061729431,
0.13909834623336792,
0.13726374506950378,
-0.1991536021232605,
-0.6093050241470337,
0.33749666810035706,
0.1606443077325821,
0.2983177900314331,
-0.012644223868846893,
0.00871441513299942,
0.1273535192012787,
-0.14818942546844482,
0.18163827061653137,
0.16633161902427673,
-0.3103778660297394,
0.14442339539527893,
-0.15523254871368408,
-0.3805493712425232,
-0.07228204607963562,
-0.042310118675231934,
-0.0009222924709320068,
0.08248727768659592,
0.042447566986083984,
-0.04698603227734566,
0.38372164964675903,
-0.1534041166305542,
0.17592835426330566,
0.05887933820486069,
0.2974412441253662,
-0.19224388897418976,
0.014445006847381592,
-0.4421059489250183,
-0.3618638813495636,
0.27899646759033203,
0.10805362462997437,
-0.201492041349411,
-0.07603016495704651,
-0.4401647448539734,
0.03796016424894333,
0.22363458573818207,
-0.05181223526597023,
-0.17188780009746552,
0.08915890753269196,
-0.11593484878540039,
0.3387860357761383,
-0.1771557331085205,
-0.3692483603954315,
0.07742959260940552,
-0.1601533442735672,
-0.16278578341007233,
-0.08963945508003235,
-0.26896506547927856,
0.4543750286102295,
0.08369841426610947,
-0.04838646948337555,
0.22126880288124084,
-0.14699527621269226,
-0.10938761383295059,
0.1275673359632492,
0.31367018818855286,
0.005791904404759407,
-0.024657033383846283,
-0.03409826010465622,
0.3307494521141052,
0.03203606605529785,
0.10204043984413147,
0.09364822506904602,
-0.24022190272808075,
-0.05316903814673424,
-0.16039574146270752,
-0.03419041633605957,
0.3005831837654114,
-0.09745921194553375,
0.18807634711265564,
0.00682530552148819,
-0.12297318875789642,
0.39800816774368286,
0.04236995801329613,
-0.4156457781791687,
-0.34967735409736633,
-0.08811816573143005,
0.01150664035230875,
0.4249950647354126,
0.2336696833372116,
-0.0943601131439209,
-0.15037885308265686,
0.448719322681427,
-0.0029269270598888397,
0.23096317052841187,
0.09013894200325012,
-0.37925615906715393,
-0.011690766550600529,
0.08059200644493103,
0.25308480858802795,
0.5784032344818115,
0.18440014123916626,
0.23916694521903992,
-0.06210602819919586,
0.17335617542266846,
0.17439354956150055,
0.237240269780159,
0.2510513663291931,
0.15230493247509003,
0.0006136931478977203,
0.10440140962600708,
-0.16612890362739563,
-0.27932214736938477,
-0.24742692708969116,
-0.13253673911094666,
0.0490046851336956,
-0.1891057789325714,
-0.14128409326076508,
-0.16046743094921112,
-0.06228722259402275,
0.12484152615070343,
-0.013172787614166737,
0.033361054956912994,
-0.05678069591522217,
-0.06869824975728989,
0.28483325242996216,
-0.018088258802890778,
0.11414407193660736,
-0.08870091289281845,
0.37304800748825073,
0.05557708442211151,
-0.5784322023391724,
0.06948328018188477,
-0.011146191507577896,
0.0695519894361496,
0.08185064792633057,
0.002544424496591091,
-0.5212919116020203,
0.6691727042198181,
0.238840714097023,
-0.21404647827148438,
-0.2672259211540222,
-0.005683213472366333,
0.1177506372332573,
-0.3626989722251892,
0.05456738919019699,
0.5220451354980469,
0.4586718678474426,
0.2047431319952011,
0.19297677278518677,
0.09980582445859909,
-0.08547236770391464,
-0.19600358605384827,
-0.16945020854473114,
0.09392093867063522,
0.00455866614356637,
-0.12334007024765015,
0.08549267053604126,
-0.2519230544567108,
-0.29702410101890564,
0.5556702017784119,
-0.050119269639253616,
0.04315802454948425,
0.33021730184555054,
0.12076403200626373,
0.17118306457996368,
0.10473937541246414,
-0.2670173645019531,
-0.1807052046060562,
-0.2676742374897003,
0.15134532749652863,
0.024527424946427345,
0.1857951283454895,
0.042637716978788376,
-0.28188735246658325,
0.08074410259723663,
0.3789210915565491,
-0.22569768130779266,
-0.19196702539920807,
-0.25015896558761597,
0.24442031979560852,
0.0578240267932415,
0.01104525662958622,
0.39874234795570374,
0.20303404331207275,
-0.042973872274160385,
-0.13816869258880615,
-0.14339245855808258,
-0.07697010785341263,
-0.09714172035455704,
0.04621928557753563,
0.400255411863327,
0.2427443265914917,
0.11672785878181458,
0.6894761919975281,
0.3867321312427521,
0.160095676779747,
0.1408928781747818,
-0.21722707152366638,
0.10711557418107986,
-0.08870057016611099,
-0.3523953855037689,
-0.022959114983677864,
0.09430617094039917,
-0.3660648465156555,
0.2610130310058594,
-0.29014483094215393,
-0.28430864214897156,
0.1821029633283615,
-0.016581879928708076,
0.03083406388759613,
-0.15247119963169098,
0.36751115322113037,
-0.24569261074066162,
0.1517159640789032,
-0.16473093628883362,
-0.20452773571014404,
-0.2609201967716217,
-0.13544407486915588,
-0.13964137434959412,
-0.16585581004619598,
0.035568881779909134,
-0.10755273699760437,
-0.41913479566574097,
-0.0902266800403595,
-0.5911589860916138,
0.3538813591003418,
0.04596840217709541,
0.3110887408256531,
0.10901468992233276,
-0.3393528163433075,
0.032416969537734985,
0.12903250753879547,
0.8632643222808838,
-0.27569055557250977,
-0.24496085941791534,
0.04647297039628029,
-0.16129741072654724,
-0.30845746397972107,
-0.1229294091463089,
-0.15791437029838562,
0.5449070334434509,
-0.08836595714092255,
0.27058732509613037,
-0.2628119885921478,
-0.1128639429807663,
0.4021117687225342,
0.23067520558834076,
0.14245514571666718,
-0.2578136622905731,
-0.29397454857826233,
-0.2822873294353485,
-0.16890038549900055,
0.10726763308048248,
0.42550987005233765,
-0.04280826449394226,
0.04303620010614395,
-0.2765182852745056,
-0.4569321274757385,
-0.027858000248670578,
0.25652557611465454,
0.16862617433071136,
0.2641233205795288,
0.05898391082882881,
0.1531500220298767,
0.09279021620750427,
-0.07405005395412445,
0.31296148896217346,
0.4547138512134552,
-0.10572212934494019,
-0.307999849319458,
-0.029666084796190262,
-0.0061676036566495895,
0.4454784393310547,
0.07619721442461014,
-0.19528129696846008,
0.1687866747379303,
0.02719668298959732,
0.09953392297029495,
-0.61272132396698,
-0.014671070501208305,
0.17423824965953827,
-0.17961153388023376,
-0.6774528622627258,
-0.5545877814292908,
0.41894981265068054,
0.3849860727787018,
0.054981037974357605,
0.7703120708465576,
-0.12316069006919861,
-0.3359854519367218,
0.28015434741973877,
-0.025532826781272888,
0.5979682207107544,
-0.2234509438276291,
-0.02369179204106331,
0.028308358043432236,
0.5606269836425781,
0.03181856498122215,
-0.06581036746501923,
0.33010655641555786,
-0.12893961369991302,
-0.3565344214439392,
-0.02418547309935093,
-0.2030533105134964,
0.21710270643234253,
0.29572585225105286,
-0.22217871248722076,
0.09002779424190521,
0.24558953940868378,
0.08402983844280243,
-0.1421785205602646,
0.15558402240276337,
-0.206923708319664,
-0.23500952124595642,
-0.2611032724380493,
0.1378640979528427,
0.042379844933748245,
-0.11638598144054413,
0.06070316582918167,
0.1689801663160324,
0.22837531566619873,
-0.24917516112327576,
-0.3736993074417114,
-0.39034101366996765,
-0.5762850046157837,
0.18518054485321045,
-0.10199578106403351,
0.1384047269821167,
-0.015698805451393127,
0.1685837358236313,
-0.0632951557636261,
0.2016521543264389,
-0.04180598258972168,
0.18474557995796204,
0.2248842418193817,
0.20607256889343262,
-0.16817733645439148,
0.014411085285246372,
0.08346263319253922,
0.15323913097381592,
-0.10719327628612518,
0.06731198728084564,
-0.1526344120502472,
-0.2769913375377655,
-0.21167445182800293,
0.0972931832075119,
0.19813698530197144,
-0.33445197343826294,
-0.4701911509037018,
-0.029573611915111542,
0.050785284489393234,
0.09472696483135223,
0.05232361704111099,
0.03725089132785797,
0.14151273667812347,
0.47771281003952026,
-0.1051921397447586,
-0.5676398277282715,
-0.09709383547306061,
0.3481273055076599,
0.019256025552749634,
0.0669628158211708,
0.36191096901893616,
-0.22795230150222778,
0.002492506057024002,
-0.21504482626914978,
0.04177901893854141,
0.21534889936447144,
-0.12895169854164124,
0.3457663059234619,
0.0797976478934288,
0.07451148331165314,
0.021211888641119003,
0.18448442220687866,
0.16027000546455383,
0.22669342160224915,
-0.13755516707897186,
-0.022611185908317566,
-0.24806009232997894,
0.22093388438224792,
-0.052231255918741226,
0.6664763689041138,
0.3237510621547699,
-0.06884917616844177,
-0.0002400018274784088,
0.1909007728099823,
-0.3190472722053528,
-0.4017097055912018,
-0.1263238936662674,
0.006924444809556007,
0.04257427901029587,
0.5333331823348999,
0.4405176043510437,
-0.06904579699039459,
0.09149589389562607,
0.2619801163673401,
-0.023301269859075546,
-0.26776474714279175,
0.1224731057882309,
0.1502816081047058,
-0.14320915937423706,
0.08980835974216461,
0.2613174617290497,
-0.18404723703861237,
-0.10747948288917542,
-0.3690706193447113,
0.3789210617542267,
0.08037561923265457,
0.01634761318564415,
0.255892813205719,
0.27328112721443176,
-0.13132283091545105,
-0.03671237826347351,
-0.03587135672569275,
0.029668502509593964,
-0.21700920164585114,
0.028321120887994766,
0.25125986337661743,
0.06712104380130768,
-0.09898793697357178,
0.08057508617639542,
0.06506123393774033,
0.3115171790122986,
-0.004975020885467529,
-0.10460605472326279,
0.056685544550418854,
-0.25826510787010193,
0.27384668588638306,
0.23704752326011658,
0.2881404161453247,
-0.2735688388347626,
-0.00743512250483036,
0.010404808446764946,
0.1590995490550995,
-0.29603248834609985,
0.12927976250648499,
0.19667188823223114,
0.16518081724643707,
0.2412678301334381,
0.4096577763557434,
-0.016105424612760544,
0.12019802629947662,
0.1951952576637268,
-0.04106979817152023,
0.3396681547164917,
-0.38509494066238403,
0.14245623350143433,
0.3325050175189972,
0.0949624627828598,
-0.1554834544658661,
0.22749555110931396,
0.2566758394241333,
0.5231301784515381,
0.29530084133148193,
-0.11945917457342148,
0.4030458629131317,
-0.016660332679748535,
-0.016034666448831558,
0.07200756669044495,
-0.47381436824798584,
0.08263026177883148,
0.13956677913665771,
-0.20833778381347656,
0.14903685450553894,
0.155392587184906,
0.28010091185569763,
-0.12226729840040207,
-0.1687062531709671,
0.004054654389619827,
-0.16497953236103058,
-0.06896430999040604,
-0.16641725599765778,
0.0036311298608779907,
-0.023185037076473236,
0.05341078341007233,
-0.10918305814266205,
0.11764812469482422,
-0.3212265372276306,
0.4471920430660248,
-0.004737824201583862,
0.17125502228736877,
-0.46462297439575195,
0.3359892964363098,
0.09854686260223389,
0.23097574710845947,
-0.3835669755935669,
-0.1867348849773407,
-0.004316262900829315,
0.09291057288646698,
-0.06486621499061584,
0.45459118485450745,
0.2944656014442444,
0.23248162865638733,
0.13822023570537567,
0.02037135139107704,
-0.23051725327968597,
-0.16500315070152283,
-0.34225010871887207,
0.038431912660598755,
-0.2900192439556122,
-0.07824891805648804,
0.1659879833459854,
0.1776685267686844,
0.0035780752077698708,
0.09441420435905457,
0.040189288556575775,
-0.230509951710701,
-0.42725369334220886,
0.23584213852882385,
0.2516776919364929,
-0.19318047165870667,
0.053397275507450104,
0.08082246780395508,
-0.23608756065368652,
-0.14492914080619812,
0.4015676975250244,
-0.16426771879196167,
0.19716840982437134,
-0.00847158208489418,
0.10179246962070465,
-0.013163935393095016,
0.20438244938850403,
0.16274704039096832,
-0.16103142499923706,
-0.19160594046115875,
0.0731133371591568,
-0.46795690059661865,
-0.2584935426712036,
-0.3150646984577179,
0.13692881166934967,
-0.01985207386314869,
0.5586239695549011,
-0.057285331189632416,
-0.04630107432603836,
0.016493119299411774,
-0.2930556535720825,
0.11105778068304062,
0.36670324206352234,
0.03542469069361687,
-0.2837933897972107,
-0.2924896478652954,
-0.047354087233543396,
0.255876749753952,
-0.3259327709674835,
0.00840926542878151,
-0.31899183988571167,
-0.008501119911670685,
-0.2525380849838257,
0.015350215137004852,
0.39584752917289734,
0.07291446626186371,
0.3081991672515869,
0.10875996947288513,
0.017559416592121124,
-0.14210021495819092,
0.11755543202161789,
-0.33694180846214294,
0.12980946898460388,
-0.1503453403711319,
0.16657927632331848,
0.09232033789157867,
0.03745974600315094,
-0.2851870059967041,
-0.08323076367378235,
-0.10611820966005325,
0.12882384657859802,
0.12923972308635712,
-0.12213288247585297,
-0.12283890694379807,
0.12150051444768906,
-0.09572054445743561,
0.23773732781410217,
-0.11184674501419067,
0.24028319120407104,
-0.11395263671875,
0.23611070215702057,
-0.11796240508556366,
-0.30857542157173157,
0.07058170437812805,
-0.40424174070358276,
-0.31122827529907227,
0.21777121722698212,
0.2566314935684204,
0.02481156215071678,
-0.2121635526418686,
-0.4035641849040985,
0.02311103790998459,
0.4873860776424408,
-0.17788353562355042,
0.03246131166815758,
0.3738393783569336,
0.017061907798051834,
0.28307369351387024,
-0.1989804357290268,
0.3270036578178406,
-0.04129417985677719,
-0.24166223406791687,
0.19457295536994934,
-0.3535979986190796
] |
https://github.com/huggingface/datasets/issues/5325 | map(...batch_size=None) for IterableDataset | Thanks again :)
> For practical usages, an alternative to this would be to convert from an iterable dataset to a map-style dataset, but it is not obvious how to do this.
This is interesting as well, if anyone wants to explore | ### Feature request
Dataset.map(...) allows batch_size to be None. It would be nice if IterableDataset did too.
### Motivation
Although it may seem a bit of a spurious request given that `IterableDataset` is meant for larger than memory datasets, but there are a couple of reasons why this might be nice.
One is that load_dataset(...) can return either IterableDataset or Dataset. mypy will then complain if batch_size=None even if we know it is Dataset. Of course we can do:
assert isinstance(d, datasets.DatasetDict)
But it is a mild inconvenience. What's more annoying is that whenever we use something like e.g. `combine_datasets(...)`, we end up with the union again, and so have to do the assert again.
Another is that we could actually end up with an IterableDataset small enough for memory in normal/correct usage, e.g. by filtering a massive IterableDataset.
For practical usages, an alternative to this would be to convert from an iterable dataset to a map-style dataset, but it is not obvious how to do this.
### Your contribution
Not this time. | 42 | map(...batch_size=None) for IterableDataset
### Feature request
Dataset.map(...) allows batch_size to be None. It would be nice if IterableDataset did too.
### Motivation
Although it may seem a bit of a spurious request given that `IterableDataset` is meant for larger than memory datasets, but there are a couple of reasons why this might be nice.
One is that load_dataset(...) can return either IterableDataset or Dataset. mypy will then complain if batch_size=None even if we know it is Dataset. Of course we can do:
assert isinstance(d, datasets.DatasetDict)
But it is a mild inconvenience. What's more annoying is that whenever we use something like e.g. `combine_datasets(...)`, we end up with the union again, and so have to do the assert again.
Another is that we could actually end up with an IterableDataset small enough for memory in normal/correct usage, e.g. by filtering a massive IterableDataset.
For practical usages, an alternative to this would be to convert from an iterable dataset to a map-style dataset, but it is not obvious how to do this.
### Your contribution
Not this time.
Thanks again :)
> For practical usages, an alternative to this would be to convert from an iterable dataset to a map-style dataset, but it is not obvious how to do this.
This is interesting as well, if anyone wants to explore | [
-0.5424900650978088,
-0.3686142563819885,
-0.1318049132823944,
-0.05370280146598816,
0.011572910472750664,
0.12986630201339722,
0.21566200256347656,
0.35392633080482483,
0.18357901275157928,
0.20941053330898285,
0.09320086985826492,
0.03199395909905434,
-0.5016153454780579,
-0.16186846792697906,
0.01878746598958969,
0.3604806959629059,
-0.03842676430940628,
0.14756004512310028,
-0.0010129734873771667,
-0.011304836720228195,
-0.41614046692848206,
0.0006168689578771591,
-0.43559449911117554,
-0.5271824598312378,
0.07633669674396515,
-0.022977543994784355,
-0.01757056452333927,
-0.03346366435289383,
-0.22227738797664642,
-0.5543578267097473,
0.36100876331329346,
0.4550171196460724,
0.004003789275884628,
0.0643681138753891,
-0.000113700567453634,
-0.06389147788286209,
0.26942646503448486,
-0.21836259961128235,
-0.1955191045999527,
0.12437468767166138,
-0.2579915225505829,
-0.14655807614326477,
-0.08926715701818466,
-0.16889020800590515,
0.129246324300766,
-0.33688458800315857,
0.04267037659883499,
-0.5094855427742004,
-0.14647598564624786,
0.10200027376413345,
0.13529512286186218,
0.25609755516052246,
-0.3118579089641571,
-0.14133791625499725,
-0.07662949711084366,
0.3800020217895508,
-0.020665019750595093,
0.31491315364837646,
0.3612858057022095,
-0.13509421050548553,
0.041819021105766296,
0.0015811070334166288,
-0.3927452862262726,
0.32858049869537354,
0.07646287977695465,
-0.11283101886510849,
0.22499579191207886,
-0.1355384737253189,
0.06873326003551483,
0.22141343355178833,
0.2174135446548462,
-0.3558696210384369,
-0.31500521302223206,
-0.32034051418304443,
-0.03037954494357109,
-0.04914417117834091,
-0.14223060011863708,
0.19910991191864014,
-0.08729887008666992,
0.3253743350505829,
-0.42500564455986023,
0.06537158042192459,
-0.07427968084812164,
0.14250090718269348,
-0.0886678397655487,
0.20898723602294922,
-0.02459172159433365,
0.29274484515190125,
0.2657550275325775,
-0.018261868506669998,
0.08956316858530045,
-0.10046347975730896,
-0.18889228999614716,
0.3580983281135559,
-0.22567500174045563,
-0.34198978543281555,
0.009885389357805252,
-0.00515177845954895,
0.7484090328216553,
-0.0015817135572433472,
-0.11774548888206482,
-0.05640856921672821,
0.14484937489032745,
0.08545435220003128,
0.35924187302589417,
0.15489403903484344,
-0.015770263969898224,
0.33540332317352295,
0.06168786436319351,
-0.060149189084768295,
0.12616199254989624,
0.3374998867511749,
0.1440666913986206,
-0.158833846449852,
0.4352002739906311,
-0.05355646461248398,
0.42752140760421753,
0.05084513500332832,
-0.1507694125175476,
-0.3775814175605774,
-0.30192840099334717,
-0.1693553924560547,
-0.022374317049980164,
0.29148605465888977,
0.17692910134792328,
-0.04674085974693298,
-0.18877777457237244,
0.09911323338747025,
0.013953408226370811,
-0.010878393426537514,
-0.2871472239494324,
0.1329367458820343,
0.03857981041073799,
-0.04197812080383301,
0.30605560541152954,
-0.0929630696773529,
0.1590823233127594,
-0.0428190603852272,
-0.11338537931442261,
0.21056973934173584,
0.24500030279159546,
-0.257909893989563,
0.681429386138916,
0.300447553396225,
-0.03085075318813324,
0.18049480020999908,
0.15666425228118896,
0.05240046977996826,
-0.37726983428001404,
0.4000794291496277,
-0.24969851970672607,
-0.46564242243766785,
0.1390366405248642,
0.15191461145877838,
-0.37618565559387207,
0.13617175817489624,
-0.27628716826438904,
0.40554875135421753,
0.10027901083230972,
-0.12089081108570099,
0.2660195529460907,
-0.13742220401763916,
-0.09366310387849808,
-0.3831087648868561,
0.12915512919425964,
0.4035468101501465,
-0.38889697194099426,
-0.022996794432401657,
-0.21800433099269867,
-0.4078235924243927,
0.32341518998146057,
0.21975161135196686,
-0.12733787298202515,
0.09130468219518661,
-0.4501427710056305,
0.1073313057422638,
0.16224592924118042,
-0.1970483958721161,
-0.6008467674255371,
0.3676844835281372,
0.17679886519908905,
0.3011835217475891,
-0.0058479756116867065,
0.01873600110411644,
0.12511727213859558,
-0.14990004897117615,
0.20635460317134857,
0.13604530692100525,
-0.30576324462890625,
0.13690635561943054,
-0.18945777416229248,
-0.3520582616329193,
-0.041715316474437714,
-0.08321158587932587,
0.008466966450214386,
0.11401204764842987,
0.05433443561196327,
-0.008474125526845455,
0.39461183547973633,
-0.13453201949596405,
0.1513453722000122,
0.044203080236911774,
0.289594441652298,
-0.24280832707881927,
0.006591679994016886,
-0.3859376907348633,
-0.2898797392845154,
0.26508083939552307,
0.06584533303976059,
-0.17494268715381622,
-0.03981553018093109,
-0.4169474244117737,
0.02526720240712166,
0.2378317266702652,
-0.021238435059785843,
-0.17578928172588348,
0.08366493880748749,
-0.13276974856853485,
0.3212291896343231,
-0.1861342191696167,
-0.3221729099750519,
0.042024485766887665,
-0.17274394631385803,
-0.19800706207752228,
-0.017142917960882187,
-0.3245698809623718,
0.4615919589996338,
0.08666542917490005,
-0.07096358388662338,
0.19095338881015778,
-0.142397940158844,
-0.06278691440820694,
0.09765609353780746,
0.31476032733917236,
0.05948060378432274,
-0.039382681250572205,
-0.0832393690943718,
0.30899953842163086,
-0.009070586413145065,
0.09229865670204163,
0.09156281501054764,
-0.1805856078863144,
-0.0528133250772953,
-0.1666218489408493,
-0.014573074877262115,
0.27775174379348755,
-0.0826522558927536,
0.20336583256721497,
0.026301950216293335,
-0.1104358434677124,
0.3834648132324219,
0.03720944747328758,
-0.44315749406814575,
-0.3600028455257416,
-0.12408965826034546,
0.038508009165525436,
0.4235965609550476,
0.2259129285812378,
-0.007615476846694946,
-0.18396544456481934,
0.42386671900749207,
0.013894844800233841,
0.24457019567489624,
0.076563261449337,
-0.3499000370502472,
0.00367029570043087,
0.07147476822137833,
0.27743855118751526,
0.5892572402954102,
0.19027981162071228,
0.23810522258281708,
-0.08441998064517975,
0.18592879176139832,
0.17666345834732056,
0.2641225755214691,
0.2617981433868408,
0.19774410128593445,
-0.020772434771060944,
0.08645761013031006,
-0.2066866010427475,
-0.24965393543243408,
-0.2528277039527893,
-0.13365818560123444,
0.027136079967021942,
-0.17702582478523254,
-0.1529560089111328,
-0.15210138261318207,
-0.03910632058978081,
0.1367402970790863,
-0.011311308480799198,
0.07552679628133774,
-0.07768651098012924,
-0.09006684273481369,
0.2687317430973053,
-0.020783834159374237,
0.10154375433921814,
-0.1179397702217102,
0.34258806705474854,
0.07329563796520233,
-0.6133713126182556,
0.13850966095924377,
-0.017591053619980812,
0.05157884955406189,
0.06822565197944641,
-0.025387533009052277,
-0.5361650586128235,
0.6454491019248962,
0.28708529472351074,
-0.2064824104309082,
-0.2084890455007553,
0.005401864647865295,
0.08200729638338089,
-0.3394204378128052,
0.020967841148376465,
0.49550843238830566,
0.45631635189056396,
0.19835199415683746,
0.18340764939785004,
0.0876087173819542,
-0.05392855033278465,
-0.14977920055389404,
-0.17705366015434265,
0.10998645424842834,
-0.02425692230463028,
-0.11877676844596863,
0.0757245346903801,
-0.27030515670776367,
-0.3136676549911499,
0.4906749129295349,
-0.053082410246133804,
0.05787254497408867,
0.3159157633781433,
0.15346187353134155,
0.15740247070789337,
0.15597106516361237,
-0.2947147786617279,
-0.12769213318824768,
-0.20726250112056732,
0.1779342144727707,
0.03445291519165039,
0.2134914994239807,
0.041336510330438614,
-0.27714967727661133,
0.12581601738929749,
0.3951519727706909,
-0.1952238827943802,
-0.1013733372092247,
-0.23037858307361603,
0.17853854596614838,
0.029277676716446877,
-0.04569803923368454,
0.3606731593608856,
0.2386176735162735,
-0.04221983999013901,
-0.13459613919258118,
-0.08279362320899963,
-0.10697013884782791,
-0.07202912122011185,
0.04185968637466431,
0.4197159707546234,
0.22969096899032593,
0.11746880412101746,
0.6255824565887451,
0.3560112714767456,
0.19268116354942322,
0.10196547210216522,
-0.19439762830734253,
0.06470651924610138,
-0.06721914559602737,
-0.36575770378112793,
-0.0650188997387886,
0.10507458448410034,
-0.4466766119003296,
0.24751372635364532,
-0.32717064023017883,
-0.3429219126701355,
0.18304134905338287,
0.01329977810382843,
0.05123884230852127,
-0.1296439915895462,
0.39479950070381165,
-0.33289647102355957,
0.15704037249088287,
-0.18498216569423676,
-0.2062862515449524,
-0.2656613290309906,
-0.12155989557504654,
-0.16676394641399384,
-0.21119724214076996,
0.054259900003671646,
-0.1138448640704155,
-0.3939504623413086,
-0.12946155667304993,
-0.5544308423995972,
0.385192334651947,
0.051546283066272736,
0.3427335321903229,
0.1357162445783615,
-0.3548988103866577,
0.030096307396888733,
0.12759356200695038,
0.8373520374298096,
-0.2837727665901184,
-0.2502005100250244,
0.07898001372814178,
-0.14785197377204895,
-0.3495502471923828,
-0.14463166892528534,
-0.14118239283561707,
0.5830456018447876,
-0.10760378837585449,
0.22070051729679108,
-0.2073259949684143,
-0.048744939267635345,
0.3491341471672058,
0.23236580193042755,
0.13975679874420166,
-0.2598235011100769,
-0.27518704533576965,
-0.2506978511810303,
-0.1716228574514389,
0.07639085501432419,
0.44134852290153503,
-0.04748868942260742,
-0.009948747232556343,
-0.2930349111557007,
-0.4182945191860199,
-0.01612173765897751,
0.2913828492164612,
0.14100272953510284,
0.26974284648895264,
0.04956536740064621,
0.10216641426086426,
0.048089224845170975,
-0.07539892196655273,
0.3341218829154968,
0.41019147634506226,
-0.09878706932067871,
-0.2556527554988861,
-0.010788962244987488,
-0.050302788615226746,
0.4868350028991699,
0.037906236946582794,
-0.20191365480422974,
0.1632835865020752,
0.03495100513100624,
0.09441839158535004,
-0.5773925185203552,
-0.04212096333503723,
0.15667498111724854,
-0.24695540964603424,
-0.7034397721290588,
-0.5722485780715942,
0.40765491127967834,
0.39689406752586365,
0.07871119678020477,
0.7829702496528625,
-0.1974964588880539,
-0.3748559057712555,
0.3246103525161743,
0.0061026811599731445,
0.5742768049240112,
-0.20487727224826813,
-0.048217568546533585,
-0.03644756227731705,
0.5957119464874268,
-0.013975122012197971,
-0.07665160298347473,
0.3470715880393982,
-0.10468700528144836,
-0.337465763092041,
-0.024158623069524765,
-0.2245922088623047,
0.238260418176651,
0.368346631526947,
-0.26574254035949707,
0.029424777254462242,
0.1928812712430954,
0.08909399807453156,
-0.1048939973115921,
0.15409328043460846,
-0.207871675491333,
-0.18739888072013855,
-0.17168369889259338,
0.12115080654621124,
0.05410017445683479,
-0.16687452793121338,
0.0622950941324234,
0.1668471097946167,
0.18296469748020172,
-0.2549791932106018,
-0.3533943295478821,
-0.39805760979652405,
-0.5667806267738342,
0.24225495755672455,
-0.17253312468528748,
0.20442162454128265,
-0.006498625501990318,
0.15786781907081604,
-0.1778591424226761,
0.23402969539165497,
-0.02903963439166546,
0.19511528313159943,
0.31515800952911377,
0.21878691017627716,
-0.156582772731781,
0.0129139618948102,
0.062027692794799805,
0.14233601093292236,
-0.10529915243387222,
0.09411580115556717,
-0.19785137474536896,
-0.29462772607803345,
-0.27331697940826416,
0.11237847805023193,
0.2664395272731781,
-0.3311966061592102,
-0.5112188458442688,
-0.02017080783843994,
0.009381547570228577,
0.12425364553928375,
0.044265829026699066,
-0.021072253584861755,
0.14148341119289398,
0.5182593464851379,
-0.07551957666873932,
-0.6370044946670532,
-0.06108727678656578,
0.3521338999271393,
0.05557161569595337,
0.07363294064998627,
0.3773043155670166,
-0.30241718888282776,
0.021639052778482437,
-0.2160549759864807,
0.05364249646663666,
0.15759103000164032,
-0.05784545838832855,
0.36297574639320374,
0.061286915093660355,
0.11452452838420868,
0.040850263088941574,
0.14583945274353027,
0.17293132841587067,
0.3031326234340668,
-0.1929979920387268,
-0.017758037894964218,
-0.22476083040237427,
0.2165822833776474,
-0.05115951970219612,
0.6688631176948547,
0.2661990523338318,
-0.07993443310260773,
-0.022211119532585144,
0.18567673861980438,
-0.3041718006134033,
-0.44102615118026733,
-0.09899650514125824,
0.024246182292699814,
0.013822894543409348,
0.6000526547431946,
0.3780490458011627,
-0.05177108570933342,
0.08803257346153259,
0.25214293599128723,
0.03296540305018425,
-0.24292007088661194,
0.16781097650527954,
0.15372496843338013,
-0.12259697169065475,
0.08932671695947647,
0.255859375,
-0.2301308512687683,
-0.1069851964712143,
-0.32680776715278625,
0.3090324103832245,
0.09242909401655197,
0.0002484172582626343,
0.2765156030654907,
0.3170700967311859,
-0.1416667401790619,
-0.05287592113018036,
-0.04456539452075958,
0.025864284485578537,
-0.20062966644763947,
-0.01712908409535885,
0.282664954662323,
0.1235324963927269,
-0.09874691814184189,
0.06960472464561462,
0.05492168292403221,
0.2570992112159729,
0.02753251977264881,
-0.09499803930521011,
0.08257903158664703,
-0.2185525894165039,
0.23509228229522705,
0.18217162787914276,
0.31061702966690063,
-0.26817095279693604,
-0.027422890067100525,
-0.014917798340320587,
0.1500554233789444,
-0.2850387990474701,
0.15126290917396545,
0.17986872792243958,
0.13878431916236877,
0.21337929368019104,
0.39579251408576965,
-0.031232239678502083,
0.0821487158536911,
0.22236000001430511,
-0.038001418113708496,
0.335548460483551,
-0.387783408164978,
0.14756259322166443,
0.3943367302417755,
0.10010795295238495,
-0.1638113260269165,
0.17737872898578644,
0.18842299282550812,
0.5234548449516296,
0.291271835565567,
-0.08861591666936874,
0.45386525988578796,
0.05647817254066467,
-0.04939112439751625,
0.09635280072689056,
-0.4340240955352783,
0.0862637311220169,
0.1572456806898117,
-0.2107638716697693,
0.1622033566236496,
0.18933363258838654,
0.22829732298851013,
-0.09208974242210388,
-0.16798381507396698,
0.015629613772034645,
-0.20796506106853485,
-0.07243046164512634,
-0.13405413925647736,
-0.0485418327152729,
-0.03627850115299225,
0.02195410430431366,
-0.14863941073417664,
0.1303766369819641,
-0.2766113877296448,
0.42846792936325073,
0.026580870151519775,
0.19550246000289917,
-0.3732190728187561,
0.3505140542984009,
0.04927944019436836,
0.22526481747627258,
-0.4219227135181427,
-0.22631995379924774,
0.0023430734872817993,
0.121724434196949,
-0.045369792729616165,
0.4023992419242859,
0.3006068468093872,
0.32613256573677063,
0.1258114129304886,
-0.01243275124579668,
-0.21131649613380432,
-0.18738359212875366,
-0.3771889805793762,
0.053057342767715454,
-0.24904078245162964,
-0.10251377522945404,
0.17152675986289978,
0.17466188967227936,
0.012559226714074612,
0.12044772505760193,
0.08279868215322495,
-0.23352397978305817,
-0.3827311098575592,
0.2644425332546234,
0.33355051279067993,
-0.22416138648986816,
0.11736968159675598,
0.08614106476306915,
-0.2450217306613922,
-0.16415458917617798,
0.4128158986568451,
-0.1908603459596634,
0.1788453459739685,
0.010411209426820278,
0.09115588665008545,
-0.026165183633565903,
0.21023093163967133,
0.13150238990783691,
-0.15571308135986328,
-0.2015974223613739,
0.06384728848934174,
-0.43125301599502563,
-0.24602389335632324,
-0.31502631306648254,
0.1770346462726593,
-0.04089268669486046,
0.555221438407898,
-0.04395318776369095,
-0.03935079276561737,
0.014122262597084045,
-0.33205828070640564,
0.03978673368692398,
0.3949853479862213,
0.05114870145916939,
-0.2857242822647095,
-0.26521384716033936,
-0.04408218711614609,
0.2392754852771759,
-0.35268184542655945,
0.035664692521095276,
-0.33461588621139526,
0.0066165924072265625,
-0.27371108531951904,
-0.06981207430362701,
0.4754113554954529,
0.16135498881340027,
0.32496964931488037,
0.10771836340427399,
0.04533330723643303,
-0.13203510642051697,
0.15304821729660034,
-0.3101111650466919,
0.14318934082984924,
-0.10733400285243988,
0.1905108243227005,
0.11202940344810486,
0.023193608969449997,
-0.26254215836524963,
-0.061962928622961044,
-0.08723358064889908,
0.1310187727212906,
0.06551521271467209,
-0.14055582880973816,
-0.0897127017378807,
0.07995914667844772,
-0.09248833358287811,
0.2207515984773636,
-0.16987264156341553,
0.1952560842037201,
-0.10200904309749603,
0.23791204392910004,
-0.13605932891368866,
-0.27105921506881714,
0.0316472053527832,
-0.39223867654800415,
-0.3433365225791931,
0.22090931236743927,
0.26184704899787903,
-0.037326566874980927,
-0.15480929613113403,
-0.3181077539920807,
-0.02724706381559372,
0.5329664349555969,
-0.20156210660934448,
0.0664362907409668,
0.35337960720062256,
0.053656499832868576,
0.3112218677997589,
-0.21709385514259338,
0.30011361837387085,
-0.06571990251541138,
-0.24659709632396698,
0.11764271557331085,
-0.34661543369293213
] |
https://github.com/huggingface/datasets/issues/5324 | Fix docstrings and types in documentation that appears on the website | Ok, I believe we've cleaned up most of the old syntax we were using for the user-facing docs! There are still a couple of `:obj:`'s and `:class:` floating around in the docstrings we don't expose that I'll track down :) | While I was working on https://github.com/huggingface/datasets/pull/5313 I've noticed that we have a mess in how we annotate types and format args and return values in the code. And some of it is displayed in the [Reference section](https://huggingface.co/docs/datasets/package_reference/builder_classes) of the documentation on the website.
Would be nice someday, maybe before releasing datasets 3.0.0, to unify it...... | 40 | Fix docstrings and types in documentation that appears on the website
While I was working on https://github.com/huggingface/datasets/pull/5313 I've noticed that we have a mess in how we annotate types and format args and return values in the code. And some of it is displayed in the [Reference section](https://huggingface.co/docs/datasets/package_reference/builder_classes) of the documentation on the website.
Would be nice someday, maybe before releasing datasets 3.0.0, to unify it......
Ok, I believe we've cleaned up most of the old syntax we were using for the user-facing docs! There are still a couple of `:obj:`'s and `:class:` floating around in the docstrings we don't expose that I'll track down :) | [
0.05829162523150444,
-0.10061487555503845,
-0.05663757026195526,
0.25622987747192383,
0.35626327991485596,
0.0857633575797081,
-0.06027723476290703,
0.40541020035743713,
-0.5490705966949463,
-0.12703751027584076,
-0.15756048262119293,
0.10094374418258667,
-0.003953150473535061,
0.21160359680652618,
0.27516284584999084,
-0.09683503210544586,
0.03712194412946701,
0.13654887676239014,
0.13113488256931305,
0.06917080283164978,
-0.059439562261104584,
0.03725393861532211,
-0.141769677400589,
0.1066548302769661,
-0.2529715597629547,
-0.24184536933898926,
0.06241708993911743,
0.045202285051345825,
-0.338933527469635,
-0.5920835733413696,
0.36884281039237976,
0.03634719178080559,
0.22689427435398102,
0.4266121983528137,
-0.00011363186786184087,
-0.20157203078269958,
0.3562634587287903,
0.2508995831012726,
-0.27287083864212036,
0.025095343589782715,
-0.30620521306991577,
-0.0540495291352272,
0.1564878672361374,
-0.03716197609901428,
-0.07464923709630966,
-0.30179363489151,
-0.17676764726638794,
-0.17342141270637512,
0.14103898406028748,
0.33671140670776367,
0.19545654952526093,
0.17827484011650085,
0.124666228890419,
0.06309913843870163,
0.18798208236694336,
0.688772976398468,
-0.12704002857208252,
0.23164527118206024,
0.5003988146781921,
0.21372640132904053,
-0.025991804897785187,
0.39080220460891724,
-0.27243772149086,
-0.09742626547813416,
0.27720046043395996,
0.08617350459098816,
-0.11262588948011398,
-0.1086871325969696,
0.07203440368175507,
0.20855754613876343,
0.9417843222618103,
-0.20385172963142395,
-0.3562098741531372,
-0.3420896828174591,
0.009372799657285213,
-0.06851360946893692,
0.14962908625602722,
0.2377358227968216,
0.04131903126835823,
0.14189687371253967,
-0.37193939089775085,
-0.28783324360847473,
-0.19296914339065552,
0.20178155601024628,
0.07110320031642914,
-0.14583609998226166,
-0.4290729761123657,
-0.029246516525745392,
-0.04929925128817558,
-0.16982027888298035,
0.1778232455253601,
-0.21408940851688385,
-0.23190900683403015,
0.17235754430294037,
0.28626665472984314,
-0.26522713899612427,
0.05799734592437744,
0.29744958877563477,
0.5218401551246643,
-0.055719226598739624,
-0.1289096176624298,
-0.02114645391702652,
-0.2943210303783417,
-0.005446113646030426,
0.3056771159172058,
-0.024872541427612305,
0.2856191396713257,
0.260104775428772,
0.4056628942489624,
0.28598538041114807,
0.14929258823394775,
0.01951918751001358,
0.2310359925031662,
-0.00607568584382534,
-0.07452045381069183,
-0.11780963093042374,
0.3050711750984192,
-0.4750899076461792,
-0.045884475111961365,
0.16839993000030518,
0.0025044940412044525,
-0.1688569039106369,
0.00030877161771059036,
0.1436469554901123,
-0.04922178387641907,
0.19998973608016968,
0.20715546607971191,
0.1068577691912651,
-0.1755673885345459,
-0.35456225275993347,
-0.06846509873867035,
-0.09252920746803284,
-0.31569886207580566,
0.08759640902280807,
-0.012083495035767555,
-0.1366671323776245,
0.02779647521674633,
0.37313660979270935,
0.2526399493217468,
-0.2887006998062134,
-0.24575278162956238,
0.16235095262527466,
0.29052650928497314,
0.11187125742435455,
-0.3204376995563507,
0.21233852207660675,
0.001860976219177246,
-0.4347533583641052,
-0.17046821117401123,
-0.0963299348950386,
-0.3487633168697357,
-0.1985505372285843,
-0.5223618745803833,
0.14957891404628754,
-0.17992784082889557,
0.08284680545330048,
-0.22442352771759033,
0.21465954184532166,
0.11091816425323486,
0.004354950040578842,
0.1302064061164856,
0.0024278126657009125,
-0.13544240593910217,
-0.08944378048181534,
0.2694127857685089,
0.2425006777048111,
-0.00011644884943962097,
-0.22482220828533173,
0.26668408513069153,
0.20097626745700836,
0.03625721484422684,
0.20342952013015747,
-0.07267672568559647,
0.3331562578678131,
-0.2945336699485779,
-0.0984749048948288,
0.3115791976451874,
-0.27801328897476196,
0.054306842386722565,
0.1706596314907074,
0.21129940450191498,
0.11489387601613998,
-0.18311277031898499,
-0.36476752161979675,
0.07755757123231888,
0.07698502391576767,
-0.01105305552482605,
-0.053972549736499786,
-0.19763357937335968,
0.0738212987780571,
-0.22827081382274628,
-0.18299414217472076,
-0.04543235898017883,
-0.07745055854320526,
-0.13908183574676514,
-0.012416630983352661,
0.03137585148215294,
-0.023371413350105286,
0.41605180501937866,
-0.28640106320381165,
-0.10559353977441788,
0.23210856318473816,
0.04485210403800011,
0.34062325954437256,
-0.029381509870290756,
-0.2459520697593689,
-0.8048387765884399,
-0.07962282001972198,
0.28868281841278076,
0.16870532929897308,
-0.022163517773151398,
-0.35648441314697266,
-0.14953535795211792,
-0.03715699911117554,
-0.054506320506334305,
-0.1379035860300064,
0.07727853208780289,
0.09978669881820679,
-0.15568003058433533,
0.40524324774742126,
-0.2491370141506195,
-0.16829532384872437,
-0.2502143979072571,
0.19092172384262085,
-0.2661826014518738,
0.07990129292011261,
0.07574906200170517,
-0.061389997601509094,
0.09893640875816345,
0.29446542263031006,
-0.048868194222450256,
0.06448554247617722,
-0.07448042184114456,
0.3056424558162689,
0.08384765684604645,
0.04075312986969948,
0.23736751079559326,
0.6551931500434875,
0.2856055796146393,
-0.2816784679889679,
-0.061610907316207886,
-0.06670179963111877,
-0.0418592169880867,
-0.15680056810379028,
-0.4415372908115387,
0.17188119888305664,
-0.12778809666633606,
0.2699693739414215,
-0.07889050990343094,
0.1879596710205078,
0.05563350021839142,
0.20120882987976074,
-0.36292263865470886,
-0.13227832317352295,
-0.06739787757396698,
-0.009858254343271255,
0.0059343017637729645,
0.08461897075176239,
-0.32285019755363464,
0.1649806797504425,
0.2997899651527405,
-0.31586942076683044,
0.022373516112565994,
0.2712582051753998,
-0.12830445170402527,
-0.04830801486968994,
0.10284461081027985,
-0.06295499205589294,
-0.017856091260910034,
0.17109887301921844,
0.14004693925380707,
0.022363930940628052,
0.05105162411928177,
-0.06295569241046906,
0.33020228147506714,
0.2851867079734802,
0.03561742976307869,
-0.23085984587669373,
0.051661841571331024,
0.1975790411233902,
-0.12905581295490265,
0.09057852625846863,
-0.4616719186306,
-0.029672158882021904,
-0.511396050453186,
0.03154889494180679,
-0.22719340026378632,
-0.5104351043701172,
-0.48718535900115967,
-0.21646207571029663,
-0.4708511233329773,
-0.3368951678276062,
-0.18533147871494293,
-0.039562661200761795,
-0.04585942625999451,
0.17937321960926056,
-0.11144189536571503,
0.4608922600746155,
-0.16683393716812134,
0.3920837342739105,
-0.1485712230205536,
-0.09743531793355942,
-0.24038976430892944,
0.003843914717435837,
0.4609438478946686,
-0.3356585204601288,
0.5611823797225952,
-0.37798213958740234,
0.06663590669631958,
-0.4667147994041443,
-0.6326978802680969,
0.2207556962966919,
-0.09431932866573334,
0.21865622699260712,
0.4941217005252838,
0.2322414368391037,
-0.02678796648979187,
-0.035936564207077026,
0.16921018064022064,
-0.05044473707675934,
0.04990728944540024,
-0.13068383932113647,
0.03810414671897888,
0.028509603813290596,
-0.19260703027248383,
-0.23706388473510742,
0.32712414860725403,
-0.17795975506305695,
0.1429394632577896,
-0.23208752274513245,
0.09426926076412201,
0.3972416818141937,
-0.12275852262973785,
0.1334950029850006,
-0.3288065791130066,
0.3117900490760803,
-0.20135070383548737,
-0.5788807272911072,
0.1644977629184723,
-0.03685897961258888,
-0.24150033295154572,
-0.16605882346630096,
0.22612716257572174,
-0.021774884313344955,
-0.1748940348625183,
-0.2015114575624466,
0.1525897979736328,
-0.10324175655841827,
0.10856212675571442,
0.04716627299785614,
0.221751406788826,
-0.09251460433006287,
0.3977473974227905,
-0.05355816334486008,
-0.11127039790153503,
-0.12871985137462616,
-0.328724205493927,
-0.22843343019485474,
0.16878071427345276,
0.09788038581609726,
-0.25064247846603394,
0.10625448822975159,
0.20920583605766296,
0.2948891818523407,
-0.15113604068756104,
-0.16609956324100494,
0.043854519724845886,
0.45150357484817505,
-0.08615229278802872,
-0.2915724515914917,
0.15211524069309235,
-0.07846513390541077,
0.129018634557724,
0.27516090869903564,
0.35581740736961365,
0.10815253853797913,
0.0550752654671669,
0.23851948976516724,
-0.31982094049453735,
-0.3597868084907532,
0.15604078769683838,
-0.18890678882598877,
0.07537080347537994,
0.0008674636483192444,
0.07115843147039413,
0.15881797671318054,
-0.07128657400608063,
0.13997811079025269,
0.3321610689163208,
0.13119211792945862,
0.19036497175693512,
-0.3604840338230133,
0.08987384289503098,
-0.1359335482120514,
0.30836212635040283,
0.1730802059173584,
-0.12777820229530334,
-0.01747336983680725,
-0.07313740253448486,
-0.004299290478229523,
0.3213774859905243,
0.2364770919084549,
-0.21008382737636566,
-0.1294863373041153,
0.09014612436294556,
-0.06533226370811462,
-0.1196758896112442,
0.056554850190877914,
-0.041991520673036575,
0.296688437461853,
0.25381672382354736,
0.28710514307022095,
-0.22333335876464844,
-0.4045049846172333,
0.15509465336799622,
-0.11715465039014816,
-0.07542102038860321,
-0.0075152479112148285,
0.06443652510643005,
-0.22652769088745117,
0.0948270931839943,
0.013858504593372345,
0.1431812047958374,
0.023079821839928627,
-0.03518656641244888,
-0.24995164573192596,
0.09898190200328827,
0.3640183210372925,
0.22155579924583435,
-0.013010849244892597,
0.26428285241127014,
-0.004819169174879789,
-0.09996995329856873,
0.4826889634132385,
0.35486775636672974,
0.473411500453949,
0.15237712860107422,
-0.22373425960540771,
-0.21795117855072021,
-0.2209215760231018,
-0.2179466336965561,
0.5046136379241943,
0.24166396260261536,
0.15053096413612366,
-0.11544937640428543,
0.17265726625919342,
0.14266979694366455,
-0.6304060220718384,
0.13970032334327698,
0.330417275428772,
0.3317781388759613,
-0.4076860547065735,
-0.5823941826820374,
0.43418198823928833,
0.13997460901737213,
-0.12449998408555984,
0.47685614228248596,
0.760136604309082,
-0.4410819411277771,
-0.0845068171620369,
0.3873014450073242,
1.1013855934143066,
0.07856809347867966,
0.13715213537216187,
0.07814802974462509,
-0.5688455104827881,
0.7267776727676392,
-0.09394724667072296,
-0.12011101841926575,
-0.4000009000301361,
0.14295850694179535,
-0.17129278182983398,
-0.10556741058826447,
0.11807164549827576,
-0.16159991919994354,
-0.2166256606578827,
0.17556515336036682,
-0.2909453213214874,
0.49456411600112915,
0.16212740540504456,
0.2289791703224182,
0.06954845041036606,
-0.15543857216835022,
-0.11571957170963287,
0.07637587934732437,
-0.3418230414390564,
-0.021537654101848602,
-0.16796329617500305,
-0.10853518545627594,
0.007402338087558746,
-0.18756835162639618,
-0.5778061747550964,
-0.1563393473625183,
0.05956222489476204,
0.08466894924640656,
0.22273388504981995,
-0.13740237057209015,
0.19890601933002472,
0.5145270228385925,
0.3713138699531555,
0.09431891143321991,
-0.4651380181312561,
0.10526557266712189,
0.003961741924285889,
0.2693437337875366,
0.12077538669109344,
-0.09563706815242767,
0.22845998406410217,
0.1194743886590004,
-0.010909773409366608,
-0.16210609674453735,
0.08295372128486633,
0.29048871994018555,
-0.30712342262268066,
-0.31694555282592773,
-0.16942140460014343,
-0.6197752952575684,
0.17064030468463898,
-0.08753344416618347,
0.22412681579589844,
-0.08497799187898636,
0.10142187774181366,
0.16260495781898499,
-0.016373546794056892,
0.16980187594890594,
0.47094395756721497,
-0.06773916631937027,
-0.05756629630923271,
-0.030308909714221954,
0.05979093164205551,
0.061063043773174286,
0.05018671602010727,
0.3224606513977051,
-0.3707219958305359,
-0.1972796618938446,
0.35803133249282837,
0.18448548018932343,
-0.15483146905899048,
0.19893595576286316,
-0.03397455811500549,
0.006867274641990662,
-0.2867625653743744,
0.2550816833972931,
-0.09138646721839905,
-0.044695571064949036,
-0.012523923069238663,
-0.11295932531356812,
-0.19727106392383575,
0.28794753551483154,
-0.29477035999298096,
0.19513070583343506,
0.030910663306713104,
-0.08642071485519409,
0.05320330709218979,
-0.04450869560241699,
-0.3185843825340271,
-0.08528264611959457,
-0.004872115328907967,
0.00020073913037776947,
0.149380624294281,
0.24153077602386475,
0.21911129355430603,
-0.45587238669395447,
0.022231174632906914,
-0.18429161608219147,
0.07995104044675827,
-0.14040082693099976,
-0.22970114648342133,
0.13926291465759277,
0.028703803196549416,
-0.034055039286613464,
0.2646307349205017,
0.2578694820404053,
0.11626549065113068,
-0.33644700050354004,
0.08428235352039337,
0.1854446530342102,
0.13795937597751617,
0.48258188366889954,
-0.25897300243377686,
0.03934687376022339,
0.18139460682868958,
0.17862382531166077,
0.08212295174598694,
0.3031888008117676,
0.12117899954319,
0.08959349989891052,
-0.22437648475170135,
-0.21554812788963318,
0.5271264314651489,
0.4753971993923187,
0.016007229685783386,
0.02195386029779911,
0.2958962023258209,
-0.09693565964698792,
-0.03547947481274605,
0.24004805088043213,
0.28240081667900085,
0.32544153928756714,
-0.2995145916938782,
-0.07431744784116745,
-0.07437631487846375,
0.127592071890831,
-0.015708763152360916,
-0.1628718078136444,
0.07146847248077393,
0.03548312932252884,
-0.22601687908172607,
0.16663263738155365,
0.032292690128088,
0.03468989580869675,
-0.17657588422298431,
-0.07555165886878967,
0.21053075790405273,
-0.059097521007061005,
0.3105900287628174,
0.15813857316970825,
-0.12015166878700256,
-0.12289026379585266,
0.194231316447258,
0.07017068564891815,
-0.011823996901512146,
-0.2043236345052719,
0.1498769223690033,
0.04432670772075653,
-0.13732394576072693,
0.1324947029352188,
0.31808215379714966,
-0.08973584324121475,
0.1478637009859085,
0.10271279513835907,
0.20503932237625122,
0.014273136854171753,
0.15130656957626343,
0.3568103313446045,
0.22232086956501007,
-0.502906858921051,
0.078902468085289,
-0.17628900706768036,
-0.1561519205570221,
-0.01925129070878029,
-0.17022588849067688,
-0.1247868537902832,
0.1564396321773529,
-0.15394142270088196,
-0.200827494263649,
-0.28543221950531006,
0.2843521237373352,
-0.13219024240970612,
-0.007972627878189087,
-0.5655811429023743,
0.21912455558776855,
0.06417346745729446,
0.21029269695281982,
-0.1372711956501007,
-0.009248742833733559,
0.04561162739992142,
0.04671318829059601,
0.06503991782665253,
0.590590238571167,
0.5452800393104553,
0.2223951518535614,
0.0035205474123358727,
-0.15940974652767181,
-0.19817478954792023,
-0.023814525455236435,
0.26667913794517517,
0.14406010508537292,
-0.19706329703330994,
-0.28808990120887756,
0.3764718472957611,
0.13621409237384796,
0.041963398456573486,
0.05813567340373993,
-0.3213803768157959,
0.12311740219593048,
0.03763837739825249,
-0.15758705139160156,
-0.12312488257884979,
-0.1956438422203064,
-0.10700087249279022,
-0.005436651408672333,
0.04618995636701584,
-0.03269123658537865,
0.6550419330596924,
0.11289998143911362,
0.019072584807872772,
-0.12808480858802795,
0.06769721210002899,
0.5836561918258667,
0.5131369233131409,
0.47862645983695984,
0.08658105134963989,
0.06196734681725502,
-0.24117746949195862,
-0.3296373784542084,
-0.208695650100708,
0.21591301262378693,
-0.02751667983829975,
0.2393212765455246,
-0.004817151464521885,
0.10388188809156418,
-0.037097252905368805,
0.36404651403427124,
-0.12875741720199585,
0.012111189775168896,
-0.16662956774234772,
-0.2853001058101654,
-0.13382957875728607,
-0.22521169483661652,
-0.12496453523635864,
-0.05893431603908539,
-0.010878335684537888,
0.34209519624710083,
0.003369169309735298,
-0.04742289334535599,
-0.2077762335538864,
0.5092549324035645,
-0.10557110607624054,
-0.09436671435832977,
0.2102552354335785,
0.3806069791316986,
0.07989167422056198,
-0.05876792222261429,
-0.335157573223114,
-0.1241709440946579,
-0.11673450469970703,
-0.14751732349395752,
0.7531102299690247,
-0.39297813177108765,
0.10838094353675842,
-0.37518104910850525,
-0.1823660284280777,
-0.4109499454498291,
0.1347382813692093,
0.10664483904838562,
-0.04709187522530556,
-0.46346765756607056,
-0.20881885290145874,
-0.08336706459522247,
-0.1399225890636444,
0.1116526871919632,
0.21623530983924866,
-0.2875418961048126,
0.2878482937812805,
-0.14158731698989868,
-0.3906577229499817,
0.6244844198226929,
0.026994813233613968,
-0.17932334542274475,
0.2120397537946701,
0.19319166243076324,
0.5651819109916687,
-0.10143449157476425,
-1.0098333358764648,
-0.24837875366210938,
0.3316363990306854,
-0.018601443618535995,
-0.5459895730018616,
0.09825289249420166,
-0.0827525407075882,
0.04305035248398781,
-0.12650719285011292,
0.5432246923446655,
0.05455826222896576,
-0.011793214827775955,
0.08394317328929901,
-0.23861761391162872
] |
https://github.com/huggingface/datasets/issues/5324 | Fix docstrings and types in documentation that appears on the website | Hi @polinaeterna @albertvillanova @stevhliu, I hope you all are doing well.
Is this issue still unresolved as I am interested in it? | While I was working on https://github.com/huggingface/datasets/pull/5313 I've noticed that we have a mess in how we annotate types and format args and return values in the code. And some of it is displayed in the [Reference section](https://huggingface.co/docs/datasets/package_reference/builder_classes) of the documentation on the website.
Would be nice someday, maybe before releasing datasets 3.0.0, to unify it...... | 22 | Fix docstrings and types in documentation that appears on the website
While I was working on https://github.com/huggingface/datasets/pull/5313 I've noticed that we have a mess in how we annotate types and format args and return values in the code. And some of it is displayed in the [Reference section](https://huggingface.co/docs/datasets/package_reference/builder_classes) of the documentation on the website.
Would be nice someday, maybe before releasing datasets 3.0.0, to unify it......
Hi @polinaeterna @albertvillanova @stevhliu, I hope you all are doing well.
Is this issue still unresolved as I am interested in it? | [
0.09142744541168213,
-0.21169261634349823,
-0.04031143710017204,
0.41403138637542725,
0.3623166084289551,
0.03606328368186951,
-0.1394110769033432,
0.3191317915916443,
-0.6290671825408936,
-0.12503473460674286,
-0.19987745583057404,
0.02623032219707966,
0.024273425340652466,
0.2260892540216446,
0.2269374132156372,
-0.06481242924928665,
0.04978879913687706,
0.16111847758293152,
0.18733862042427063,
0.05222581326961517,
0.008325085043907166,
0.051630351692438126,
-0.25234442949295044,
0.07342921942472458,
-0.2356734275817871,
-0.2762141525745392,
0.10443086922168732,
-0.021435730159282684,
-0.27084875106811523,
-0.5841624140739441,
0.2735857665538788,
-0.0052596814930438995,
0.14917686581611633,
0.43584108352661133,
-0.00012317643268033862,
-0.15551665425300598,
0.3804325461387634,
0.21447619795799255,
-0.24915437400341034,
0.08699139952659607,
-0.38394755125045776,
0.013584498316049576,
0.15004928410053253,
0.014367684721946716,
-0.08161063492298126,
-0.24960197508335114,
-0.1834227293729782,
-0.1708875596523285,
0.14035245776176453,
0.30759575963020325,
0.1040835753083229,
0.23609378933906555,
0.27972692251205444,
0.17665906250476837,
0.19884389638900757,
0.6996183395385742,
-0.11274498701095581,
0.3378550410270691,
0.4519142508506775,
0.344027578830719,
-0.009852379560470581,
0.37054407596588135,
-0.18562051653862,
-0.0776226818561554,
0.19735747575759888,
0.08651744574308395,
-0.1080775335431099,
-0.10828985273838043,
0.15342673659324646,
0.09504964202642441,
0.9280949831008911,
-0.23781976103782654,
-0.37312474846839905,
-0.26775240898132324,
0.04261728748679161,
0.03178258240222931,
0.18241354823112488,
0.3182632029056549,
0.06835617125034332,
0.11909279227256775,
-0.28306594491004944,
-0.3156737685203552,
-0.27112042903900146,
0.2741331458091736,
0.020568184554576874,
-0.14648978412151337,
-0.49871277809143066,
0.03597487136721611,
-0.13457749783992767,
-0.18157806992530823,
0.1652936041355133,
-0.28946810960769653,
-0.20899507403373718,
0.17266882956027985,
0.24401122331619263,
-0.24790111184120178,
-0.11809182912111282,
0.272295743227005,
0.5264421701431274,
-0.06398662179708481,
-0.16034990549087524,
0.0013027340173721313,
-0.2821536958217621,
-0.04965125769376755,
0.33054473996162415,
0.02686835452914238,
0.2893640697002411,
0.25232774019241333,
0.44667303562164307,
0.2757166624069214,
-0.0042032115161418915,
0.05166345462203026,
0.23939672112464905,
0.016764096915721893,
-0.10059726238250732,
-0.13884270191192627,
0.2210990935564041,
-0.5275538563728333,
-0.05360688269138336,
0.19689784944057465,
-0.05684681981801987,
-0.20428699254989624,
0.021085558459162712,
0.18396183848381042,
-0.10650737583637238,
0.1970672309398651,
0.16119050979614258,
0.10130112618207932,
-0.08508280664682388,
-0.34065741300582886,
-0.044267766177654266,
-0.15353190898895264,
-0.3454720079898834,
0.10037533193826675,
-0.08892321586608887,
-0.1934022456407547,
0.09126900136470795,
0.3627384305000305,
0.3247948884963989,
-0.3805604577064514,
-0.29767951369285583,
0.018052294850349426,
0.351572722196579,
0.09872117638587952,
-0.30865350365638733,
0.2514342665672302,
-0.03218016400933266,
-0.3263222575187683,
-0.14973187446594238,
-0.13523834943771362,
-0.3562445640563965,
-0.2072807252407074,
-0.5020282864570618,
0.06232661008834839,
-0.12727269530296326,
0.1532537341117859,
-0.3324255645275116,
0.17134515941143036,
0.16119199991226196,
0.022338781505823135,
0.06321810185909271,
0.07985374331474304,
-0.07027210295200348,
-0.13487526774406433,
0.2440563440322876,
0.12607748806476593,
0.11791917681694031,
-0.2033061981201172,
0.38978052139282227,
0.16345854103565216,
0.07429389655590057,
0.25917038321495056,
-0.033578816801309586,
0.3176676630973816,
-0.34014737606048584,
-0.06332758814096451,
0.3808439075946808,
-0.3037986159324646,
-0.023005353286862373,
0.20503565669059753,
0.33606868982315063,
0.03698393702507019,
-0.12512043118476868,
-0.3421826660633087,
0.023538682609796524,
0.20726463198661804,
-0.04562299698591232,
-0.10985518991947174,
-0.16332679986953735,
0.06615439057350159,
-0.1490822583436966,
-0.20316866040229797,
-0.07597988098859787,
-0.15880422294139862,
-0.2591758072376251,
0.010509580373764038,
0.06488087028265,
-0.04771430790424347,
0.4567958116531372,
-0.184418722987175,
-0.1158401370048523,
0.2754480242729187,
0.033014774322509766,
0.43170273303985596,
0.024365274235606194,
-0.21386265754699707,
-0.8339582085609436,
-0.17741551995277405,
0.14716434478759766,
0.13529017567634583,
-0.06995156407356262,
-0.3560168147087097,
-0.2282063066959381,
-0.03240061551332474,
-0.02351154014468193,
-0.06023465469479561,
0.013366777449846268,
0.1551249772310257,
-0.10061350464820862,
0.45831364393234253,
-0.23435260355472565,
-0.13489185273647308,
-0.38212329149246216,
0.14801087975502014,
-0.2178184688091278,
0.1670956313610077,
0.10149361193180084,
-0.12749001383781433,
0.14230255782604218,
0.34519726037979126,
-0.10330341011285782,
0.06549031287431717,
-0.09648776054382324,
0.2594851851463318,
0.10623038560152054,
0.012144677340984344,
0.19333139061927795,
0.6101406812667847,
0.24058805406093597,
-0.3061535060405731,
-0.16355611383914948,
-0.07679186761379242,
-0.023566752672195435,
-0.1445137858390808,
-0.367133766412735,
0.052937641739845276,
-0.10069270431995392,
0.30796125531196594,
0.010572507977485657,
0.07512208074331284,
0.08752115815877914,
0.26835861802101135,
-0.36364027857780457,
-0.18389782309532166,
-0.15029188990592957,
-0.011477842926979065,
0.08959311246871948,
0.14714248478412628,
-0.37347471714019775,
0.056625306606292725,
0.3346697688102722,
-0.27625197172164917,
0.042694829404354095,
0.28574031591415405,
-0.14988106489181519,
-0.07508818805217743,
0.10585235059261322,
-0.16765660047531128,
0.0743442103266716,
0.11052126437425613,
0.14006224274635315,
0.0503804050385952,
0.08342960476875305,
0.04243211820721626,
0.2958432137966156,
0.2741706669330597,
0.04676837846636772,
-0.13941752910614014,
0.07702166587114334,
0.14496953785419464,
-0.03876372426748276,
0.1562805473804474,
-0.46891525387763977,
-0.07213752716779709,
-0.5263437628746033,
-0.038548070937395096,
-0.2419625222682953,
-0.5934154391288757,
-0.659590482711792,
-0.17982232570648193,
-0.5298975706100464,
-0.2799532413482666,
-0.24859283864498138,
-0.06564302742481232,
0.08044423162937164,
0.20950910449028015,
-0.04766932874917984,
0.40333452820777893,
-0.16135142743587494,
0.44520360231399536,
-0.06297901272773743,
-0.04188288748264313,
-0.2639966905117035,
-0.0966467559337616,
0.4491940140724182,
-0.3400200307369232,
0.5065414905548096,
-0.4495105743408203,
-0.01585787907242775,
-0.4461435377597809,
-0.618050754070282,
0.2792666256427765,
0.0007602199912071228,
0.17843912541866302,
0.49772101640701294,
0.2924029231071472,
-0.024481352418661118,
-0.029104020446538925,
0.20320992171764374,
-0.05533719062805176,
0.01604054681956768,
-0.15536640584468842,
-0.008888911455869675,
0.03577323630452156,
-0.10878373682498932,
-0.2351718544960022,
0.32355543971061707,
-0.10557252168655396,
0.1414368748664856,
-0.2747752368450165,
0.07607956230640411,
0.31807154417037964,
-0.21602043509483337,
0.06078469380736351,
-0.43223679065704346,
0.39003482460975647,
-0.20482070744037628,
-0.4842091500759125,
0.09085017442703247,
0.039378855377435684,
-0.2515282928943634,
-0.14062613248825073,
0.1631564199924469,
0.05164075642824173,
-0.16065570712089539,
-0.13937005400657654,
0.11652294546365738,
-0.0964261144399643,
0.02375531569123268,
-0.012088514864444733,
0.3234992027282715,
-0.1276407539844513,
0.3195649981498718,
0.038933977484703064,
-0.11063976585865021,
-0.19276858866214752,
-0.2408844232559204,
-0.1905868649482727,
0.20764470100402832,
0.20877733826637268,
-0.35003408789634705,
0.03174780681729317,
0.1205490231513977,
0.3929438889026642,
-0.22810085117816925,
-0.24907106161117554,
-0.025168662890791893,
0.37924855947494507,
-0.07703805714845657,
-0.23955890536308289,
0.11270380765199661,
0.04714842140674591,
0.16708526015281677,
0.3090149760246277,
0.3752743899822235,
0.10857497155666351,
0.08012760430574417,
0.21119984984397888,
-0.3866620361804962,
-0.31497329473495483,
0.11856914311647415,
-0.18330848217010498,
0.20125088095664978,
-0.05199833959341049,
-0.0023198388516902924,
0.22540909051895142,
-0.06025758385658264,
0.16619259119033813,
0.39195525646209717,
0.13264775276184082,
0.21411196887493134,
-0.38285163044929504,
-0.03446877747774124,
-0.009537972509860992,
0.2651304006576538,
0.23672427237033844,
-0.049706242978572845,
0.04467441514134407,
0.0194423645734787,
0.06581037491559982,
0.30862489342689514,
0.16571176052093506,
-0.08036066591739655,
-0.18847869336605072,
0.0013458356261253357,
-0.06846456229686737,
-0.05674236640334129,
0.10890890657901764,
-0.0031023025512695312,
0.31352752447128296,
0.28314483165740967,
0.34833282232284546,
-0.3477954864501953,
-0.3880457878112793,
0.10216598957777023,
0.0032724812626838684,
-0.12069566547870636,
-0.03211088851094246,
0.048192430287599564,
-0.14855332672595978,
0.14578485488891602,
-0.0734967514872551,
0.1572047919034958,
-0.02054646424949169,
0.08623982220888138,
-0.2096247524023056,
0.06085961312055588,
0.26652729511260986,
0.1344819962978363,
0.008322658017277718,
0.3093196749687195,
-0.046983398497104645,
-0.12581750750541687,
0.43538713455200195,
0.42605113983154297,
0.47905418276786804,
0.09558524936437607,
-0.2174627184867859,
-0.21814188361167908,
-0.24339577555656433,
-0.22707754373550415,
0.5507417917251587,
0.19479578733444214,
0.10097191482782364,
-0.041188307106494904,
0.1851235330104828,
0.054805509746074677,
-0.6088342666625977,
0.1550799012184143,
0.33529889583587646,
0.36510828137397766,
-0.38229691982269287,
-0.6337016224861145,
0.39641568064689636,
0.13160470128059387,
-0.07815355807542801,
0.4789287745952606,
0.815976619720459,
-0.3723118305206299,
-0.10225056856870651,
0.36779165267944336,
1.198253870010376,
0.11652001738548279,
0.12150457501411438,
0.03888479992747307,
-0.6402029991149902,
0.6066727042198181,
-0.003963027149438858,
-0.04504111036658287,
-0.5093735456466675,
0.246761292219162,
-0.17754611372947693,
-0.1316869705915451,
0.1097053736448288,
-0.14281833171844482,
-0.21672369539737701,
0.1398647576570511,
-0.23888616263866425,
0.4937431812286377,
0.07001020759344101,
0.20014417171478271,
0.08503302186727524,
-0.07035700976848602,
-0.23260527849197388,
-0.060438551008701324,
-0.36443525552749634,
0.023494232445955276,
-0.09687573462724686,
-0.07245036959648132,
0.004546720534563065,
-0.10715292394161224,
-0.6213507056236267,
-0.2382480800151825,
0.02084256522357464,
0.11269716173410416,
0.34614625573158264,
-0.14361175894737244,
0.15834283828735352,
0.5035386681556702,
0.41264480352401733,
0.1514938622713089,
-0.3893229365348816,
0.07665026187896729,
0.047905199229717255,
0.22233061492443085,
0.10056896507740021,
-0.0007213633507490158,
0.17087441682815552,
0.09732890874147415,
-0.05291067808866501,
-0.11615798622369766,
0.09489664435386658,
0.2656753659248352,
-0.3961399793624878,
-0.32034099102020264,
-0.17243291437625885,
-0.616125762462616,
0.1500650942325592,
-0.027785524725914,
0.23101118206977844,
-0.004275225102901459,
0.020272331312298775,
0.24292989075183868,
-0.01900472491979599,
0.28687047958374023,
0.4465581178665161,
-0.025871235877275467,
-0.08571518957614899,
-0.0208498015999794,
0.1323033571243286,
0.01196928322315216,
0.05067584663629532,
0.2696329951286316,
-0.3514893054962158,
-0.12760815024375916,
0.3411858081817627,
0.02603537030518055,
-0.21468886733055115,
0.17953240871429443,
0.013974239118397236,
0.035413190722465515,
-0.38323667645454407,
0.34746053814888,
-0.0758884996175766,
0.036862391978502274,
-0.026918014511466026,
-0.10608504712581635,
-0.2366122454404831,
0.2517659664154053,
-0.23490117490291595,
0.16915102303028107,
0.08699313551187515,
-0.09334874153137207,
-0.0029118601232767105,
-0.02132435329258442,
-0.21983125805854797,
-0.08581692725419998,
-0.05215149745345116,
0.005599506199359894,
0.12751692533493042,
0.2726253867149353,
0.21233105659484863,
-0.4175644814968109,
-0.014178440906107426,
-0.21703889966011047,
0.1432349681854248,
-0.044085793197155,
-0.18930456042289734,
0.17882853746414185,
0.03288266062736511,
-0.013810159638524055,
0.15955957770347595,
0.24279876053333282,
0.1474350094795227,
-0.2625766098499298,
0.13328203558921814,
0.22381266951560974,
0.11150769889354706,
0.4751695692539215,
-0.35288700461387634,
0.1138133555650711,
0.08858561515808105,
0.24465180933475494,
0.06447826325893402,
0.3060474693775177,
0.15548363327980042,
0.0585547611117363,
-0.20132888853549957,
-0.19473321735858917,
0.4770093858242035,
0.4370068311691284,
-0.028478354215621948,
-0.033275313675403595,
0.3112258315086365,
-0.07554720342159271,
-0.032480522990226746,
0.2549508810043335,
0.21668967604637146,
0.3263671398162842,
-0.2344610095024109,
-0.06415113806724548,
-0.040214210748672485,
0.015063165687024593,
0.03674941509962082,
-0.15727396309375763,
0.04080484062433243,
-0.06273938715457916,
-0.2708193361759186,
0.15171030163764954,
0.0887661725282669,
0.07000362873077393,
-0.15475863218307495,
-0.06585847586393356,
0.1757824867963791,
0.024052072316408157,
0.20074030756950378,
0.1468895524740219,
0.024659913033246994,
-0.08239603042602539,
0.1593017727136612,
0.10827860236167908,
-0.0022655129432678223,
-0.4023597240447998,
0.263070672750473,
0.0458051897585392,
-0.1910456418991089,
0.08855173736810684,
0.4208587408065796,
-0.06138775125145912,
0.043673861771821976,
0.11037386953830719,
0.2256183624267578,
0.028152357786893845,
0.12720638513565063,
0.33702754974365234,
0.24872209131717682,
-0.4620143175125122,
0.18374091386795044,
-0.22726742923259735,
-0.1608627438545227,
-0.06695151329040527,
-0.13840104639530182,
-0.11117111891508102,
0.1774320900440216,
-0.17697833478450775,
-0.1603807657957077,
-0.2396048754453659,
0.3021788001060486,
-0.11210785806179047,
-0.04943697154521942,
-0.5047034025192261,
0.22131964564323425,
0.1402939260005951,
0.2790655195713043,
-0.047719214111566544,
0.08312717080116272,
-0.01832614094018936,
0.19357016682624817,
0.06655143201351166,
0.6428301334381104,
0.5117133259773254,
0.2418975681066513,
0.07257349789142609,
-0.18969884514808655,
-0.10178281366825104,
-0.02371198870241642,
0.2233911156654358,
0.1416877806186676,
-0.23640313744544983,
-0.33430641889572144,
0.3419574201107025,
0.06478751450777054,
0.08238198608160019,
0.044365838170051575,
-0.30273574590682983,
0.125260591506958,
0.08635672926902771,
-0.13805833458900452,
-0.19933152198791504,
-0.23805677890777588,
-0.11728149652481079,
0.0367722250521183,
0.030410774052143097,
-0.046019915491342545,
0.5553573369979858,
0.06766979396343231,
-0.009846111759543419,
-0.15204544365406036,
0.018813680857419968,
0.5739803910255432,
0.5688863396644592,
0.4886820316314697,
0.1500803828239441,
0.1279984563589096,
-0.33762648701667786,
-0.21846990287303925,
-0.21090194582939148,
0.3689917325973511,
-0.0948791354894638,
0.20144955813884735,
-0.011472463607788086,
0.05464676767587662,
-0.09769637882709503,
0.40511554479599,
-0.2166026532649994,
0.03360826149582863,
-0.06959812343120575,
-0.29394835233688354,
-0.17877337336540222,
-0.26853853464126587,
-0.11472252011299133,
-0.12109553068876266,
0.0716213807463646,
0.32544243335723877,
0.09413779526948929,
-0.10847120732069016,
-0.22957350313663483,
0.5452311038970947,
-0.14033246040344238,
-0.11801330745220184,
0.20209142565727234,
0.34182414412498474,
0.10517597198486328,
-0.1033274382352829,
-0.33915096521377563,
0.0443604402244091,
-0.11276108771562576,
-0.07296071201562881,
0.7513635158538818,
-0.3853125274181366,
0.011770077049732208,
-0.3698277473449707,
-0.1564086377620697,
-0.3809622526168823,
0.13802270591259003,
0.14029057323932648,
-0.06387283653020859,
-0.383057564496994,
-0.15224061906337738,
-0.1528085619211197,
-0.22018136084079742,
0.2787158787250519,
0.2629929780960083,
-0.27232226729393005,
0.22821840643882751,
-0.07841843366622925,
-0.29098135232925415,
0.5412197709083557,
0.052114032208919525,
-0.13608533143997192,
0.21725358068943024,
0.17858032882213593,
0.5196913480758667,
-0.10916345566511154,
-1.1206903457641602,
-0.19880525767803192,
0.39559200406074524,
-0.004824921488761902,
-0.4995388686656952,
0.03803927078843117,
-0.040329158306121826,
0.06649087369441986,
-0.09497309476137161,
0.5611653327941895,
0.018314464017748833,
0.025522643700242043,
0.021426159888505936,
-0.2193758338689804
] |
https://github.com/huggingface/datasets/issues/5324 | Fix docstrings and types in documentation that appears on the website | It should be mostly fixed for the user-facing APIs, but there may be some Sphinx syntax still lurking around in the non-public APIs. Feel free to open a PR to fix those if you catch any! 🤗 | While I was working on https://github.com/huggingface/datasets/pull/5313 I've noticed that we have a mess in how we annotate types and format args and return values in the code. And some of it is displayed in the [Reference section](https://huggingface.co/docs/datasets/package_reference/builder_classes) of the documentation on the website.
Would be nice someday, maybe before releasing datasets 3.0.0, to unify it...... | 37 | Fix docstrings and types in documentation that appears on the website
While I was working on https://github.com/huggingface/datasets/pull/5313 I've noticed that we have a mess in how we annotate types and format args and return values in the code. And some of it is displayed in the [Reference section](https://huggingface.co/docs/datasets/package_reference/builder_classes) of the documentation on the website.
Would be nice someday, maybe before releasing datasets 3.0.0, to unify it......
It should be mostly fixed for the user-facing APIs, but there may be some Sphinx syntax still lurking around in the non-public APIs. Feel free to open a PR to fix those if you catch any! 🤗 | [
0.025334816426038742,
-0.14045220613479614,
-0.052861537784338,
0.3401477336883545,
0.3347601294517517,
0.09735874086618423,
-0.1136745810508728,
0.4379632771015167,
-0.48426195979118347,
-0.10809655487537384,
-0.1791525036096573,
0.15663810074329376,
0.10563413798809052,
0.2592809200286865,
0.23200252652168274,
-0.0766402930021286,
0.018403664231300354,
0.17486613988876343,
0.14845016598701477,
0.07199154794216156,
-0.06966463476419449,
0.07691584527492523,
-0.16406966745853424,
0.08975506573915482,
-0.1417376548051834,
-0.23372799158096313,
0.05606920272111893,
0.02982083521783352,
-0.2982962131500244,
-0.5912381410598755,
0.2832479774951935,
0.04793526232242584,
0.14802229404449463,
0.40807801485061646,
-0.00011539023398654535,
-0.17644309997558594,
0.41391730308532715,
0.23399347066879272,
-0.23342789709568024,
-0.056676000356674194,
-0.37253308296203613,
-0.02904285490512848,
0.206358402967453,
0.0072955116629600525,
-0.02009500563144684,
-0.35188964009284973,
-0.19121941924095154,
-0.13702267408370972,
0.18794408440589905,
0.32410019636154175,
0.17223958671092987,
0.21742479503154755,
0.20473338663578033,
0.06647682189941406,
0.12606704235076904,
0.7078067064285278,
-0.13060283660888672,
0.21424715220928192,
0.38853970170021057,
0.2967769503593445,
0.01665259152650833,
0.37865084409713745,
-0.2603575587272644,
-0.023880645632743835,
0.27163442969322205,
0.03824494406580925,
-0.1833106279373169,
-0.2356368601322174,
0.13725551962852478,
0.22291630506515503,
0.9537741541862488,
-0.2637745440006256,
-0.39656755328178406,
-0.2905794680118561,
0.00930007640272379,
-0.02631915733218193,
0.20105186104774475,
0.348960816860199,
0.07547308504581451,
0.09755861759185791,
-0.2752383351325989,
-0.25077295303344727,
-0.17679175734519958,
0.1951543688774109,
0.035706937313079834,
-0.12715794146060944,
-0.40388429164886475,
0.007474780082702637,
-0.06744761765003204,
-0.2521556615829468,
0.16542059183120728,
-0.21129752695560455,
-0.32111868262290955,
0.182550847530365,
0.2236921638250351,
-0.2572759985923767,
0.04067869484424591,
0.2992272675037384,
0.5180308222770691,
0.023862997069954872,
-0.13687381148338318,
0.08154016733169556,
-0.3244997560977936,
0.007500678300857544,
0.34724244475364685,
-0.02888650819659233,
0.22186371684074402,
0.24254070222377777,
0.4593546986579895,
0.2864658534526825,
0.14147968590259552,
0.028687160462141037,
0.28393056988716125,
0.04649931192398071,
-0.15784794092178345,
-0.17491582036018372,
0.32567155361175537,
-0.5166383385658264,
-0.031063182279467583,
0.10381163656711578,
0.006865542382001877,
-0.1814194768667221,
-0.04796956107020378,
0.10413387417793274,
-0.016641486436128616,
0.1805570125579834,
0.16802692413330078,
0.12902528047561646,
-0.15827123820781708,
-0.38886430859565735,
-0.06580553948879242,
-0.1844906508922577,
-0.20936648547649384,
0.19953298568725586,
-0.02500198781490326,
-0.16308735311031342,
0.0259591992944479,
0.36287549138069153,
0.18428191542625427,
-0.2409677803516388,
-0.1961037963628769,
0.12869921326637268,
0.2483702301979065,
0.19189611077308655,
-0.24520698189735413,
0.21477797627449036,
-0.03426837548613548,
-0.30945485830307007,
-0.22589746117591858,
-0.1137705072760582,
-0.3490491807460785,
-0.1968703269958496,
-0.523040771484375,
0.10583820939064026,
-0.17533466219902039,
0.09688538312911987,
-0.2572757303714752,
0.24894292652606964,
0.09347888082265854,
0.00626295804977417,
0.13783776760101318,
0.08213344216346741,
-0.135797917842865,
-0.07377099245786667,
0.26328685879707336,
0.25184041261672974,
0.04777459427714348,
-0.18988868594169617,
0.30143991112709045,
0.20435674488544464,
-0.00646914541721344,
0.2747597396373749,
-0.07638262957334518,
0.2711876928806305,
-0.24878452718257904,
-0.020460203289985657,
0.2726750075817108,
-0.3040967285633087,
-0.017100395634770393,
0.18392737209796906,
0.2879824638366699,
0.03520655632019043,
-0.1832318902015686,
-0.34684571623802185,
0.035128168761730194,
0.10514342784881592,
0.02172362431883812,
-0.0348307341337204,
-0.18321631848812103,
0.07231879979372025,
-0.19348527491092682,
-0.2887464165687561,
-0.02363825961947441,
-0.0744001716375351,
-0.19312460720539093,
0.044109493494033813,
0.026639476418495178,
-0.092232845723629,
0.3946317136287689,
-0.26028695702552795,
-0.16723433136940002,
0.27767932415008545,
0.081663578748703,
0.34792453050613403,
-0.025220418348908424,
-0.19905328750610352,
-0.7527122497558594,
-0.1245957687497139,
0.20147524774074554,
0.26436319947242737,
-0.11111211776733398,
-0.33474671840667725,
-0.10688132047653198,
-0.04696974158287048,
-0.00858042761683464,
-0.12944169342517853,
0.04487539827823639,
0.12596438825130463,
-0.11820714175701141,
0.4447671175003052,
-0.2858040928840637,
-0.11243357509374619,
-0.22932469844818115,
0.186773419380188,
-0.3403581380844116,
0.0666559487581253,
0.09628969430923462,
-0.07131731510162354,
0.17501385509967804,
0.3022964298725128,
-0.06583910435438156,
0.07894019782543182,
-0.11990075558423996,
0.28298133611679077,
0.008521459065377712,
0.10324893146753311,
0.22849971055984497,
0.6539293527603149,
0.30126696825027466,
-0.22875334322452545,
-0.10662565380334854,
0.032871097326278687,
-0.04204908385872841,
-0.14351552724838257,
-0.3810267150402069,
0.1300087720155716,
-0.04751689359545708,
0.2967321574687958,
-0.027190949767827988,
0.16567781567573547,
0.14510101079940796,
0.25225701928138733,
-0.3892849087715149,
-0.14990262687206268,
-0.10475218296051025,
-0.031733591109514236,
0.08251960575580597,
0.15701700747013092,
-0.3283683955669403,
0.18087048828601837,
0.3393503725528717,
-0.3171868622303009,
0.049352455884218216,
0.2760152220726013,
-0.16323703527450562,
-0.08670888841152191,
0.09688270837068558,
-0.050187841057777405,
0.0398428738117218,
0.14911392331123352,
0.11836790293455124,
0.062203824520111084,
0.07177622616291046,
-0.03581631928682327,
0.2962534427642822,
0.34393250942230225,
-0.024067368358373642,
-0.25450557470321655,
0.11577175557613373,
0.17510543763637543,
-0.09646539390087128,
0.08163873851299286,
-0.44918084144592285,
0.008089924231171608,
-0.4924413561820984,
0.0035270843654870987,
-0.23906047642230988,
-0.5736057162284851,
-0.5318429470062256,
-0.19714543223381042,
-0.5087519288063049,
-0.39154499769210815,
-0.22536109387874603,
-0.05182841792702675,
-0.05231036990880966,
0.20932301878929138,
-0.1312188357114792,
0.4494165778160095,
-0.1883641481399536,
0.4293188154697418,
-0.22051110863685608,
-0.09843803197145462,
-0.2230452597141266,
-0.0583866611123085,
0.4674457907676697,
-0.2774117588996887,
0.5027864575386047,
-0.4252805709838867,
0.06218806654214859,
-0.5302668213844299,
-0.6427562236785889,
0.25231871008872986,
-0.11668071150779724,
0.18585222959518433,
0.4578495919704437,
0.23930507898330688,
0.06453698873519897,
-0.04721733555197716,
0.2257375866174698,
-0.06243692338466644,
0.07620508968830109,
-0.1291416436433792,
-0.040968187153339386,
0.001176498713903129,
-0.22233983874320984,
-0.22276565432548523,
0.3290216624736786,
-0.24589039385318756,
0.23167963325977325,
-0.26215049624443054,
0.09304657578468323,
0.44455665349960327,
-0.2537265419960022,
0.09307371824979782,
-0.3650509715080261,
0.3279275596141815,
-0.19732612371444702,
-0.5126973986625671,
0.21761071681976318,
-0.05657409876585007,
-0.24291466176509857,
-0.16378311812877655,
0.24750857055187225,
0.09109233319759369,
-0.16742932796478271,
-0.26227134466171265,
0.12283065170049667,
-0.1612444519996643,
-0.0003769025206565857,
0.043511584401130676,
0.20818379521369934,
-0.12501253187656403,
0.37850862741470337,
-0.037930238991975784,
-0.0964118242263794,
-0.1727515161037445,
-0.3372059464454651,
-0.15230286121368408,
0.15190276503562927,
0.14384528994560242,
-0.280599445104599,
0.03391292318701744,
0.12121281027793884,
0.3093555271625519,
-0.14277519285678864,
-0.14064720273017883,
0.01283436082303524,
0.41644296050071716,
-0.04808575659990311,
-0.28936564922332764,
0.058134354650974274,
-0.05120168626308441,
0.21007226407527924,
0.30016234517097473,
0.38700196146965027,
0.034701645374298096,
0.021280795335769653,
0.12331834435462952,
-0.3324473202228546,
-0.35881534218788147,
0.12370450049638748,
-0.18677744269371033,
0.14560379087924957,
0.02210693061351776,
0.07931282371282578,
0.14190322160720825,
-0.07796859741210938,
0.18443922698497772,
0.2828900218009949,
0.0859609991312027,
0.1840040236711502,
-0.3577883839607239,
0.0551256462931633,
-0.17204591631889343,
0.3190290331840515,
0.12492284923791885,
-0.06481548398733139,
-0.01996566355228424,
-0.06257322430610657,
0.0025064796209335327,
0.30377474427223206,
0.13580402731895447,
-0.17657017707824707,
-0.23937784135341644,
0.05972522124648094,
-0.07076486200094223,
-0.16519126296043396,
0.1266171783208847,
0.0009987913072109222,
0.26461419463157654,
0.24815616011619568,
0.2801024913787842,
-0.2761951982975006,
-0.3960442543029785,
0.16537275910377502,
-0.04623798653483391,
-0.06538951396942139,
0.029126018285751343,
0.004929050803184509,
-0.30325552821159363,
0.0802457183599472,
-0.081587053835392,
0.055837035179138184,
-0.03875473886728287,
0.024141304194927216,
-0.27357742190361023,
0.08021127432584763,
0.3302817940711975,
0.17321237921714783,
0.03191483020782471,
0.3040781617164612,
-0.03758145496249199,
-0.034625958651304245,
0.5032813549041748,
0.3345586657524109,
0.45237991213798523,
0.18136371672153473,
-0.15852326154708862,
-0.26431912183761597,
-0.23287037014961243,
-0.23182465136051178,
0.41873157024383545,
0.23034457862377167,
0.14350515604019165,
-0.01334921270608902,
0.17351198196411133,
0.19909104704856873,
-0.6129783987998962,
0.054001498967409134,
0.3813861310482025,
0.33483511209487915,
-0.41821402311325073,
-0.6543604135513306,
0.4600946009159088,
0.21114686131477356,
-0.0947660580277443,
0.5127192735671997,
0.792458713054657,
-0.37291043996810913,
-0.07263723015785217,
0.3583003282546997,
1.1474090814590454,
0.07660873234272003,
0.12522932887077332,
0.07151621580123901,
-0.5622117519378662,
0.6805262565612793,
-0.05319202318787575,
-0.042579568922519684,
-0.3943856358528137,
0.20535054802894592,
-0.16789856553077698,
-0.07707852870225906,
0.10835713148117065,
-0.2098744660615921,
-0.23448364436626434,
0.20112285017967224,
-0.17561577260494232,
0.5077106356620789,
0.1556294858455658,
0.22411110997200012,
-0.06205751746892929,
-0.17119017243385315,
-0.18986788392066956,
0.03305431455373764,
-0.3246246576309204,
0.03493952006101608,
-0.1478751301765442,
-0.1401238739490509,
0.04259611293673515,
-0.18743669986724854,
-0.5839020609855652,
-0.1763634979724884,
0.06232243403792381,
0.1209346130490303,
0.23381365835666656,
-0.09855963289737701,
0.16470785439014435,
0.4466231167316437,
0.3710099458694458,
0.07402651757001877,
-0.4974656105041504,
0.13049007952213287,
0.021708156913518906,
0.23277626931667328,
0.1205546036362648,
-0.028045833110809326,
0.1652732789516449,
0.14131012558937073,
-0.06686490774154663,
-0.18456855416297913,
0.13198243081569672,
0.3236278295516968,
-0.4587876498699188,
-0.27301377058029175,
-0.29246264696121216,
-0.5540404319763184,
0.19512398540973663,
-0.06456266343593597,
0.2377450168132782,
-0.10874134302139282,
0.07746195048093796,
0.13541370630264282,
-0.0016214256174862385,
0.24646955728530884,
0.392210990190506,
-0.10232877731323242,
-0.11680401861667633,
-0.042229898273944855,
0.07208888232707977,
0.05001125484704971,
0.07894305884838104,
0.31561964750289917,
-0.32134300470352173,
-0.15909607708454132,
0.28323185443878174,
0.11098004132509232,
-0.18924105167388916,
0.2016139030456543,
-0.09675747901201248,
0.03155966103076935,
-0.3178151845932007,
0.353168785572052,
-0.13638950884342194,
-0.05476575344800949,
-0.052412208169698715,
-0.1458657681941986,
-0.2013491541147232,
0.3381038308143616,
-0.24332724511623383,
0.1863805204629898,
0.0037270374596118927,
-0.11246159672737122,
0.07320884615182877,
0.043308816850185394,
-0.2827185094356537,
-0.08468839526176453,
-0.03725019842386246,
-0.026466157287359238,
0.21047966182231903,
0.2901773452758789,
0.2303025722503662,
-0.4428602159023285,
-0.016228897497057915,
-0.1295575499534607,
0.05875280871987343,
-0.09184126555919647,
-0.19259041547775269,
0.15161356329917908,
0.018324678763747215,
-0.04046358913183212,
0.22387422621250153,
0.1957717090845108,
0.1277637928724289,
-0.33530911803245544,
0.12362544238567352,
0.20980456471443176,
0.11996263265609741,
0.3836103081703186,
-0.3090227544307709,
0.08999364078044891,
0.11739093065261841,
0.2729419469833374,
0.12151099741458893,
0.28521373867988586,
0.1406632959842682,
0.10544910281896591,
-0.27198314666748047,
-0.17794975638389587,
0.5297800302505493,
0.4402534067630768,
0.03295287862420082,
0.016285013407468796,
0.2822919487953186,
-0.0681353360414505,
0.0026965178549289703,
0.25194722414016724,
0.3422291874885559,
0.30589041113853455,
-0.246466726064682,
-0.03194670379161835,
-0.06671244651079178,
0.07605712860822678,
-0.0558113157749176,
-0.12809467315673828,
0.06599809974431992,
-0.01059934962540865,
-0.23960857093334198,
0.1648450791835785,
0.117815300822258,
0.09586946666240692,
-0.18578679859638214,
-0.08004160225391388,
0.2641076147556305,
-0.06215670704841614,
0.30059605836868286,
0.16475243866443634,
-0.10636718571186066,
-0.11832772195339203,
0.18849697709083557,
0.10278815031051636,
0.030147381126880646,
-0.17518097162246704,
0.1692570149898529,
0.07842763513326645,
-0.1292722225189209,
0.07579035311937332,
0.3786410689353943,
-0.09078192710876465,
0.09741482138633728,
0.013991832733154297,
0.2999735474586487,
0.002752315253019333,
0.18484720587730408,
0.35689201951026917,
0.18622373044490814,
-0.5172363519668579,
0.09327966719865799,
-0.10602957010269165,
-0.09039243310689926,
-0.08105693757534027,
-0.07346995919942856,
-0.11890098452568054,
0.20372718572616577,
-0.14795681834220886,
-0.0876971185207367,
-0.2659596800804138,
0.3011513948440552,
-0.08251787722110748,
-0.012316577136516571,
-0.5800437927246094,
0.19187137484550476,
0.13113950192928314,
0.23106366395950317,
-0.09317423403263092,
0.025340594351291656,
0.06162601336836815,
0.013409547507762909,
0.05258248746395111,
0.6000550985336304,
0.5902933478355408,
0.20193468034267426,
-0.053047265857458115,
-0.061831120401620865,
-0.18271341919898987,
-0.0048226844519376755,
0.28386756777763367,
0.13636988401412964,
-0.18981996178627014,
-0.25124305486679077,
0.3580273687839508,
0.1078086793422699,
0.055163294076919556,
0.024827487766742706,
-0.39119380712509155,
0.21015925705432892,
0.033850423991680145,
0.012690633535385132,
-0.17229150235652924,
-0.22406643629074097,
-0.12881602346897125,
-0.055082015693187714,
0.0021476373076438904,
-0.023713819682598114,
0.5991162061691284,
0.06698846817016602,
-0.012509015388786793,
-0.16156403720378876,
0.056791603565216064,
0.5698719024658203,
0.5674574971199036,
0.49943605065345764,
0.18195731937885284,
0.12102001160383224,
-0.2399693876504898,
-0.3403390645980835,
-0.17023268342018127,
0.16731996834278107,
-0.036296747624874115,
0.2087590992450714,
-0.0025585032999515533,
0.1401369571685791,
-0.08817338943481445,
0.3968003988265991,
-0.14859811961650848,
0.004908052273094654,
-0.21226459741592407,
-0.3237558901309967,
-0.1435232311487198,
-0.35980236530303955,
-0.1668965071439743,
-0.08824920654296875,
0.02196798473596573,
0.348814457654953,
0.031241949647665024,
-0.08401945978403091,
-0.210333451628685,
0.49854153394699097,
-0.05096790939569473,
-0.18573418259620667,
0.2210877686738968,
0.3368743062019348,
0.09217943996191025,
-0.04189314320683479,
-0.35987910628318787,
-0.07138398289680481,
-0.17180848121643066,
-0.12425952404737473,
0.7447423338890076,
-0.3589320480823517,
0.05834146589040756,
-0.361711710691452,
-0.2330523580312729,
-0.47466060519218445,
0.16841253638267517,
0.047096773982048035,
-0.05314165726304054,
-0.4565550684928894,
-0.1719135046005249,
-0.086817666888237,
-0.19593308866024017,
0.17119929194450378,
0.2104853391647339,
-0.24407526850700378,
0.24972079694271088,
-0.09474243223667145,
-0.35639888048171997,
0.6359270811080933,
-0.0507705882191658,
-0.20475690066814423,
0.17682087421417236,
0.1560484617948532,
0.5171102285385132,
-0.11445561796426773,
-1.027766466140747,
-0.21330036222934723,
0.27385690808296204,
-0.0026187896728515625,
-0.547934353351593,
0.0662059485912323,
-0.02371513843536377,
0.012589197605848312,
-0.17072699964046478,
0.5329748392105103,
0.035835567861795425,
-0.05660344660282135,
0.10516023635864258,
-0.16506057977676392
] |
https://github.com/huggingface/datasets/issues/5324 | Fix docstrings and types in documentation that appears on the website | Thanks for your reply @stevhliu :)
Sure, I will try to find out the remaining and fix that.
| While I was working on https://github.com/huggingface/datasets/pull/5313 I've noticed that we have a mess in how we annotate types and format args and return values in the code. And some of it is displayed in the [Reference section](https://huggingface.co/docs/datasets/package_reference/builder_classes) of the documentation on the website.
Would be nice someday, maybe before releasing datasets 3.0.0, to unify it...... | 18 | Fix docstrings and types in documentation that appears on the website
While I was working on https://github.com/huggingface/datasets/pull/5313 I've noticed that we have a mess in how we annotate types and format args and return values in the code. And some of it is displayed in the [Reference section](https://huggingface.co/docs/datasets/package_reference/builder_classes) of the documentation on the website.
Would be nice someday, maybe before releasing datasets 3.0.0, to unify it......
Thanks for your reply @stevhliu :)
Sure, I will try to find out the remaining and fix that.
| [
0.03298259899020195,
-0.17495150864124298,
-0.06630344688892365,
0.38917839527130127,
0.3798578381538391,
0.08341290801763535,
-0.12935487926006317,
0.35992002487182617,
-0.600542426109314,
-0.08208343386650085,
-0.19791854918003082,
0.09619300067424774,
0.04043811932206154,
0.2696770429611206,
0.22623871266841888,
-0.08570460975170135,
0.019285351037979126,
0.15753702819347382,
0.13130849599838257,
0.06210587918758392,
-0.017029082402586937,
0.08205795288085938,
-0.20186170935630798,
0.07728923112154007,
-0.22694018483161926,
-0.20209641754627228,
0.06111566722393036,
0.05209328606724739,
-0.3029753565788269,
-0.6122108697891235,
0.37225592136383057,
0.01884867623448372,
0.13997845351696014,
0.41754716634750366,
-0.0001159680396085605,
-0.1822398602962494,
0.39169108867645264,
0.19378671050071716,
-0.2350578010082245,
-0.006254419684410095,
-0.39515814185142517,
-0.03145986050367355,
0.1777840405702591,
-0.009295038878917694,
-0.06448706984519958,
-0.21994154155254364,
-0.15895342826843262,
-0.10552577674388885,
0.15668800473213196,
0.33855047821998596,
0.17830418050289154,
0.2457188069820404,
0.28556254506111145,
0.07950115948915482,
0.1793341338634491,
0.7113409638404846,
-0.15876208245754242,
0.3390483558177948,
0.4160826504230499,
0.32964760065078735,
0.00544341653585434,
0.3952583372592926,
-0.1926957219839096,
-0.04755455628037453,
0.2758602797985077,
0.058509256690740585,
-0.1420847773551941,
-0.22324863076210022,
0.14253105223178864,
0.1605319082736969,
0.9127480387687683,
-0.2377535104751587,
-0.3418527841567993,
-0.293292760848999,
0.03214214742183685,
-0.04161126911640167,
0.19657498598098755,
0.29152417182922363,
0.036484409123659134,
0.08836376667022705,
-0.3369876444339752,
-0.2779805660247803,
-0.2365565150976181,
0.20883668959140778,
0.023542486131191254,
-0.14921066164970398,
-0.4750625491142273,
0.004134532064199448,
-0.08833631873130798,
-0.2107669562101364,
0.14414729177951813,
-0.2091687023639679,
-0.25961920619010925,
0.17073293030261993,
0.22153833508491516,
-0.2965676188468933,
-0.05637457221746445,
0.24728354811668396,
0.5304533839225769,
-0.06639007478952408,
-0.15710066258907318,
0.02264479175209999,
-0.28941506147384644,
-0.03959755599498749,
0.3005015552043915,
-0.0156242148950696,
0.2730658948421478,
0.24472303688526154,
0.3913976550102234,
0.2683159410953522,
0.07264037430286407,
0.009794365614652634,
0.25739023089408875,
-0.0016050112899392843,
-0.126137375831604,
-0.13953498005867004,
0.2685818076133728,
-0.5178090333938599,
-0.030435483902692795,
0.15806016325950623,
-0.006115511059761047,
-0.20067109167575836,
-0.019188199192285538,
0.1326601505279541,
-0.09858673810958862,
0.1825680136680603,
0.12005992233753204,
0.10571769624948502,
-0.13802310824394226,
-0.35277315974235535,
-0.08155227452516556,
-0.15505066514015198,
-0.27987366914749146,
0.12332050502300262,
-0.029022669419646263,
-0.16879034042358398,
0.11000267416238785,
0.3549243211746216,
0.2662027180194855,
-0.2579934000968933,
-0.26458799839019775,
0.10205574333667755,
0.2799476683139801,
0.13191711902618408,
-0.2920222580432892,
0.2261163592338562,
-0.007165040820837021,
-0.3221249580383301,
-0.15644536912441254,
-0.14673849940299988,
-0.37878021597862244,
-0.23362617194652557,
-0.5317594408988953,
0.12234238535165787,
-0.14602217078208923,
0.11872170120477676,
-0.31640270352363586,
0.19687633216381073,
0.023693501949310303,
0.030960362404584885,
0.11415907740592957,
0.0741758793592453,
-0.08925788104534149,
-0.12534235417842865,
0.27842262387275696,
0.16464556753635406,
0.07561822235584259,
-0.19479148089885712,
0.30773457884788513,
0.1299760788679123,
0.03750241547822952,
0.25152525305747986,
-0.09906355291604996,
0.24221712350845337,
-0.33021900057792664,
-0.010423578321933746,
0.3054486811161041,
-0.2914460301399231,
0.010284120216965675,
0.17708148062229156,
0.2993761897087097,
0.027920233085751534,
-0.1766669750213623,
-0.3531133234500885,
0.048789579421281815,
0.16988156735897064,
-0.015565507113933563,
-0.08818817883729935,
-0.19164052605628967,
0.03192795813083649,
-0.20416498184204102,
-0.21570001542568207,
-0.08793900907039642,
-0.08202995359897614,
-0.21161393821239471,
0.01890648901462555,
0.03661077469587326,
-0.08675537258386612,
0.44131219387054443,
-0.21753010153770447,
-0.12731531262397766,
0.2830403447151184,
0.07586689293384552,
0.38730162382125854,
-0.029404813423752785,
-0.2170831561088562,
-0.8172967433929443,
-0.08791987597942352,
0.14959920942783356,
0.21580229699611664,
-0.07243090867996216,
-0.35385823249816895,
-0.23040664196014404,
-0.058890268206596375,
-0.0016805082559585571,
-0.13662229478359222,
0.073381707072258,
0.11674781143665314,
-0.09811711311340332,
0.4266805350780487,
-0.2746606171131134,
-0.09361619502305984,
-0.3008497655391693,
0.17035099864006042,
-0.2721075713634491,
0.11902306973934174,
0.0776902511715889,
-0.07735609263181686,
0.16957919299602509,
0.30667269229888916,
-0.11200080066919327,
0.035305220633745193,
-0.11300472170114517,
0.2940725088119507,
0.024112636223435402,
0.08629538118839264,
0.2330431342124939,
0.5923460721969604,
0.2832707464694977,
-0.2518499493598938,
-0.1671643704175949,
-0.06797610223293304,
-0.028747830539941788,
-0.11654309928417206,
-0.3874436616897583,
0.1593838632106781,
-0.12222152948379517,
0.26245617866516113,
0.0052637867629528046,
0.15579569339752197,
0.09711399674415588,
0.21299055218696594,
-0.3599936068058014,
-0.14670045673847198,
-0.13459855318069458,
0.01052416767925024,
0.11095257103443146,
0.12756802141666412,
-0.39237526059150696,
0.12871216237545013,
0.32772403955459595,
-0.2879902422428131,
-0.03304046392440796,
0.29284346103668213,
-0.15448015928268433,
-0.04820419102907181,
0.13387496769428253,
-0.06405594944953918,
0.06020824611186981,
0.1388859897851944,
0.1469937264919281,
0.06495507061481476,
0.07564819604158401,
-0.015007649548351765,
0.30741432309150696,
0.2768844962120056,
0.043557059019804,
-0.19646430015563965,
0.07011822611093521,
0.14509357511997223,
-0.11551687121391296,
0.11229133605957031,
-0.44133687019348145,
-0.018681449815630913,
-0.47592848539352417,
-0.058844149112701416,
-0.22692014276981354,
-0.6047128438949585,
-0.5701553821563721,
-0.19456493854522705,
-0.5735825300216675,
-0.34402045607566833,
-0.22285600006580353,
-0.02338216081261635,
0.005729161202907562,
0.19265176355838776,
-0.06455984711647034,
0.3942987322807312,
-0.1728663444519043,
0.4341842830181122,
-0.12107156962156296,
-0.04671557992696762,
-0.23269253969192505,
-0.022870367392897606,
0.43007034063339233,
-0.2796955108642578,
0.5186959505081177,
-0.4622795283794403,
0.043200571089982986,
-0.4858540892601013,
-0.6320135593414307,
0.2687475383281708,
-0.08808007836341858,
0.15808996558189392,
0.5150084495544434,
0.26590538024902344,
-0.05224305018782616,
-0.04729344695806503,
0.2211696356534958,
-0.07064753025770187,
-0.001923317089676857,
-0.15747322142124176,
-0.017987828701734543,
0.0097305066883564,
-0.13773725926876068,
-0.2578336000442505,
0.3135533928871155,
-0.17401306331157684,
0.19367088377475739,
-0.25092941522598267,
0.09868957102298737,
0.3845704197883606,
-0.18366321921348572,
0.13284584879875183,
-0.4118351638317108,
0.35858669877052307,
-0.2295183390378952,
-0.530004620552063,
0.17150269448757172,
-0.0363851934671402,
-0.255245566368103,
-0.10329791158437729,
0.2143140733242035,
0.1100454181432724,
-0.20204757153987885,
-0.2508542537689209,
0.08563714474439621,
-0.15334175527095795,
0.08725252747535706,
0.0017174109816551208,
0.26106998324394226,
-0.07805545628070831,
0.30590370297431946,
-0.03730415925383568,
-0.12091610580682755,
-0.16871829330921173,
-0.300324946641922,
-0.15768909454345703,
0.21103641390800476,
0.10677000880241394,
-0.2961186468601227,
0.03205038234591484,
0.2110261768102646,
0.33543965220451355,
-0.14320220053195953,
-0.19344258308410645,
-0.04258411377668381,
0.3890150189399719,
-0.051250018179416656,
-0.28596028685569763,
0.15036346018314362,
-0.013978391885757446,
0.22006359696388245,
0.2979438006877899,
0.4059011936187744,
0.1290142983198166,
0.02394503355026245,
0.15387247502803802,
-0.31816715002059937,
-0.33102959394454956,
0.14123423397541046,
-0.15424267947673798,
0.1590544879436493,
-0.0410444438457489,
0.017341062426567078,
0.16264376044273376,
-0.07646200805902481,
0.1253727674484253,
0.33854424953460693,
0.12142828106880188,
0.19833539426326752,
-0.35559678077697754,
0.02880849875509739,
-0.1631019115447998,
0.2932046949863434,
0.16752411425113678,
-0.0989050343632698,
-0.01632852852344513,
-0.021657971665263176,
0.02892644703388214,
0.31830093264579773,
0.25458842515945435,
-0.14868439733982086,
-0.2098834365606308,
0.04104682803153992,
-0.08374497294425964,
-0.14259491860866547,
0.11698839068412781,
-0.01599494367837906,
0.3339344561100006,
0.27551355957984924,
0.31784719228744507,
-0.3308567702770233,
-0.40245965123176575,
0.14245937764644623,
-0.03015572391450405,
-0.07657710462808609,
0.023624684661626816,
0.027352187782526016,
-0.20837220549583435,
0.09462738782167435,
-0.08259177953004837,
0.15855251252651215,
0.011629350483417511,
0.014173892326653004,
-0.2053409367799759,
0.08134031295776367,
0.3175896108150482,
0.14367590844631195,
0.021316833794116974,
0.31796008348464966,
-0.010722280479967594,
-0.09306696057319641,
0.4207530617713928,
0.3790270984172821,
0.4334465563297272,
0.16797327995300293,
-0.16500507295131683,
-0.24295449256896973,
-0.21611559391021729,
-0.22901085019111633,
0.49918508529663086,
0.23117603361606598,
0.1306656301021576,
-0.04434055835008621,
0.15188837051391602,
0.14136773347854614,
-0.5967819690704346,
0.13748914003372192,
0.38189491629600525,
0.2983001470565796,
-0.36157524585723877,
-0.5841736793518066,
0.4164484143257141,
0.13640153408050537,
-0.05778903514146805,
0.457796573638916,
0.7964027523994446,
-0.37347903847694397,
-0.11747866123914719,
0.38351860642433167,
1.1543411016464233,
0.14333370327949524,
0.13131359219551086,
0.054850924760103226,
-0.5881417393684387,
0.6496520638465881,
0.03011782467365265,
-0.06549164652824402,
-0.45111948251724243,
0.17079153656959534,
-0.17191888391971588,
-0.09334525465965271,
0.07804323732852936,
-0.15174800157546997,
-0.2365463525056839,
0.1747228354215622,
-0.1792079508304596,
0.5248614549636841,
0.08768583834171295,
0.2734294831752777,
0.004016467370092869,
-0.10535451769828796,
-0.2245814949274063,
0.02851223573088646,
-0.32594454288482666,
0.04100257158279419,
-0.09475211799144745,
-0.11937268078327179,
0.03101840242743492,
-0.14792832732200623,
-0.5956879258155823,
-0.23470398783683777,
0.037649042904376984,
0.07722210139036179,
0.301052451133728,
-0.13142424821853638,
0.1730443686246872,
0.5007588863372803,
0.42844098806381226,
0.104705810546875,
-0.48383456468582153,
0.12689603865146637,
0.04852370172739029,
0.24494776129722595,
0.12589557468891144,
-0.042494237422943115,
0.15422675013542175,
0.07237818092107773,
-0.03318198025226593,
-0.14726495742797852,
0.09666898846626282,
0.23552776873111725,
-0.3748055100440979,
-0.3269469738006592,
-0.24888239800930023,
-0.5939745903015137,
0.15972240269184113,
-0.08228583633899689,
0.19774380326271057,
-0.06338179856538773,
0.07728405296802521,
0.16769084334373474,
-0.022463833913207054,
0.20781007409095764,
0.45431241393089294,
-0.055952154099941254,
-0.09369634091854095,
0.003324463963508606,
0.05308689922094345,
0.02989434450864792,
0.06378389149904251,
0.3190517723560333,
-0.3121722340583801,
-0.15948373079299927,
0.3029438257217407,
0.12162011861801147,
-0.2654147446155548,
0.20993606746196747,
-0.015858037397265434,
0.06596224009990692,
-0.3556467294692993,
0.3615148961544037,
-0.037354037165641785,
0.012670118361711502,
-0.012169290333986282,
-0.1339879184961319,
-0.25025448203086853,
0.3024507761001587,
-0.2315339893102646,
0.20555026829242706,
0.018064413219690323,
-0.09116478264331818,
0.07534238696098328,
-0.015196176245808601,
-0.2975567579269409,
-0.03857797384262085,
-0.05617925897240639,
-0.027421612292528152,
0.12499956786632538,
0.2551926374435425,
0.22036026418209076,
-0.41143447160720825,
0.0005366727709770203,
-0.17635349929332733,
0.04557516425848007,
-0.1044752448797226,
-0.1802719086408615,
0.1590072065591812,
-0.00317414291203022,
-0.06274197995662689,
0.20681984722614288,
0.23197554051876068,
0.0969257652759552,
-0.2575376331806183,
0.11167141795158386,
0.2117571234703064,
0.13313570618629456,
0.4208777844905853,
-0.2947462797164917,
0.06538433581590652,
0.09987352788448334,
0.2120022475719452,
0.10987064242362976,
0.30118122696876526,
0.15026068687438965,
0.0830841064453125,
-0.22588475048542023,
-0.1981867551803589,
0.5306830406188965,
0.4418753385543823,
-0.051661401987075806,
-0.03373812139034271,
0.27691909670829773,
-0.06404190510511398,
-0.044824324548244476,
0.27302610874176025,
0.3266880214214325,
0.2972862124443054,
-0.2628682851791382,
-0.006346837617456913,
-0.019654367119073868,
0.0898045003414154,
-0.04160311073064804,
-0.1454438418149948,
0.010595519095659256,
-0.028127700090408325,
-0.22515875101089478,
0.13548113405704498,
0.10607492923736572,
0.10573677718639374,
-0.12749826908111572,
-0.02683497592806816,
0.21257621049880981,
-0.013463158160448074,
0.2736249268054962,
0.1367589384317398,
-0.0620964877307415,
-0.1112244576215744,
0.236411452293396,
0.08613874018192291,
0.012320443987846375,
-0.29091256856918335,
0.16314177215099335,
0.05150771513581276,
-0.19083619117736816,
0.09684670716524124,
0.43924129009246826,
-0.02575889229774475,
0.09234054386615753,
0.09677782654762268,
0.216028094291687,
0.028878241777420044,
0.15607622265815735,
0.4105790853500366,
0.16202084720134735,
-0.4934779405593872,
0.10062757879495621,
-0.14673012495040894,
-0.13706105947494507,
-0.0528285913169384,
-0.1292998194694519,
-0.1504460573196411,
0.13331526517868042,
-0.1440909057855606,
-0.17652186751365662,
-0.2724332809448242,
0.33440765738487244,
-0.11024786531925201,
-0.05683359503746033,
-0.5551961064338684,
0.2026546597480774,
0.149111807346344,
0.24100708961486816,
-0.060847438871860504,
0.07131578773260117,
0.050623781979084015,
0.09330397844314575,
0.09096254408359528,
0.6560937166213989,
0.5802741646766663,
0.19863548874855042,
0.018767712637782097,
-0.1283254474401474,
-0.11256815493106842,
-0.030093573033809662,
0.2656179964542389,
0.1297515630722046,
-0.17856046557426453,
-0.28548067808151245,
0.39278772473335266,
0.12423206865787506,
0.04623022675514221,
0.03202139213681221,
-0.3499200940132141,
0.15291252732276917,
0.01378689892590046,
-0.0794399157166481,
-0.16994218528270721,
-0.19504526257514954,
-0.15436498820781708,
-0.0026905909180641174,
-0.010894589126110077,
-0.03141379356384277,
0.5441221594810486,
0.07046422362327576,
0.0020542871206998825,
-0.1443532258272171,
0.061430543661117554,
0.5248050093650818,
0.583666205406189,
0.48634499311447144,
0.10977952927350998,
0.074721559882164,
-0.3186308741569519,
-0.33982306718826294,
-0.17874720692634583,
0.27844205498695374,
-0.03995105251669884,
0.23368676006793976,
-0.017036953940987587,
0.08675447851419449,
-0.08534789830446243,
0.39515888690948486,
-0.1847449243068695,
0.014452486298978329,
-0.15561392903327942,
-0.29672831296920776,
-0.1691693663597107,
-0.2560758590698242,
-0.11132165789604187,
-0.10455116629600525,
0.08552270382642746,
0.3797178566455841,
0.0827174186706543,
-0.0753985196352005,
-0.20473329722881317,
0.5145540237426758,
-0.09011299908161163,
-0.13812583684921265,
0.13990077376365662,
0.3457811772823334,
0.08249032497406006,
-0.11730414628982544,
-0.3719363808631897,
-0.007152009755373001,
-0.13564321398735046,
-0.1186266839504242,
0.7305886745452881,
-0.367655485868454,
0.09185027331113815,
-0.3395581543445587,
-0.1974172443151474,
-0.4143027067184448,
0.17551679909229279,
0.1368332803249359,
-0.03228425979614258,
-0.3950639069080353,
-0.12067219614982605,
-0.08439940214157104,
-0.19825392961502075,
0.19328901171684265,
0.2507025897502899,
-0.26864075660705566,
0.22366437315940857,
-0.11813794076442719,
-0.3836211562156677,
0.6183125972747803,
0.027281928807497025,
-0.16674679517745972,
0.17507362365722656,
0.14249590039253235,
0.5102468729019165,
-0.10145485401153564,
-1.109454870223999,
-0.19721238315105438,
0.33010295033454895,
0.0351882129907608,
-0.5222486853599548,
0.10358265042304993,
-0.05647196248173714,
0.04712539538741112,
-0.12814506888389587,
0.5989558696746826,
0.06792138516902924,
-0.04170269891619682,
0.0613180510699749,
-0.20018333196640015
] |
https://github.com/huggingface/datasets/issues/5317 | `ImageFolder` performs poorly with large datasets | Hi ! ImageFolder is made for small scale datasets indeed. For large scale image datasets you better group your images in TAR archives or Arrow/Parquet files. This is true not just for ImageFolder loading performance, but also because having millions of files is not ideal for your filesystem or when moving the data around.
Option 1. use TAR archives
I'd suggest you to take a look at how we load [Imagenet](https://huggingface.co/datasets/imagenet-1k/tree/main) for example. The dataset is sharded in multiple TAR archives and there is a [script](https://huggingface.co/datasets/imagenet-1k/blob/main/imagenet-1k.py) that iterates over the archives to load the images.
Option 2. use Arrow/Parquet
You can load your images as an Arrow Dataset with
```python
from datasets import Dataset, Image, load_from_disk, load_dataset
ds = Dataset.from_dict({"image": list(glob.glob("path/to/dir/**/*.jpg"))})
def add_metadata(example):
...
ds = ds.map(add_metadata, num_proc=16) # num_proc for multiprocessing
ds = ds.cast_column("image", Image())
# save as Arrow locally
ds.save_to_disk("output_dir")
reloaded = load_from_disk("output_dir")
# OR save as Parquet on the HF Hub
ds.push_to_hub("username/dataset_name")
reloaded = load_dataset("username/dataset_name")
# reloaded = load_dataset("username/dataset_name", num_proc=16) # to use multiprocessing
```
PS: maybe we can actually have something similar to ImageFolder but for image archives at one point ? | ### Describe the bug
While testing image dataset creation, I'm seeing significant performance bottlenecks with imagefolders when scanning a directory structure with large number of images.
## Setup
* Nested directories (5 levels deep)
* 3M+ images
* 1 `metadata.jsonl` file
## Performance Degradation Point 1
Degradation occurs because [`get_data_files_patterns`](https://github.com/huggingface/datasets/blob/main/src/datasets/data_files.py#L231-L243) runs the exact same scan for many different types of patterns, and there doesn't seem to be a way to easily limit this. It's controlled by the definition of [`ALL_DEFAULT_PATTERNS`](https://github.com/huggingface/datasets/blob/main/src/datasets/data_files.py#L82-L85).
One scan with 3M+ files takes about 10-15 minutes to complete on my setup, so having those extra scans really slows things down – from 10 minutes to 60+. Most of the scans return no matches, but they still take a significant amount of time to complete – hence the poor performance.
As a side effect, when this scan is run on 3M+ image files, Python also consumes up to 12 GB of RAM, which is not ideal.
## Performance Degradation Point 2
The second performance bottleneck is in [`PackagedDatasetModuleFactory.get_module`](https://github.com/huggingface/datasets/blob/d7dfbc83d68e87ba002c5eb2555f7a932e59038a/src/datasets/load.py#L707-L711), which calls `DataFilesDict.from_local_or_remote`.
It runs for a long time (60min+), consuming significant amounts of RAM – even more than the point 1 above. Based on `iostat -d 2`, it performs **zero** disk operations, which to me suggests that there is a code based bottleneck there that could be sorted out.
### Steps to reproduce the bug
```python
from datasets import load_dataset
import os
import huggingface_hub
dataset = load_dataset(
'imagefolder',
data_dir='/some/path',
# just to spell it out:
split=None,
drop_labels=True,
keep_in_memory=False
)
dataset.push_to_hub('account/dataset', private=True)
```
### Expected behavior
While it's certainly possible to write a custom loader to replace `ImageFolder` with, it'd be great if the off-the-shelf `ImageFolder` would by default have a setup that can scale to large datasets.
Or perhaps there could be a dedicated loader just for large datasets that trades off flexibility for performance? As in, maybe you have to define explicitly how you want it to work rather than it trying to guess your data structure like `_get_data_files_patterns()` does?
### Environment info
- `datasets` version: 2.7.1
- Platform: Linux-4.14.296-222.539.amzn2.x86_64-x86_64-with-glibc2.2.5
- Python version: 3.7.10
- PyArrow version: 10.0.1
- Pandas version: 1.3.5
| 186 | `ImageFolder` performs poorly with large datasets
### Describe the bug
While testing image dataset creation, I'm seeing significant performance bottlenecks with imagefolders when scanning a directory structure with large number of images.
## Setup
* Nested directories (5 levels deep)
* 3M+ images
* 1 `metadata.jsonl` file
## Performance Degradation Point 1
Degradation occurs because [`get_data_files_patterns`](https://github.com/huggingface/datasets/blob/main/src/datasets/data_files.py#L231-L243) runs the exact same scan for many different types of patterns, and there doesn't seem to be a way to easily limit this. It's controlled by the definition of [`ALL_DEFAULT_PATTERNS`](https://github.com/huggingface/datasets/blob/main/src/datasets/data_files.py#L82-L85).
One scan with 3M+ files takes about 10-15 minutes to complete on my setup, so having those extra scans really slows things down – from 10 minutes to 60+. Most of the scans return no matches, but they still take a significant amount of time to complete – hence the poor performance.
As a side effect, when this scan is run on 3M+ image files, Python also consumes up to 12 GB of RAM, which is not ideal.
## Performance Degradation Point 2
The second performance bottleneck is in [`PackagedDatasetModuleFactory.get_module`](https://github.com/huggingface/datasets/blob/d7dfbc83d68e87ba002c5eb2555f7a932e59038a/src/datasets/load.py#L707-L711), which calls `DataFilesDict.from_local_or_remote`.
It runs for a long time (60min+), consuming significant amounts of RAM – even more than the point 1 above. Based on `iostat -d 2`, it performs **zero** disk operations, which to me suggests that there is a code based bottleneck there that could be sorted out.
### Steps to reproduce the bug
```python
from datasets import load_dataset
import os
import huggingface_hub
dataset = load_dataset(
'imagefolder',
data_dir='/some/path',
# just to spell it out:
split=None,
drop_labels=True,
keep_in_memory=False
)
dataset.push_to_hub('account/dataset', private=True)
```
### Expected behavior
While it's certainly possible to write a custom loader to replace `ImageFolder` with, it'd be great if the off-the-shelf `ImageFolder` would by default have a setup that can scale to large datasets.
Or perhaps there could be a dedicated loader just for large datasets that trades off flexibility for performance? As in, maybe you have to define explicitly how you want it to work rather than it trying to guess your data structure like `_get_data_files_patterns()` does?
### Environment info
- `datasets` version: 2.7.1
- Platform: Linux-4.14.296-222.539.amzn2.x86_64-x86_64-with-glibc2.2.5
- Python version: 3.7.10
- PyArrow version: 10.0.1
- Pandas version: 1.3.5
Hi ! ImageFolder is made for small scale datasets indeed. For large scale image datasets you better group your images in TAR archives or Arrow/Parquet files. This is true not just for ImageFolder loading performance, but also because having millions of files is not ideal for your filesystem or when moving the data around.
Option 1. use TAR archives
I'd suggest you to take a look at how we load [Imagenet](https://huggingface.co/datasets/imagenet-1k/tree/main) for example. The dataset is sharded in multiple TAR archives and there is a [script](https://huggingface.co/datasets/imagenet-1k/blob/main/imagenet-1k.py) that iterates over the archives to load the images.
Option 2. use Arrow/Parquet
You can load your images as an Arrow Dataset with
```python
from datasets import Dataset, Image, load_from_disk, load_dataset
ds = Dataset.from_dict({"image": list(glob.glob("path/to/dir/**/*.jpg"))})
def add_metadata(example):
...
ds = ds.map(add_metadata, num_proc=16) # num_proc for multiprocessing
ds = ds.cast_column("image", Image())
# save as Arrow locally
ds.save_to_disk("output_dir")
reloaded = load_from_disk("output_dir")
# OR save as Parquet on the HF Hub
ds.push_to_hub("username/dataset_name")
reloaded = load_dataset("username/dataset_name")
# reloaded = load_dataset("username/dataset_name", num_proc=16) # to use multiprocessing
```
PS: maybe we can actually have something similar to ImageFolder but for image archives at one point ? | [
-0.3610551953315735,
0.17454558610916138,
-0.12663346529006958,
0.4763832092285156,
-0.022155042737722397,
-0.15415185689926147,
0.0810229554772377,
0.21064667403697968,
0.18640069663524628,
0.016278676688671112,
0.13247263431549072,
0.15416306257247925,
-0.42717069387435913,
0.13595110177993774,
-0.22211258113384247,
0.050966598093509674,
0.1132178008556366,
-0.10370273888111115,
-0.10294279456138611,
0.12226603925228119,
-0.29313865303993225,
-0.03702309727668762,
-0.0627339631319046,
-0.34803664684295654,
-0.23299935460090637,
-0.17814674973487854,
0.02462015487253666,
0.26217567920684814,
-0.36499813199043274,
-0.2652253806591034,
0.1708434671163559,
0.13802774250507355,
-0.17280690371990204,
0.5317124128341675,
-0.00011463321425253525,
0.04317576438188553,
0.3252565264701843,
0.03196299821138382,
-0.21648192405700684,
0.3908246159553528,
0.09252087026834488,
-0.18108858168125153,
-0.141407310962677,
-0.26260891556739807,
0.30795642733573914,
-0.2243134081363678,
-0.042019955813884735,
-0.22546759247779846,
-0.017498373985290527,
0.11343646794557571,
0.1539023220539093,
0.2957504987716675,
-0.24053147435188293,
0.2782030403614044,
0.08353174477815628,
0.5496301651000977,
-0.2089797556400299,
0.17559143900871277,
0.332073837518692,
-0.12807489931583405,
-0.32433515787124634,
0.2555724084377289,
0.031926900148391724,
-0.03932206705212593,
0.311831533908844,
0.17373856902122498,
-0.17768165469169617,
-0.2146541178226471,
0.046504829078912735,
0.05981075391173363,
0.004963472485542297,
-0.172908216714859,
-0.3154262602329254,
-0.6231838464736938,
-0.2771455943584442,
-0.22867809236049652,
0.3125918209552765,
-0.08975871652364731,
-0.14380717277526855,
-0.24236717820167542,
-0.25200051069259644,
-0.05821019783616066,
-0.1613134741783142,
0.03070272132754326,
-0.10468204319477081,
-0.08903637528419495,
0.06282468140125275,
-0.08932819217443466,
0.5667737722396851,
-0.1233135312795639,
0.20557723939418793,
-0.27549129724502563,
-0.043313052505254745,
0.10957439988851547,
-0.1835399717092514,
-0.06077536195516586,
0.2947797477245331,
0.17265969514846802,
0.11780012398958206,
0.11130254715681076,
-0.07550355046987534,
0.022641707211732864,
-0.3202286660671234,
0.04940531402826309,
0.13358712196350098,
0.29942622780799866,
-0.39113566279411316,
0.13605967164039612,
0.4842762351036072,
0.27651968598365784,
0.09578810632228851,
0.2532080411911011,
0.07131144404411316,
-0.22805775701999664,
-0.03509017452597618,
-0.2637510299682617,
-0.10529400408267975,
0.06851665675640106,
-0.1673097312450409,
0.08287597447633743,
-0.007683455944061279,
-0.14252595603466034,
0.3507860004901886,
0.09470894187688828,
0.08006367087364197,
0.10544086992740631,
0.1343858242034912,
-0.16186220943927765,
-0.12227006256580353,
0.24358361959457397,
-0.15421152114868164,
0.13529831171035767,
-0.17777761816978455,
0.14005273580551147,
0.09998530149459839,
-0.016660481691360474,
-0.03347881883382797,
-0.11779670417308807,
0.12456893920898438,
0.10408106446266174,
-0.10575536638498306,
-0.5699275135993958,
0.03210948780179024,
0.21227353811264038,
-0.25654396414756775,
-0.11118467152118683,
0.07377439737319946,
0.16958662867546082,
-0.1985769271850586,
-0.09596479684114456,
-0.2390744984149933,
-0.2119361013174057,
0.2932993471622467,
0.09380637109279633,
-0.3725852370262146,
0.20372933149337769,
-0.5306931138038635,
0.1413927674293518,
-0.16278138756752014,
0.13449180126190186,
0.0074038878083229065,
-0.29882705211639404,
-0.3269536793231964,
-0.11497855931520462,
-0.008284793235361576,
0.6092852354049683,
-0.1776895374059677,
0.11485610902309418,
-0.09567953646183014,
-0.0433671660721302,
0.1451561599969864,
0.5466712117195129,
-0.2068171352148056,
0.4385432004928589,
-0.4543294310569763,
-0.0814819410443306,
0.034521594643592834,
-0.41497328877449036,
-0.277499794960022,
0.27858489751815796,
-0.06893441081047058,
0.3087518513202667,
0.354726105928421,
0.1429711878299713,
0.23366910219192505,
-0.32786503434181213,
-0.0973074734210968,
0.36131972074508667,
0.14181827008724213,
0.220977783203125,
-0.1531735509634018,
-0.3704668879508972,
-0.21273387968540192,
0.42183077335357666,
0.12637965381145477,
-0.20386895537376404,
0.014942295849323273,
-0.19662243127822876,
0.10184334218502045,
-0.2258678674697876,
0.018165532499551773,
0.15929873287677765,
0.27319592237472534,
0.04287832975387573,
0.061436012387275696,
0.08453883975744247,
-0.29482120275497437,
0.4832926094532013,
0.02819022163748741,
-0.12011612951755524,
-0.4357297420501709,
0.1316850185394287,
0.22195777297019958,
-0.015785086899995804,
-0.14988982677459717,
-0.06913645565509796,
0.035215139389038086,
-0.03728128969669342,
0.39971062541007996,
0.019137106835842133,
-0.019425146281719208,
0.48486095666885376,
-0.3640592396259308,
0.05917214974761009,
-0.16662311553955078,
0.32319191098213196,
0.2887421250343323,
-0.16215002536773682,
0.037161774933338165,
0.058505941182374954,
-0.26379674673080444,
-0.2342880368232727,
0.0571194551885128,
0.18714651465415955,
0.3315941095352173,
0.02757423371076584,
0.28663915395736694,
0.5087672472000122,
0.14176933467388153,
0.01558021828532219,
0.17481368780136108,
0.0399882011115551,
0.22224532067775726,
0.007790647447109222,
-0.37875351309776306,
0.27614662051200867,
-0.16124771535396576,
0.5251157283782959,
0.27025020122528076,
-0.26461076736450195,
0.06818490475416183,
0.14364656805992126,
0.19114704430103302,
-0.010997217148542404,
0.3681231737136841,
0.34341132640838623,
0.4009006917476654,
0.24586960673332214,
0.0037463009357452393,
-0.013252533972263336,
0.11792823672294617,
-0.0679142028093338,
0.013728782534599304,
0.4955810308456421,
0.16065528988838196,
-0.06433995068073273,
-0.30962154269218445,
0.5378504991531372,
0.7514762878417969,
0.18159323930740356,
-0.20726510882377625,
-0.019683340564370155,
0.12148746103048325,
-0.13489526510238647,
0.19540491700172424,
0.18585997819900513,
0.2813345491886139,
0.18896207213401794,
0.20228759944438934,
-0.07625704258680344,
-0.4362851083278656,
-0.7620095610618591,
0.03879767656326294,
0.32911261916160583,
-0.12306436896324158,
0.22956974804401398,
-0.06591597944498062,
-0.24362385272979736,
-0.10159195959568024,
0.44888463616371155,
-0.20640020072460175,
-0.24002330005168915,
-0.19353020191192627,
0.22882597148418427,
-0.060685984790325165,
-0.16754893958568573,
-0.18102049827575684,
0.42132794857025146,
0.039074115455150604,
-0.40356606245040894,
-0.3223201632499695,
-0.02373199164867401,
-0.07735554873943329,
-0.030365733429789543,
0.4089902341365814,
-0.1332239806652069,
0.2884500026702881,
0.017999975010752678,
0.06913486123085022,
-0.32020682096481323,
-0.3651706576347351,
0.14750279486179352,
-0.015623435378074646,
0.20030824840068817,
0.17486242949962616,
0.05468582734465599,
0.04569106549024582,
-0.11822465062141418,
0.1688327193260193,
0.08317577093839645,
-0.21861499547958374,
-0.10307809710502625,
-0.13715112209320068,
0.06172359362244606,
-0.04988113045692444,
0.13220857083797455,
-0.18720456957817078,
-0.3457786738872528,
0.3311718702316284,
0.03984159603714943,
0.302096426486969,
0.35305461287498474,
0.04328036680817604,
0.021116018295288086,
-0.1658288836479187,
-0.06269430369138718,
0.020543791353702545,
-0.36075666546821594,
0.19402116537094116,
0.16411663591861725,
-0.048540692776441574,
-0.5014428496360779,
0.0018462035804986954,
-0.007488355040550232,
0.502428412437439,
-0.532727837562561,
-0.372624933719635,
-0.47558677196502686,
0.043709348887205124,
-0.06392315775156021,
0.11183249205350876,
0.1947283297777176,
0.09401018172502518,
-0.07438113540410995,
-0.11934996396303177,
0.012620992958545685,
0.12529748678207397,
-0.029973924160003662,
0.05117511749267578,
0.08826398104429245,
0.28371456265449524,
0.19467420876026154,
0.4225512742996216,
0.16840337216854095,
-0.08352647721767426,
0.3604559600353241,
0.13305355608463287,
0.568626880645752,
-0.09903822094202042,
-0.07373102754354477,
0.033410560339689255,
0.03179711848497391,
-0.18705415725708008,
0.10229002684354782,
0.1629735827445984,
-0.17004388570785522,
0.07694423198699951,
-0.23271630704402924,
-0.01643417589366436,
-0.10461007058620453,
0.34832146763801575,
0.22587358951568604,
0.41511714458465576,
-0.450931578874588,
-0.039947837591171265,
-0.13386273384094238,
-0.015875132754445076,
0.07227043807506561,
0.1440340131521225,
0.23493540287017822,
-0.23002372682094574,
-0.17325441539287567,
0.04814447462558746,
-0.2727280855178833,
-0.14206092059612274,
0.010240082629024982,
0.26807963848114014,
-0.04134264960885048,
0.03351244330406189,
0.06916550546884537,
-0.28737857937812805,
0.5866175889968872,
0.15778203308582306,
0.22351284325122833,
0.027974620461463928,
-0.33393657207489014,
-0.4395657777786255,
0.008470609784126282,
-0.21130722761154175,
0.12188365310430527,
-0.009357057511806488,
0.6246386170387268,
-0.296474426984787,
-0.19280245900154114,
-0.07164261490106583,
0.19633004069328308,
-0.1303924024105072,
-0.13038654625415802,
-0.200755774974823,
-0.40474891662597656,
-0.014679781161248684,
0.20182585716247559,
-0.10608801245689392,
-0.07103046029806137,
0.35883650183677673,
0.17527613043785095,
-0.06149699538946152,
-0.5112167000770569,
0.07868634909391403,
0.156462162733078,
0.24429011344909668,
-0.22434820234775543,
0.37813395261764526,
0.25570815801620483,
-0.1375274807214737,
0.3002333641052246,
0.5531432628631592,
-0.1285603642463684,
-0.07472042739391327,
0.11733831465244293,
0.10496505349874496,
0.15397000312805176,
0.5683884024620056,
-0.14267078042030334,
-0.018815666437149048,
-0.42190369963645935,
0.16685938835144043,
-0.5190550684928894,
-0.094427190721035,
0.4007773697376251,
-0.07801274955272675,
-0.056140270084142685,
-0.24752070009708405,
0.6009966135025024,
0.44734176993370056,
-0.15334546566009521,
0.16636362671852112,
0.21367387473583221,
-0.2820839583873749,
0.32938945293426514,
0.2078239917755127,
0.6444115042686462,
-0.045438945293426514,
0.23345588147640228,
0.011479299515485764,
-0.2198537290096283,
0.02827632613480091,
-0.06249813362956047,
0.04611914977431297,
-0.1060243546962738,
-0.12927255034446716,
0.18497754633426666,
-0.26124653220176697,
0.296098530292511,
-0.25058525800704956,
0.11305077373981476,
0.10641368478536606,
-0.16959714889526367,
-0.2795103192329407,
-0.19312895834445953,
0.31676802039146423,
-0.21529042720794678,
-0.44342365860939026,
-0.4227999448776245,
0.1500484049320221,
0.13710859417915344,
-0.041427578777074814,
0.08052288740873337,
0.08773790299892426,
-0.2844468355178833,
-0.010512599721550941,
-0.25880563259124756,
-0.1682649552822113,
-0.00705102551728487,
0.28659600019454956,
0.13414351642131805,
-0.015169143676757812,
0.05690502002835274,
0.032485734671354294,
-0.23866547644138336,
-0.030685771256685257,
-0.08117978274822235,
0.3763634264469147,
-0.185930997133255,
0.40607115626335144,
0.5998782515525818,
-0.3283231258392334,
0.12450162321329117,
0.013454269617795944,
0.336170494556427,
-0.2990672290325165,
-0.02142251655459404,
-0.2735491394996643,
-0.3226780593395233,
0.14162175357341766,
-0.24578891694545746,
0.0554310567677021,
-0.12307226657867432,
-0.12464872002601624,
-0.15804645419120789,
-0.010214883834123611,
0.0911986380815506,
0.4026346206665039,
0.05801703408360481,
0.659797728061676,
-0.24185366928577423,
-0.28911393880844116,
-0.03998100385069847,
0.2682945728302002,
0.24326318502426147,
0.15752816200256348,
0.20726583898067474,
0.11907339096069336,
-0.1526288539171219,
-0.17062512040138245,
0.35395076870918274,
0.3262801468372345,
-0.21001571416854858,
0.3783091604709625,
-0.09552572667598724,
-0.11160147935152054,
0.10125848650932312,
-0.11640879511833191,
0.0907464325428009,
-0.278257817029953,
-0.4517197608947754,
-0.32552915811538696,
-0.06907006353139877,
0.24574562907218933,
-0.08032268285751343,
0.14071284234523773,
-0.47936174273490906,
-0.2412620633840561,
-0.2540217936038971,
0.11892785876989365,
-0.26849400997161865,
0.09913989156484604,
-0.21460774540901184,
0.04653878137469292,
0.13550886511802673,
-0.04121001064777374,
0.5350870490074158,
-0.028600523248314857,
0.048573754727840424,
0.007380357012152672,
-0.29161766171455383,
-0.10789718478918076,
-0.13270296156406403,
0.13037919998168945,
-0.026577457785606384,
-0.13534942269325256,
0.21757909655570984,
-0.2151191532611847,
-0.0620976947247982,
-0.28529679775238037,
0.09206470847129822,
0.0028414465487003326,
-0.23921452462673187,
-0.45995399355888367,
0.08635889738798141,
-0.19489502906799316,
0.309390127658844,
0.2829773426055908,
-0.311522513628006,
0.39420199394226074,
0.2629581093788147,
0.15758132934570312,
-0.027782706543803215,
-0.20112380385398865,
0.1335933804512024,
0.24838301539421082,
0.05316517502069473,
0.07869058847427368,
0.35113847255706787,
-0.0071836113929748535,
0.13046778738498688,
0.19179667532444,
0.40551671385765076,
0.5635585188865662,
-0.06996974349021912,
-0.32356175780296326,
0.18948477506637573,
0.06701004505157471,
-0.01174149289727211,
-0.520316481590271,
-0.04067378491163254,
-0.1183164194226265,
0.09796366095542908,
0.3248797059059143,
0.17677420377731323,
0.14976799488067627,
-0.22185571491718292,
-0.05808152258396149,
0.6769469380378723,
-0.09307744354009628,
-0.026342906057834625,
0.18390406668186188,
0.036999043077230453,
-0.14206869900226593,
0.3588862121105194,
-0.10030435025691986,
0.3464186191558838,
0.7188258171081543,
-0.08883509784936905,
0.5872684121131897,
-0.12408312410116196,
0.1631038635969162,
0.07055119425058365,
-0.16803078353405,
-0.01852956786751747,
0.24548043310642242,
0.12094883620738983,
0.29438045620918274,
-0.22260957956314087,
0.1955440640449524,
-0.2086627334356308,
0.05459820479154587,
-0.25488799810409546,
0.16749393939971924,
-0.04303889721632004,
-0.10977627336978912,
0.0607127845287323,
-0.337320476770401,
-0.18751540780067444,
0.29051536321640015,
-0.16521289944648743,
-0.34792739152908325,
0.08436044305562973,
0.12840521335601807,
-0.12490183115005493,
-0.023143334314227104,
-0.28944259881973267,
-0.014199241995811462,
0.40572589635849,
-0.21773949265480042,
0.14967674016952515,
0.16291044652462006,
-0.0057838112115859985,
0.049637384712696075,
0.47286486625671387,
0.36344271898269653,
0.300076961517334,
0.09260517358779907,
-0.1328977346420288,
-0.44459426403045654,
0.10635071992874146,
-0.2107323706150055,
0.14136533439159393,
-0.3103649914264679,
0.03868125006556511,
0.17048753798007965,
0.058268263936042786,
-0.20304971933364868,
-0.3129974603652954,
-0.05067988857626915,
-0.04895749315619469,
-0.13242553174495697,
0.32556024193763733,
-0.008222002536058426,
0.1716424822807312,
-0.009378544986248016,
0.1135701835155487,
-0.41782382130622864,
-0.40344616770744324,
0.27506354451179504,
-0.14646881818771362,
0.07991699129343033,
0.2877393960952759,
0.06155560910701752,
-0.03565243259072304,
0.8351544141769409,
0.12252947688102722,
0.002161700278520584,
-0.12188880890607834,
-0.13840873539447784,
-0.43332213163375854,
-0.32545262575149536,
-0.5581987500190735,
-0.22611552476882935,
0.03249228000640869,
0.24205373227596283,
-0.10033740848302841,
0.10593068599700928,
0.2505764961242676,
0.2450750172138214,
0.1654585897922516,
-0.27955132722854614,
-0.5351390242576599,
0.036351777613162994,
0.07116372883319855,
-0.004320256412029266,
-0.27053549885749817,
-0.3998832106590271,
0.25720709562301636,
-0.19555486738681793,
0.09255092591047287,
0.05896606296300888,
0.01999010145664215,
-0.29873278737068176,
-0.01746445894241333,
0.5729794502258301,
0.21717897057533264,
0.03669816255569458,
0.058393694460392,
-0.3824293911457062,
-0.446552038192749,
-0.009092263877391815,
0.01832887902855873,
-0.028296060860157013,
0.19115325808525085,
0.3332109749317169,
-0.44613420963287354,
-0.33626624941825867,
-0.18101832270622253,
0.24722382426261902,
-0.12194135040044785,
-0.07786039263010025,
-0.1701280027627945,
0.14813341200351715,
0.01898586004972458,
0.22539786994457245,
-0.14671525359153748,
0.42470476031303406,
0.025827273726463318,
-0.110353484749794,
-0.44402915239334106,
-0.16293172538280487,
0.4409672021865845,
-0.4113432466983795,
-0.21387603878974915,
0.007518577389419079,
0.12155411392450333,
0.023568734526634216,
0.21598801016807556,
-0.01592026650905609,
0.04533930867910385,
0.08366558700799942,
0.21552816033363342,
-0.22695185244083405,
0.2587690055370331,
0.11907181143760681,
-0.13710129261016846,
0.03185431286692619,
-0.12616747617721558,
-0.14692416787147522,
-0.3657951056957245,
0.21549206972122192,
0.1847856044769287
] |
https://github.com/huggingface/datasets/issues/5317 | `ImageFolder` performs poorly with large datasets | @lhoestq Thanks!
Perhaps it'd be worth adding a note on the documentation that `ImageFolder` is not intended for large datasets? This limitation is not intuitively obvious to someone who has not used it before, I think. | ### Describe the bug
While testing image dataset creation, I'm seeing significant performance bottlenecks with imagefolders when scanning a directory structure with large number of images.
## Setup
* Nested directories (5 levels deep)
* 3M+ images
* 1 `metadata.jsonl` file
## Performance Degradation Point 1
Degradation occurs because [`get_data_files_patterns`](https://github.com/huggingface/datasets/blob/main/src/datasets/data_files.py#L231-L243) runs the exact same scan for many different types of patterns, and there doesn't seem to be a way to easily limit this. It's controlled by the definition of [`ALL_DEFAULT_PATTERNS`](https://github.com/huggingface/datasets/blob/main/src/datasets/data_files.py#L82-L85).
One scan with 3M+ files takes about 10-15 minutes to complete on my setup, so having those extra scans really slows things down – from 10 minutes to 60+. Most of the scans return no matches, but they still take a significant amount of time to complete – hence the poor performance.
As a side effect, when this scan is run on 3M+ image files, Python also consumes up to 12 GB of RAM, which is not ideal.
## Performance Degradation Point 2
The second performance bottleneck is in [`PackagedDatasetModuleFactory.get_module`](https://github.com/huggingface/datasets/blob/d7dfbc83d68e87ba002c5eb2555f7a932e59038a/src/datasets/load.py#L707-L711), which calls `DataFilesDict.from_local_or_remote`.
It runs for a long time (60min+), consuming significant amounts of RAM – even more than the point 1 above. Based on `iostat -d 2`, it performs **zero** disk operations, which to me suggests that there is a code based bottleneck there that could be sorted out.
### Steps to reproduce the bug
```python
from datasets import load_dataset
import os
import huggingface_hub
dataset = load_dataset(
'imagefolder',
data_dir='/some/path',
# just to spell it out:
split=None,
drop_labels=True,
keep_in_memory=False
)
dataset.push_to_hub('account/dataset', private=True)
```
### Expected behavior
While it's certainly possible to write a custom loader to replace `ImageFolder` with, it'd be great if the off-the-shelf `ImageFolder` would by default have a setup that can scale to large datasets.
Or perhaps there could be a dedicated loader just for large datasets that trades off flexibility for performance? As in, maybe you have to define explicitly how you want it to work rather than it trying to guess your data structure like `_get_data_files_patterns()` does?
### Environment info
- `datasets` version: 2.7.1
- Platform: Linux-4.14.296-222.539.amzn2.x86_64-x86_64-with-glibc2.2.5
- Python version: 3.7.10
- PyArrow version: 10.0.1
- Pandas version: 1.3.5
| 36 | `ImageFolder` performs poorly with large datasets
### Describe the bug
While testing image dataset creation, I'm seeing significant performance bottlenecks with imagefolders when scanning a directory structure with large number of images.
## Setup
* Nested directories (5 levels deep)
* 3M+ images
* 1 `metadata.jsonl` file
## Performance Degradation Point 1
Degradation occurs because [`get_data_files_patterns`](https://github.com/huggingface/datasets/blob/main/src/datasets/data_files.py#L231-L243) runs the exact same scan for many different types of patterns, and there doesn't seem to be a way to easily limit this. It's controlled by the definition of [`ALL_DEFAULT_PATTERNS`](https://github.com/huggingface/datasets/blob/main/src/datasets/data_files.py#L82-L85).
One scan with 3M+ files takes about 10-15 minutes to complete on my setup, so having those extra scans really slows things down – from 10 minutes to 60+. Most of the scans return no matches, but they still take a significant amount of time to complete – hence the poor performance.
As a side effect, when this scan is run on 3M+ image files, Python also consumes up to 12 GB of RAM, which is not ideal.
## Performance Degradation Point 2
The second performance bottleneck is in [`PackagedDatasetModuleFactory.get_module`](https://github.com/huggingface/datasets/blob/d7dfbc83d68e87ba002c5eb2555f7a932e59038a/src/datasets/load.py#L707-L711), which calls `DataFilesDict.from_local_or_remote`.
It runs for a long time (60min+), consuming significant amounts of RAM – even more than the point 1 above. Based on `iostat -d 2`, it performs **zero** disk operations, which to me suggests that there is a code based bottleneck there that could be sorted out.
### Steps to reproduce the bug
```python
from datasets import load_dataset
import os
import huggingface_hub
dataset = load_dataset(
'imagefolder',
data_dir='/some/path',
# just to spell it out:
split=None,
drop_labels=True,
keep_in_memory=False
)
dataset.push_to_hub('account/dataset', private=True)
```
### Expected behavior
While it's certainly possible to write a custom loader to replace `ImageFolder` with, it'd be great if the off-the-shelf `ImageFolder` would by default have a setup that can scale to large datasets.
Or perhaps there could be a dedicated loader just for large datasets that trades off flexibility for performance? As in, maybe you have to define explicitly how you want it to work rather than it trying to guess your data structure like `_get_data_files_patterns()` does?
### Environment info
- `datasets` version: 2.7.1
- Platform: Linux-4.14.296-222.539.amzn2.x86_64-x86_64-with-glibc2.2.5
- Python version: 3.7.10
- PyArrow version: 10.0.1
- Pandas version: 1.3.5
@lhoestq Thanks!
Perhaps it'd be worth adding a note on the documentation that `ImageFolder` is not intended for large datasets? This limitation is not intuitively obvious to someone who has not used it before, I think. | [
-0.3610551953315735,
0.17454558610916138,
-0.12663346529006958,
0.4763832092285156,
-0.022155042737722397,
-0.15415185689926147,
0.0810229554772377,
0.21064667403697968,
0.18640069663524628,
0.016278676688671112,
0.13247263431549072,
0.15416306257247925,
-0.42717069387435913,
0.13595110177993774,
-0.22211258113384247,
0.050966598093509674,
0.1132178008556366,
-0.10370273888111115,
-0.10294279456138611,
0.12226603925228119,
-0.29313865303993225,
-0.03702309727668762,
-0.0627339631319046,
-0.34803664684295654,
-0.23299935460090637,
-0.17814674973487854,
0.02462015487253666,
0.26217567920684814,
-0.36499813199043274,
-0.2652253806591034,
0.1708434671163559,
0.13802774250507355,
-0.17280690371990204,
0.5317124128341675,
-0.00011463321425253525,
0.04317576438188553,
0.3252565264701843,
0.03196299821138382,
-0.21648192405700684,
0.3908246159553528,
0.09252087026834488,
-0.18108858168125153,
-0.141407310962677,
-0.26260891556739807,
0.30795642733573914,
-0.2243134081363678,
-0.042019955813884735,
-0.22546759247779846,
-0.017498373985290527,
0.11343646794557571,
0.1539023220539093,
0.2957504987716675,
-0.24053147435188293,
0.2782030403614044,
0.08353174477815628,
0.5496301651000977,
-0.2089797556400299,
0.17559143900871277,
0.332073837518692,
-0.12807489931583405,
-0.32433515787124634,
0.2555724084377289,
0.031926900148391724,
-0.03932206705212593,
0.311831533908844,
0.17373856902122498,
-0.17768165469169617,
-0.2146541178226471,
0.046504829078912735,
0.05981075391173363,
0.004963472485542297,
-0.172908216714859,
-0.3154262602329254,
-0.6231838464736938,
-0.2771455943584442,
-0.22867809236049652,
0.3125918209552765,
-0.08975871652364731,
-0.14380717277526855,
-0.24236717820167542,
-0.25200051069259644,
-0.05821019783616066,
-0.1613134741783142,
0.03070272132754326,
-0.10468204319477081,
-0.08903637528419495,
0.06282468140125275,
-0.08932819217443466,
0.5667737722396851,
-0.1233135312795639,
0.20557723939418793,
-0.27549129724502563,
-0.043313052505254745,
0.10957439988851547,
-0.1835399717092514,
-0.06077536195516586,
0.2947797477245331,
0.17265969514846802,
0.11780012398958206,
0.11130254715681076,
-0.07550355046987534,
0.022641707211732864,
-0.3202286660671234,
0.04940531402826309,
0.13358712196350098,
0.29942622780799866,
-0.39113566279411316,
0.13605967164039612,
0.4842762351036072,
0.27651968598365784,
0.09578810632228851,
0.2532080411911011,
0.07131144404411316,
-0.22805775701999664,
-0.03509017452597618,
-0.2637510299682617,
-0.10529400408267975,
0.06851665675640106,
-0.1673097312450409,
0.08287597447633743,
-0.007683455944061279,
-0.14252595603466034,
0.3507860004901886,
0.09470894187688828,
0.08006367087364197,
0.10544086992740631,
0.1343858242034912,
-0.16186220943927765,
-0.12227006256580353,
0.24358361959457397,
-0.15421152114868164,
0.13529831171035767,
-0.17777761816978455,
0.14005273580551147,
0.09998530149459839,
-0.016660481691360474,
-0.03347881883382797,
-0.11779670417308807,
0.12456893920898438,
0.10408106446266174,
-0.10575536638498306,
-0.5699275135993958,
0.03210948780179024,
0.21227353811264038,
-0.25654396414756775,
-0.11118467152118683,
0.07377439737319946,
0.16958662867546082,
-0.1985769271850586,
-0.09596479684114456,
-0.2390744984149933,
-0.2119361013174057,
0.2932993471622467,
0.09380637109279633,
-0.3725852370262146,
0.20372933149337769,
-0.5306931138038635,
0.1413927674293518,
-0.16278138756752014,
0.13449180126190186,
0.0074038878083229065,
-0.29882705211639404,
-0.3269536793231964,
-0.11497855931520462,
-0.008284793235361576,
0.6092852354049683,
-0.1776895374059677,
0.11485610902309418,
-0.09567953646183014,
-0.0433671660721302,
0.1451561599969864,
0.5466712117195129,
-0.2068171352148056,
0.4385432004928589,
-0.4543294310569763,
-0.0814819410443306,
0.034521594643592834,
-0.41497328877449036,
-0.277499794960022,
0.27858489751815796,
-0.06893441081047058,
0.3087518513202667,
0.354726105928421,
0.1429711878299713,
0.23366910219192505,
-0.32786503434181213,
-0.0973074734210968,
0.36131972074508667,
0.14181827008724213,
0.220977783203125,
-0.1531735509634018,
-0.3704668879508972,
-0.21273387968540192,
0.42183077335357666,
0.12637965381145477,
-0.20386895537376404,
0.014942295849323273,
-0.19662243127822876,
0.10184334218502045,
-0.2258678674697876,
0.018165532499551773,
0.15929873287677765,
0.27319592237472534,
0.04287832975387573,
0.061436012387275696,
0.08453883975744247,
-0.29482120275497437,
0.4832926094532013,
0.02819022163748741,
-0.12011612951755524,
-0.4357297420501709,
0.1316850185394287,
0.22195777297019958,
-0.015785086899995804,
-0.14988982677459717,
-0.06913645565509796,
0.035215139389038086,
-0.03728128969669342,
0.39971062541007996,
0.019137106835842133,
-0.019425146281719208,
0.48486095666885376,
-0.3640592396259308,
0.05917214974761009,
-0.16662311553955078,
0.32319191098213196,
0.2887421250343323,
-0.16215002536773682,
0.037161774933338165,
0.058505941182374954,
-0.26379674673080444,
-0.2342880368232727,
0.0571194551885128,
0.18714651465415955,
0.3315941095352173,
0.02757423371076584,
0.28663915395736694,
0.5087672472000122,
0.14176933467388153,
0.01558021828532219,
0.17481368780136108,
0.0399882011115551,
0.22224532067775726,
0.007790647447109222,
-0.37875351309776306,
0.27614662051200867,
-0.16124771535396576,
0.5251157283782959,
0.27025020122528076,
-0.26461076736450195,
0.06818490475416183,
0.14364656805992126,
0.19114704430103302,
-0.010997217148542404,
0.3681231737136841,
0.34341132640838623,
0.4009006917476654,
0.24586960673332214,
0.0037463009357452393,
-0.013252533972263336,
0.11792823672294617,
-0.0679142028093338,
0.013728782534599304,
0.4955810308456421,
0.16065528988838196,
-0.06433995068073273,
-0.30962154269218445,
0.5378504991531372,
0.7514762878417969,
0.18159323930740356,
-0.20726510882377625,
-0.019683340564370155,
0.12148746103048325,
-0.13489526510238647,
0.19540491700172424,
0.18585997819900513,
0.2813345491886139,
0.18896207213401794,
0.20228759944438934,
-0.07625704258680344,
-0.4362851083278656,
-0.7620095610618591,
0.03879767656326294,
0.32911261916160583,
-0.12306436896324158,
0.22956974804401398,
-0.06591597944498062,
-0.24362385272979736,
-0.10159195959568024,
0.44888463616371155,
-0.20640020072460175,
-0.24002330005168915,
-0.19353020191192627,
0.22882597148418427,
-0.060685984790325165,
-0.16754893958568573,
-0.18102049827575684,
0.42132794857025146,
0.039074115455150604,
-0.40356606245040894,
-0.3223201632499695,
-0.02373199164867401,
-0.07735554873943329,
-0.030365733429789543,
0.4089902341365814,
-0.1332239806652069,
0.2884500026702881,
0.017999975010752678,
0.06913486123085022,
-0.32020682096481323,
-0.3651706576347351,
0.14750279486179352,
-0.015623435378074646,
0.20030824840068817,
0.17486242949962616,
0.05468582734465599,
0.04569106549024582,
-0.11822465062141418,
0.1688327193260193,
0.08317577093839645,
-0.21861499547958374,
-0.10307809710502625,
-0.13715112209320068,
0.06172359362244606,
-0.04988113045692444,
0.13220857083797455,
-0.18720456957817078,
-0.3457786738872528,
0.3311718702316284,
0.03984159603714943,
0.302096426486969,
0.35305461287498474,
0.04328036680817604,
0.021116018295288086,
-0.1658288836479187,
-0.06269430369138718,
0.020543791353702545,
-0.36075666546821594,
0.19402116537094116,
0.16411663591861725,
-0.048540692776441574,
-0.5014428496360779,
0.0018462035804986954,
-0.007488355040550232,
0.502428412437439,
-0.532727837562561,
-0.372624933719635,
-0.47558677196502686,
0.043709348887205124,
-0.06392315775156021,
0.11183249205350876,
0.1947283297777176,
0.09401018172502518,
-0.07438113540410995,
-0.11934996396303177,
0.012620992958545685,
0.12529748678207397,
-0.029973924160003662,
0.05117511749267578,
0.08826398104429245,
0.28371456265449524,
0.19467420876026154,
0.4225512742996216,
0.16840337216854095,
-0.08352647721767426,
0.3604559600353241,
0.13305355608463287,
0.568626880645752,
-0.09903822094202042,
-0.07373102754354477,
0.033410560339689255,
0.03179711848497391,
-0.18705415725708008,
0.10229002684354782,
0.1629735827445984,
-0.17004388570785522,
0.07694423198699951,
-0.23271630704402924,
-0.01643417589366436,
-0.10461007058620453,
0.34832146763801575,
0.22587358951568604,
0.41511714458465576,
-0.450931578874588,
-0.039947837591171265,
-0.13386273384094238,
-0.015875132754445076,
0.07227043807506561,
0.1440340131521225,
0.23493540287017822,
-0.23002372682094574,
-0.17325441539287567,
0.04814447462558746,
-0.2727280855178833,
-0.14206092059612274,
0.010240082629024982,
0.26807963848114014,
-0.04134264960885048,
0.03351244330406189,
0.06916550546884537,
-0.28737857937812805,
0.5866175889968872,
0.15778203308582306,
0.22351284325122833,
0.027974620461463928,
-0.33393657207489014,
-0.4395657777786255,
0.008470609784126282,
-0.21130722761154175,
0.12188365310430527,
-0.009357057511806488,
0.6246386170387268,
-0.296474426984787,
-0.19280245900154114,
-0.07164261490106583,
0.19633004069328308,
-0.1303924024105072,
-0.13038654625415802,
-0.200755774974823,
-0.40474891662597656,
-0.014679781161248684,
0.20182585716247559,
-0.10608801245689392,
-0.07103046029806137,
0.35883650183677673,
0.17527613043785095,
-0.06149699538946152,
-0.5112167000770569,
0.07868634909391403,
0.156462162733078,
0.24429011344909668,
-0.22434820234775543,
0.37813395261764526,
0.25570815801620483,
-0.1375274807214737,
0.3002333641052246,
0.5531432628631592,
-0.1285603642463684,
-0.07472042739391327,
0.11733831465244293,
0.10496505349874496,
0.15397000312805176,
0.5683884024620056,
-0.14267078042030334,
-0.018815666437149048,
-0.42190369963645935,
0.16685938835144043,
-0.5190550684928894,
-0.094427190721035,
0.4007773697376251,
-0.07801274955272675,
-0.056140270084142685,
-0.24752070009708405,
0.6009966135025024,
0.44734176993370056,
-0.15334546566009521,
0.16636362671852112,
0.21367387473583221,
-0.2820839583873749,
0.32938945293426514,
0.2078239917755127,
0.6444115042686462,
-0.045438945293426514,
0.23345588147640228,
0.011479299515485764,
-0.2198537290096283,
0.02827632613480091,
-0.06249813362956047,
0.04611914977431297,
-0.1060243546962738,
-0.12927255034446716,
0.18497754633426666,
-0.26124653220176697,
0.296098530292511,
-0.25058525800704956,
0.11305077373981476,
0.10641368478536606,
-0.16959714889526367,
-0.2795103192329407,
-0.19312895834445953,
0.31676802039146423,
-0.21529042720794678,
-0.44342365860939026,
-0.4227999448776245,
0.1500484049320221,
0.13710859417915344,
-0.041427578777074814,
0.08052288740873337,
0.08773790299892426,
-0.2844468355178833,
-0.010512599721550941,
-0.25880563259124756,
-0.1682649552822113,
-0.00705102551728487,
0.28659600019454956,
0.13414351642131805,
-0.015169143676757812,
0.05690502002835274,
0.032485734671354294,
-0.23866547644138336,
-0.030685771256685257,
-0.08117978274822235,
0.3763634264469147,
-0.185930997133255,
0.40607115626335144,
0.5998782515525818,
-0.3283231258392334,
0.12450162321329117,
0.013454269617795944,
0.336170494556427,
-0.2990672290325165,
-0.02142251655459404,
-0.2735491394996643,
-0.3226780593395233,
0.14162175357341766,
-0.24578891694545746,
0.0554310567677021,
-0.12307226657867432,
-0.12464872002601624,
-0.15804645419120789,
-0.010214883834123611,
0.0911986380815506,
0.4026346206665039,
0.05801703408360481,
0.659797728061676,
-0.24185366928577423,
-0.28911393880844116,
-0.03998100385069847,
0.2682945728302002,
0.24326318502426147,
0.15752816200256348,
0.20726583898067474,
0.11907339096069336,
-0.1526288539171219,
-0.17062512040138245,
0.35395076870918274,
0.3262801468372345,
-0.21001571416854858,
0.3783091604709625,
-0.09552572667598724,
-0.11160147935152054,
0.10125848650932312,
-0.11640879511833191,
0.0907464325428009,
-0.278257817029953,
-0.4517197608947754,
-0.32552915811538696,
-0.06907006353139877,
0.24574562907218933,
-0.08032268285751343,
0.14071284234523773,
-0.47936174273490906,
-0.2412620633840561,
-0.2540217936038971,
0.11892785876989365,
-0.26849400997161865,
0.09913989156484604,
-0.21460774540901184,
0.04653878137469292,
0.13550886511802673,
-0.04121001064777374,
0.5350870490074158,
-0.028600523248314857,
0.048573754727840424,
0.007380357012152672,
-0.29161766171455383,
-0.10789718478918076,
-0.13270296156406403,
0.13037919998168945,
-0.026577457785606384,
-0.13534942269325256,
0.21757909655570984,
-0.2151191532611847,
-0.0620976947247982,
-0.28529679775238037,
0.09206470847129822,
0.0028414465487003326,
-0.23921452462673187,
-0.45995399355888367,
0.08635889738798141,
-0.19489502906799316,
0.309390127658844,
0.2829773426055908,
-0.311522513628006,
0.39420199394226074,
0.2629581093788147,
0.15758132934570312,
-0.027782706543803215,
-0.20112380385398865,
0.1335933804512024,
0.24838301539421082,
0.05316517502069473,
0.07869058847427368,
0.35113847255706787,
-0.0071836113929748535,
0.13046778738498688,
0.19179667532444,
0.40551671385765076,
0.5635585188865662,
-0.06996974349021912,
-0.32356175780296326,
0.18948477506637573,
0.06701004505157471,
-0.01174149289727211,
-0.520316481590271,
-0.04067378491163254,
-0.1183164194226265,
0.09796366095542908,
0.3248797059059143,
0.17677420377731323,
0.14976799488067627,
-0.22185571491718292,
-0.05808152258396149,
0.6769469380378723,
-0.09307744354009628,
-0.026342906057834625,
0.18390406668186188,
0.036999043077230453,
-0.14206869900226593,
0.3588862121105194,
-0.10030435025691986,
0.3464186191558838,
0.7188258171081543,
-0.08883509784936905,
0.5872684121131897,
-0.12408312410116196,
0.1631038635969162,
0.07055119425058365,
-0.16803078353405,
-0.01852956786751747,
0.24548043310642242,
0.12094883620738983,
0.29438045620918274,
-0.22260957956314087,
0.1955440640449524,
-0.2086627334356308,
0.05459820479154587,
-0.25488799810409546,
0.16749393939971924,
-0.04303889721632004,
-0.10977627336978912,
0.0607127845287323,
-0.337320476770401,
-0.18751540780067444,
0.29051536321640015,
-0.16521289944648743,
-0.34792739152908325,
0.08436044305562973,
0.12840521335601807,
-0.12490183115005493,
-0.023143334314227104,
-0.28944259881973267,
-0.014199241995811462,
0.40572589635849,
-0.21773949265480042,
0.14967674016952515,
0.16291044652462006,
-0.0057838112115859985,
0.049637384712696075,
0.47286486625671387,
0.36344271898269653,
0.300076961517334,
0.09260517358779907,
-0.1328977346420288,
-0.44459426403045654,
0.10635071992874146,
-0.2107323706150055,
0.14136533439159393,
-0.3103649914264679,
0.03868125006556511,
0.17048753798007965,
0.058268263936042786,
-0.20304971933364868,
-0.3129974603652954,
-0.05067988857626915,
-0.04895749315619469,
-0.13242553174495697,
0.32556024193763733,
-0.008222002536058426,
0.1716424822807312,
-0.009378544986248016,
0.1135701835155487,
-0.41782382130622864,
-0.40344616770744324,
0.27506354451179504,
-0.14646881818771362,
0.07991699129343033,
0.2877393960952759,
0.06155560910701752,
-0.03565243259072304,
0.8351544141769409,
0.12252947688102722,
0.002161700278520584,
-0.12188880890607834,
-0.13840873539447784,
-0.43332213163375854,
-0.32545262575149536,
-0.5581987500190735,
-0.22611552476882935,
0.03249228000640869,
0.24205373227596283,
-0.10033740848302841,
0.10593068599700928,
0.2505764961242676,
0.2450750172138214,
0.1654585897922516,
-0.27955132722854614,
-0.5351390242576599,
0.036351777613162994,
0.07116372883319855,
-0.004320256412029266,
-0.27053549885749817,
-0.3998832106590271,
0.25720709562301636,
-0.19555486738681793,
0.09255092591047287,
0.05896606296300888,
0.01999010145664215,
-0.29873278737068176,
-0.01746445894241333,
0.5729794502258301,
0.21717897057533264,
0.03669816255569458,
0.058393694460392,
-0.3824293911457062,
-0.446552038192749,
-0.009092263877391815,
0.01832887902855873,
-0.028296060860157013,
0.19115325808525085,
0.3332109749317169,
-0.44613420963287354,
-0.33626624941825867,
-0.18101832270622253,
0.24722382426261902,
-0.12194135040044785,
-0.07786039263010025,
-0.1701280027627945,
0.14813341200351715,
0.01898586004972458,
0.22539786994457245,
-0.14671525359153748,
0.42470476031303406,
0.025827273726463318,
-0.110353484749794,
-0.44402915239334106,
-0.16293172538280487,
0.4409672021865845,
-0.4113432466983795,
-0.21387603878974915,
0.007518577389419079,
0.12155411392450333,
0.023568734526634216,
0.21598801016807556,
-0.01592026650905609,
0.04533930867910385,
0.08366558700799942,
0.21552816033363342,
-0.22695185244083405,
0.2587690055370331,
0.11907181143760681,
-0.13710129261016846,
0.03185431286692619,
-0.12616747617721558,
-0.14692416787147522,
-0.3657951056957245,
0.21549206972122192,
0.1847856044769287
] |
https://github.com/huggingface/datasets/issues/5317 | `ImageFolder` performs poorly with large datasets | Thanks for the feedback @salieri! I opened #5329 to make it clear `ImageFolder` is not intended for large datasets. Please feel free to comment if you have any other feedback! 🙂 | ### Describe the bug
While testing image dataset creation, I'm seeing significant performance bottlenecks with imagefolders when scanning a directory structure with large number of images.
## Setup
* Nested directories (5 levels deep)
* 3M+ images
* 1 `metadata.jsonl` file
## Performance Degradation Point 1
Degradation occurs because [`get_data_files_patterns`](https://github.com/huggingface/datasets/blob/main/src/datasets/data_files.py#L231-L243) runs the exact same scan for many different types of patterns, and there doesn't seem to be a way to easily limit this. It's controlled by the definition of [`ALL_DEFAULT_PATTERNS`](https://github.com/huggingface/datasets/blob/main/src/datasets/data_files.py#L82-L85).
One scan with 3M+ files takes about 10-15 minutes to complete on my setup, so having those extra scans really slows things down – from 10 minutes to 60+. Most of the scans return no matches, but they still take a significant amount of time to complete – hence the poor performance.
As a side effect, when this scan is run on 3M+ image files, Python also consumes up to 12 GB of RAM, which is not ideal.
## Performance Degradation Point 2
The second performance bottleneck is in [`PackagedDatasetModuleFactory.get_module`](https://github.com/huggingface/datasets/blob/d7dfbc83d68e87ba002c5eb2555f7a932e59038a/src/datasets/load.py#L707-L711), which calls `DataFilesDict.from_local_or_remote`.
It runs for a long time (60min+), consuming significant amounts of RAM – even more than the point 1 above. Based on `iostat -d 2`, it performs **zero** disk operations, which to me suggests that there is a code based bottleneck there that could be sorted out.
### Steps to reproduce the bug
```python
from datasets import load_dataset
import os
import huggingface_hub
dataset = load_dataset(
'imagefolder',
data_dir='/some/path',
# just to spell it out:
split=None,
drop_labels=True,
keep_in_memory=False
)
dataset.push_to_hub('account/dataset', private=True)
```
### Expected behavior
While it's certainly possible to write a custom loader to replace `ImageFolder` with, it'd be great if the off-the-shelf `ImageFolder` would by default have a setup that can scale to large datasets.
Or perhaps there could be a dedicated loader just for large datasets that trades off flexibility for performance? As in, maybe you have to define explicitly how you want it to work rather than it trying to guess your data structure like `_get_data_files_patterns()` does?
### Environment info
- `datasets` version: 2.7.1
- Platform: Linux-4.14.296-222.539.amzn2.x86_64-x86_64-with-glibc2.2.5
- Python version: 3.7.10
- PyArrow version: 10.0.1
- Pandas version: 1.3.5
| 31 | `ImageFolder` performs poorly with large datasets
### Describe the bug
While testing image dataset creation, I'm seeing significant performance bottlenecks with imagefolders when scanning a directory structure with large number of images.
## Setup
* Nested directories (5 levels deep)
* 3M+ images
* 1 `metadata.jsonl` file
## Performance Degradation Point 1
Degradation occurs because [`get_data_files_patterns`](https://github.com/huggingface/datasets/blob/main/src/datasets/data_files.py#L231-L243) runs the exact same scan for many different types of patterns, and there doesn't seem to be a way to easily limit this. It's controlled by the definition of [`ALL_DEFAULT_PATTERNS`](https://github.com/huggingface/datasets/blob/main/src/datasets/data_files.py#L82-L85).
One scan with 3M+ files takes about 10-15 minutes to complete on my setup, so having those extra scans really slows things down – from 10 minutes to 60+. Most of the scans return no matches, but they still take a significant amount of time to complete – hence the poor performance.
As a side effect, when this scan is run on 3M+ image files, Python also consumes up to 12 GB of RAM, which is not ideal.
## Performance Degradation Point 2
The second performance bottleneck is in [`PackagedDatasetModuleFactory.get_module`](https://github.com/huggingface/datasets/blob/d7dfbc83d68e87ba002c5eb2555f7a932e59038a/src/datasets/load.py#L707-L711), which calls `DataFilesDict.from_local_or_remote`.
It runs for a long time (60min+), consuming significant amounts of RAM – even more than the point 1 above. Based on `iostat -d 2`, it performs **zero** disk operations, which to me suggests that there is a code based bottleneck there that could be sorted out.
### Steps to reproduce the bug
```python
from datasets import load_dataset
import os
import huggingface_hub
dataset = load_dataset(
'imagefolder',
data_dir='/some/path',
# just to spell it out:
split=None,
drop_labels=True,
keep_in_memory=False
)
dataset.push_to_hub('account/dataset', private=True)
```
### Expected behavior
While it's certainly possible to write a custom loader to replace `ImageFolder` with, it'd be great if the off-the-shelf `ImageFolder` would by default have a setup that can scale to large datasets.
Or perhaps there could be a dedicated loader just for large datasets that trades off flexibility for performance? As in, maybe you have to define explicitly how you want it to work rather than it trying to guess your data structure like `_get_data_files_patterns()` does?
### Environment info
- `datasets` version: 2.7.1
- Platform: Linux-4.14.296-222.539.amzn2.x86_64-x86_64-with-glibc2.2.5
- Python version: 3.7.10
- PyArrow version: 10.0.1
- Pandas version: 1.3.5
Thanks for the feedback @salieri! I opened #5329 to make it clear `ImageFolder` is not intended for large datasets. Please feel free to comment if you have any other feedback! 🙂 | [
-0.3610551953315735,
0.17454558610916138,
-0.12663346529006958,
0.4763832092285156,
-0.022155042737722397,
-0.15415185689926147,
0.0810229554772377,
0.21064667403697968,
0.18640069663524628,
0.016278676688671112,
0.13247263431549072,
0.15416306257247925,
-0.42717069387435913,
0.13595110177993774,
-0.22211258113384247,
0.050966598093509674,
0.1132178008556366,
-0.10370273888111115,
-0.10294279456138611,
0.12226603925228119,
-0.29313865303993225,
-0.03702309727668762,
-0.0627339631319046,
-0.34803664684295654,
-0.23299935460090637,
-0.17814674973487854,
0.02462015487253666,
0.26217567920684814,
-0.36499813199043274,
-0.2652253806591034,
0.1708434671163559,
0.13802774250507355,
-0.17280690371990204,
0.5317124128341675,
-0.00011463321425253525,
0.04317576438188553,
0.3252565264701843,
0.03196299821138382,
-0.21648192405700684,
0.3908246159553528,
0.09252087026834488,
-0.18108858168125153,
-0.141407310962677,
-0.26260891556739807,
0.30795642733573914,
-0.2243134081363678,
-0.042019955813884735,
-0.22546759247779846,
-0.017498373985290527,
0.11343646794557571,
0.1539023220539093,
0.2957504987716675,
-0.24053147435188293,
0.2782030403614044,
0.08353174477815628,
0.5496301651000977,
-0.2089797556400299,
0.17559143900871277,
0.332073837518692,
-0.12807489931583405,
-0.32433515787124634,
0.2555724084377289,
0.031926900148391724,
-0.03932206705212593,
0.311831533908844,
0.17373856902122498,
-0.17768165469169617,
-0.2146541178226471,
0.046504829078912735,
0.05981075391173363,
0.004963472485542297,
-0.172908216714859,
-0.3154262602329254,
-0.6231838464736938,
-0.2771455943584442,
-0.22867809236049652,
0.3125918209552765,
-0.08975871652364731,
-0.14380717277526855,
-0.24236717820167542,
-0.25200051069259644,
-0.05821019783616066,
-0.1613134741783142,
0.03070272132754326,
-0.10468204319477081,
-0.08903637528419495,
0.06282468140125275,
-0.08932819217443466,
0.5667737722396851,
-0.1233135312795639,
0.20557723939418793,
-0.27549129724502563,
-0.043313052505254745,
0.10957439988851547,
-0.1835399717092514,
-0.06077536195516586,
0.2947797477245331,
0.17265969514846802,
0.11780012398958206,
0.11130254715681076,
-0.07550355046987534,
0.022641707211732864,
-0.3202286660671234,
0.04940531402826309,
0.13358712196350098,
0.29942622780799866,
-0.39113566279411316,
0.13605967164039612,
0.4842762351036072,
0.27651968598365784,
0.09578810632228851,
0.2532080411911011,
0.07131144404411316,
-0.22805775701999664,
-0.03509017452597618,
-0.2637510299682617,
-0.10529400408267975,
0.06851665675640106,
-0.1673097312450409,
0.08287597447633743,
-0.007683455944061279,
-0.14252595603466034,
0.3507860004901886,
0.09470894187688828,
0.08006367087364197,
0.10544086992740631,
0.1343858242034912,
-0.16186220943927765,
-0.12227006256580353,
0.24358361959457397,
-0.15421152114868164,
0.13529831171035767,
-0.17777761816978455,
0.14005273580551147,
0.09998530149459839,
-0.016660481691360474,
-0.03347881883382797,
-0.11779670417308807,
0.12456893920898438,
0.10408106446266174,
-0.10575536638498306,
-0.5699275135993958,
0.03210948780179024,
0.21227353811264038,
-0.25654396414756775,
-0.11118467152118683,
0.07377439737319946,
0.16958662867546082,
-0.1985769271850586,
-0.09596479684114456,
-0.2390744984149933,
-0.2119361013174057,
0.2932993471622467,
0.09380637109279633,
-0.3725852370262146,
0.20372933149337769,
-0.5306931138038635,
0.1413927674293518,
-0.16278138756752014,
0.13449180126190186,
0.0074038878083229065,
-0.29882705211639404,
-0.3269536793231964,
-0.11497855931520462,
-0.008284793235361576,
0.6092852354049683,
-0.1776895374059677,
0.11485610902309418,
-0.09567953646183014,
-0.0433671660721302,
0.1451561599969864,
0.5466712117195129,
-0.2068171352148056,
0.4385432004928589,
-0.4543294310569763,
-0.0814819410443306,
0.034521594643592834,
-0.41497328877449036,
-0.277499794960022,
0.27858489751815796,
-0.06893441081047058,
0.3087518513202667,
0.354726105928421,
0.1429711878299713,
0.23366910219192505,
-0.32786503434181213,
-0.0973074734210968,
0.36131972074508667,
0.14181827008724213,
0.220977783203125,
-0.1531735509634018,
-0.3704668879508972,
-0.21273387968540192,
0.42183077335357666,
0.12637965381145477,
-0.20386895537376404,
0.014942295849323273,
-0.19662243127822876,
0.10184334218502045,
-0.2258678674697876,
0.018165532499551773,
0.15929873287677765,
0.27319592237472534,
0.04287832975387573,
0.061436012387275696,
0.08453883975744247,
-0.29482120275497437,
0.4832926094532013,
0.02819022163748741,
-0.12011612951755524,
-0.4357297420501709,
0.1316850185394287,
0.22195777297019958,
-0.015785086899995804,
-0.14988982677459717,
-0.06913645565509796,
0.035215139389038086,
-0.03728128969669342,
0.39971062541007996,
0.019137106835842133,
-0.019425146281719208,
0.48486095666885376,
-0.3640592396259308,
0.05917214974761009,
-0.16662311553955078,
0.32319191098213196,
0.2887421250343323,
-0.16215002536773682,
0.037161774933338165,
0.058505941182374954,
-0.26379674673080444,
-0.2342880368232727,
0.0571194551885128,
0.18714651465415955,
0.3315941095352173,
0.02757423371076584,
0.28663915395736694,
0.5087672472000122,
0.14176933467388153,
0.01558021828532219,
0.17481368780136108,
0.0399882011115551,
0.22224532067775726,
0.007790647447109222,
-0.37875351309776306,
0.27614662051200867,
-0.16124771535396576,
0.5251157283782959,
0.27025020122528076,
-0.26461076736450195,
0.06818490475416183,
0.14364656805992126,
0.19114704430103302,
-0.010997217148542404,
0.3681231737136841,
0.34341132640838623,
0.4009006917476654,
0.24586960673332214,
0.0037463009357452393,
-0.013252533972263336,
0.11792823672294617,
-0.0679142028093338,
0.013728782534599304,
0.4955810308456421,
0.16065528988838196,
-0.06433995068073273,
-0.30962154269218445,
0.5378504991531372,
0.7514762878417969,
0.18159323930740356,
-0.20726510882377625,
-0.019683340564370155,
0.12148746103048325,
-0.13489526510238647,
0.19540491700172424,
0.18585997819900513,
0.2813345491886139,
0.18896207213401794,
0.20228759944438934,
-0.07625704258680344,
-0.4362851083278656,
-0.7620095610618591,
0.03879767656326294,
0.32911261916160583,
-0.12306436896324158,
0.22956974804401398,
-0.06591597944498062,
-0.24362385272979736,
-0.10159195959568024,
0.44888463616371155,
-0.20640020072460175,
-0.24002330005168915,
-0.19353020191192627,
0.22882597148418427,
-0.060685984790325165,
-0.16754893958568573,
-0.18102049827575684,
0.42132794857025146,
0.039074115455150604,
-0.40356606245040894,
-0.3223201632499695,
-0.02373199164867401,
-0.07735554873943329,
-0.030365733429789543,
0.4089902341365814,
-0.1332239806652069,
0.2884500026702881,
0.017999975010752678,
0.06913486123085022,
-0.32020682096481323,
-0.3651706576347351,
0.14750279486179352,
-0.015623435378074646,
0.20030824840068817,
0.17486242949962616,
0.05468582734465599,
0.04569106549024582,
-0.11822465062141418,
0.1688327193260193,
0.08317577093839645,
-0.21861499547958374,
-0.10307809710502625,
-0.13715112209320068,
0.06172359362244606,
-0.04988113045692444,
0.13220857083797455,
-0.18720456957817078,
-0.3457786738872528,
0.3311718702316284,
0.03984159603714943,
0.302096426486969,
0.35305461287498474,
0.04328036680817604,
0.021116018295288086,
-0.1658288836479187,
-0.06269430369138718,
0.020543791353702545,
-0.36075666546821594,
0.19402116537094116,
0.16411663591861725,
-0.048540692776441574,
-0.5014428496360779,
0.0018462035804986954,
-0.007488355040550232,
0.502428412437439,
-0.532727837562561,
-0.372624933719635,
-0.47558677196502686,
0.043709348887205124,
-0.06392315775156021,
0.11183249205350876,
0.1947283297777176,
0.09401018172502518,
-0.07438113540410995,
-0.11934996396303177,
0.012620992958545685,
0.12529748678207397,
-0.029973924160003662,
0.05117511749267578,
0.08826398104429245,
0.28371456265449524,
0.19467420876026154,
0.4225512742996216,
0.16840337216854095,
-0.08352647721767426,
0.3604559600353241,
0.13305355608463287,
0.568626880645752,
-0.09903822094202042,
-0.07373102754354477,
0.033410560339689255,
0.03179711848497391,
-0.18705415725708008,
0.10229002684354782,
0.1629735827445984,
-0.17004388570785522,
0.07694423198699951,
-0.23271630704402924,
-0.01643417589366436,
-0.10461007058620453,
0.34832146763801575,
0.22587358951568604,
0.41511714458465576,
-0.450931578874588,
-0.039947837591171265,
-0.13386273384094238,
-0.015875132754445076,
0.07227043807506561,
0.1440340131521225,
0.23493540287017822,
-0.23002372682094574,
-0.17325441539287567,
0.04814447462558746,
-0.2727280855178833,
-0.14206092059612274,
0.010240082629024982,
0.26807963848114014,
-0.04134264960885048,
0.03351244330406189,
0.06916550546884537,
-0.28737857937812805,
0.5866175889968872,
0.15778203308582306,
0.22351284325122833,
0.027974620461463928,
-0.33393657207489014,
-0.4395657777786255,
0.008470609784126282,
-0.21130722761154175,
0.12188365310430527,
-0.009357057511806488,
0.6246386170387268,
-0.296474426984787,
-0.19280245900154114,
-0.07164261490106583,
0.19633004069328308,
-0.1303924024105072,
-0.13038654625415802,
-0.200755774974823,
-0.40474891662597656,
-0.014679781161248684,
0.20182585716247559,
-0.10608801245689392,
-0.07103046029806137,
0.35883650183677673,
0.17527613043785095,
-0.06149699538946152,
-0.5112167000770569,
0.07868634909391403,
0.156462162733078,
0.24429011344909668,
-0.22434820234775543,
0.37813395261764526,
0.25570815801620483,
-0.1375274807214737,
0.3002333641052246,
0.5531432628631592,
-0.1285603642463684,
-0.07472042739391327,
0.11733831465244293,
0.10496505349874496,
0.15397000312805176,
0.5683884024620056,
-0.14267078042030334,
-0.018815666437149048,
-0.42190369963645935,
0.16685938835144043,
-0.5190550684928894,
-0.094427190721035,
0.4007773697376251,
-0.07801274955272675,
-0.056140270084142685,
-0.24752070009708405,
0.6009966135025024,
0.44734176993370056,
-0.15334546566009521,
0.16636362671852112,
0.21367387473583221,
-0.2820839583873749,
0.32938945293426514,
0.2078239917755127,
0.6444115042686462,
-0.045438945293426514,
0.23345588147640228,
0.011479299515485764,
-0.2198537290096283,
0.02827632613480091,
-0.06249813362956047,
0.04611914977431297,
-0.1060243546962738,
-0.12927255034446716,
0.18497754633426666,
-0.26124653220176697,
0.296098530292511,
-0.25058525800704956,
0.11305077373981476,
0.10641368478536606,
-0.16959714889526367,
-0.2795103192329407,
-0.19312895834445953,
0.31676802039146423,
-0.21529042720794678,
-0.44342365860939026,
-0.4227999448776245,
0.1500484049320221,
0.13710859417915344,
-0.041427578777074814,
0.08052288740873337,
0.08773790299892426,
-0.2844468355178833,
-0.010512599721550941,
-0.25880563259124756,
-0.1682649552822113,
-0.00705102551728487,
0.28659600019454956,
0.13414351642131805,
-0.015169143676757812,
0.05690502002835274,
0.032485734671354294,
-0.23866547644138336,
-0.030685771256685257,
-0.08117978274822235,
0.3763634264469147,
-0.185930997133255,
0.40607115626335144,
0.5998782515525818,
-0.3283231258392334,
0.12450162321329117,
0.013454269617795944,
0.336170494556427,
-0.2990672290325165,
-0.02142251655459404,
-0.2735491394996643,
-0.3226780593395233,
0.14162175357341766,
-0.24578891694545746,
0.0554310567677021,
-0.12307226657867432,
-0.12464872002601624,
-0.15804645419120789,
-0.010214883834123611,
0.0911986380815506,
0.4026346206665039,
0.05801703408360481,
0.659797728061676,
-0.24185366928577423,
-0.28911393880844116,
-0.03998100385069847,
0.2682945728302002,
0.24326318502426147,
0.15752816200256348,
0.20726583898067474,
0.11907339096069336,
-0.1526288539171219,
-0.17062512040138245,
0.35395076870918274,
0.3262801468372345,
-0.21001571416854858,
0.3783091604709625,
-0.09552572667598724,
-0.11160147935152054,
0.10125848650932312,
-0.11640879511833191,
0.0907464325428009,
-0.278257817029953,
-0.4517197608947754,
-0.32552915811538696,
-0.06907006353139877,
0.24574562907218933,
-0.08032268285751343,
0.14071284234523773,
-0.47936174273490906,
-0.2412620633840561,
-0.2540217936038971,
0.11892785876989365,
-0.26849400997161865,
0.09913989156484604,
-0.21460774540901184,
0.04653878137469292,
0.13550886511802673,
-0.04121001064777374,
0.5350870490074158,
-0.028600523248314857,
0.048573754727840424,
0.007380357012152672,
-0.29161766171455383,
-0.10789718478918076,
-0.13270296156406403,
0.13037919998168945,
-0.026577457785606384,
-0.13534942269325256,
0.21757909655570984,
-0.2151191532611847,
-0.0620976947247982,
-0.28529679775238037,
0.09206470847129822,
0.0028414465487003326,
-0.23921452462673187,
-0.45995399355888367,
0.08635889738798141,
-0.19489502906799316,
0.309390127658844,
0.2829773426055908,
-0.311522513628006,
0.39420199394226074,
0.2629581093788147,
0.15758132934570312,
-0.027782706543803215,
-0.20112380385398865,
0.1335933804512024,
0.24838301539421082,
0.05316517502069473,
0.07869058847427368,
0.35113847255706787,
-0.0071836113929748535,
0.13046778738498688,
0.19179667532444,
0.40551671385765076,
0.5635585188865662,
-0.06996974349021912,
-0.32356175780296326,
0.18948477506637573,
0.06701004505157471,
-0.01174149289727211,
-0.520316481590271,
-0.04067378491163254,
-0.1183164194226265,
0.09796366095542908,
0.3248797059059143,
0.17677420377731323,
0.14976799488067627,
-0.22185571491718292,
-0.05808152258396149,
0.6769469380378723,
-0.09307744354009628,
-0.026342906057834625,
0.18390406668186188,
0.036999043077230453,
-0.14206869900226593,
0.3588862121105194,
-0.10030435025691986,
0.3464186191558838,
0.7188258171081543,
-0.08883509784936905,
0.5872684121131897,
-0.12408312410116196,
0.1631038635969162,
0.07055119425058365,
-0.16803078353405,
-0.01852956786751747,
0.24548043310642242,
0.12094883620738983,
0.29438045620918274,
-0.22260957956314087,
0.1955440640449524,
-0.2086627334356308,
0.05459820479154587,
-0.25488799810409546,
0.16749393939971924,
-0.04303889721632004,
-0.10977627336978912,
0.0607127845287323,
-0.337320476770401,
-0.18751540780067444,
0.29051536321640015,
-0.16521289944648743,
-0.34792739152908325,
0.08436044305562973,
0.12840521335601807,
-0.12490183115005493,
-0.023143334314227104,
-0.28944259881973267,
-0.014199241995811462,
0.40572589635849,
-0.21773949265480042,
0.14967674016952515,
0.16291044652462006,
-0.0057838112115859985,
0.049637384712696075,
0.47286486625671387,
0.36344271898269653,
0.300076961517334,
0.09260517358779907,
-0.1328977346420288,
-0.44459426403045654,
0.10635071992874146,
-0.2107323706150055,
0.14136533439159393,
-0.3103649914264679,
0.03868125006556511,
0.17048753798007965,
0.058268263936042786,
-0.20304971933364868,
-0.3129974603652954,
-0.05067988857626915,
-0.04895749315619469,
-0.13242553174495697,
0.32556024193763733,
-0.008222002536058426,
0.1716424822807312,
-0.009378544986248016,
0.1135701835155487,
-0.41782382130622864,
-0.40344616770744324,
0.27506354451179504,
-0.14646881818771362,
0.07991699129343033,
0.2877393960952759,
0.06155560910701752,
-0.03565243259072304,
0.8351544141769409,
0.12252947688102722,
0.002161700278520584,
-0.12188880890607834,
-0.13840873539447784,
-0.43332213163375854,
-0.32545262575149536,
-0.5581987500190735,
-0.22611552476882935,
0.03249228000640869,
0.24205373227596283,
-0.10033740848302841,
0.10593068599700928,
0.2505764961242676,
0.2450750172138214,
0.1654585897922516,
-0.27955132722854614,
-0.5351390242576599,
0.036351777613162994,
0.07116372883319855,
-0.004320256412029266,
-0.27053549885749817,
-0.3998832106590271,
0.25720709562301636,
-0.19555486738681793,
0.09255092591047287,
0.05896606296300888,
0.01999010145664215,
-0.29873278737068176,
-0.01746445894241333,
0.5729794502258301,
0.21717897057533264,
0.03669816255569458,
0.058393694460392,
-0.3824293911457062,
-0.446552038192749,
-0.009092263877391815,
0.01832887902855873,
-0.028296060860157013,
0.19115325808525085,
0.3332109749317169,
-0.44613420963287354,
-0.33626624941825867,
-0.18101832270622253,
0.24722382426261902,
-0.12194135040044785,
-0.07786039263010025,
-0.1701280027627945,
0.14813341200351715,
0.01898586004972458,
0.22539786994457245,
-0.14671525359153748,
0.42470476031303406,
0.025827273726463318,
-0.110353484749794,
-0.44402915239334106,
-0.16293172538280487,
0.4409672021865845,
-0.4113432466983795,
-0.21387603878974915,
0.007518577389419079,
0.12155411392450333,
0.023568734526634216,
0.21598801016807556,
-0.01592026650905609,
0.04533930867910385,
0.08366558700799942,
0.21552816033363342,
-0.22695185244083405,
0.2587690055370331,
0.11907181143760681,
-0.13710129261016846,
0.03185431286692619,
-0.12616747617721558,
-0.14692416787147522,
-0.3657951056957245,
0.21549206972122192,
0.1847856044769287
] |
https://github.com/huggingface/datasets/issues/5315 | Adding new splits to a dataset script with existing old splits info in metadata's `dataset_info` fails | EDIT:
I think in this case, the metadata files (either README or JSON) should not be read (i.e. `self.info.splits` should be None).
One idea:
- I think ideally we should set this behavior when we pass `--save_info` to the CLI `test`
- However, currently, the builder is unaware of this: `save_info` arg is not passed to it | ### Describe the bug
If you first create a custom dataset with a specific set of splits, generate metadata with `datasets-cli test ... --save_info`, then change your script to include more splits, it fails.
That's what happened in https://huggingface.co/datasets/mrdbourke/food_vision_199_classes/discussions/2#6385fd1269634850f8ddff48.
### Steps to reproduce the bug
1. create a dataset with a custom split that returns, for example, only `"train"` split in `_splits_generators'`. specifically, if really want to reproduce, copy `https://huggingface.co/datasets/mrdbourke/food_vision_199_classes/blob/main/food_vision_199_classes.py
2. run `datasets-cli test dataset_script.py --save_info --all_configs` - this would generate metadata yaml in `README.md` that would contain info about splits, for example, like this:
```
splits:
- name: train
num_bytes: 2973286
num_examples: 19747
```
3. make changes to your script so that it returns another set of splits, for example, `"train"` and `"test"` (uncomment [these lines](https://huggingface.co/datasets/mrdbourke/food_vision_199_classes/blob/main/food_vision_199_classes.py#L271))
4. run `load_dataset` and get the following error:
```python
Traceback (most recent call last):
File "/home/daniel/code/pytorch/env/bin/datasets-cli", line 8, in <module>
sys.exit(main())
File "/home/daniel/code/pytorch/env/lib/python3.8/site-packages/datasets/commands/datasets_cli.py", line 39, in main
service.run()
File "/home/daniel/code/pytorch/env/lib/python3.8/site-packages/datasets/commands/test.py", line 141, in run
builder.download_and_prepare(
File "/home/daniel/code/pytorch/env/lib/python3.8/site-packages/datasets/builder.py", line 822, in download_and_prepare
self._download_and_prepare(
File "/home/daniel/code/pytorch/env/lib/python3.8/site-packages/datasets/builder.py", line 1555, in _download_and_prepare
super()._download_and_prepare(
File "/home/daniel/code/pytorch/env/lib/python3.8/site-packages/datasets/builder.py", line 913, in _download_and_prepare
self._prepare_split(split_generator, **prepare_split_kwargs)
File "/home/daniel/code/pytorch/env/lib/python3.8/site-packages/datasets/builder.py", line 1356, in _prepare_split
split_info = self.info.splits[split_generator.name]
File "/home/daniel/code/pytorch/env/lib/python3.8/site-packages/datasets/splits.py", line 525, in __getitem__
instructions = make_file_instructions(
File "/home/daniel/code/pytorch/env/lib/python3.8/site-packages/datasets/arrow_reader.py", line 111, in make_file_instructions
name2filenames = {
File "/home/daniel/code/pytorch/env/lib/python3.8/site-packages/datasets/arrow_reader.py", line 112, in <dictcomp>
info.name: filenames_for_dataset_split(
File "/home/daniel/code/pytorch/env/lib/python3.8/site-packages/datasets/naming.py", line 78, in filenames_for_dataset_split
prefix = filename_prefix_for_split(dataset_name, split)
File "/home/daniel/code/pytorch/env/lib/python3.8/site-packages/datasets/naming.py", line 57, in filename_prefix_for_split
if os.path.basename(name) != name:
File "/home/daniel/code/pytorch/env/lib/python3.8/posixpath.py", line 143, in basename
p = os.fspath(p)
TypeError: expected str, bytes or os.PathLike object, not NoneType
```
5. bonus: try to regenerate metadata in `README.md` with `datasets-cli` as in step 2 and get the same error.
This is because `dataset.info.splits` contains only `"train"` split so when we are doing `self.info.splits[split_generator.name]` it tries to infer smth like `info.splits['train[50%]']` and that's not the case and it fails.
### Expected behavior
to be discussed?
This can be solved by removing splits information from metadata file first. But I wonder if there is a better way.
### Environment info
- Datasets version: 2.7.1
- Python version: 3.8.13 | 57 | Adding new splits to a dataset script with existing old splits info in metadata's `dataset_info` fails
### Describe the bug
If you first create a custom dataset with a specific set of splits, generate metadata with `datasets-cli test ... --save_info`, then change your script to include more splits, it fails.
That's what happened in https://huggingface.co/datasets/mrdbourke/food_vision_199_classes/discussions/2#6385fd1269634850f8ddff48.
### Steps to reproduce the bug
1. create a dataset with a custom split that returns, for example, only `"train"` split in `_splits_generators'`. specifically, if really want to reproduce, copy `https://huggingface.co/datasets/mrdbourke/food_vision_199_classes/blob/main/food_vision_199_classes.py
2. run `datasets-cli test dataset_script.py --save_info --all_configs` - this would generate metadata yaml in `README.md` that would contain info about splits, for example, like this:
```
splits:
- name: train
num_bytes: 2973286
num_examples: 19747
```
3. make changes to your script so that it returns another set of splits, for example, `"train"` and `"test"` (uncomment [these lines](https://huggingface.co/datasets/mrdbourke/food_vision_199_classes/blob/main/food_vision_199_classes.py#L271))
4. run `load_dataset` and get the following error:
```python
Traceback (most recent call last):
File "/home/daniel/code/pytorch/env/bin/datasets-cli", line 8, in <module>
sys.exit(main())
File "/home/daniel/code/pytorch/env/lib/python3.8/site-packages/datasets/commands/datasets_cli.py", line 39, in main
service.run()
File "/home/daniel/code/pytorch/env/lib/python3.8/site-packages/datasets/commands/test.py", line 141, in run
builder.download_and_prepare(
File "/home/daniel/code/pytorch/env/lib/python3.8/site-packages/datasets/builder.py", line 822, in download_and_prepare
self._download_and_prepare(
File "/home/daniel/code/pytorch/env/lib/python3.8/site-packages/datasets/builder.py", line 1555, in _download_and_prepare
super()._download_and_prepare(
File "/home/daniel/code/pytorch/env/lib/python3.8/site-packages/datasets/builder.py", line 913, in _download_and_prepare
self._prepare_split(split_generator, **prepare_split_kwargs)
File "/home/daniel/code/pytorch/env/lib/python3.8/site-packages/datasets/builder.py", line 1356, in _prepare_split
split_info = self.info.splits[split_generator.name]
File "/home/daniel/code/pytorch/env/lib/python3.8/site-packages/datasets/splits.py", line 525, in __getitem__
instructions = make_file_instructions(
File "/home/daniel/code/pytorch/env/lib/python3.8/site-packages/datasets/arrow_reader.py", line 111, in make_file_instructions
name2filenames = {
File "/home/daniel/code/pytorch/env/lib/python3.8/site-packages/datasets/arrow_reader.py", line 112, in <dictcomp>
info.name: filenames_for_dataset_split(
File "/home/daniel/code/pytorch/env/lib/python3.8/site-packages/datasets/naming.py", line 78, in filenames_for_dataset_split
prefix = filename_prefix_for_split(dataset_name, split)
File "/home/daniel/code/pytorch/env/lib/python3.8/site-packages/datasets/naming.py", line 57, in filename_prefix_for_split
if os.path.basename(name) != name:
File "/home/daniel/code/pytorch/env/lib/python3.8/posixpath.py", line 143, in basename
p = os.fspath(p)
TypeError: expected str, bytes or os.PathLike object, not NoneType
```
5. bonus: try to regenerate metadata in `README.md` with `datasets-cli` as in step 2 and get the same error.
This is because `dataset.info.splits` contains only `"train"` split so when we are doing `self.info.splits[split_generator.name]` it tries to infer smth like `info.splits['train[50%]']` and that's not the case and it fails.
### Expected behavior
to be discussed?
This can be solved by removing splits information from metadata file first. But I wonder if there is a better way.
### Environment info
- Datasets version: 2.7.1
- Python version: 3.8.13
EDIT:
I think in this case, the metadata files (either README or JSON) should not be read (i.e. `self.info.splits` should be None).
One idea:
- I think ideally we should set this behavior when we pass `--save_info` to the CLI `test`
- However, currently, the builder is unaware of this: `save_info` arg is not passed to it | [
-0.24759887158870697,
0.12104375660419464,
0.013389259576797485,
0.18365581333637238,
0.02445199154317379,
-0.1423143744468689,
0.42855992913246155,
0.38429567217826843,
-0.08495767414569855,
0.02560550719499588,
-0.011631143279373646,
0.3385595381259918,
-0.1291259229183197,
0.2765665352344513,
0.05044838786125183,
-0.04762955754995346,
-0.08109139651060104,
-0.16127991676330566,
-0.02097105234861374,
0.2017052322626114,
-0.4314644932746887,
0.10017984360456467,
0.0011284798383712769,
-0.28336185216903687,
-0.6815908551216125,
0.18599870800971985,
-0.24850265681743622,
0.2811872065067291,
0.15309135615825653,
-0.46689093112945557,
0.13159717619419098,
0.013803724199533463,
-0.02729625254869461,
0.6535253524780273,
-0.00011291365080978721,
0.06537888944149017,
0.3211297392845154,
-0.005333630368113518,
-0.4669899344444275,
-0.07906065881252289,
-0.1995769739151001,
-0.21139684319496155,
-0.2079017609357834,
-0.07792771607637405,
-0.027111005038022995,
-0.05518863722681999,
-0.3158699870109558,
-0.3922616243362427,
0.16923609375953674,
0.20595112442970276,
0.2020195871591568,
0.12655772268772125,
-0.12260222434997559,
-0.39025428891181946,
0.4633776545524597,
0.5842902660369873,
-0.13126656413078308,
0.015816882252693176,
0.15577274560928345,
-0.06418029963970184,
0.20791420340538025,
0.19220717251300812,
-0.13941575586795807,
-0.07901307940483093,
0.1251317411661148,
0.13998472690582275,
-0.12527325749397278,
-0.2097403109073639,
0.19266024231910706,
0.3133942484855652,
0.43988656997680664,
-0.3963836431503296,
-0.5004398226737976,
-0.4129811227321625,
-0.021436091512441635,
-0.39917656779289246,
0.03252587839961052,
0.1910257488489151,
-0.01330522634088993,
0.0695594996213913,
-0.17771939933300018,
-0.042294830083847046,
-0.1264614760875702,
0.12353817373514175,
0.17007355391979218,
0.39738729596138,
0.08239031583070755,
0.17664900422096252,
0.15481050312519073,
-0.2483430653810501,
0.1517753154039383,
0.02157621830701828,
-0.362182080745697,
0.07351026684045792,
0.0021786540746688843,
-0.2580360472202301,
-0.09390010684728622,
-0.19701385498046875,
0.3056883215904236,
0.4109611511230469,
-0.10549455881118774,
0.028641870245337486,
-0.2713247239589691,
0.10739808529615402,
0.23615700006484985,
-0.13251343369483948,
0.13474366068840027,
0.5700405240058899,
0.11130878329277039,
0.32212769985198975,
0.1803884208202362,
-0.14010730385780334,
0.32303568720817566,
-0.03991321474313736,
0.16492794454097748,
-0.14948970079421997,
0.5020824670791626,
0.011348802596330643,
-0.2382308691740036,
0.14907123148441315,
-0.17544832825660706,
-0.2346629947423935,
0.12832580506801605,
0.18800672888755798,
0.09563061594963074,
-0.0625641718506813,
0.13072364032268524,
0.3687276244163513,
-0.045332640409469604,
-0.11248979717493057,
-0.22324742376804352,
0.07079461216926575,
-0.033391036093235016,
0.46119391918182373,
0.41613179445266724,
0.0439230352640152,
0.22666342556476593,
0.3544512391090393,
-0.024772576987743378,
-0.24099473655223846,
-0.15995469689369202,
-0.07604658603668213,
0.029649898409843445,
0.366142600774765,
0.018898651003837585,
0.23049907386302948,
-0.09062716364860535,
0.09380272030830383,
-0.016203537583351135,
0.08123436570167542,
-0.2195671796798706,
-0.30975133180618286,
-0.11279308795928955,
0.1896442025899887,
-0.16788657009601593,
0.078054279088974,
0.1797654628753662,
0.1571570485830307,
0.4233958125114441,
-0.28214192390441895,
-0.034196384251117706,
-0.1587662547826767,
-0.5016224980354309,
-0.2818562090396881,
0.13554252684116364,
0.5947391390800476,
-0.5039466619491577,
0.07710984349250793,
-0.18387407064437866,
0.0017127804458141327,
0.05588950216770172,
0.24297288060188293,
-0.11585744470357895,
0.089101143181324,
-0.2873794734477997,
0.14679737389087677,
-0.07111144810914993,
-0.19453848898410797,
-0.096120186150074,
0.19630272686481476,
0.0924723893404007,
0.2292311042547226,
0.1774579882621765,
0.08376993238925934,
0.3972325921058655,
-0.36842507123947144,
-0.2719094455242157,
0.060769226402044296,
-0.16021311283111572,
-0.12588506937026978,
-0.12587669491767883,
-0.001544153317809105,
0.11605890840291977,
0.051713984459638596,
0.14508873224258423,
-0.1271660327911377,
0.2580999433994293,
0.2091466337442398,
0.22208666801452637,
0.01821869984269142,
0.2467120736837387,
0.10167531669139862,
0.2171453833580017,
0.2230968177318573,
0.28188320994377136,
-0.4363614320755005,
-0.5628483891487122,
0.2866329252719879,
-0.022233203053474426,
-0.04377135634422302,
-0.17894680798053741,
-0.309406042098999,
-0.23283109068870544,
0.08267633616924286,
-0.16382142901420593,
-0.3099691867828369,
0.08527632057666779,
0.16490408778190613,
-0.01442301832139492,
-0.260731041431427,
-0.15023474395275116,
0.18284031748771667,
0.1361328363418579,
0.23640176653862,
-0.19476354122161865,
0.411426305770874,
0.03724993020296097,
-0.2955307066440582,
-0.19744688272476196,
0.35294005274772644,
0.42481380701065063,
-0.10661371797323227,
-0.06843066960573196,
0.6083564162254333,
0.3566370904445648,
0.0018832162022590637,
-0.11638516932725906,
-0.049717843532562256,
0.3208463788032532,
-0.08047675341367722,
0.2555292844772339,
0.11952285468578339,
-0.043158337473869324,
-0.1859404593706131,
-0.17086464166641235,
0.10232312232255936,
-0.060000862926244736,
0.19719365239143372,
0.0706821084022522,
-0.06616230309009552,
0.06299251317977905,
-0.18714873492717743,
-0.009921606630086899,
-0.5973176956176758,
-0.1229027658700943,
-0.04204389080405235,
0.03390870615839958,
-0.07194843143224716,
-0.06252875179052353,
0.3765242099761963,
0.3733671009540558,
-0.19400078058242798,
0.10158566385507584,
-0.04053147882223129,
-0.12834006547927856,
0.0734991654753685,
-0.18977081775665283,
0.5192829370498657,
0.42276352643966675,
0.1155567392706871,
-0.08836615085601807,
0.1997264176607132,
-0.19640733301639557,
-0.14891895651817322,
0.12276971340179443,
0.19348090887069702,
0.26814690232276917,
0.2538709342479706,
0.08161933720111847,
-0.009907948784530163,
-0.026807766407728195,
-0.1740909069776535,
0.15380816161632538,
0.20076340436935425,
-0.3529890477657318,
0.07802022248506546,
-0.33261561393737793,
-0.059763550758361816,
-0.38961300253868103,
-0.3243289589881897,
-0.3515154719352722,
-0.2369103729724884,
0.1228463277220726,
0.27610382437705994,
-0.2283732146024704,
0.10373879969120026,
0.08563022315502167,
-0.02236996591091156,
-0.15333051979541779,
-0.026788154616951942,
-0.13069427013397217,
-0.12596189975738525,
-0.021893426775932312,
0.016782470047473907,
0.3456624150276184,
0.14675870537757874,
0.3098759651184082,
0.10502593219280243,
-0.36450493335723877,
-0.5095035433769226,
-0.3337026536464691,
-0.020184725522994995,
-0.17038816213607788,
0.08025465160608292,
0.26811909675598145,
0.01941566914319992,
0.5532258749008179,
-0.24398483335971832,
0.14295853674411774,
-0.15631496906280518,
0.047119140625,
0.07266663759946823,
0.08401075005531311,
0.05944302678108215,
-0.4780406653881073,
-0.3968157172203064,
-0.09476146847009659,
-0.2403234839439392,
0.16283676028251648,
0.2081184685230255,
0.16804112493991852,
0.3524985909461975,
0.08401075750589371,
-0.16676920652389526,
-0.14175818860530853,
-0.18441855907440186,
-0.3139832019805908,
0.11828570067882538,
0.07382267713546753,
-0.3888753056526184,
-0.12720319628715515,
0.12952940165996552,
-0.11094987392425537,
0.1444803923368454,
0.08179008960723877,
-0.19700315594673157,
0.0654386430978775,
-0.21975746750831604,
0.20505307614803314,
-0.17517690360546112,
0.007202483713626862,
0.3492090404033661,
-0.07111029326915741,
0.015562111511826515,
-0.3579116463661194,
-0.2384137511253357,
0.07387027144432068,
-0.30940312147140503,
0.14523811638355255,
-0.10439526289701462,
0.4128546416759491,
-0.059587761759757996,
0.5062463879585266,
0.15145978331565857,
-0.17292052507400513,
0.15198123455047607,
-0.2382974624633789,
0.4390787184238434,
-0.0630369707942009,
-0.34941259026527405,
-0.07650408893823624,
-0.15818822383880615,
-0.05293958634138107,
0.09679639339447021,
-0.04181847721338272,
0.08256038278341293,
0.04496348649263382,
0.12033204734325409,
0.015153452754020691,
-0.3047812581062317,
-0.013775693252682686,
-0.0038858987390995026,
0.24320855736732483,
-0.037111978977918625,
0.305215448141098,
-0.19001436233520508,
-0.07374516874551773,
-0.18777340650558472,
0.19615887105464935,
0.18360278010368347,
-0.03918922320008278,
-0.3828950822353363,
0.15087954699993134,
-0.13175874948501587,
0.18287691473960876,
0.17203105986118317,
0.18354149162769318,
-0.17513719201087952,
-0.10033967345952988,
-0.18083913624286652,
0.18195931613445282,
0.4205842614173889,
-0.5134583711624146,
-0.04786024987697601,
0.24012091755867004,
0.011091049760580063,
-0.3840150833129883,
-0.21771952509880066,
-0.23644842207431793,
0.24671624600887299,
0.46132349967956543,
0.5758981704711914,
-0.24995163083076477,
-0.09182626754045486,
0.6468312740325928,
0.21726401150226593,
0.13074582815170288,
-0.2923877239227295,
-0.11941921710968018,
-0.20199337601661682,
-0.3536026179790497,
-0.11901336163282394,
0.10559020191431046,
0.05749337747693062,
-0.32728996872901917,
-0.1587039828300476,
0.22930657863616943,
-0.27692073583602905,
-0.03464522957801819,
0.04013342410326004,
0.31457284092903137,
0.0929197445511818,
0.4167901575565338,
-0.08193598687648773,
-0.0034809932112693787,
0.5322067141532898,
0.7114877700805664,
-0.045448657125234604,
-0.4777112603187561,
0.08982416242361069,
-0.08420927822589874,
0.3057159185409546,
0.33300623297691345,
0.09724435210227966,
0.1879482865333557,
-0.08640281856060028,
0.06007988005876541,
-0.22704043984413147,
-0.1271209865808487,
0.3620837926864624,
-0.3287421762943268,
-0.46358156204223633,
-0.4617024064064026,
0.45329415798187256,
0.028049621731042862,
0.12190155684947968,
0.03108832985162735,
-0.19550882279872894,
-0.3394390344619751,
0.110463447868824,
-0.08666405826807022,
0.7318540811538696,
0.07767459750175476,
-0.017556365579366684,
0.20691663026809692,
-0.0926620364189148,
0.4865257441997528,
0.09709243476390839,
-0.13142834603786469,
-0.553299069404602,
-0.057270221412181854,
0.08455070108175278,
0.038307372480630875,
0.15289223194122314,
-0.08840590715408325,
-0.26706206798553467,
0.1206035390496254,
-0.3840855360031128,
0.32020848989486694,
-0.03383493423461914,
0.35941800475120544,
-0.28980255126953125,
-0.24077218770980835,
0.1576422154903412,
0.19393865764141083,
-0.09503187239170074,
-0.011052053421735764,
-0.06711474061012268,
-0.06098230928182602,
-0.1160799190402031,
-0.22340132296085358,
-0.3960554003715515,
0.236424058675766,
-0.14002081751823425,
0.07663214206695557,
-0.05662354454398155,
-0.1106463074684143,
0.23498177528381348,
-0.24573707580566406,
0.48203784227371216,
0.2961138188838959,
-0.04417324811220169,
0.11878715455532074,
-0.13904812932014465,
-0.009949276223778725,
0.04458603635430336,
-0.0087507963180542,
0.3052109479904175,
0.18452304601669312,
-0.31012237071990967,
-0.09808757156133652,
0.10671979188919067,
-0.17093881964683533,
-0.3091757893562317,
-0.061985090374946594,
0.08555832505226135,
-0.5575827956199646,
-0.013570738956332207,
-0.05524452030658722,
-0.08261211216449738,
-0.3908626139163971,
0.11336624622344971,
0.1311669796705246,
-0.15465961396694183,
0.1346358060836792,
-0.32878515124320984,
-0.11618585884571075,
-0.2491951435804367,
0.16485309600830078,
0.0583287850022316,
0.06734998524188995,
0.3771264851093292,
0.21822501718997955,
0.048166342079639435,
-0.2242177128791809,
0.16658848524093628,
0.17409230768680573,
-0.5576398372650146,
0.05893219634890556,
0.21042613685131073,
0.041367024183273315,
0.2377776801586151,
0.0745687410235405,
-0.13579629361629486,
0.0857749655842781,
-0.08486752957105637,
-0.33317989110946655,
-0.09047535806894302,
0.1721392571926117,
-0.1201818436384201,
0.3499285876750946,
-0.09316106885671616,
0.3865698575973511,
-0.233976349234581,
0.2035369575023651,
-0.2889189124107361,
0.051827557384967804,
0.36933818459510803,
0.040134645998477936,
0.43003609776496887,
-0.09102972596883774,
0.05237988755106926,
-0.08016125857830048,
0.08275885879993439,
0.16474071145057678,
0.015138078480958939,
-0.10734125226736069,
-0.24408058822155,
0.08070410788059235,
0.050531819462776184,
-0.03138528764247894,
-0.3461320400238037,
-0.2300659418106079,
-0.05525345727801323,
-0.21617069840431213,
0.2881132662296295,
0.2581685185432434,
-0.044907085597515106,
0.13024652004241943,
0.26535841822624207,
0.12362150847911835,
0.12572380900382996,
0.2085544914007187,
-0.11316195130348206,
0.158418670296669,
-0.10754688084125519,
0.28710466623306274,
-0.23866823315620422,
-0.016552776098251343,
-0.02531658299267292,
0.046953678131103516,
0.039148103445768356,
0.11581459641456604,
0.3816124498844147,
-0.326255738735199,
0.13162347674369812,
0.1268792599439621,
0.4900922477245331,
0.2499062865972519,
0.04474523290991783,
-0.14442607760429382,
0.20210355520248413,
0.16414746642112732,
-0.22214607894420624,
-0.19444309175014496,
0.23310786485671997,
0.1300959587097168,
0.024832118302583694,
0.5893535017967224,
0.20264899730682373,
0.09941239655017853,
-0.08482620120048523,
0.205420583486557,
0.39160284399986267,
-0.0749703049659729,
0.4447837769985199,
0.49526119232177734,
-0.11820156872272491,
-0.05152907595038414,
0.20080171525478363,
-0.020291775465011597,
0.20546330511569977,
0.37210768461227417,
-0.19469952583312988,
0.6234422326087952,
0.009892396628856659,
-0.32508978247642517,
0.4603976607322693,
-0.279695063829422,
-0.12530212104320526,
-0.0927836000919342,
-0.06149747967720032,
0.05801486223936081,
-0.09850214421749115,
0.4155682623386383,
-0.4289240837097168,
-0.0743742361664772,
-0.2136179357767105,
0.07174937427043915,
-0.11550099402666092,
0.1685754954814911,
-0.046328723430633545,
-0.18426212668418884,
-0.051104623824357986,
-0.2552603483200073,
-0.002354949712753296,
-0.12884357571601868,
0.31214073300361633,
-0.10004957020282745,
-0.28804337978363037,
-0.01648457907140255,
-0.1742759644985199,
-0.07189161330461502,
0.03725600615143776,
-0.24978618323802948,
0.20396551489830017,
0.2323826402425766,
-0.15231062471866608,
0.19287607073783875,
0.12082473933696747,
0.6725243330001831,
0.3162079453468323,
0.155488982796669,
0.110003761947155,
-0.20003575086593628,
0.03384987264871597,
0.24272090196609497,
0.1158885583281517,
-0.007548436522483826,
-0.19768737256526947,
0.2651466429233551,
0.09595812857151031,
-0.09646493941545486,
-0.021180029958486557,
0.22842706739902496,
0.34753313660621643,
-0.3653884530067444,
0.41667288541793823,
-0.026748277246952057,
-0.082959845662117,
-0.1884334683418274,
0.026394538581371307,
-0.2000361680984497,
-0.3877347707748413,
0.36646077036857605,
0.051371969282627106,
0.13546037673950195,
-0.1218339055776596,
0.06829799711704254,
0.07944938540458679,
0.3355426490306854,
0.212967187166214,
-0.43527472019195557,
-0.21747049689292908,
-0.07293042540550232,
-0.53562331199646,
-0.06347616761922836,
-0.46844857931137085,
-0.22197721898555756,
-0.06211636960506439,
0.1251996010541916,
-0.03474358469247818,
-0.10625812411308289,
0.3865387439727783,
-0.17856380343437195,
0.33915188908576965,
-0.02209189534187317,
-0.17666174471378326,
-0.11110807955265045,
-0.21067745983600616,
-0.09214025735855103,
0.17221833765506744,
-0.13378280401229858,
-0.007734600454568863,
-0.2025916576385498,
-0.011148367077112198,
0.06723373383283615,
-0.02303166687488556,
0.3275913894176483,
-0.029378235340118408,
0.14514349400997162,
0.10632535815238953,
0.536764919757843,
-0.08998125791549683,
-0.1702391356229782,
-0.6523485779762268,
-0.32631492614746094,
-0.2648141086101532,
0.34943878650665283,
0.06189883500337601,
0.5432782173156738,
-0.07018358260393143,
-0.1914493441581726,
-0.3937451243400574,
0.17685869336128235,
-0.16551744937896729,
0.16798657178878784,
-0.059914812445640564,
0.3266138732433319,
-0.11956210434436798,
0.16246722638607025,
0.3022189736366272,
0.2483425736427307,
-0.15561723709106445,
0.3490428328514099,
-0.15916842222213745,
-0.5039048790931702,
0.5550704598426819,
-0.10624656826257706,
-0.3332430422306061,
-0.3237834870815277,
0.43843546509742737,
-0.3034588396549225,
-0.08545132726430893,
-0.47774380445480347,
-0.11148956418037415,
0.22868704795837402,
0.028607577085494995,
0.01542074978351593,
0.08031231164932251,
-0.0844755619764328,
-0.2600836157798767,
0.08521153032779694,
0.09896296262741089,
0.24696403741836548,
-0.27406826615333557,
0.4064304232597351,
-0.03579577058553696
] |
https://github.com/huggingface/datasets/issues/5315 | Adding new splits to a dataset script with existing old splits info in metadata's `dataset_info` fails | > I think in this case
@albertvillanova You mean in cases when the script was changed?
I suggest that we:
* add a check on the slice (like 'split_name[n%]) kind of format here: https://github.com/huggingface/datasets/blob/main/src/datasets/splits.py#L523 to catch things like this.
* Error here happens before splits verification, but in `_prepare_split`, and `_prepare_split` doesn't perform any verification and don't know about it. so we can pass this parameter and take splits from `split_generator`, not from `split.info` in case when `verify_infos` is False
* we can check if split **names** from split_generators and self.info.splits are the same **before** preparing splits (if `verify_info=True`) so that we don't spend time on generating unwanted data.
* provide some user-friendly warnings about `ignore_verifications` parameter so that users know that if something is not matching they can ignore it
I started it here: https://github.com/huggingface/datasets/pull/5327/files
What do you think @albertvillanova ? | ### Describe the bug
If you first create a custom dataset with a specific set of splits, generate metadata with `datasets-cli test ... --save_info`, then change your script to include more splits, it fails.
That's what happened in https://huggingface.co/datasets/mrdbourke/food_vision_199_classes/discussions/2#6385fd1269634850f8ddff48.
### Steps to reproduce the bug
1. create a dataset with a custom split that returns, for example, only `"train"` split in `_splits_generators'`. specifically, if really want to reproduce, copy `https://huggingface.co/datasets/mrdbourke/food_vision_199_classes/blob/main/food_vision_199_classes.py
2. run `datasets-cli test dataset_script.py --save_info --all_configs` - this would generate metadata yaml in `README.md` that would contain info about splits, for example, like this:
```
splits:
- name: train
num_bytes: 2973286
num_examples: 19747
```
3. make changes to your script so that it returns another set of splits, for example, `"train"` and `"test"` (uncomment [these lines](https://huggingface.co/datasets/mrdbourke/food_vision_199_classes/blob/main/food_vision_199_classes.py#L271))
4. run `load_dataset` and get the following error:
```python
Traceback (most recent call last):
File "/home/daniel/code/pytorch/env/bin/datasets-cli", line 8, in <module>
sys.exit(main())
File "/home/daniel/code/pytorch/env/lib/python3.8/site-packages/datasets/commands/datasets_cli.py", line 39, in main
service.run()
File "/home/daniel/code/pytorch/env/lib/python3.8/site-packages/datasets/commands/test.py", line 141, in run
builder.download_and_prepare(
File "/home/daniel/code/pytorch/env/lib/python3.8/site-packages/datasets/builder.py", line 822, in download_and_prepare
self._download_and_prepare(
File "/home/daniel/code/pytorch/env/lib/python3.8/site-packages/datasets/builder.py", line 1555, in _download_and_prepare
super()._download_and_prepare(
File "/home/daniel/code/pytorch/env/lib/python3.8/site-packages/datasets/builder.py", line 913, in _download_and_prepare
self._prepare_split(split_generator, **prepare_split_kwargs)
File "/home/daniel/code/pytorch/env/lib/python3.8/site-packages/datasets/builder.py", line 1356, in _prepare_split
split_info = self.info.splits[split_generator.name]
File "/home/daniel/code/pytorch/env/lib/python3.8/site-packages/datasets/splits.py", line 525, in __getitem__
instructions = make_file_instructions(
File "/home/daniel/code/pytorch/env/lib/python3.8/site-packages/datasets/arrow_reader.py", line 111, in make_file_instructions
name2filenames = {
File "/home/daniel/code/pytorch/env/lib/python3.8/site-packages/datasets/arrow_reader.py", line 112, in <dictcomp>
info.name: filenames_for_dataset_split(
File "/home/daniel/code/pytorch/env/lib/python3.8/site-packages/datasets/naming.py", line 78, in filenames_for_dataset_split
prefix = filename_prefix_for_split(dataset_name, split)
File "/home/daniel/code/pytorch/env/lib/python3.8/site-packages/datasets/naming.py", line 57, in filename_prefix_for_split
if os.path.basename(name) != name:
File "/home/daniel/code/pytorch/env/lib/python3.8/posixpath.py", line 143, in basename
p = os.fspath(p)
TypeError: expected str, bytes or os.PathLike object, not NoneType
```
5. bonus: try to regenerate metadata in `README.md` with `datasets-cli` as in step 2 and get the same error.
This is because `dataset.info.splits` contains only `"train"` split so when we are doing `self.info.splits[split_generator.name]` it tries to infer smth like `info.splits['train[50%]']` and that's not the case and it fails.
### Expected behavior
to be discussed?
This can be solved by removing splits information from metadata file first. But I wonder if there is a better way.
### Environment info
- Datasets version: 2.7.1
- Python version: 3.8.13 | 142 | Adding new splits to a dataset script with existing old splits info in metadata's `dataset_info` fails
### Describe the bug
If you first create a custom dataset with a specific set of splits, generate metadata with `datasets-cli test ... --save_info`, then change your script to include more splits, it fails.
That's what happened in https://huggingface.co/datasets/mrdbourke/food_vision_199_classes/discussions/2#6385fd1269634850f8ddff48.
### Steps to reproduce the bug
1. create a dataset with a custom split that returns, for example, only `"train"` split in `_splits_generators'`. specifically, if really want to reproduce, copy `https://huggingface.co/datasets/mrdbourke/food_vision_199_classes/blob/main/food_vision_199_classes.py
2. run `datasets-cli test dataset_script.py --save_info --all_configs` - this would generate metadata yaml in `README.md` that would contain info about splits, for example, like this:
```
splits:
- name: train
num_bytes: 2973286
num_examples: 19747
```
3. make changes to your script so that it returns another set of splits, for example, `"train"` and `"test"` (uncomment [these lines](https://huggingface.co/datasets/mrdbourke/food_vision_199_classes/blob/main/food_vision_199_classes.py#L271))
4. run `load_dataset` and get the following error:
```python
Traceback (most recent call last):
File "/home/daniel/code/pytorch/env/bin/datasets-cli", line 8, in <module>
sys.exit(main())
File "/home/daniel/code/pytorch/env/lib/python3.8/site-packages/datasets/commands/datasets_cli.py", line 39, in main
service.run()
File "/home/daniel/code/pytorch/env/lib/python3.8/site-packages/datasets/commands/test.py", line 141, in run
builder.download_and_prepare(
File "/home/daniel/code/pytorch/env/lib/python3.8/site-packages/datasets/builder.py", line 822, in download_and_prepare
self._download_and_prepare(
File "/home/daniel/code/pytorch/env/lib/python3.8/site-packages/datasets/builder.py", line 1555, in _download_and_prepare
super()._download_and_prepare(
File "/home/daniel/code/pytorch/env/lib/python3.8/site-packages/datasets/builder.py", line 913, in _download_and_prepare
self._prepare_split(split_generator, **prepare_split_kwargs)
File "/home/daniel/code/pytorch/env/lib/python3.8/site-packages/datasets/builder.py", line 1356, in _prepare_split
split_info = self.info.splits[split_generator.name]
File "/home/daniel/code/pytorch/env/lib/python3.8/site-packages/datasets/splits.py", line 525, in __getitem__
instructions = make_file_instructions(
File "/home/daniel/code/pytorch/env/lib/python3.8/site-packages/datasets/arrow_reader.py", line 111, in make_file_instructions
name2filenames = {
File "/home/daniel/code/pytorch/env/lib/python3.8/site-packages/datasets/arrow_reader.py", line 112, in <dictcomp>
info.name: filenames_for_dataset_split(
File "/home/daniel/code/pytorch/env/lib/python3.8/site-packages/datasets/naming.py", line 78, in filenames_for_dataset_split
prefix = filename_prefix_for_split(dataset_name, split)
File "/home/daniel/code/pytorch/env/lib/python3.8/site-packages/datasets/naming.py", line 57, in filename_prefix_for_split
if os.path.basename(name) != name:
File "/home/daniel/code/pytorch/env/lib/python3.8/posixpath.py", line 143, in basename
p = os.fspath(p)
TypeError: expected str, bytes or os.PathLike object, not NoneType
```
5. bonus: try to regenerate metadata in `README.md` with `datasets-cli` as in step 2 and get the same error.
This is because `dataset.info.splits` contains only `"train"` split so when we are doing `self.info.splits[split_generator.name]` it tries to infer smth like `info.splits['train[50%]']` and that's not the case and it fails.
### Expected behavior
to be discussed?
This can be solved by removing splits information from metadata file first. But I wonder if there is a better way.
### Environment info
- Datasets version: 2.7.1
- Python version: 3.8.13
> I think in this case
@albertvillanova You mean in cases when the script was changed?
I suggest that we:
* add a check on the slice (like 'split_name[n%]) kind of format here: https://github.com/huggingface/datasets/blob/main/src/datasets/splits.py#L523 to catch things like this.
* Error here happens before splits verification, but in `_prepare_split`, and `_prepare_split` doesn't perform any verification and don't know about it. so we can pass this parameter and take splits from `split_generator`, not from `split.info` in case when `verify_infos` is False
* we can check if split **names** from split_generators and self.info.splits are the same **before** preparing splits (if `verify_info=True`) so that we don't spend time on generating unwanted data.
* provide some user-friendly warnings about `ignore_verifications` parameter so that users know that if something is not matching they can ignore it
I started it here: https://github.com/huggingface/datasets/pull/5327/files
What do you think @albertvillanova ? | [
-0.24759887158870697,
0.12104375660419464,
0.013389259576797485,
0.18365581333637238,
0.02445199154317379,
-0.1423143744468689,
0.42855992913246155,
0.38429567217826843,
-0.08495767414569855,
0.02560550719499588,
-0.011631143279373646,
0.3385595381259918,
-0.1291259229183197,
0.2765665352344513,
0.05044838786125183,
-0.04762955754995346,
-0.08109139651060104,
-0.16127991676330566,
-0.02097105234861374,
0.2017052322626114,
-0.4314644932746887,
0.10017984360456467,
0.0011284798383712769,
-0.28336185216903687,
-0.6815908551216125,
0.18599870800971985,
-0.24850265681743622,
0.2811872065067291,
0.15309135615825653,
-0.46689093112945557,
0.13159717619419098,
0.013803724199533463,
-0.02729625254869461,
0.6535253524780273,
-0.00011291365080978721,
0.06537888944149017,
0.3211297392845154,
-0.005333630368113518,
-0.4669899344444275,
-0.07906065881252289,
-0.1995769739151001,
-0.21139684319496155,
-0.2079017609357834,
-0.07792771607637405,
-0.027111005038022995,
-0.05518863722681999,
-0.3158699870109558,
-0.3922616243362427,
0.16923609375953674,
0.20595112442970276,
0.2020195871591568,
0.12655772268772125,
-0.12260222434997559,
-0.39025428891181946,
0.4633776545524597,
0.5842902660369873,
-0.13126656413078308,
0.015816882252693176,
0.15577274560928345,
-0.06418029963970184,
0.20791420340538025,
0.19220717251300812,
-0.13941575586795807,
-0.07901307940483093,
0.1251317411661148,
0.13998472690582275,
-0.12527325749397278,
-0.2097403109073639,
0.19266024231910706,
0.3133942484855652,
0.43988656997680664,
-0.3963836431503296,
-0.5004398226737976,
-0.4129811227321625,
-0.021436091512441635,
-0.39917656779289246,
0.03252587839961052,
0.1910257488489151,
-0.01330522634088993,
0.0695594996213913,
-0.17771939933300018,
-0.042294830083847046,
-0.1264614760875702,
0.12353817373514175,
0.17007355391979218,
0.39738729596138,
0.08239031583070755,
0.17664900422096252,
0.15481050312519073,
-0.2483430653810501,
0.1517753154039383,
0.02157621830701828,
-0.362182080745697,
0.07351026684045792,
0.0021786540746688843,
-0.2580360472202301,
-0.09390010684728622,
-0.19701385498046875,
0.3056883215904236,
0.4109611511230469,
-0.10549455881118774,
0.028641870245337486,
-0.2713247239589691,
0.10739808529615402,
0.23615700006484985,
-0.13251343369483948,
0.13474366068840027,
0.5700405240058899,
0.11130878329277039,
0.32212769985198975,
0.1803884208202362,
-0.14010730385780334,
0.32303568720817566,
-0.03991321474313736,
0.16492794454097748,
-0.14948970079421997,
0.5020824670791626,
0.011348802596330643,
-0.2382308691740036,
0.14907123148441315,
-0.17544832825660706,
-0.2346629947423935,
0.12832580506801605,
0.18800672888755798,
0.09563061594963074,
-0.0625641718506813,
0.13072364032268524,
0.3687276244163513,
-0.045332640409469604,
-0.11248979717493057,
-0.22324742376804352,
0.07079461216926575,
-0.033391036093235016,
0.46119391918182373,
0.41613179445266724,
0.0439230352640152,
0.22666342556476593,
0.3544512391090393,
-0.024772576987743378,
-0.24099473655223846,
-0.15995469689369202,
-0.07604658603668213,
0.029649898409843445,
0.366142600774765,
0.018898651003837585,
0.23049907386302948,
-0.09062716364860535,
0.09380272030830383,
-0.016203537583351135,
0.08123436570167542,
-0.2195671796798706,
-0.30975133180618286,
-0.11279308795928955,
0.1896442025899887,
-0.16788657009601593,
0.078054279088974,
0.1797654628753662,
0.1571570485830307,
0.4233958125114441,
-0.28214192390441895,
-0.034196384251117706,
-0.1587662547826767,
-0.5016224980354309,
-0.2818562090396881,
0.13554252684116364,
0.5947391390800476,
-0.5039466619491577,
0.07710984349250793,
-0.18387407064437866,
0.0017127804458141327,
0.05588950216770172,
0.24297288060188293,
-0.11585744470357895,
0.089101143181324,
-0.2873794734477997,
0.14679737389087677,
-0.07111144810914993,
-0.19453848898410797,
-0.096120186150074,
0.19630272686481476,
0.0924723893404007,
0.2292311042547226,
0.1774579882621765,
0.08376993238925934,
0.3972325921058655,
-0.36842507123947144,
-0.2719094455242157,
0.060769226402044296,
-0.16021311283111572,
-0.12588506937026978,
-0.12587669491767883,
-0.001544153317809105,
0.11605890840291977,
0.051713984459638596,
0.14508873224258423,
-0.1271660327911377,
0.2580999433994293,
0.2091466337442398,
0.22208666801452637,
0.01821869984269142,
0.2467120736837387,
0.10167531669139862,
0.2171453833580017,
0.2230968177318573,
0.28188320994377136,
-0.4363614320755005,
-0.5628483891487122,
0.2866329252719879,
-0.022233203053474426,
-0.04377135634422302,
-0.17894680798053741,
-0.309406042098999,
-0.23283109068870544,
0.08267633616924286,
-0.16382142901420593,
-0.3099691867828369,
0.08527632057666779,
0.16490408778190613,
-0.01442301832139492,
-0.260731041431427,
-0.15023474395275116,
0.18284031748771667,
0.1361328363418579,
0.23640176653862,
-0.19476354122161865,
0.411426305770874,
0.03724993020296097,
-0.2955307066440582,
-0.19744688272476196,
0.35294005274772644,
0.42481380701065063,
-0.10661371797323227,
-0.06843066960573196,
0.6083564162254333,
0.3566370904445648,
0.0018832162022590637,
-0.11638516932725906,
-0.049717843532562256,
0.3208463788032532,
-0.08047675341367722,
0.2555292844772339,
0.11952285468578339,
-0.043158337473869324,
-0.1859404593706131,
-0.17086464166641235,
0.10232312232255936,
-0.060000862926244736,
0.19719365239143372,
0.0706821084022522,
-0.06616230309009552,
0.06299251317977905,
-0.18714873492717743,
-0.009921606630086899,
-0.5973176956176758,
-0.1229027658700943,
-0.04204389080405235,
0.03390870615839958,
-0.07194843143224716,
-0.06252875179052353,
0.3765242099761963,
0.3733671009540558,
-0.19400078058242798,
0.10158566385507584,
-0.04053147882223129,
-0.12834006547927856,
0.0734991654753685,
-0.18977081775665283,
0.5192829370498657,
0.42276352643966675,
0.1155567392706871,
-0.08836615085601807,
0.1997264176607132,
-0.19640733301639557,
-0.14891895651817322,
0.12276971340179443,
0.19348090887069702,
0.26814690232276917,
0.2538709342479706,
0.08161933720111847,
-0.009907948784530163,
-0.026807766407728195,
-0.1740909069776535,
0.15380816161632538,
0.20076340436935425,
-0.3529890477657318,
0.07802022248506546,
-0.33261561393737793,
-0.059763550758361816,
-0.38961300253868103,
-0.3243289589881897,
-0.3515154719352722,
-0.2369103729724884,
0.1228463277220726,
0.27610382437705994,
-0.2283732146024704,
0.10373879969120026,
0.08563022315502167,
-0.02236996591091156,
-0.15333051979541779,
-0.026788154616951942,
-0.13069427013397217,
-0.12596189975738525,
-0.021893426775932312,
0.016782470047473907,
0.3456624150276184,
0.14675870537757874,
0.3098759651184082,
0.10502593219280243,
-0.36450493335723877,
-0.5095035433769226,
-0.3337026536464691,
-0.020184725522994995,
-0.17038816213607788,
0.08025465160608292,
0.26811909675598145,
0.01941566914319992,
0.5532258749008179,
-0.24398483335971832,
0.14295853674411774,
-0.15631496906280518,
0.047119140625,
0.07266663759946823,
0.08401075005531311,
0.05944302678108215,
-0.4780406653881073,
-0.3968157172203064,
-0.09476146847009659,
-0.2403234839439392,
0.16283676028251648,
0.2081184685230255,
0.16804112493991852,
0.3524985909461975,
0.08401075750589371,
-0.16676920652389526,
-0.14175818860530853,
-0.18441855907440186,
-0.3139832019805908,
0.11828570067882538,
0.07382267713546753,
-0.3888753056526184,
-0.12720319628715515,
0.12952940165996552,
-0.11094987392425537,
0.1444803923368454,
0.08179008960723877,
-0.19700315594673157,
0.0654386430978775,
-0.21975746750831604,
0.20505307614803314,
-0.17517690360546112,
0.007202483713626862,
0.3492090404033661,
-0.07111029326915741,
0.015562111511826515,
-0.3579116463661194,
-0.2384137511253357,
0.07387027144432068,
-0.30940312147140503,
0.14523811638355255,
-0.10439526289701462,
0.4128546416759491,
-0.059587761759757996,
0.5062463879585266,
0.15145978331565857,
-0.17292052507400513,
0.15198123455047607,
-0.2382974624633789,
0.4390787184238434,
-0.0630369707942009,
-0.34941259026527405,
-0.07650408893823624,
-0.15818822383880615,
-0.05293958634138107,
0.09679639339447021,
-0.04181847721338272,
0.08256038278341293,
0.04496348649263382,
0.12033204734325409,
0.015153452754020691,
-0.3047812581062317,
-0.013775693252682686,
-0.0038858987390995026,
0.24320855736732483,
-0.037111978977918625,
0.305215448141098,
-0.19001436233520508,
-0.07374516874551773,
-0.18777340650558472,
0.19615887105464935,
0.18360278010368347,
-0.03918922320008278,
-0.3828950822353363,
0.15087954699993134,
-0.13175874948501587,
0.18287691473960876,
0.17203105986118317,
0.18354149162769318,
-0.17513719201087952,
-0.10033967345952988,
-0.18083913624286652,
0.18195931613445282,
0.4205842614173889,
-0.5134583711624146,
-0.04786024987697601,
0.24012091755867004,
0.011091049760580063,
-0.3840150833129883,
-0.21771952509880066,
-0.23644842207431793,
0.24671624600887299,
0.46132349967956543,
0.5758981704711914,
-0.24995163083076477,
-0.09182626754045486,
0.6468312740325928,
0.21726401150226593,
0.13074582815170288,
-0.2923877239227295,
-0.11941921710968018,
-0.20199337601661682,
-0.3536026179790497,
-0.11901336163282394,
0.10559020191431046,
0.05749337747693062,
-0.32728996872901917,
-0.1587039828300476,
0.22930657863616943,
-0.27692073583602905,
-0.03464522957801819,
0.04013342410326004,
0.31457284092903137,
0.0929197445511818,
0.4167901575565338,
-0.08193598687648773,
-0.0034809932112693787,
0.5322067141532898,
0.7114877700805664,
-0.045448657125234604,
-0.4777112603187561,
0.08982416242361069,
-0.08420927822589874,
0.3057159185409546,
0.33300623297691345,
0.09724435210227966,
0.1879482865333557,
-0.08640281856060028,
0.06007988005876541,
-0.22704043984413147,
-0.1271209865808487,
0.3620837926864624,
-0.3287421762943268,
-0.46358156204223633,
-0.4617024064064026,
0.45329415798187256,
0.028049621731042862,
0.12190155684947968,
0.03108832985162735,
-0.19550882279872894,
-0.3394390344619751,
0.110463447868824,
-0.08666405826807022,
0.7318540811538696,
0.07767459750175476,
-0.017556365579366684,
0.20691663026809692,
-0.0926620364189148,
0.4865257441997528,
0.09709243476390839,
-0.13142834603786469,
-0.553299069404602,
-0.057270221412181854,
0.08455070108175278,
0.038307372480630875,
0.15289223194122314,
-0.08840590715408325,
-0.26706206798553467,
0.1206035390496254,
-0.3840855360031128,
0.32020848989486694,
-0.03383493423461914,
0.35941800475120544,
-0.28980255126953125,
-0.24077218770980835,
0.1576422154903412,
0.19393865764141083,
-0.09503187239170074,
-0.011052053421735764,
-0.06711474061012268,
-0.06098230928182602,
-0.1160799190402031,
-0.22340132296085358,
-0.3960554003715515,
0.236424058675766,
-0.14002081751823425,
0.07663214206695557,
-0.05662354454398155,
-0.1106463074684143,
0.23498177528381348,
-0.24573707580566406,
0.48203784227371216,
0.2961138188838959,
-0.04417324811220169,
0.11878715455532074,
-0.13904812932014465,
-0.009949276223778725,
0.04458603635430336,
-0.0087507963180542,
0.3052109479904175,
0.18452304601669312,
-0.31012237071990967,
-0.09808757156133652,
0.10671979188919067,
-0.17093881964683533,
-0.3091757893562317,
-0.061985090374946594,
0.08555832505226135,
-0.5575827956199646,
-0.013570738956332207,
-0.05524452030658722,
-0.08261211216449738,
-0.3908626139163971,
0.11336624622344971,
0.1311669796705246,
-0.15465961396694183,
0.1346358060836792,
-0.32878515124320984,
-0.11618585884571075,
-0.2491951435804367,
0.16485309600830078,
0.0583287850022316,
0.06734998524188995,
0.3771264851093292,
0.21822501718997955,
0.048166342079639435,
-0.2242177128791809,
0.16658848524093628,
0.17409230768680573,
-0.5576398372650146,
0.05893219634890556,
0.21042613685131073,
0.041367024183273315,
0.2377776801586151,
0.0745687410235405,
-0.13579629361629486,
0.0857749655842781,
-0.08486752957105637,
-0.33317989110946655,
-0.09047535806894302,
0.1721392571926117,
-0.1201818436384201,
0.3499285876750946,
-0.09316106885671616,
0.3865698575973511,
-0.233976349234581,
0.2035369575023651,
-0.2889189124107361,
0.051827557384967804,
0.36933818459510803,
0.040134645998477936,
0.43003609776496887,
-0.09102972596883774,
0.05237988755106926,
-0.08016125857830048,
0.08275885879993439,
0.16474071145057678,
0.015138078480958939,
-0.10734125226736069,
-0.24408058822155,
0.08070410788059235,
0.050531819462776184,
-0.03138528764247894,
-0.3461320400238037,
-0.2300659418106079,
-0.05525345727801323,
-0.21617069840431213,
0.2881132662296295,
0.2581685185432434,
-0.044907085597515106,
0.13024652004241943,
0.26535841822624207,
0.12362150847911835,
0.12572380900382996,
0.2085544914007187,
-0.11316195130348206,
0.158418670296669,
-0.10754688084125519,
0.28710466623306274,
-0.23866823315620422,
-0.016552776098251343,
-0.02531658299267292,
0.046953678131103516,
0.039148103445768356,
0.11581459641456604,
0.3816124498844147,
-0.326255738735199,
0.13162347674369812,
0.1268792599439621,
0.4900922477245331,
0.2499062865972519,
0.04474523290991783,
-0.14442607760429382,
0.20210355520248413,
0.16414746642112732,
-0.22214607894420624,
-0.19444309175014496,
0.23310786485671997,
0.1300959587097168,
0.024832118302583694,
0.5893535017967224,
0.20264899730682373,
0.09941239655017853,
-0.08482620120048523,
0.205420583486557,
0.39160284399986267,
-0.0749703049659729,
0.4447837769985199,
0.49526119232177734,
-0.11820156872272491,
-0.05152907595038414,
0.20080171525478363,
-0.020291775465011597,
0.20546330511569977,
0.37210768461227417,
-0.19469952583312988,
0.6234422326087952,
0.009892396628856659,
-0.32508978247642517,
0.4603976607322693,
-0.279695063829422,
-0.12530212104320526,
-0.0927836000919342,
-0.06149747967720032,
0.05801486223936081,
-0.09850214421749115,
0.4155682623386383,
-0.4289240837097168,
-0.0743742361664772,
-0.2136179357767105,
0.07174937427043915,
-0.11550099402666092,
0.1685754954814911,
-0.046328723430633545,
-0.18426212668418884,
-0.051104623824357986,
-0.2552603483200073,
-0.002354949712753296,
-0.12884357571601868,
0.31214073300361633,
-0.10004957020282745,
-0.28804337978363037,
-0.01648457907140255,
-0.1742759644985199,
-0.07189161330461502,
0.03725600615143776,
-0.24978618323802948,
0.20396551489830017,
0.2323826402425766,
-0.15231062471866608,
0.19287607073783875,
0.12082473933696747,
0.6725243330001831,
0.3162079453468323,
0.155488982796669,
0.110003761947155,
-0.20003575086593628,
0.03384987264871597,
0.24272090196609497,
0.1158885583281517,
-0.007548436522483826,
-0.19768737256526947,
0.2651466429233551,
0.09595812857151031,
-0.09646493941545486,
-0.021180029958486557,
0.22842706739902496,
0.34753313660621643,
-0.3653884530067444,
0.41667288541793823,
-0.026748277246952057,
-0.082959845662117,
-0.1884334683418274,
0.026394538581371307,
-0.2000361680984497,
-0.3877347707748413,
0.36646077036857605,
0.051371969282627106,
0.13546037673950195,
-0.1218339055776596,
0.06829799711704254,
0.07944938540458679,
0.3355426490306854,
0.212967187166214,
-0.43527472019195557,
-0.21747049689292908,
-0.07293042540550232,
-0.53562331199646,
-0.06347616761922836,
-0.46844857931137085,
-0.22197721898555756,
-0.06211636960506439,
0.1251996010541916,
-0.03474358469247818,
-0.10625812411308289,
0.3865387439727783,
-0.17856380343437195,
0.33915188908576965,
-0.02209189534187317,
-0.17666174471378326,
-0.11110807955265045,
-0.21067745983600616,
-0.09214025735855103,
0.17221833765506744,
-0.13378280401229858,
-0.007734600454568863,
-0.2025916576385498,
-0.011148367077112198,
0.06723373383283615,
-0.02303166687488556,
0.3275913894176483,
-0.029378235340118408,
0.14514349400997162,
0.10632535815238953,
0.536764919757843,
-0.08998125791549683,
-0.1702391356229782,
-0.6523485779762268,
-0.32631492614746094,
-0.2648141086101532,
0.34943878650665283,
0.06189883500337601,
0.5432782173156738,
-0.07018358260393143,
-0.1914493441581726,
-0.3937451243400574,
0.17685869336128235,
-0.16551744937896729,
0.16798657178878784,
-0.059914812445640564,
0.3266138732433319,
-0.11956210434436798,
0.16246722638607025,
0.3022189736366272,
0.2483425736427307,
-0.15561723709106445,
0.3490428328514099,
-0.15916842222213745,
-0.5039048790931702,
0.5550704598426819,
-0.10624656826257706,
-0.3332430422306061,
-0.3237834870815277,
0.43843546509742737,
-0.3034588396549225,
-0.08545132726430893,
-0.47774380445480347,
-0.11148956418037415,
0.22868704795837402,
0.028607577085494995,
0.01542074978351593,
0.08031231164932251,
-0.0844755619764328,
-0.2600836157798767,
0.08521153032779694,
0.09896296262741089,
0.24696403741836548,
-0.27406826615333557,
0.4064304232597351,
-0.03579577058553696
] |
https://github.com/huggingface/datasets/issues/5315 | Adding new splits to a dataset script with existing old splits info in metadata's `dataset_info` fails | I edited my previous comment:
- First I proposed setting `self.info.splits` to None when `ignore_verifications=True`
- I thought it was the easiest implementation because `ignore_verifications` is passed to `DatasetBuilder.download_and_prepare`
- However, afterwards, I realized this might not be a good idea for this use case:
- A user wants to optimize the loading of the dataset, and passes `ignore_verifications=False` to avoid all the verifications
- In this case, we want `self.info.splits` to be read from metadata file
- Then, I thought that it might be better to set `self.info.splits` to None when we pass `--save_info` to the CLI test: if we are going to save the info to the metadata file, it makes no sense to read the info from the metadata file
- This implementation is not so easy because the Builder knows nothing about `--save_info`
I agree with you there are 2 things to be addressed here:
- One is what I have just commented: `self.info.splits` should be None in this case
- The other, a validation should be implemented when calling `make_file_instructions` and/or `SplitDict.__getitem__`, so that when passing "training" to it, we get a more descriptive error other than `TypeError: expected str, bytes or os.PathLike object, not NoneType` | ### Describe the bug
If you first create a custom dataset with a specific set of splits, generate metadata with `datasets-cli test ... --save_info`, then change your script to include more splits, it fails.
That's what happened in https://huggingface.co/datasets/mrdbourke/food_vision_199_classes/discussions/2#6385fd1269634850f8ddff48.
### Steps to reproduce the bug
1. create a dataset with a custom split that returns, for example, only `"train"` split in `_splits_generators'`. specifically, if really want to reproduce, copy `https://huggingface.co/datasets/mrdbourke/food_vision_199_classes/blob/main/food_vision_199_classes.py
2. run `datasets-cli test dataset_script.py --save_info --all_configs` - this would generate metadata yaml in `README.md` that would contain info about splits, for example, like this:
```
splits:
- name: train
num_bytes: 2973286
num_examples: 19747
```
3. make changes to your script so that it returns another set of splits, for example, `"train"` and `"test"` (uncomment [these lines](https://huggingface.co/datasets/mrdbourke/food_vision_199_classes/blob/main/food_vision_199_classes.py#L271))
4. run `load_dataset` and get the following error:
```python
Traceback (most recent call last):
File "/home/daniel/code/pytorch/env/bin/datasets-cli", line 8, in <module>
sys.exit(main())
File "/home/daniel/code/pytorch/env/lib/python3.8/site-packages/datasets/commands/datasets_cli.py", line 39, in main
service.run()
File "/home/daniel/code/pytorch/env/lib/python3.8/site-packages/datasets/commands/test.py", line 141, in run
builder.download_and_prepare(
File "/home/daniel/code/pytorch/env/lib/python3.8/site-packages/datasets/builder.py", line 822, in download_and_prepare
self._download_and_prepare(
File "/home/daniel/code/pytorch/env/lib/python3.8/site-packages/datasets/builder.py", line 1555, in _download_and_prepare
super()._download_and_prepare(
File "/home/daniel/code/pytorch/env/lib/python3.8/site-packages/datasets/builder.py", line 913, in _download_and_prepare
self._prepare_split(split_generator, **prepare_split_kwargs)
File "/home/daniel/code/pytorch/env/lib/python3.8/site-packages/datasets/builder.py", line 1356, in _prepare_split
split_info = self.info.splits[split_generator.name]
File "/home/daniel/code/pytorch/env/lib/python3.8/site-packages/datasets/splits.py", line 525, in __getitem__
instructions = make_file_instructions(
File "/home/daniel/code/pytorch/env/lib/python3.8/site-packages/datasets/arrow_reader.py", line 111, in make_file_instructions
name2filenames = {
File "/home/daniel/code/pytorch/env/lib/python3.8/site-packages/datasets/arrow_reader.py", line 112, in <dictcomp>
info.name: filenames_for_dataset_split(
File "/home/daniel/code/pytorch/env/lib/python3.8/site-packages/datasets/naming.py", line 78, in filenames_for_dataset_split
prefix = filename_prefix_for_split(dataset_name, split)
File "/home/daniel/code/pytorch/env/lib/python3.8/site-packages/datasets/naming.py", line 57, in filename_prefix_for_split
if os.path.basename(name) != name:
File "/home/daniel/code/pytorch/env/lib/python3.8/posixpath.py", line 143, in basename
p = os.fspath(p)
TypeError: expected str, bytes or os.PathLike object, not NoneType
```
5. bonus: try to regenerate metadata in `README.md` with `datasets-cli` as in step 2 and get the same error.
This is because `dataset.info.splits` contains only `"train"` split so when we are doing `self.info.splits[split_generator.name]` it tries to infer smth like `info.splits['train[50%]']` and that's not the case and it fails.
### Expected behavior
to be discussed?
This can be solved by removing splits information from metadata file first. But I wonder if there is a better way.
### Environment info
- Datasets version: 2.7.1
- Python version: 3.8.13 | 201 | Adding new splits to a dataset script with existing old splits info in metadata's `dataset_info` fails
### Describe the bug
If you first create a custom dataset with a specific set of splits, generate metadata with `datasets-cli test ... --save_info`, then change your script to include more splits, it fails.
That's what happened in https://huggingface.co/datasets/mrdbourke/food_vision_199_classes/discussions/2#6385fd1269634850f8ddff48.
### Steps to reproduce the bug
1. create a dataset with a custom split that returns, for example, only `"train"` split in `_splits_generators'`. specifically, if really want to reproduce, copy `https://huggingface.co/datasets/mrdbourke/food_vision_199_classes/blob/main/food_vision_199_classes.py
2. run `datasets-cli test dataset_script.py --save_info --all_configs` - this would generate metadata yaml in `README.md` that would contain info about splits, for example, like this:
```
splits:
- name: train
num_bytes: 2973286
num_examples: 19747
```
3. make changes to your script so that it returns another set of splits, for example, `"train"` and `"test"` (uncomment [these lines](https://huggingface.co/datasets/mrdbourke/food_vision_199_classes/blob/main/food_vision_199_classes.py#L271))
4. run `load_dataset` and get the following error:
```python
Traceback (most recent call last):
File "/home/daniel/code/pytorch/env/bin/datasets-cli", line 8, in <module>
sys.exit(main())
File "/home/daniel/code/pytorch/env/lib/python3.8/site-packages/datasets/commands/datasets_cli.py", line 39, in main
service.run()
File "/home/daniel/code/pytorch/env/lib/python3.8/site-packages/datasets/commands/test.py", line 141, in run
builder.download_and_prepare(
File "/home/daniel/code/pytorch/env/lib/python3.8/site-packages/datasets/builder.py", line 822, in download_and_prepare
self._download_and_prepare(
File "/home/daniel/code/pytorch/env/lib/python3.8/site-packages/datasets/builder.py", line 1555, in _download_and_prepare
super()._download_and_prepare(
File "/home/daniel/code/pytorch/env/lib/python3.8/site-packages/datasets/builder.py", line 913, in _download_and_prepare
self._prepare_split(split_generator, **prepare_split_kwargs)
File "/home/daniel/code/pytorch/env/lib/python3.8/site-packages/datasets/builder.py", line 1356, in _prepare_split
split_info = self.info.splits[split_generator.name]
File "/home/daniel/code/pytorch/env/lib/python3.8/site-packages/datasets/splits.py", line 525, in __getitem__
instructions = make_file_instructions(
File "/home/daniel/code/pytorch/env/lib/python3.8/site-packages/datasets/arrow_reader.py", line 111, in make_file_instructions
name2filenames = {
File "/home/daniel/code/pytorch/env/lib/python3.8/site-packages/datasets/arrow_reader.py", line 112, in <dictcomp>
info.name: filenames_for_dataset_split(
File "/home/daniel/code/pytorch/env/lib/python3.8/site-packages/datasets/naming.py", line 78, in filenames_for_dataset_split
prefix = filename_prefix_for_split(dataset_name, split)
File "/home/daniel/code/pytorch/env/lib/python3.8/site-packages/datasets/naming.py", line 57, in filename_prefix_for_split
if os.path.basename(name) != name:
File "/home/daniel/code/pytorch/env/lib/python3.8/posixpath.py", line 143, in basename
p = os.fspath(p)
TypeError: expected str, bytes or os.PathLike object, not NoneType
```
5. bonus: try to regenerate metadata in `README.md` with `datasets-cli` as in step 2 and get the same error.
This is because `dataset.info.splits` contains only `"train"` split so when we are doing `self.info.splits[split_generator.name]` it tries to infer smth like `info.splits['train[50%]']` and that's not the case and it fails.
### Expected behavior
to be discussed?
This can be solved by removing splits information from metadata file first. But I wonder if there is a better way.
### Environment info
- Datasets version: 2.7.1
- Python version: 3.8.13
I edited my previous comment:
- First I proposed setting `self.info.splits` to None when `ignore_verifications=True`
- I thought it was the easiest implementation because `ignore_verifications` is passed to `DatasetBuilder.download_and_prepare`
- However, afterwards, I realized this might not be a good idea for this use case:
- A user wants to optimize the loading of the dataset, and passes `ignore_verifications=False` to avoid all the verifications
- In this case, we want `self.info.splits` to be read from metadata file
- Then, I thought that it might be better to set `self.info.splits` to None when we pass `--save_info` to the CLI test: if we are going to save the info to the metadata file, it makes no sense to read the info from the metadata file
- This implementation is not so easy because the Builder knows nothing about `--save_info`
I agree with you there are 2 things to be addressed here:
- One is what I have just commented: `self.info.splits` should be None in this case
- The other, a validation should be implemented when calling `make_file_instructions` and/or `SplitDict.__getitem__`, so that when passing "training" to it, we get a more descriptive error other than `TypeError: expected str, bytes or os.PathLike object, not NoneType` | [
-0.24759887158870697,
0.12104375660419464,
0.013389259576797485,
0.18365581333637238,
0.02445199154317379,
-0.1423143744468689,
0.42855992913246155,
0.38429567217826843,
-0.08495767414569855,
0.02560550719499588,
-0.011631143279373646,
0.3385595381259918,
-0.1291259229183197,
0.2765665352344513,
0.05044838786125183,
-0.04762955754995346,
-0.08109139651060104,
-0.16127991676330566,
-0.02097105234861374,
0.2017052322626114,
-0.4314644932746887,
0.10017984360456467,
0.0011284798383712769,
-0.28336185216903687,
-0.6815908551216125,
0.18599870800971985,
-0.24850265681743622,
0.2811872065067291,
0.15309135615825653,
-0.46689093112945557,
0.13159717619419098,
0.013803724199533463,
-0.02729625254869461,
0.6535253524780273,
-0.00011291365080978721,
0.06537888944149017,
0.3211297392845154,
-0.005333630368113518,
-0.4669899344444275,
-0.07906065881252289,
-0.1995769739151001,
-0.21139684319496155,
-0.2079017609357834,
-0.07792771607637405,
-0.027111005038022995,
-0.05518863722681999,
-0.3158699870109558,
-0.3922616243362427,
0.16923609375953674,
0.20595112442970276,
0.2020195871591568,
0.12655772268772125,
-0.12260222434997559,
-0.39025428891181946,
0.4633776545524597,
0.5842902660369873,
-0.13126656413078308,
0.015816882252693176,
0.15577274560928345,
-0.06418029963970184,
0.20791420340538025,
0.19220717251300812,
-0.13941575586795807,
-0.07901307940483093,
0.1251317411661148,
0.13998472690582275,
-0.12527325749397278,
-0.2097403109073639,
0.19266024231910706,
0.3133942484855652,
0.43988656997680664,
-0.3963836431503296,
-0.5004398226737976,
-0.4129811227321625,
-0.021436091512441635,
-0.39917656779289246,
0.03252587839961052,
0.1910257488489151,
-0.01330522634088993,
0.0695594996213913,
-0.17771939933300018,
-0.042294830083847046,
-0.1264614760875702,
0.12353817373514175,
0.17007355391979218,
0.39738729596138,
0.08239031583070755,
0.17664900422096252,
0.15481050312519073,
-0.2483430653810501,
0.1517753154039383,
0.02157621830701828,
-0.362182080745697,
0.07351026684045792,
0.0021786540746688843,
-0.2580360472202301,
-0.09390010684728622,
-0.19701385498046875,
0.3056883215904236,
0.4109611511230469,
-0.10549455881118774,
0.028641870245337486,
-0.2713247239589691,
0.10739808529615402,
0.23615700006484985,
-0.13251343369483948,
0.13474366068840027,
0.5700405240058899,
0.11130878329277039,
0.32212769985198975,
0.1803884208202362,
-0.14010730385780334,
0.32303568720817566,
-0.03991321474313736,
0.16492794454097748,
-0.14948970079421997,
0.5020824670791626,
0.011348802596330643,
-0.2382308691740036,
0.14907123148441315,
-0.17544832825660706,
-0.2346629947423935,
0.12832580506801605,
0.18800672888755798,
0.09563061594963074,
-0.0625641718506813,
0.13072364032268524,
0.3687276244163513,
-0.045332640409469604,
-0.11248979717493057,
-0.22324742376804352,
0.07079461216926575,
-0.033391036093235016,
0.46119391918182373,
0.41613179445266724,
0.0439230352640152,
0.22666342556476593,
0.3544512391090393,
-0.024772576987743378,
-0.24099473655223846,
-0.15995469689369202,
-0.07604658603668213,
0.029649898409843445,
0.366142600774765,
0.018898651003837585,
0.23049907386302948,
-0.09062716364860535,
0.09380272030830383,
-0.016203537583351135,
0.08123436570167542,
-0.2195671796798706,
-0.30975133180618286,
-0.11279308795928955,
0.1896442025899887,
-0.16788657009601593,
0.078054279088974,
0.1797654628753662,
0.1571570485830307,
0.4233958125114441,
-0.28214192390441895,
-0.034196384251117706,
-0.1587662547826767,
-0.5016224980354309,
-0.2818562090396881,
0.13554252684116364,
0.5947391390800476,
-0.5039466619491577,
0.07710984349250793,
-0.18387407064437866,
0.0017127804458141327,
0.05588950216770172,
0.24297288060188293,
-0.11585744470357895,
0.089101143181324,
-0.2873794734477997,
0.14679737389087677,
-0.07111144810914993,
-0.19453848898410797,
-0.096120186150074,
0.19630272686481476,
0.0924723893404007,
0.2292311042547226,
0.1774579882621765,
0.08376993238925934,
0.3972325921058655,
-0.36842507123947144,
-0.2719094455242157,
0.060769226402044296,
-0.16021311283111572,
-0.12588506937026978,
-0.12587669491767883,
-0.001544153317809105,
0.11605890840291977,
0.051713984459638596,
0.14508873224258423,
-0.1271660327911377,
0.2580999433994293,
0.2091466337442398,
0.22208666801452637,
0.01821869984269142,
0.2467120736837387,
0.10167531669139862,
0.2171453833580017,
0.2230968177318573,
0.28188320994377136,
-0.4363614320755005,
-0.5628483891487122,
0.2866329252719879,
-0.022233203053474426,
-0.04377135634422302,
-0.17894680798053741,
-0.309406042098999,
-0.23283109068870544,
0.08267633616924286,
-0.16382142901420593,
-0.3099691867828369,
0.08527632057666779,
0.16490408778190613,
-0.01442301832139492,
-0.260731041431427,
-0.15023474395275116,
0.18284031748771667,
0.1361328363418579,
0.23640176653862,
-0.19476354122161865,
0.411426305770874,
0.03724993020296097,
-0.2955307066440582,
-0.19744688272476196,
0.35294005274772644,
0.42481380701065063,
-0.10661371797323227,
-0.06843066960573196,
0.6083564162254333,
0.3566370904445648,
0.0018832162022590637,
-0.11638516932725906,
-0.049717843532562256,
0.3208463788032532,
-0.08047675341367722,
0.2555292844772339,
0.11952285468578339,
-0.043158337473869324,
-0.1859404593706131,
-0.17086464166641235,
0.10232312232255936,
-0.060000862926244736,
0.19719365239143372,
0.0706821084022522,
-0.06616230309009552,
0.06299251317977905,
-0.18714873492717743,
-0.009921606630086899,
-0.5973176956176758,
-0.1229027658700943,
-0.04204389080405235,
0.03390870615839958,
-0.07194843143224716,
-0.06252875179052353,
0.3765242099761963,
0.3733671009540558,
-0.19400078058242798,
0.10158566385507584,
-0.04053147882223129,
-0.12834006547927856,
0.0734991654753685,
-0.18977081775665283,
0.5192829370498657,
0.42276352643966675,
0.1155567392706871,
-0.08836615085601807,
0.1997264176607132,
-0.19640733301639557,
-0.14891895651817322,
0.12276971340179443,
0.19348090887069702,
0.26814690232276917,
0.2538709342479706,
0.08161933720111847,
-0.009907948784530163,
-0.026807766407728195,
-0.1740909069776535,
0.15380816161632538,
0.20076340436935425,
-0.3529890477657318,
0.07802022248506546,
-0.33261561393737793,
-0.059763550758361816,
-0.38961300253868103,
-0.3243289589881897,
-0.3515154719352722,
-0.2369103729724884,
0.1228463277220726,
0.27610382437705994,
-0.2283732146024704,
0.10373879969120026,
0.08563022315502167,
-0.02236996591091156,
-0.15333051979541779,
-0.026788154616951942,
-0.13069427013397217,
-0.12596189975738525,
-0.021893426775932312,
0.016782470047473907,
0.3456624150276184,
0.14675870537757874,
0.3098759651184082,
0.10502593219280243,
-0.36450493335723877,
-0.5095035433769226,
-0.3337026536464691,
-0.020184725522994995,
-0.17038816213607788,
0.08025465160608292,
0.26811909675598145,
0.01941566914319992,
0.5532258749008179,
-0.24398483335971832,
0.14295853674411774,
-0.15631496906280518,
0.047119140625,
0.07266663759946823,
0.08401075005531311,
0.05944302678108215,
-0.4780406653881073,
-0.3968157172203064,
-0.09476146847009659,
-0.2403234839439392,
0.16283676028251648,
0.2081184685230255,
0.16804112493991852,
0.3524985909461975,
0.08401075750589371,
-0.16676920652389526,
-0.14175818860530853,
-0.18441855907440186,
-0.3139832019805908,
0.11828570067882538,
0.07382267713546753,
-0.3888753056526184,
-0.12720319628715515,
0.12952940165996552,
-0.11094987392425537,
0.1444803923368454,
0.08179008960723877,
-0.19700315594673157,
0.0654386430978775,
-0.21975746750831604,
0.20505307614803314,
-0.17517690360546112,
0.007202483713626862,
0.3492090404033661,
-0.07111029326915741,
0.015562111511826515,
-0.3579116463661194,
-0.2384137511253357,
0.07387027144432068,
-0.30940312147140503,
0.14523811638355255,
-0.10439526289701462,
0.4128546416759491,
-0.059587761759757996,
0.5062463879585266,
0.15145978331565857,
-0.17292052507400513,
0.15198123455047607,
-0.2382974624633789,
0.4390787184238434,
-0.0630369707942009,
-0.34941259026527405,
-0.07650408893823624,
-0.15818822383880615,
-0.05293958634138107,
0.09679639339447021,
-0.04181847721338272,
0.08256038278341293,
0.04496348649263382,
0.12033204734325409,
0.015153452754020691,
-0.3047812581062317,
-0.013775693252682686,
-0.0038858987390995026,
0.24320855736732483,
-0.037111978977918625,
0.305215448141098,
-0.19001436233520508,
-0.07374516874551773,
-0.18777340650558472,
0.19615887105464935,
0.18360278010368347,
-0.03918922320008278,
-0.3828950822353363,
0.15087954699993134,
-0.13175874948501587,
0.18287691473960876,
0.17203105986118317,
0.18354149162769318,
-0.17513719201087952,
-0.10033967345952988,
-0.18083913624286652,
0.18195931613445282,
0.4205842614173889,
-0.5134583711624146,
-0.04786024987697601,
0.24012091755867004,
0.011091049760580063,
-0.3840150833129883,
-0.21771952509880066,
-0.23644842207431793,
0.24671624600887299,
0.46132349967956543,
0.5758981704711914,
-0.24995163083076477,
-0.09182626754045486,
0.6468312740325928,
0.21726401150226593,
0.13074582815170288,
-0.2923877239227295,
-0.11941921710968018,
-0.20199337601661682,
-0.3536026179790497,
-0.11901336163282394,
0.10559020191431046,
0.05749337747693062,
-0.32728996872901917,
-0.1587039828300476,
0.22930657863616943,
-0.27692073583602905,
-0.03464522957801819,
0.04013342410326004,
0.31457284092903137,
0.0929197445511818,
0.4167901575565338,
-0.08193598687648773,
-0.0034809932112693787,
0.5322067141532898,
0.7114877700805664,
-0.045448657125234604,
-0.4777112603187561,
0.08982416242361069,
-0.08420927822589874,
0.3057159185409546,
0.33300623297691345,
0.09724435210227966,
0.1879482865333557,
-0.08640281856060028,
0.06007988005876541,
-0.22704043984413147,
-0.1271209865808487,
0.3620837926864624,
-0.3287421762943268,
-0.46358156204223633,
-0.4617024064064026,
0.45329415798187256,
0.028049621731042862,
0.12190155684947968,
0.03108832985162735,
-0.19550882279872894,
-0.3394390344619751,
0.110463447868824,
-0.08666405826807022,
0.7318540811538696,
0.07767459750175476,
-0.017556365579366684,
0.20691663026809692,
-0.0926620364189148,
0.4865257441997528,
0.09709243476390839,
-0.13142834603786469,
-0.553299069404602,
-0.057270221412181854,
0.08455070108175278,
0.038307372480630875,
0.15289223194122314,
-0.08840590715408325,
-0.26706206798553467,
0.1206035390496254,
-0.3840855360031128,
0.32020848989486694,
-0.03383493423461914,
0.35941800475120544,
-0.28980255126953125,
-0.24077218770980835,
0.1576422154903412,
0.19393865764141083,
-0.09503187239170074,
-0.011052053421735764,
-0.06711474061012268,
-0.06098230928182602,
-0.1160799190402031,
-0.22340132296085358,
-0.3960554003715515,
0.236424058675766,
-0.14002081751823425,
0.07663214206695557,
-0.05662354454398155,
-0.1106463074684143,
0.23498177528381348,
-0.24573707580566406,
0.48203784227371216,
0.2961138188838959,
-0.04417324811220169,
0.11878715455532074,
-0.13904812932014465,
-0.009949276223778725,
0.04458603635430336,
-0.0087507963180542,
0.3052109479904175,
0.18452304601669312,
-0.31012237071990967,
-0.09808757156133652,
0.10671979188919067,
-0.17093881964683533,
-0.3091757893562317,
-0.061985090374946594,
0.08555832505226135,
-0.5575827956199646,
-0.013570738956332207,
-0.05524452030658722,
-0.08261211216449738,
-0.3908626139163971,
0.11336624622344971,
0.1311669796705246,
-0.15465961396694183,
0.1346358060836792,
-0.32878515124320984,
-0.11618585884571075,
-0.2491951435804367,
0.16485309600830078,
0.0583287850022316,
0.06734998524188995,
0.3771264851093292,
0.21822501718997955,
0.048166342079639435,
-0.2242177128791809,
0.16658848524093628,
0.17409230768680573,
-0.5576398372650146,
0.05893219634890556,
0.21042613685131073,
0.041367024183273315,
0.2377776801586151,
0.0745687410235405,
-0.13579629361629486,
0.0857749655842781,
-0.08486752957105637,
-0.33317989110946655,
-0.09047535806894302,
0.1721392571926117,
-0.1201818436384201,
0.3499285876750946,
-0.09316106885671616,
0.3865698575973511,
-0.233976349234581,
0.2035369575023651,
-0.2889189124107361,
0.051827557384967804,
0.36933818459510803,
0.040134645998477936,
0.43003609776496887,
-0.09102972596883774,
0.05237988755106926,
-0.08016125857830048,
0.08275885879993439,
0.16474071145057678,
0.015138078480958939,
-0.10734125226736069,
-0.24408058822155,
0.08070410788059235,
0.050531819462776184,
-0.03138528764247894,
-0.3461320400238037,
-0.2300659418106079,
-0.05525345727801323,
-0.21617069840431213,
0.2881132662296295,
0.2581685185432434,
-0.044907085597515106,
0.13024652004241943,
0.26535841822624207,
0.12362150847911835,
0.12572380900382996,
0.2085544914007187,
-0.11316195130348206,
0.158418670296669,
-0.10754688084125519,
0.28710466623306274,
-0.23866823315620422,
-0.016552776098251343,
-0.02531658299267292,
0.046953678131103516,
0.039148103445768356,
0.11581459641456604,
0.3816124498844147,
-0.326255738735199,
0.13162347674369812,
0.1268792599439621,
0.4900922477245331,
0.2499062865972519,
0.04474523290991783,
-0.14442607760429382,
0.20210355520248413,
0.16414746642112732,
-0.22214607894420624,
-0.19444309175014496,
0.23310786485671997,
0.1300959587097168,
0.024832118302583694,
0.5893535017967224,
0.20264899730682373,
0.09941239655017853,
-0.08482620120048523,
0.205420583486557,
0.39160284399986267,
-0.0749703049659729,
0.4447837769985199,
0.49526119232177734,
-0.11820156872272491,
-0.05152907595038414,
0.20080171525478363,
-0.020291775465011597,
0.20546330511569977,
0.37210768461227417,
-0.19469952583312988,
0.6234422326087952,
0.009892396628856659,
-0.32508978247642517,
0.4603976607322693,
-0.279695063829422,
-0.12530212104320526,
-0.0927836000919342,
-0.06149747967720032,
0.05801486223936081,
-0.09850214421749115,
0.4155682623386383,
-0.4289240837097168,
-0.0743742361664772,
-0.2136179357767105,
0.07174937427043915,
-0.11550099402666092,
0.1685754954814911,
-0.046328723430633545,
-0.18426212668418884,
-0.051104623824357986,
-0.2552603483200073,
-0.002354949712753296,
-0.12884357571601868,
0.31214073300361633,
-0.10004957020282745,
-0.28804337978363037,
-0.01648457907140255,
-0.1742759644985199,
-0.07189161330461502,
0.03725600615143776,
-0.24978618323802948,
0.20396551489830017,
0.2323826402425766,
-0.15231062471866608,
0.19287607073783875,
0.12082473933696747,
0.6725243330001831,
0.3162079453468323,
0.155488982796669,
0.110003761947155,
-0.20003575086593628,
0.03384987264871597,
0.24272090196609497,
0.1158885583281517,
-0.007548436522483826,
-0.19768737256526947,
0.2651466429233551,
0.09595812857151031,
-0.09646493941545486,
-0.021180029958486557,
0.22842706739902496,
0.34753313660621643,
-0.3653884530067444,
0.41667288541793823,
-0.026748277246952057,
-0.082959845662117,
-0.1884334683418274,
0.026394538581371307,
-0.2000361680984497,
-0.3877347707748413,
0.36646077036857605,
0.051371969282627106,
0.13546037673950195,
-0.1218339055776596,
0.06829799711704254,
0.07944938540458679,
0.3355426490306854,
0.212967187166214,
-0.43527472019195557,
-0.21747049689292908,
-0.07293042540550232,
-0.53562331199646,
-0.06347616761922836,
-0.46844857931137085,
-0.22197721898555756,
-0.06211636960506439,
0.1251996010541916,
-0.03474358469247818,
-0.10625812411308289,
0.3865387439727783,
-0.17856380343437195,
0.33915188908576965,
-0.02209189534187317,
-0.17666174471378326,
-0.11110807955265045,
-0.21067745983600616,
-0.09214025735855103,
0.17221833765506744,
-0.13378280401229858,
-0.007734600454568863,
-0.2025916576385498,
-0.011148367077112198,
0.06723373383283615,
-0.02303166687488556,
0.3275913894176483,
-0.029378235340118408,
0.14514349400997162,
0.10632535815238953,
0.536764919757843,
-0.08998125791549683,
-0.1702391356229782,
-0.6523485779762268,
-0.32631492614746094,
-0.2648141086101532,
0.34943878650665283,
0.06189883500337601,
0.5432782173156738,
-0.07018358260393143,
-0.1914493441581726,
-0.3937451243400574,
0.17685869336128235,
-0.16551744937896729,
0.16798657178878784,
-0.059914812445640564,
0.3266138732433319,
-0.11956210434436798,
0.16246722638607025,
0.3022189736366272,
0.2483425736427307,
-0.15561723709106445,
0.3490428328514099,
-0.15916842222213745,
-0.5039048790931702,
0.5550704598426819,
-0.10624656826257706,
-0.3332430422306061,
-0.3237834870815277,
0.43843546509742737,
-0.3034588396549225,
-0.08545132726430893,
-0.47774380445480347,
-0.11148956418037415,
0.22868704795837402,
0.028607577085494995,
0.01542074978351593,
0.08031231164932251,
-0.0844755619764328,
-0.2600836157798767,
0.08521153032779694,
0.09896296262741089,
0.24696403741836548,
-0.27406826615333557,
0.4064304232597351,
-0.03579577058553696
] |
https://github.com/huggingface/datasets/issues/5314 | Datasets: classification_report() got an unexpected keyword argument 'suffix' | @JonathanAlis also note that the metrics are deprecated in our `datasets` library.
Please, use the new library 🤗 Evaluate instead: https://huggingface.co/docs/evaluate | https://github.com/huggingface/datasets/blob/main/metrics/seqeval/seqeval.py
> import datasets
predictions = [['O', 'O', 'B-MISC', 'I-MISC', 'I-MISC', 'I-MISC', 'O'], ['B-PER', 'I-PER', 'O']]
references = [['O', 'O', 'O', 'B-MISC', 'I-MISC', 'I-MISC', 'O'], ['B-PER', 'I-PER', 'O']]
seqeval = datasets.load_metric("seqeval")
results = seqeval.compute(predictions=predictions, references=references)
print(list(results.keys()))
print(results["overall_f1"])
print(results["PER"]["f1"])
It raises the error:
> TypeError: classification_report() got an unexpected keyword argument 'suffix'
For context, versions on my pip list -v
> datasets 1.12.1
seqeval 1.2.2 | 21 | Datasets: classification_report() got an unexpected keyword argument 'suffix'
https://github.com/huggingface/datasets/blob/main/metrics/seqeval/seqeval.py
> import datasets
predictions = [['O', 'O', 'B-MISC', 'I-MISC', 'I-MISC', 'I-MISC', 'O'], ['B-PER', 'I-PER', 'O']]
references = [['O', 'O', 'O', 'B-MISC', 'I-MISC', 'I-MISC', 'O'], ['B-PER', 'I-PER', 'O']]
seqeval = datasets.load_metric("seqeval")
results = seqeval.compute(predictions=predictions, references=references)
print(list(results.keys()))
print(results["overall_f1"])
print(results["PER"]["f1"])
It raises the error:
> TypeError: classification_report() got an unexpected keyword argument 'suffix'
For context, versions on my pip list -v
> datasets 1.12.1
seqeval 1.2.2
@JonathanAlis also note that the metrics are deprecated in our `datasets` library.
Please, use the new library 🤗 Evaluate instead: https://huggingface.co/docs/evaluate | [
-0.08563259989023209,
-0.190353661775589,
-0.018538720905780792,
0.18329551815986633,
0.2619507610797882,
0.1788288652896881,
0.05549228936433792,
0.25525182485580444,
-0.13179293274879456,
-0.06356789171695709,
-0.2677600681781769,
0.30691850185394287,
-0.1053706482052803,
-0.0035278741270303726,
-0.1389736831188202,
-0.23926198482513428,
0.16295191645622253,
-0.13643775880336761,
-0.28889596462249756,
-0.17820990085601807,
-0.4194207191467285,
0.42051002383232117,
-0.2878744602203369,
0.22479398548603058,
-0.1474524587392807,
-0.03624391555786133,
-0.007054340094327927,
-0.2624285817146301,
-0.3270973563194275,
-0.5220406651496887,
0.25176936388015747,
0.12948942184448242,
-0.07395285367965698,
0.25586453080177307,
-0.00011975615052506328,
-0.1737724095582962,
0.29704636335372925,
-0.08426779508590698,
-0.1597825139760971,
-0.3236348628997803,
0.14451250433921814,
-0.1688130795955658,
0.2669290602207184,
-0.3715631067752838,
0.02833075076341629,
-0.2117733210325241,
-0.1953761875629425,
0.0019056275486946106,
0.06193994730710983,
0.23263609409332275,
0.17464648187160492,
0.35642769932746887,
-0.14673367142677307,
-0.3711336553096771,
-0.10507529228925705,
-0.2705709934234619,
-0.09595493972301483,
0.4369635283946991,
-0.029153071343898773,
-0.11111786216497421,
0.12059768289327621,
0.4071560204029083,
-0.18462587893009186,
-0.0277104489505291,
0.2759641706943512,
-0.011500907130539417,
0.37887877225875854,
-0.23863238096237183,
0.07374943792819977,
-0.033405810594558716,
0.23362579941749573,
-0.02959602326154709,
-0.4913437068462372,
0.10749984532594681,
-0.14732812345027924,
-0.4490239918231964,
0.142208069562912,
-0.01268039271235466,
-0.006215489469468594,
-0.14252415299415588,
0.13106189668178558,
0.07415783405303955,
-0.07329166680574417,
0.09370923787355423,
0.1789129078388214,
0.3970406949520111,
-0.2947579324245453,
0.211570143699646,
0.3832121789455414,
-0.021737396717071533,
-0.0699746385216713,
-0.13089361786842346,
0.0651930645108223,
0.20841442048549652,
-0.4020673334598541,
0.12708668410778046,
0.012430652976036072,
0.3583483099937439,
0.11641206592321396,
-0.12131913006305695,
-0.17128562927246094,
-0.12714844942092896,
0.24304646253585815,
0.11951024830341339,
0.035968195647001266,
0.3692097067832947,
0.2857809364795685,
-0.009141654707491398,
-0.09308759868144989,
-0.014988671988248825,
0.035970572382211685,
-0.18745437264442444,
-0.08413401246070862,
-0.24784977734088898,
0.11108364164829254,
-0.03813839703798294,
0.2858937978744507,
-0.2604319453239441,
-0.4937361776828766,
-0.05327574163675308,
-0.2100585699081421,
-0.16974757611751556,
0.04628036171197891,
0.20744168758392334,
-0.0015988002996891737,
-0.062277860939502716,
0.21173344552516937,
0.4325871467590332,
0.0244166050106287,
-0.06006542593240738,
-0.14695331454277039,
0.24743986129760742,
-0.18724700808525085,
-0.07081464678049088,
-0.19806644320487976,
-0.3002740740776062,
0.20956596732139587,
0.021260689944028854,
0.18493087589740753,
-0.262734055519104,
-0.11069443076848984,
0.08301137387752533,
-0.22153356671333313,
0.004042867571115494,
-0.18174037337303162,
0.23038534820079803,
0.4162440598011017,
-0.2808850407600403,
-0.18240100145339966,
0.00764329731464386,
-0.3519589900970459,
-0.2104322463274002,
-0.12111265957355499,
0.07921886444091797,
-0.2431342452764511,
-0.06244198977947235,
-0.2945461571216583,
0.3819185197353363,
-0.08231989294290543,
0.25126922130584717,
0.07986444979906082,
-0.0558072105050087,
-0.40752533078193665,
-0.010245858691632748,
0.2517710328102112,
0.06450654566287994,
-0.27302253246307373,
-0.29005521535873413,
0.014541145414113998,
-0.03374691680073738,
-0.20335817337036133,
0.07720009982585907,
-0.0601888969540596,
0.37743887305259705,
-0.07244201749563217,
-0.01127932220697403,
0.6073542833328247,
-0.6247978210449219,
-0.28854966163635254,
-0.0689028799533844,
-0.020124349743127823,
-0.29976657032966614,
0.025498725473880768,
0.1225685328245163,
0.0752069354057312,
0.015075120143592358,
0.22642432153224945,
0.04292133450508118,
0.2806019186973572,
-0.18140985071659088,
-0.282101035118103,
-0.1593492180109024,
0.004839260131120682,
-0.013324755243957043,
0.011439003050327301,
0.1370522677898407,
-0.10106425732374191,
0.02247520163655281,
0.03825148195028305,
-0.012010607868432999,
-0.10695809870958328,
0.11701275408267975,
0.14736048877239227,
0.112460657954216,
0.1672893464565277,
-0.1565784513950348,
-0.13217905163764954,
-0.02454162761569023,
0.08422908186912537,
0.16716714203357697,
-0.22198204696178436,
-0.28407180309295654,
-0.6916628479957581,
0.21809954941272736,
-0.1308533251285553,
0.05835187807679176,
0.12083755433559418,
-0.15120024979114532,
0.3125610947608948,
0.43031027913093567,
0.0902940183877945,
-0.08061102777719498,
0.05826790630817413,
0.13884323835372925,
-0.19365999102592468,
0.11065502464771271,
-0.13228659331798553,
-0.02612747624516487,
0.04091505706310272,
0.20131954550743103,
0.35261231660842896,
0.07640742510557175,
-0.13616356253623962,
0.36795946955680847,
-0.29552456736564636,
-0.08593304455280304,
0.31443312764167786,
0.2977416515350342,
-0.16794878244400024,
-0.28404444456100464,
0.10624339431524277,
-0.07406167685985565,
0.2183184176683426,
0.018410712480545044,
-0.007806085050106049,
0.31819525361061096,
0.04222013056278229,
0.42056015133857727,
-0.27136045694351196,
0.3054651618003845,
0.08336295932531357,
0.06864067912101746,
-0.3367873728275299,
-0.07656186819076538,
0.3911324143409729,
-0.07418225705623627,
0.3707979619503021,
-0.21324460208415985,
0.16638433933258057,
-0.34689047932624817,
0.2488057017326355,
-0.11800579726696014,
0.1477993130683899,
0.11770922690629959,
-0.25380921363830566,
0.2093963921070099,
-0.1728707253932953,
-0.022288132458925247,
0.3983968496322632,
0.026460636407136917,
0.002727363258600235,
0.21857552230358124,
0.006265693344175816,
0.006977301090955734,
0.20985601842403412,
0.4134250283241272,
-0.31431153416633606,
0.049863044172525406,
0.17525646090507507,
-0.09255939722061157,
-0.24445495009422302,
0.016434863209724426,
-0.032065656036138535,
0.10758210718631744,
-0.2542739808559418,
0.3757673501968384,
-0.014047597534954548,
-0.03982693701982498,
-0.013552556745707989,
-0.2847217619419098,
-0.2645193636417389,
-0.5403949618339539,
0.01601332053542137,
-0.10309776663780212,
0.18460175395011902,
0.3989008367061615,
0.10155327618122101,
-0.04303811490535736,
0.23959605395793915,
-0.13143713772296906,
-0.05609066039323807,
-0.3970758616924286,
0.06994962692260742,
-0.11218148469924927,
-0.12532447278499603,
0.010596705600619316,
0.34935319423675537,
-0.3387274146080017,
0.1477235108613968,
-0.2576809227466583,
-0.5410879850387573,
0.08200275152921677,
-0.3283945322036743,
0.6449384689331055,
0.4044226109981537,
-0.18166063725948334,
-0.010629009455442429,
-0.330178439617157,
0.5948379039764404,
-0.014488005079329014,
0.09937357157468796,
0.15036454796791077,
-0.1827903687953949,
-0.06396090239286423,
-0.05428694933652878,
-0.25557073950767517,
-0.09323276579380035,
-0.26372018456459045,
0.32776695489883423,
-0.22653423249721527,
-0.05407477915287018,
0.2939405143260956,
0.02564156800508499,
0.1977016031742096,
-0.18227392435073853,
-0.03547851741313934,
-0.41132181882858276,
-0.04841911047697067,
0.351902574300766,
-0.08354710787534714,
-0.30214354395866394,
0.1457008570432663,
-0.15585486590862274,
0.5812575817108154,
-0.28665655851364136,
-0.22975857555866241,
-0.6392809152603149,
0.01480861660093069,
0.24881580471992493,
0.030814964324235916,
0.15431812405586243,
-0.0460377037525177,
-0.06733494997024536,
0.04251887649297714,
-0.06153154373168945,
-0.309468150138855,
0.1672113537788391,
-0.06179884821176529,
0.19409215450286865,
-0.013895481824874878,
0.7424188852310181,
0.2662210762500763,
0.5074917078018188,
0.10141852498054504,
0.16094958782196045,
0.20197829604148865,
0.026455672457814217,
0.29927611351013184,
0.038534827530384064,
-0.4872918725013733,
-0.1686556339263916,
-0.167413592338562,
-0.14666622877120972,
0.09116921573877335,
-0.012451943010091782,
0.21974249184131622,
-0.03801843896508217,
0.049224790185689926,
-0.25444671511650085,
-0.23057854175567627,
-0.0008884146809577942,
0.026665540412068367,
0.15140530467033386,
0.06911690533161163,
0.06987575441598892,
-0.25597038865089417,
-0.042748015373945236,
0.17072050273418427,
0.31769120693206787,
-0.029649943113327026,
0.017372358590364456,
-0.4550512433052063,
-0.1922566294670105,
-0.3987564742565155,
0.4205173850059509,
-0.032635901123285294,
-0.070379838347435,
-0.020389914512634277,
0.3262631893157959,
0.15373021364212036,
0.14621880650520325,
0.511702299118042,
-0.10029024630784988,
-0.07506950944662094,
0.21687671542167664,
-0.07710965722799301,
-0.5864243507385254,
-0.17145895957946777,
-0.36658206582069397,
0.14517897367477417,
0.30928918719291687,
0.22005152702331543,
-0.4803115725517273,
-0.18783684074878693,
0.3016970753669739,
0.061775997281074524,
-0.11462076008319855,
-0.21341145038604736,
-0.3787241578102112,
-0.46989670395851135,
-0.21005383133888245,
0.2829940617084503,
0.12602609395980835,
0.21545635163784027,
0.09187410771846771,
0.33596113324165344,
0.1318017840385437,
0.09691103547811508,
0.1520998477935791,
0.10968802869319916,
0.1195501983165741,
-0.07915990054607391,
0.026463385671377182,
0.06952586770057678,
-0.18005040287971497,
-0.12998205423355103,
0.3434409499168396,
-0.2374768853187561,
-0.4104815125465393,
-0.04279925674200058,
-0.2698580324649811,
0.6052727699279785,
0.027121633291244507,
-0.3530331552028656,
0.20989152789115906,
-0.18375913798809052,
0.07152470201253891,
-0.23795495927333832,
0.08598431944847107,
0.7834246158599854,
0.3302688002586365,
-0.3018919825553894,
-0.22749067842960358,
0.7194791436195374,
0.35170623660087585,
-0.23215323686599731,
-0.033591128885746,
0.36414337158203125,
-0.15859735012054443,
0.2898237109184265,
-0.10426827520132065,
0.7674250602722168,
-0.013724088668823242,
-0.13025492429733276,
0.23671188950538635,
0.10832497477531433,
0.6246757507324219,
0.17482571303844452,
-0.02313077449798584,
-0.2488911896944046,
-0.36638855934143066,
0.06778746098279953,
-0.005521278828382492,
0.08816418051719666,
0.1509837806224823,
-0.3838421404361725,
0.5113742351531982,
-0.36157941818237305,
0.02764824964106083,
-0.12718454003334045,
0.020567938685417175,
0.09406188875436783,
-0.061993833631277084,
-0.4870729446411133,
0.10477378964424133,
-0.13930997252464294,
0.3569357991218567,
-0.15986114740371704,
0.08189137279987335,
-0.10617243498563766,
-0.4274308681488037,
-0.24852703511714935,
-0.12616968154907227,
-0.03748900443315506,
-0.0004765857011079788,
0.045368045568466187,
-0.24624405801296234,
0.15641355514526367,
0.3875679075717926,
0.4633808135986328,
0.16798372566699982,
-0.0073122624307870865,
0.09688277542591095,
-0.47148728370666504,
-0.03273667395114899,
0.023847339674830437,
-0.032976552844047546,
-0.12687145173549652,
-0.03403890132904053,
-0.16009028255939484,
0.09640175849199295,
0.08565708249807358,
-0.11544685065746307,
0.05343066155910492,
0.007637329399585724,
0.016064293682575226,
-0.4856913089752197,
-0.28767043352127075,
-0.17814624309539795,
-0.03856315463781357,
-0.10569000244140625,
0.06455041468143463,
0.15909022092819214,
-0.25937092304229736,
0.21284934878349304,
0.10846562683582306,
-0.25815775990486145,
0.18031029403209686,
0.28854602575302124,
-0.046203769743442535,
-0.13086193799972534,
0.46421533823013306,
0.018173549324274063,
-0.10823209583759308,
-0.04811381176114082,
-0.3279583156108856,
0.005513490177690983,
-0.4826695919036865,
0.28607386350631714,
0.24709507822990417,
0.0012021958827972412,
-0.17641085386276245,
0.628386378288269,
0.33011460304260254,
-0.05986417084932327,
0.01898091658949852,
-0.1869349181652069,
0.03917975723743439,
0.4772997498512268,
-0.02587435021996498,
-0.10505786538124084,
-0.15265288949012756,
0.03618774190545082,
0.10190241038799286,
0.2243136167526245,
-0.24778924882411957,
0.1639999896287918,
-0.2667090594768524,
0.23501832783222198,
0.3224464952945709,
-0.08712960034608841,
0.5814182162284851,
0.31510457396507263,
0.017088742926716805,
0.13036388158798218,
-0.2457047402858734,
-0.13050150871276855,
-0.42562004923820496,
0.13392072916030884,
0.08087167143821716,
0.18082432448863983,
0.2972864806652069,
0.0024195443838834763,
-0.03655126318335533,
-0.18783700466156006,
-0.14342623949050903,
0.2502749264240265,
0.059697605669498444,
0.445896178483963,
-0.05946073308587074,
0.3891894519329071,
0.22445859014987946,
0.026810646057128906,
0.014264777302742004,
0.20872575044631958,
0.11257190257310867,
0.11820687353610992,
-0.12308361381292343,
-0.038185037672519684,
-0.42744994163513184,
0.025100428611040115,
0.06773508340120316,
-0.07505887001752853,
0.16190895438194275,
-0.09483258426189423,
-0.028444061055779457,
0.28878337144851685,
0.4498211145401001,
0.29934439063072205,
-0.17012788355350494,
-0.019055671989917755,
-0.21208134293556213,
0.07609013468027115,
-0.25217974185943604,
-0.1394268274307251,
0.17237070202827454,
0.1390586495399475,
0.21824634075164795,
0.28974252939224243,
0.30747175216674805,
-0.05494474247097969,
0.41071265935897827,
-0.20917928218841553,
0.4015340209007263,
-0.06811857968568802,
0.3353446125984192,
0.18883304297924042,
0.2553015649318695,
0.3806052803993225,
0.6006154417991638,
0.03538905456662178,
0.037631332874298096,
0.2855503559112549,
-0.21967563033103943,
0.11571221798658371,
0.08269469439983368,
0.09197656065225601,
0.1614965796470642,
0.20454764366149902,
0.19026805460453033,
0.1493634432554245,
0.0834483727812767,
0.03240778669714928,
-0.36908167600631714,
0.4447270631790161,
-0.2475747913122177,
-0.004799311514943838,
-0.388424813747406,
0.2553732395172119,
-0.07147430628538132,
-0.370700865983963,
0.113986536860466,
-0.023557357490062714,
-0.08340013027191162,
-0.08291955292224884,
-0.019698482006788254,
-0.29774755239486694,
0.32650601863861084,
-0.1179777979850769,
0.24686668813228607,
-0.12285095453262329,
-0.5262788534164429,
0.47103723883628845,
0.24462249875068665,
-0.24046677350997925,
0.13792216777801514,
0.2958696186542511,
0.15681031346321106,
0.3204052746295929,
0.4764306843280792,
0.4370425045490265,
0.12171567976474762,
-0.04144786298274994,
-0.01949627697467804,
-0.4734863340854645,
-0.012992369942367077,
0.22684234380722046,
0.18716594576835632,
0.055246610194444656,
0.16462986171245575,
0.10791003704071045,
0.12664204835891724,
-0.15645040571689606,
0.16018694639205933,
-0.1666935235261917,
0.28802940249443054,
-0.4019981920719147,
0.15187984704971313,
-0.2011043131351471,
0.0637471005320549,
-0.5018105506896973,
0.16152004897594452,
-0.3962216377258301,
0.09461738169193268,
0.09192916750907898,
0.29662656784057617,
0.02153346687555313,
-0.1268485188484192,
0.048067741096019745,
0.0017520822584629059,
0.3173324763774872,
0.4269333481788635,
0.30178096890449524,
-0.36919668316841125,
-0.05998926982283592,
-0.6341859698295593,
-0.011226199567317963,
0.11695967614650726,
0.20318657159805298,
0.15970930457115173,
0.11061261594295502,
-0.111918605864048,
0.4890527129173279,
0.16764628887176514,
-0.31696617603302,
-0.21691744029521942,
-0.13351118564605713,
-0.3635116517543793,
-0.10520444810390472,
-0.07688961923122406,
-0.12485070526599884,
0.12360817193984985,
0.051445312798023224,
-0.2162920981645584,
0.03160342201590538,
-0.0701439380645752,
-0.32994723320007324,
-0.10965010523796082,
-0.07934271544218063,
0.41240355372428894,
0.27257266640663147,
0.25531041622161865,
0.6339384317398071,
0.10051434487104416,
-0.14756162464618683,
-0.0006236210465431213,
-0.3798551857471466,
-0.17366664111614227,
0.19080331921577454,
-0.08748318254947662,
0.1954084038734436,
-0.23793306946754456,
-0.16152127087116241,
-0.1048133447766304,
0.5369971394538879,
0.1080213189125061,
-0.6722128987312317,
-0.35989391803741455,
0.11080696433782578,
0.02057468146085739,
-0.018219472840428352,
-0.09394478797912598,
0.3054455816745758,
0.1204645186662674,
0.6566404104232788,
-0.1824617087841034,
-0.3096937835216522,
0.4633551239967346,
-0.4395541250705719,
-0.341004878282547,
0.14440689980983734,
0.21717949211597443,
0.2850329577922821,
-0.3029966652393341,
-0.4801872968673706,
-0.03137136250734329,
0.36243605613708496,
0.2343272864818573,
-0.00482349656522274,
0.3022673726081848,
-0.07277706265449524,
0.10145509243011475,
0.022346582263708115,
0.16095364093780518,
0.07886672019958496,
-0.20104801654815674,
0.2319830060005188,
-0.35606813430786133
] |
https://github.com/huggingface/datasets/issues/5305 | Dataset joelito/mc4_legal does not work with multiple files | Thanks for reporting @JoelNiklaus.
Please note that since we moved all dataset loading scripts to the Hub, the issues and pull requests relative to specific datasets are directly handled on the Hub, in their Community tab. I'm transferring this issue there: https://huggingface.co/datasets/joelito/mc4_legal/discussions
I am also having a look at the bug in your script. | ### Describe the bug
The dataset https://huggingface.co/datasets/joelito/mc4_legal works for languages like bg with a single data file, but not for languages with multiple files like de. It shows zero rows for the de dataset.
joelniklaus@Joels-MacBook-Pro ~/N/P/C/L/p/m/mc4_legal (main) [1]> python test_mc4_legal.py (debug)
Found cached dataset mc4_legal (/Users/joelniklaus/.cache/huggingface/datasets/mc4_legal/de/0.0.0/fb6952a097180f8c936e2a7605525ff670354a344fc1a2c70107684d3f7cb02f)
Dataset({
features: ['index', 'url', 'timestamp', 'matches', 'text'],
num_rows: 0
})
joelniklaus@Joels-MacBook-Pro ~/N/P/C/L/p/m/mc4_legal (main)> python test_mc4_legal.py (debug)
Downloading and preparing dataset mc4_legal/bg to /Users/joelniklaus/.cache/huggingface/datasets/mc4_legal/bg/0.0.0/fb6952a097180f8c936e2a7605525ff670354a344fc1a2c70107684d3f7cb02f...
Downloading data files: 100%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 1240.55it/s]
Dataset mc4_legal downloaded and prepared to /Users/joelniklaus/.cache/huggingface/datasets/mc4_legal/bg/0.0.0/fb6952a097180f8c936e2a7605525ff670354a344fc1a2c70107684d3f7cb02f. Subsequent calls will reuse this data.
Dataset({
features: ['index', 'url', 'timestamp', 'matches', 'text'],
num_rows: 204
})
### Steps to reproduce the bug
import datasets
from datasets import load_dataset, get_dataset_config_names
language = "bg"
test = load_dataset("joelito/mc4_legal", language, split='train')
### Expected behavior
It should display the correct number of rows for the de dataset which should be a large number (thousands or more).
### Environment info
Package Version
------------------------ --------------
absl-py 1.3.0
aiohttp 3.8.1
aiosignal 1.2.0
astunparse 1.6.3
async-timeout 4.0.2
attrs 22.1.0
beautifulsoup4 4.11.1
blinker 1.4
blis 0.7.8
Bottleneck 1.3.4
brotlipy 0.7.0
cachetools 5.2.0
catalogue 2.0.7
certifi 2022.5.18.1
cffi 1.15.1
chardet 4.0.0
charset-normalizer 2.1.0
click 8.0.4
conllu 4.5.2
cryptography 38.0.1
cymem 2.0.6
datasets 2.6.1
dill 0.3.5.1
docker-pycreds 0.4.0
fasttext 0.9.2
fasttext-langdetect 1.0.3
filelock 3.0.12
flatbuffers 20210226132247
frozenlist 1.3.0
fsspec 2022.5.0
gast 0.4.0
gcloud 0.18.3
gitdb 4.0.9
GitPython 3.1.27
google-auth 2.9.0
google-auth-oauthlib 0.4.6
google-pasta 0.2.0
googleapis-common-protos 1.57.0
grpcio 1.47.0
h5py 3.7.0
httplib2 0.21.0
huggingface-hub 0.8.1
idna 3.4
importlib-metadata 4.12.0
Jinja2 3.1.2
joblib 1.0.1
keras 2.9.0
Keras-Preprocessing 1.1.2
langcodes 3.3.0
lxml 4.9.1
Markdown 3.3.7
MarkupSafe 2.1.1
mkl-fft 1.3.1
mkl-random 1.2.2
mkl-service 2.4.0
multidict 6.0.2
multiprocess 0.70.13
murmurhash 1.0.7
numexpr 2.8.1
numpy 1.22.3
oauth2client 4.1.3
oauthlib 3.2.1
opt-einsum 3.3.0
packaging 21.3
pandas 1.4.2
pathtools 0.1.2
pathy 0.6.1
pip 21.1.2
preshed 3.0.6
promise 2.3
protobuf 4.21.9
psutil 5.9.1
pyarrow 8.0.0
pyasn1 0.4.8
pyasn1-modules 0.2.8
pybind11 2.9.2
pycountry 22.3.5
pycparser 2.21
pydantic 1.8.2
PyJWT 2.4.0
pylzma 0.5.0
pyOpenSSL 22.0.0
pyparsing 3.0.4
PySocks 1.7.1
python-dateutil 2.8.2
pytz 2021.3
PyYAML 6.0
regex 2021.4.4
requests 2.28.1
requests-oauthlib 1.3.1
responses 0.18.0
rsa 4.8
sacremoses 0.0.45
scikit-learn 1.1.1
scipy 1.8.1
sentencepiece 0.1.96
sentry-sdk 1.6.0
setproctitle 1.2.3
setuptools 65.5.0
shortuuid 1.0.9
six 1.16.0
smart-open 5.2.1
smmap 5.0.0
soupsieve 2.3.2.post1
spacy 3.3.1
spacy-legacy 3.0.9
spacy-loggers 1.0.2
srsly 2.4.3
tabulate 0.8.9
tensorboard 2.9.1
tensorboard-data-server 0.6.1
tensorboard-plugin-wit 1.8.1
tensorflow 2.9.1
tensorflow-estimator 2.9.0
termcolor 2.1.0
thinc 8.0.17
threadpoolctl 3.1.0
tokenizers 0.12.1
torch 1.13.0
tqdm 4.64.0
transformers 4.20.1
typer 0.4.1
typing-extensions 4.3.0
Unidecode 1.3.6
urllib3 1.26.12
wandb 0.12.20
wasabi 0.9.1
web-anno-tsv 0.0.1
Werkzeug 2.1.2
wget 3.2
wheel 0.35.1
wrapt 1.14.1
xxhash 3.0.0
yarl 1.8.1
zipp 3.8.0
Python 3.8.10
| 54 | Dataset joelito/mc4_legal does not work with multiple files
### Describe the bug
The dataset https://huggingface.co/datasets/joelito/mc4_legal works for languages like bg with a single data file, but not for languages with multiple files like de. It shows zero rows for the de dataset.
joelniklaus@Joels-MacBook-Pro ~/N/P/C/L/p/m/mc4_legal (main) [1]> python test_mc4_legal.py (debug)
Found cached dataset mc4_legal (/Users/joelniklaus/.cache/huggingface/datasets/mc4_legal/de/0.0.0/fb6952a097180f8c936e2a7605525ff670354a344fc1a2c70107684d3f7cb02f)
Dataset({
features: ['index', 'url', 'timestamp', 'matches', 'text'],
num_rows: 0
})
joelniklaus@Joels-MacBook-Pro ~/N/P/C/L/p/m/mc4_legal (main)> python test_mc4_legal.py (debug)
Downloading and preparing dataset mc4_legal/bg to /Users/joelniklaus/.cache/huggingface/datasets/mc4_legal/bg/0.0.0/fb6952a097180f8c936e2a7605525ff670354a344fc1a2c70107684d3f7cb02f...
Downloading data files: 100%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 1240.55it/s]
Dataset mc4_legal downloaded and prepared to /Users/joelniklaus/.cache/huggingface/datasets/mc4_legal/bg/0.0.0/fb6952a097180f8c936e2a7605525ff670354a344fc1a2c70107684d3f7cb02f. Subsequent calls will reuse this data.
Dataset({
features: ['index', 'url', 'timestamp', 'matches', 'text'],
num_rows: 204
})
### Steps to reproduce the bug
import datasets
from datasets import load_dataset, get_dataset_config_names
language = "bg"
test = load_dataset("joelito/mc4_legal", language, split='train')
### Expected behavior
It should display the correct number of rows for the de dataset which should be a large number (thousands or more).
### Environment info
Package Version
------------------------ --------------
absl-py 1.3.0
aiohttp 3.8.1
aiosignal 1.2.0
astunparse 1.6.3
async-timeout 4.0.2
attrs 22.1.0
beautifulsoup4 4.11.1
blinker 1.4
blis 0.7.8
Bottleneck 1.3.4
brotlipy 0.7.0
cachetools 5.2.0
catalogue 2.0.7
certifi 2022.5.18.1
cffi 1.15.1
chardet 4.0.0
charset-normalizer 2.1.0
click 8.0.4
conllu 4.5.2
cryptography 38.0.1
cymem 2.0.6
datasets 2.6.1
dill 0.3.5.1
docker-pycreds 0.4.0
fasttext 0.9.2
fasttext-langdetect 1.0.3
filelock 3.0.12
flatbuffers 20210226132247
frozenlist 1.3.0
fsspec 2022.5.0
gast 0.4.0
gcloud 0.18.3
gitdb 4.0.9
GitPython 3.1.27
google-auth 2.9.0
google-auth-oauthlib 0.4.6
google-pasta 0.2.0
googleapis-common-protos 1.57.0
grpcio 1.47.0
h5py 3.7.0
httplib2 0.21.0
huggingface-hub 0.8.1
idna 3.4
importlib-metadata 4.12.0
Jinja2 3.1.2
joblib 1.0.1
keras 2.9.0
Keras-Preprocessing 1.1.2
langcodes 3.3.0
lxml 4.9.1
Markdown 3.3.7
MarkupSafe 2.1.1
mkl-fft 1.3.1
mkl-random 1.2.2
mkl-service 2.4.0
multidict 6.0.2
multiprocess 0.70.13
murmurhash 1.0.7
numexpr 2.8.1
numpy 1.22.3
oauth2client 4.1.3
oauthlib 3.2.1
opt-einsum 3.3.0
packaging 21.3
pandas 1.4.2
pathtools 0.1.2
pathy 0.6.1
pip 21.1.2
preshed 3.0.6
promise 2.3
protobuf 4.21.9
psutil 5.9.1
pyarrow 8.0.0
pyasn1 0.4.8
pyasn1-modules 0.2.8
pybind11 2.9.2
pycountry 22.3.5
pycparser 2.21
pydantic 1.8.2
PyJWT 2.4.0
pylzma 0.5.0
pyOpenSSL 22.0.0
pyparsing 3.0.4
PySocks 1.7.1
python-dateutil 2.8.2
pytz 2021.3
PyYAML 6.0
regex 2021.4.4
requests 2.28.1
requests-oauthlib 1.3.1
responses 0.18.0
rsa 4.8
sacremoses 0.0.45
scikit-learn 1.1.1
scipy 1.8.1
sentencepiece 0.1.96
sentry-sdk 1.6.0
setproctitle 1.2.3
setuptools 65.5.0
shortuuid 1.0.9
six 1.16.0
smart-open 5.2.1
smmap 5.0.0
soupsieve 2.3.2.post1
spacy 3.3.1
spacy-legacy 3.0.9
spacy-loggers 1.0.2
srsly 2.4.3
tabulate 0.8.9
tensorboard 2.9.1
tensorboard-data-server 0.6.1
tensorboard-plugin-wit 1.8.1
tensorflow 2.9.1
tensorflow-estimator 2.9.0
termcolor 2.1.0
thinc 8.0.17
threadpoolctl 3.1.0
tokenizers 0.12.1
torch 1.13.0
tqdm 4.64.0
transformers 4.20.1
typer 0.4.1
typing-extensions 4.3.0
Unidecode 1.3.6
urllib3 1.26.12
wandb 0.12.20
wasabi 0.9.1
web-anno-tsv 0.0.1
Werkzeug 2.1.2
wget 3.2
wheel 0.35.1
wrapt 1.14.1
xxhash 3.0.0
yarl 1.8.1
zipp 3.8.0
Python 3.8.10
Thanks for reporting @JoelNiklaus.
Please note that since we moved all dataset loading scripts to the Hub, the issues and pull requests relative to specific datasets are directly handled on the Hub, in their Community tab. I'm transferring this issue there: https://huggingface.co/datasets/joelito/mc4_legal/discussions
I am also having a look at the bug in your script. | [
-0.18840166926383972,
-0.22016528248786926,
-0.04741956293582916,
0.4664091467857361,
0.2048231065273285,
0.09562910348176956,
0.5133568048477173,
0.22911618649959564,
-0.21484455466270447,
0.021941691637039185,
0.08973878622055054,
-0.1431400626897812,
-0.20393255352973938,
0.13756777346134186,
-0.008557316847145557,
0.14155320823192596,
0.19854310154914856,
0.012373626232147217,
0.09112247824668884,
-0.20596931874752045,
0.1385696530342102,
0.13386642932891846,
-0.13378292322158813,
-0.24242635071277618,
-0.6486214995384216,
0.13570739328861237,
-0.37116530537605286,
0.267586886882782,
0.0037854816764593124,
0.03484124690294266,
0.10752812027931213,
0.37878891825675964,
-0.024960562586784363,
0.8532149195671082,
-0.000125172155094333,
-0.07328343391418457,
0.0454375222325325,
-0.30196085572242737,
-0.29758238792419434,
-0.22021876275539398,
-0.27790960669517517,
-0.27181392908096313,
-0.20416489243507385,
-0.04507214203476906,
-0.34409451484680176,
0.13785037398338318,
0.03700696676969528,
-0.7376666069030762,
0.26563313603401184,
0.3087846040725708,
0.0705210268497467,
-0.01830448769032955,
0.1371942013502121,
0.09937994927167892,
0.21882596611976624,
0.2357092946767807,
-0.13554030656814575,
0.3658914864063263,
0.29835599660873413,
-0.15602116286754608,
0.3703908324241638,
0.3816424310207367,
-0.06552647799253464,
0.0387265682220459,
0.16283977031707764,
0.05370177701115608,
-0.0275384783744812,
-0.016591578722000122,
0.33332112431526184,
0.4643017649650574,
0.3254493772983551,
-0.3885931670665741,
-0.5298447608947754,
-0.24099478125572205,
0.28747236728668213,
-0.17424818873405457,
0.33490630984306335,
0.5271416902542114,
0.19253960251808167,
0.1268777996301651,
-0.24335454404354095,
-0.028119264170527458,
-0.02177663892507553,
0.3477640748023987,
-0.3482833504676819,
0.15250170230865479,
-0.18122965097427368,
0.054349325597286224,
0.19135701656341553,
-0.19091933965682983,
0.017164811491966248,
-0.0037659630179405212,
-0.04279447719454765,
0.09094149619340897,
-0.3278566300868988,
0.16546328365802765,
-0.09486453980207443,
0.3893970549106598,
0.22597458958625793,
0.05232623964548111,
0.208413228392601,
0.26719731092453003,
-0.019870400428771973,
0.05143456161022186,
-0.0013148598372936249,
0.0501798577606678,
0.07142402231693268,
0.17706720530986786,
0.5195797681808472,
0.15292738378047943,
-0.45468053221702576,
-0.03481557220220566,
-0.3266529142856598,
-0.07975306361913681,
-0.3273526430130005,
-0.005781292915344238,
0.1662992686033249,
-0.0817813128232956,
-0.15828509628772736,
0.026209453120827675,
-0.3234868347644806,
-0.15568940341472626,
0.019736554473638535,
0.4844585657119751,
-0.02556188777089119,
-0.07401431351900101,
-0.3203888535499573,
0.4687820076942444,
0.027896353974938393,
-0.4509020149707794,
-0.18402528762817383,
-0.2308986634016037,
-0.22759030759334564,
0.04850713163614273,
0.37907904386520386,
-0.05656653270125389,
0.2704039514064789,
0.038078632205724716,
0.1845933198928833,
-0.3121163249015808,
0.21737197041511536,
-0.4715745151042938,
0.10242965817451477,
0.00751626119017601,
0.005516082048416138,
-0.15616048872470856,
0.16824612021446228,
-0.30519354343414307,
-0.029706500470638275,
-0.09055197983980179,
-0.3863236606121063,
0.050052154809236526,
-0.0077188629657030106,
0.05366192013025284,
-0.21722346544265747,
0.1266898661851883,
-0.1829698085784912,
0.26056280732154846,
0.24050766229629517,
-0.1705636829137802,
0.20915701985359192,
-0.10370731353759766,
-0.0028065964579582214,
-0.19956789910793304,
0.07429797947406769,
0.6624054312705994,
-0.1714557707309723,
-0.038581639528274536,
-0.09286142885684967,
0.11720092594623566,
0.02222859114408493,
0.11995148658752441,
-0.1640334278345108,
-0.08183034509420395,
-0.3068505525588989,
0.07422028481960297,
0.322472482919693,
-0.534777045249939,
-0.4397972524166107,
0.22129128873348236,
-0.08110097050666809,
0.15233644843101501,
0.3361161947250366,
-0.07567287236452103,
-0.1559268683195114,
0.07961935549974442,
-0.14531415700912476,
0.18090012669563293,
-0.018756089732050896,
0.06019926816225052,
-0.013238143175840378,
-0.1574632227420807,
0.05833771452307701,
0.16135726869106293,
0.005533210933208466,
-0.10274059325456619,
0.3730897903442383,
0.03660130873322487,
0.35677313804626465,
-0.02358609065413475,
0.0723009705543518,
0.4191179871559143,
0.1827034056186676,
0.10356426239013672,
-0.0031869469676166773,
-0.16336670517921448,
-0.5888787508010864,
0.15451905131340027,
-0.15433156490325928,
0.12150818854570389,
-0.31813836097717285,
-0.329913854598999,
0.12096197158098221,
-0.355899453163147,
-0.518182098865509,
-0.2268534004688263,
0.07477802783250809,
0.6203892230987549,
0.08892232179641724,
0.16541802883148193,
-0.04773968458175659,
0.35164710879325867,
0.18898503482341766,
0.09044469892978668,
-0.2490582913160324,
0.29268574714660645,
0.02565854787826538,
-0.14883454144001007,
-0.10317213833332062,
0.2373049259185791,
0.2981537878513336,
-0.40823981165885925,
0.20994004607200623,
0.33251094818115234,
0.1897309273481369,
0.26218312978744507,
0.15230311453342438,
0.19550375640392303,
0.5069228410720825,
-0.30527570843696594,
0.17240215837955475,
0.26865285634994507,
0.13831639289855957,
-0.2583374083042145,
-0.34940415620803833,
0.32077986001968384,
-0.241910919547081,
0.030144155025482178,
0.07076399028301239,
-0.18151509761810303,
0.08128847181797028,
-0.07534025609493256,
-0.0038990620523691177,
-0.2076757848262787,
0.1697421371936798,
-0.0988600105047226,
0.331605464220047,
0.00918600708246231,
-0.34259918332099915,
0.18317031860351562,
0.4295184016227722,
0.11713288724422455,
0.12629197537899017,
-0.25754237174987793,
-0.15969547629356384,
0.003220740705728531,
0.27876967191696167,
0.19455145299434662,
0.6339279413223267,
0.25666025280952454,
0.257369726896286,
0.053313471376895905,
0.18774478137493134,
-0.30312031507492065,
0.09493464231491089,
-0.4258059859275818,
-0.2626664340496063,
0.2517419159412384,
0.08680450171232224,
-0.10984303802251816,
-0.31974083185195923,
-0.20444448292255402,
0.31567880511283875,
0.23501455783843994,
-0.29011890292167664,
0.035698696970939636,
-0.5868986248970032,
-0.48836323618888855,
-0.4339240491390228,
-0.027538474649190903,
-0.5289708971977234,
-0.08231499046087265,
-0.1333470642566681,
0.0353882759809494,
0.0847148597240448,
0.12288292497396469,
-0.19992786645889282,
0.06717784702777863,
-0.06897354125976562,
-0.1588500738143921,
-0.11107741296291351,
0.0037379860877990723,
-0.36189723014831543,
-0.048501696437597275,
0.5521546006202698,
0.15331684052944183,
0.07554183900356293,
-0.3793851435184479,
-0.4022182822227478,
-0.371663361787796,
-0.35851019620895386,
0.06101905554533005,
0.06627549231052399,
0.30953502655029297,
0.019893810153007507,
-0.030642464756965637,
-0.2113821655511856,
0.008737497963011265,
0.26559215784072876,
-0.06562403589487076,
-0.15656223893165588,
0.002811998128890991,
0.1584508717060089,
0.17288856208324432,
-0.1600254774093628,
-0.11013094335794449,
-0.1341392993927002,
-0.22100967168807983,
0.3422512412071228,
-0.1971411108970642,
-0.055716246366500854,
0.09275408834218979,
0.03767116367816925,
0.22215503454208374,
-0.3330157399177551,
0.2541052997112274,
-0.30898162722587585,
-0.014600083231925964,
0.026144251227378845,
-0.061511192470788956,
-0.4536961317062378,
0.06169971451163292,
0.203549325466156,
0.22913366556167603,
0.15312355756759644,
-0.3424330949783325,
0.11566717177629471,
-0.03026394359767437,
0.17121298611164093,
-0.0892137885093689,
0.21140161156654358,
0.0934176817536354,
-0.11996857076883316,
0.11818185448646545,
-0.22711101174354553,
0.055619072169065475,
-0.091669462621212,
-0.2575342655181885,
0.2995487153530121,
-0.10029340535402298,
0.10428038239479065,
0.13845129311084747,
0.11486382782459259,
0.5073818564414978,
0.09318172186613083,
0.507610559463501,
-0.11385875195264816,
0.6388594508171082,
0.06099500507116318,
-0.4511968195438385,
0.41165730357170105,
0.09650847315788269,
0.27262353897094727,
0.3159955143928528,
0.06817878782749176,
0.1286284327507019,
-0.3513197600841522,
0.16478398442268372,
-0.33085864782333374,
-0.16169172525405884,
0.0005576852709054947,
-0.37595459818840027,
-0.0996520146727562,
0.0478641502559185,
-0.13373802602291107,
0.15156392753124237,
-0.18645459413528442,
-0.17676827311515808,
0.2915986180305481,
-0.09212446957826614,
0.09804681688547134,
-0.44966548681259155,
0.047742754220962524,
-0.06837011128664017,
0.3994932770729065,
0.08116678148508072,
0.36197417974472046,
-0.13899661600589752,
0.11319585889577866,
0.05794571712613106,
-0.008924141526222229,
0.9254952669143677,
-0.1094101145863533,
0.005955968052148819,
0.13232553005218506,
0.05135142803192139,
-0.26138928532600403,
0.051672447472810745,
-0.11243218183517456,
0.16564011573791504,
0.3742145597934723,
0.5620757341384888,
-0.3899635374546051,
-0.05915086343884468,
-0.04388920217752457,
0.29697269201278687,
0.15232719480991364,
-0.2538183331489563,
-0.39804691076278687,
0.040600135922431946,
-0.2646040618419647,
0.02868666499853134,
-0.04043961688876152,
0.19011573493480682,
-0.13620322942733765,
-0.02731936052441597,
-0.004874022677540779,
-0.3134998679161072,
0.21530362963676453,
0.0680379569530487,
0.4040939509868622,
-0.20005713403224945,
0.09191577136516571,
0.2032424658536911,
0.12725159525871277,
0.6608124375343323,
0.68296217918396,
-0.14679254591464996,
-0.2868049740791321,
0.10874401032924652,
-0.17430329322814941,
0.22760429978370667,
0.5639950633049011,
0.09074795991182327,
0.22340333461761475,
0.1761372983455658,
0.031987451016902924,
0.14095193147659302,
0.13098980486392975,
0.1356339454650879,
0.14250433444976807,
-0.18803086876869202,
-0.20179115235805511,
-0.045299895107746124,
0.21606068313121796,
0.21418292820453644,
0.07936087250709534,
0.2808787226676941,
-0.32536983489990234,
-0.1465226262807846,
-0.3591865301132202,
0.9763386845588684,
-0.03971588611602783,
0.30834299325942993,
-0.21433454751968384,
-0.0359465628862381,
0.3749459683895111,
-0.5119908452033997,
0.1241113543510437,
-0.0011051073670387268,
-0.14417219161987305,
0.03341255336999893,
-0.04310699552297592,
0.41448667645454407,
0.37301427125930786,
-0.32954224944114685,
0.2771461606025696,
-0.07263318449258804,
0.3867928683757782,
-0.07071568071842194,
0.07073673605918884,
-0.25829964876174927,
0.20111018419265747,
-0.2893335223197937,
0.04438366740942001,
0.015323948115110397,
0.03458831459283829,
-0.08958322554826736,
-0.13691455125808716,
-0.3239162266254425,
-0.09297901391983032,
-0.3568929433822632,
-0.10801851749420166,
-0.39248836040496826,
-0.13635806739330292,
-0.18605393171310425,
-0.2763853073120117,
-0.053287867456674576,
0.12892529368400574,
0.39587366580963135,
0.18269884586334229,
-0.33773234486579895,
0.004188895225524902,
0.03033982589840889,
-0.027095727622509003,
-0.1613491326570511,
-0.2788803279399872,
0.18049614131450653,
-0.09469695389270782,
-0.4840461015701294,
0.08621600270271301,
0.050718773156404495,
-0.027045393362641335,
-0.034533701837062836,
0.4781686067581177,
-0.4770318269729614,
0.19680851697921753,
-0.20152804255485535,
0.1012006551027298,
0.15072885155677795,
-0.34208810329437256,
0.05213162302970886,
0.3457993268966675,
-0.15590257942676544,
0.07262884825468063,
-0.11216872930526733,
-0.08529772609472275,
-0.29572343826293945,
0.6570050716400146,
-0.1278034746646881,
-0.29658421874046326,
0.09374968707561493,
0.03165740892291069,
0.11912871897220612,
-0.19745761156082153,
0.3164893388748169,
0.33643823862075806,
-0.349366694688797,
-0.013594740070402622,
-0.06489505618810654,
-0.0365791842341423,
0.18005384504795074,
0.09176577627658844,
0.17557786405086517,
0.17960301041603088,
0.18244296312332153,
-0.34688982367515564,
-0.12088403850793839,
0.09767477959394455,
-0.009265556931495667,
-0.05016370490193367,
0.11417696624994278,
0.2518237829208374,
0.30134454369544983,
0.27423056960105896,
-0.1685841977596283,
0.29770782589912415,
-0.15080316364765167,
-0.07485823333263397,
0.22497060894966125,
0.030522221699357033,
-0.10433272272348404,
-0.13575305044651031,
0.0341881662607193,
0.08925369381904602,
-0.08078798651695251,
-0.10670064389705658,
-0.06854690611362457,
0.1946457177400589,
0.14364774525165558,
0.02648082934319973,
-0.09298218041658401,
-0.3654136657714844,
-0.17792654037475586,
-0.266451895236969,
0.186325341463089,
-0.0027149617671966553,
-0.00957547128200531,
0.11948464810848236,
0.2185324728488922,
-0.010206617414951324,
-0.04313857480883598,
-0.1291901022195816,
-0.05263626575469971,
-0.43245095014572144,
0.19086527824401855,
0.18172891438007355,
-0.0771995484828949,
0.08884856104850769,
0.01746433973312378,
-0.01964237540960312,
-0.11714066565036774,
0.05415382236242294,
0.37644490599632263,
-0.3826482892036438,
-0.11982491612434387,
0.11131416261196136,
0.3410537838935852,
0.42306891083717346,
-0.0807282030582428,
0.08152706921100616,
0.29703789949417114,
0.022135751321911812,
-0.45211103558540344,
-0.29921889305114746,
0.4105457365512848,
0.20466776192188263,
0.1673765927553177,
0.28886789083480835,
0.36648696660995483,
-0.0825355127453804,
0.11858649551868439,
0.06617191433906555,
0.2952982485294342,
-0.1965932697057724,
0.19024352729320526,
-0.01644941046833992,
-0.15628427267074585,
0.1330464780330658,
0.09722533822059631,
0.168153777718544,
0.08179748803377151,
0.4793323874473572,
-0.26450061798095703,
0.2490234375,
-0.30615514516830444,
-0.08003266155719757,
0.19657635688781738,
-0.3036709129810333,
0.06427647173404694,
0.2139330506324768,
-0.07143639028072357,
0.0767979547381401,
-0.29808512330055237,
0.41183435916900635,
-0.3207361102104187,
-0.2038256675004959,
-0.0011159777641296387,
-0.03133794292807579,
-0.16893556714057922,
-0.1114559918642044,
0.1300896257162094,
-0.2794632613658905,
-0.19276617467403412,
-0.18792624771595,
-0.12700492143630981,
0.15016284584999084,
0.16124877333641052,
0.10854148864746094,
-0.0753125250339508,
-0.4144110381603241,
-0.2298237681388855,
0.2037091851234436,
0.07929957658052444,
-0.2395358830690384,
0.39536380767822266,
0.31823888421058655,
-0.14798057079315186,
0.134249746799469,
0.0164622962474823,
0.5718366503715515,
-0.03705327957868576,
0.415004163980484,
-0.024280309677124023,
-0.23986126482486725,
-0.05477812513709068,
-0.4504718780517578,
0.44102954864501953,
0.3991605043411255,
-0.017269697040319443,
0.12679731845855713,
-0.03185058385133743,
0.009709007106721401,
0.20171990990638733,
0.176269069314003,
0.22991974651813507,
-0.6034177541732788,
-0.21429461240768433,
-0.5344465970993042,
-0.11290375143289566,
-0.12885932624340057,
0.10362501442432404,
-0.3422561585903168,
0.44859129190444946,
0.3830021321773529,
0.02643359825015068,
0.06453315913677216,
-0.21701624989509583,
-0.0038211364299058914,
0.34228289127349854,
0.2763892412185669,
0.33576279878616333,
0.2677280604839325,
-0.2512143552303314,
-0.27906543016433716,
-0.9606664776802063,
0.25760456919670105,
-0.26502078771591187,
0.1733456701040268,
-0.20642758905887604,
0.22691161930561066,
0.35658374428749084,
-0.008819498121738434,
0.3828878402709961,
-0.05153923109173775,
0.48913925886154175,
-0.013519823551177979,
-0.43413645029067993,
-0.19668348133563995,
-0.19540493190288544,
0.09299436956644058,
0.10989518463611603,
-0.2961091995239258,
0.275860458612442,
-0.06675589829683304,
-0.14048448204994202,
-0.1264897733926773,
0.10234829783439636,
-0.2374459207057953,
0.050419148057699203,
0.12476225197315216,
0.06246981769800186,
0.502261757850647,
0.017016932368278503,
0.047455355525016785,
-0.5368448495864868,
0.3175808787345886,
-0.1847413331270218,
0.16200658679008484,
0.16367973387241364,
0.12399902939796448,
-0.4758538603782654,
-0.30382779240608215,
-0.0898343026638031,
0.596794843673706,
0.2445041984319687,
0.058913227170705795,
0.0032734274864196777,
-0.015499889850616455,
-0.008123848587274551,
-0.12321972101926804,
0.0254201702773571,
0.2854163646697998,
-0.10110490024089813,
0.008148189634084702,
-0.24595120549201965,
-0.1979275643825531,
0.34583914279937744,
-0.18798628449440002,
-0.18341189622879028,
-0.1497669816017151,
0.33406588435173035,
0.036757517606019974,
-0.015885954722762108,
-0.6346031427383423,
0.21425387263298035,
0.46789786219596863,
0.272070974111557,
-0.23672807216644287,
0.3139026165008545,
-0.06472809612751007,
-0.08781647682189941,
-0.07204952836036682,
0.2594955563545227,
0.2254793643951416,
-0.22686734795570374,
0.1551707535982132,
-0.21975229680538177
] |
https://github.com/huggingface/datasets/issues/5304 | timit_asr doesn't load the test split. | The [timit_asr.py](https://huggingface.co/datasets/timit_asr/blob/main/timit_asr.py) script iterates over the WAV files per split directory using this:
```python
wav_paths = sorted(Path(data_dir).glob(f"**/{split}/**/*.wav"))
wav_paths = wav_paths if wav_paths else sorted(Path(data_dir).glob(f"**/{split.upper()}/**/*.WAV"))
```
Can you check that there is a directory named "test" somewhere in your timit data directory ? | ### Describe the bug
When I use the function ```timit = load_dataset('timit_asr', data_dir=data_dir)```, it only loads train split, not test split.
I tried to change the directory and filename to lower case to upper case for the test split, but it does not work at all.
```python
DatasetDict({
train: Dataset({
features: ['file', 'audio', 'text', 'phonetic_detail', 'word_detail', 'dialect_region', 'sentence_type', 'speaker_id', 'id'],
num_rows: 4620
})
test: Dataset({
features: ['file', 'audio', 'text', 'phonetic_detail', 'word_detail', 'dialect_region', 'sentence_type', 'speaker_id', 'id'],
num_rows: 0
})
})
```
The directory structure of both splits are same. (DIALECT_REGION / SPEAKER_CODE / DATA_FILES)
### Steps to reproduce the bug
1. just use ```timit = load_dataset('timit_asr', data_dir=data_dir)```
### Expected behavior
```python
DatasetDict({
train: Dataset({
features: ['file', 'audio', 'text', 'phonetic_detail', 'word_detail', 'dialect_region', 'sentence_type', 'speaker_id', 'id'],
num_rows: 4620
})
test: Dataset({
features: ['file', 'audio', 'text', 'phonetic_detail', 'word_detail', 'dialect_region', 'sentence_type', 'speaker_id', 'id'],
num_rows: 1680
})
})
```
### Environment info
- ubuntu 20.04
- python 3.9.13
- datasets 2.7.1 | 42 | timit_asr doesn't load the test split.
### Describe the bug
When I use the function ```timit = load_dataset('timit_asr', data_dir=data_dir)```, it only loads train split, not test split.
I tried to change the directory and filename to lower case to upper case for the test split, but it does not work at all.
```python
DatasetDict({
train: Dataset({
features: ['file', 'audio', 'text', 'phonetic_detail', 'word_detail', 'dialect_region', 'sentence_type', 'speaker_id', 'id'],
num_rows: 4620
})
test: Dataset({
features: ['file', 'audio', 'text', 'phonetic_detail', 'word_detail', 'dialect_region', 'sentence_type', 'speaker_id', 'id'],
num_rows: 0
})
})
```
The directory structure of both splits are same. (DIALECT_REGION / SPEAKER_CODE / DATA_FILES)
### Steps to reproduce the bug
1. just use ```timit = load_dataset('timit_asr', data_dir=data_dir)```
### Expected behavior
```python
DatasetDict({
train: Dataset({
features: ['file', 'audio', 'text', 'phonetic_detail', 'word_detail', 'dialect_region', 'sentence_type', 'speaker_id', 'id'],
num_rows: 4620
})
test: Dataset({
features: ['file', 'audio', 'text', 'phonetic_detail', 'word_detail', 'dialect_region', 'sentence_type', 'speaker_id', 'id'],
num_rows: 1680
})
})
```
### Environment info
- ubuntu 20.04
- python 3.9.13
- datasets 2.7.1
The [timit_asr.py](https://huggingface.co/datasets/timit_asr/blob/main/timit_asr.py) script iterates over the WAV files per split directory using this:
```python
wav_paths = sorted(Path(data_dir).glob(f"**/{split}/**/*.wav"))
wav_paths = wav_paths if wav_paths else sorted(Path(data_dir).glob(f"**/{split.upper()}/**/*.WAV"))
```
Can you check that there is a directory named "test" somewhere in your timit data directory ? | [
-0.24493838846683502,
-0.11158958077430725,
-0.020474180579185486,
0.3899768590927124,
0.1943710893392563,
0.033279068768024445,
0.4489305913448334,
0.22222363948822021,
-0.2177228033542633,
0.05952685326337814,
-0.22904811799526215,
0.2974373400211334,
-0.18306183815002441,
0.3608001172542572,
0.15512356162071228,
-0.17842206358909607,
0.013645730912685394,
0.07308484613895416,
-0.11371022462844849,
-0.048780616372823715,
-0.11481059342622757,
0.40542253851890564,
-0.3446601629257202,
0.23716799914836884,
-0.21018193662166595,
0.3293266296386719,
-0.09392290562391281,
0.40847575664520264,
0.0523785799741745,
-0.2349371314048767,
0.23596377670764923,
0.05592150241136551,
0.17184008657932281,
0.7325847148895264,
-0.00012765527935698628,
0.30113542079925537,
0.19093956053256989,
-0.3096030354499817,
-0.23073896765708923,
-0.6309982538223267,
-0.021229539066553116,
-0.07027285546064377,
0.1632416844367981,
-0.0007470771670341492,
-0.10541697591543198,
-0.14635016024112701,
0.1157851368188858,
-0.23075655102729797,
0.18254409730434418,
0.3433544337749481,
0.07827994972467422,
-0.13909918069839478,
-0.23048314452171326,
0.09383092075586319,
0.12460099905729294,
0.24783381819725037,
-0.1061510518193245,
0.14298148453235626,
-0.19814234972000122,
0.009920991957187653,
-0.04117562621831894,
-0.19917303323745728,
0.103802889585495,
0.18739251792430878,
-0.07518463581800461,
0.2811574339866638,
-0.219172865152359,
-0.2833845317363739,
-0.17548170685768127,
0.09300932288169861,
0.7004722952842712,
-0.3169122338294983,
-0.23737755417823792,
0.07160446792840958,
-0.22647444903850555,
-0.19445574283599854,
0.5498982667922974,
0.3186449408531189,
-0.250982403755188,
0.2338542938232422,
-0.10782432556152344,
-0.022480051964521408,
-0.16649849712848663,
0.31176871061325073,
-0.19497516751289368,
-0.007045522332191467,
-0.08671097457408905,
0.2095397412776947,
0.04392386972904205,
0.06800363957881927,
0.07234024256467819,
-0.05189315974712372,
0.050741273909807205,
0.13004373013973236,
-0.1104932576417923,
0.18518054485321045,
-0.058703504502773285,
-0.350494384765625,
0.0767011046409607,
0.38419264554977417,
0.2522396743297577,
0.20825159549713135,
-0.36926236748695374,
0.016511593014001846,
0.23834660649299622,
0.2284659892320633,
0.3059423565864563,
0.3123477101325989,
0.3750907778739929,
0.012290893122553825,
-0.32957449555397034,
-0.016545437276363373,
-0.12911884486675262,
-0.18886633217334747,
-0.04375627264380455,
-0.21589666604995728,
0.3212089538574219,
-0.3563919961452484,
-0.280902236700058,
-0.2928624749183655,
-0.4314098656177521,
-0.2484552264213562,
0.06819090247154236,
0.4309023320674896,
0.2791614234447479,
0.22841930389404297,
0.0022381022572517395,
0.1657952070236206,
-0.11452696472406387,
0.10983205586671829,
-0.13110093772411346,
-0.03401090204715729,
-0.05763237178325653,
0.06042516976594925,
0.3900478482246399,
-0.2837834358215332,
0.24217917025089264,
0.06219527870416641,
0.11346115916967392,
-0.2140006572008133,
-0.12544769048690796,
-0.03120826743543148,
0.12533892691135406,
0.1657070815563202,
0.02917555347084999,
0.20739208161830902,
-0.13448484241962433,
0.02895788848400116,
-0.08985862135887146,
0.22090932726860046,
-0.34338781237602234,
-0.14933530986309052,
0.23290352523326874,
0.0003570830449461937,
-0.16032375395298004,
0.09311818331480026,
-0.22335466742515564,
0.16001583635807037,
0.03240630030632019,
-0.25186774134635925,
-0.13813266158103943,
-0.09750275313854218,
-0.4197215139865875,
-0.20601235330104828,
0.3634851574897766,
0.22545388340950012,
-0.4948715567588806,
-0.13579729199409485,
0.095059335231781,
-0.0010714326053857803,
0.4232564866542816,
0.1340460181236267,
-0.10099165886640549,
0.19629120826721191,
-0.40650245547294617,
0.025423526763916016,
0.5148757696151733,
-0.20655810832977295,
-0.44368448853492737,
0.038859155029058456,
-0.17572912573814392,
0.09917757660150528,
0.1331682801246643,
-0.15132194757461548,
-0.1988615095615387,
0.1372177004814148,
-0.06693792343139648,
0.4401593804359436,
0.2879819869995117,
-0.07607030123472214,
-0.17459991574287415,
0.08800031989812851,
0.3657384514808655,
0.28197553753852844,
0.008939806371927261,
0.06317900121212006,
-0.05428709834814072,
0.2930726110935211,
0.43771618604660034,
0.17731274664402008,
-0.13508835434913635,
0.039795733988285065,
-0.08563141524791718,
0.01771983504295349,
0.24880683422088623,
-0.33154571056365967,
-0.10960132628679276,
0.22181427478790283,
0.044252797961235046,
-0.054130665957927704,
0.11689271032810211,
0.27433067560195923,
-0.4520690441131592,
-0.3557624816894531,
-0.3166671693325043,
-0.10934393107891083,
-0.05753779411315918,
0.45701947808265686,
0.06298761069774628,
0.191558837890625,
-0.18124902248382568,
0.4093620479106903,
-0.14244577288627625,
0.07847290486097336,
0.19860418140888214,
0.43925967812538147,
0.08565768599510193,
-0.12121380865573883,
-0.18172402679920197,
0.05728878825902939,
0.070077084004879,
-0.44176244735717773,
-0.2792086899280548,
0.5256199240684509,
0.4069705605506897,
-0.1147681474685669,
-0.343246191740036,
-0.5173788666725159,
0.015929771587252617,
-0.33346235752105713,
-0.15086036920547485,
0.5356317162513733,
0.023600518703460693,
-0.08077377080917358,
-0.33512160181999207,
0.1953597068786621,
-0.21291418373584747,
0.40215176343917847,
0.10639870166778564,
-0.00480092316865921,
0.0842076912522316,
-0.1105550080537796,
0.06438533961772919,
0.02640841156244278,
0.221540167927742,
-0.6383476257324219,
0.09161299467086792,
-0.07825049757957458,
-0.05677228420972824,
-0.17762970924377441,
0.46688714623451233,
0.024425499141216278,
-0.021041810512542725,
0.1872658133506775,
-0.26604464650154114,
0.12320218235254288,
-0.07882019877433777,
0.022077690809965134,
0.6047411561012268,
0.08391574770212173,
0.010187938809394836,
-0.15390653908252716,
0.02166721224784851,
-0.0522613562643528,
0.30104929208755493,
0.203944131731987,
-0.28050678968429565,
0.26187869906425476,
0.009660105220973492,
-0.19083403050899506,
-0.2758980393409729,
-0.01149827241897583,
0.10898130387067795,
0.22256574034690857,
-0.46696436405181885,
0.08650442957878113,
-0.1763983815908432,
-0.08165979385375977,
-0.12240971624851227,
-0.1473693996667862,
0.06252176314592361,
-0.15291714668273926,
-0.10427063703536987,
0.25151246786117554,
0.14640751481056213,
0.23329521715641022,
-0.13965293765068054,
-0.07899509370326996,
-0.00577600859105587,
-0.23815374076366425,
-0.11469174921512604,
0.2786610424518585,
-0.3485005497932434,
-0.05202431604266167,
0.4434562027454376,
0.2894830107688904,
0.06135503202676773,
-0.34842348098754883,
-0.18736402690410614,
-0.14963047206401825,
0.0035099387168884277,
0.21877607703208923,
-0.07600889354944229,
0.4242779612541199,
0.07798058539628983,
0.017809852957725525,
-0.09040506929159164,
-0.24518118798732758,
0.38682880997657776,
-0.2317778319120407,
-0.20178945362567902,
0.29246389865875244,
0.31560757756233215,
0.14913298189640045,
-0.2196955680847168,
-0.6984965801239014,
-0.1480913758277893,
-0.39336952567100525,
0.3255823254585266,
0.29447898268699646,
0.20248182117938995,
0.10135192424058914,
-0.07163966447114944,
0.0620541013777256,
0.08058193325996399,
-0.040703095495700836,
-0.08278568834066391,
-0.0560256689786911,
0.21426288783550262,
-0.17333121597766876,
-0.3626607358455658,
-0.21592946350574493,
0.2508191466331482,
-0.03192747011780739,
-0.17381803691387177,
-0.2536386549472809,
0.382916659116745,
-0.0028978418558835983,
0.2565508186817169,
-0.16925156116485596,
-0.025243328884243965,
0.08198243379592896,
-0.07104425132274628,
0.06738675385713577,
-0.21246981620788574,
-0.013280076906085014,
0.2125159502029419,
0.054897092282772064,
0.11039002239704132,
0.20743399858474731,
0.12167856842279434,
-0.23764237761497498,
0.5616503953933716,
0.24682489037513733,
-0.08580313622951508,
0.3807722330093384,
-0.2096903920173645,
0.144785538315773,
-0.15585869550704956,
-0.5435743927955627,
-0.07389190047979355,
0.028476253151893616,
0.1128726601600647,
0.36199951171875,
-0.00498838908970356,
-0.09285388141870499,
-0.28049856424331665,
-0.1582358032464981,
0.15627774596214294,
-0.24900083243846893,
0.15663719177246094,
-0.4170583188533783,
-0.018181711435317993,
0.011765148490667343,
0.06887435168027878,
0.19193318486213684,
-0.2668527066707611,
0.12031129002571106,
0.2035137414932251,
0.17838217318058014,
0.0009443367598578334,
-0.533424973487854,
-0.11089515686035156,
-0.14042127132415771,
0.1740448772907257,
0.3488476574420929,
0.5586747527122498,
-0.04965372383594513,
-0.2935751974582672,
0.10240782052278519,
0.21409626305103302,
0.7308322787284851,
-0.09448366612195969,
0.16061951220035553,
0.35698574781417847,
0.16661220788955688,
-0.43683475255966187,
-0.03783717378973961,
-0.31950822472572327,
0.549929141998291,
-0.13583137094974518,
0.2761841416358948,
0.13380050659179688,
-0.3368731737136841,
0.03244289383292198,
0.42863187193870544,
-0.14228656888008118,
-0.2018347978591919,
-0.43127286434173584,
-0.08370341360569,
-0.02621319890022278,
0.0157344788312912,
-0.019205663353204727,
0.18757358193397522,
-0.3016451597213745,
0.011486515402793884,
-0.06985817104578018,
-0.3517480194568634,
0.49598413705825806,
0.13519302010536194,
0.6363087296485901,
-0.16574864089488983,
0.2486436367034912,
0.3391839861869812,
0.11029275506734848,
0.05839867144823074,
0.4725787937641144,
-0.27970069646835327,
-0.1260918825864792,
0.44433078169822693,
-0.10371779650449753,
0.6179643273353577,
0.2933329939842224,
-0.38097578287124634,
-0.12941676378250122,
-0.5045605897903442,
0.007571905851364136,
-0.1514120101928711,
0.2766536474227905,
0.24553701281547546,
0.04030924290418625,
-0.19243089854717255,
-0.42774102091789246,
0.331912100315094,
0.08854828774929047,
-0.17667962610721588,
0.4380962550640106,
0.022091209888458252,
-0.37700125575065613,
0.5491625666618347,
-0.476060152053833,
0.7241165637969971,
0.009464632719755173,
0.2696233093738556,
-0.012132827192544937,
0.34380996227264404,
-0.021528299897909164,
-0.36987125873565674,
0.1626468151807785,
-0.2114093154668808,
-0.3525369465351105,
-0.08118002116680145,
-0.26998165249824524,
-0.1555062234401703,
0.20562225580215454,
-0.37794631719589233,
0.28612276911735535,
-0.1556263267993927,
0.2907733619213104,
0.14837263524532318,
0.25641486048698425,
0.04728313907980919,
-0.06454268097877502,
-0.15055742859840393,
-0.02643847092986107,
0.2519928812980652,
0.2820313274860382,
0.3153800070285797,
0.07230285555124283,
-0.17912349104881287,
-0.1285872757434845,
-0.12859071791172028,
0.14353102445602417,
-0.3221033811569214,
0.21489223837852478,
-0.4310063123703003,
-0.34585291147232056,
0.3350563943386078,
0.5091167688369751,
0.06315568089485168,
0.07767588645219803,
0.00578281469643116,
-0.008647195994853973,
0.06372249126434326,
0.271003782749176,
-0.01368494052439928,
0.07600506395101547,
0.21777717769145966,
0.08439088612794876,
-0.2167530059814453,
0.030774515122175217,
-0.008177366107702255,
-0.12683507800102234,
-0.29504209756851196,
0.20863991975784302,
0.2118271142244339,
-0.7179328203201294,
-0.13302358984947205,
-0.20987853407859802,
0.08450305461883545,
-0.16883572936058044,
0.05271849408745766,
0.16359615325927734,
-0.25533539056777954,
0.08190159499645233,
0.09117451310157776,
-0.4292202889919281,
0.007702847942709923,
0.3400622308254242,
0.04420197010040283,
0.392536461353302,
0.6537772417068481,
-0.09263864159584045,
0.16074398159980774,
-0.09445078670978546,
0.4540977478027344,
0.07805272191762924,
-0.3726346492767334,
0.317674458026886,
-0.03442468121647835,
0.09771692752838135,
-0.06735946983098984,
0.26246780157089233,
-0.0651431456208229,
0.003935761749744415,
-0.3649482727050781,
-0.40633687376976013,
-0.017582030966877937,
0.21354030072689056,
0.08600550889968872,
0.17353326082229614,
-0.04384288936853409,
0.16712550818920135,
-0.040983330458402634,
-0.17772887647151947,
-0.1364694982767105,
0.14545239508152008,
0.03186768293380737,
-0.015206694602966309,
-0.015445344150066376,
0.06889966130256653,
0.304810494184494,
-0.18596066534519196,
0.05256384611129761,
0.07457379996776581,
0.1761930286884308,
-0.08962264657020569,
-0.24279965460300446,
0.220452219247818,
-0.06382708996534348,
0.1494235098361969,
-0.15959390997886658,
-0.08061779290437698,
-0.011119145900011063,
-0.09213877469301224,
0.020384956151247025,
0.09440474957227707,
-0.05320555716753006,
0.3292359411716461,
0.3100663423538208,
-0.38389337062835693,
-0.26966744661331177,
0.27600759267807007,
-0.3315114378929138,
0.06191477179527283,
0.05489513278007507,
0.2529051601886749,
-0.05029517784714699,
0.041026704013347626,
-0.3581601679325104,
-0.03242330253124237,
0.13788875937461853,
-0.060114145278930664,
-0.002066928893327713,
-0.2532820701599121,
0.04595308378338814,
-0.1768255978822708,
0.15808945894241333,
0.7925758957862854,
-0.13807781040668488,
0.09940711408853531,
0.22206038236618042,
0.020274464040994644,
-0.14353257417678833,
-0.19168275594711304,
0.0472869947552681,
-0.20412570238113403,
0.0671316385269165,
0.33839529752731323,
-0.0077841617166996,
-0.12694601714611053,
-0.04005792737007141,
0.002927148714661598,
0.2405400574207306,
0.13690626621246338,
0.08777223527431488,
0.8148550391197205,
-0.12879744172096252,
0.2210293710231781,
0.009022105485200882,
-0.13327312469482422,
-0.25901633501052856,
0.6003546118736267,
-0.016658931970596313,
0.2043209820985794,
-0.422735333442688,
-0.03680216148495674,
0.24204987287521362,
-0.07814095169305801,
-0.3144301474094391,
0.16653017699718475,
-0.08515729010105133,
0.11176545172929764,
-0.15217971801757812,
0.8930033445358276,
-0.45269787311553955,
-0.17213870584964752,
-0.08768248558044434,
-0.2223091870546341,
-0.08302948623895645,
-0.2651287615299225,
-0.13227486610412598,
-0.31930169463157654,
-0.29726120829582214,
-0.05675961822271347,
-0.07581591606140137,
-0.0617525577545166,
0.20149287581443787,
0.24447211623191833,
-0.02656078338623047,
-0.11435645818710327,
-0.23622393608093262,
0.21326667070388794,
0.08271780610084534,
-0.22642026841640472,
0.36598628759384155,
0.04276902973651886,
0.005882203578948975,
0.22446225583553314,
-0.06755666434764862,
0.3175062835216522,
-0.03695853799581528,
-0.09857839345932007,
-0.3200570046901703,
-0.04637010022997856,
-0.08665667474269867,
0.04910481721162796,
0.502498984336853,
-0.09164714813232422,
-0.2702953517436981,
0.1589161604642868,
0.06533993780612946,
0.004791921935975552,
-0.10180804133415222,
0.3253828287124634,
0.2676273286342621,
-0.38582438230514526,
0.5148068070411682,
-0.32507380843162537,
0.04044333100318909,
-0.11040645837783813,
-0.161546528339386,
-0.07925451546907425,
0.029709219932556152,
0.18010258674621582,
0.20701947808265686,
0.07934335619211197,
-0.05275511369109154,
-0.0028688982129096985,
0.03904113918542862,
0.37151190638542175,
0.0324392169713974,
0.2056390643119812,
-0.23811456561088562,
-0.30347928404808044,
-0.5184347629547119,
0.1479005217552185,
0.16772380471229553,
-0.17183494567871094,
0.0356907844543457,
0.016146084293723106,
0.24701043963432312,
0.13698437809944153,
0.30426403880119324,
0.21259872615337372,
-0.2919335961341858,
0.3335303068161011,
-0.3853524923324585,
-0.32440072298049927,
-0.176658034324646,
0.37716662883758545,
-0.15108413994312286,
-0.5542789101600647,
-0.02525048330426216,
-0.09623312950134277,
-0.1581573337316513,
-0.006688250228762627,
-0.10155549645423889,
0.22847360372543335,
0.19093294441699982,
0.14816075563430786,
-0.08166179805994034,
0.4966943562030792,
-0.04540707916021347,
0.0844603031873703,
-0.17734168469905853,
-0.47830483317375183,
-0.1701618880033493,
0.2255346179008484,
0.008298583328723907,
0.4354844093322754,
-0.26068589091300964,
-0.2072419375181198,
-0.2299261838197708,
0.11193504184484482,
0.14779594540596008,
-0.141072615981102,
-0.1250697672367096,
-0.061083629727363586,
-0.14853888750076294,
0.18573996424674988,
0.21217170357704163,
0.5481054186820984,
-0.25237157940864563,
-0.05218467861413956,
-0.344639390707016,
-0.4929010272026062,
0.5048846006393433,
-0.23650462925434113,
-0.35402968525886536,
0.10141951590776443,
0.030533254146575928,
0.04395627602934837,
-0.14127260446548462,
-0.3604520559310913,
-0.2733178436756134,
0.371139794588089,
0.16432929039001465,
-0.0925806313753128,
0.24292072653770447,
0.0872986912727356,
0.24610044062137604,
-0.08476423472166061,
0.5100235342979431,
0.16101041436195374,
-0.3291042745113373,
0.11984540522098541,
-0.15964360535144806
] |
https://github.com/huggingface/datasets/issues/5295 | Extractions failed when .zip file located on read-only path (e.g., SageMaker FastFile mode) | Hi ! Thanks for reporting. Indeed the lock file should be placed in a directory with write permission (e.g. in the directory where the archive is extracted). | ### Describe the bug
Hi,
`load_dataset()` does not work .zip files located on a read-only directory. Looks like it's because Dataset creates a lock file in the [same directory](https://github.com/huggingface/datasets/blob/df4bdd365f2abb695f113cbf8856a925bc70901b/src/datasets/utils/extract.py) as the .zip file.
Encountered this when attempting `load_dataset()` on a datadir with SageMaker FastFile mode.
### Steps to reproduce the bug
```python
# Showing relevant lines only.
hyperparameters = {
"dataset_name": "ydshieh/coco_dataset_script",
"dataset_config_name": 2017,
"data_dir": "/opt/ml/input/data/coco",
"cache_dir": "/tmp/huggingface-cache", # Fix dataset complains out-of-space.
...
}
estimator = PyTorch(
base_job_name="clip",
source_dir="../src/sm-entrypoint",
entry_point="run_clip.py", # Transformers/src/examples/pytorch/contrastive-image-text/run_clip.py
framework_version="1.12",
py_version="py38",
hyperparameters=hyperparameters,
instance_count=1,
instance_type="ml.p3.16xlarge",
volume_size=100,
distribution={"smdistributed": {"dataparallel": {"enabled": True}}},
)
fast_file = lambda x: TrainingInput(x, input_mode='FastFile')
estimator.fit(
{
"pre-trained": fast_file("s3://vm-sagemakerr-us-east-1/clip/pre-trained-checkpoint/"),
"coco": fast_file("s3://vm-sagemakerr-us-east-1/clip/coco-zip-files/"),
}
)
```
Error message:
```text
ErrorMessage "OSError: [Errno 30] Read-only file system: '/opt/ml/input/data/coco/image_info_test2017.zip.lock'
"""
The above exception was the direct cause of the following exception
Traceback (most recent call last)
File "/opt/conda/lib/python3.8/runpy.py", line 194, in _run_module_as_main
return _run_code(code, main_globals, None,
File "/opt/conda/lib/python3.8/runpy.py", line 87, in _run_code
exec(code, run_globals)
File "/opt/conda/lib/python3.8/site-packages/mpi4py/__main__.py", line 7, in <module>
main()
File "/opt/conda/lib/python3.8/site-packages/mpi4py/run.py", line 198, in main
run_command_line(args)
File "/opt/conda/lib/python3.8/site-packages/mpi4py/run.py", line 47, in run_command_line
run_path(sys.argv[0], run_name='__main__')
File "/opt/conda/lib/python3.8/runpy.py", line 265, in run_path
return _run_module_code(code, init_globals, run_name,
File "/opt/conda/lib/python3.8/runpy.py", line 97, in _run_module_code
_run_code(code, mod_globals, init_globals,
File "run_clip_smddp.py", line 594, in <module>
File "run_clip_smddp.py", line 327, in main
dataset = load_dataset(
File "/opt/conda/lib/python3.8/site-packages/datasets/load.py", line 1741, in load_dataset
builder_instance.download_and_prepare(
File "/opt/conda/lib/python3.8/site-packages/datasets/builder.py", line 822, in download_and_prepare
self._download_and_prepare(
File "/opt/conda/lib/python3.8/site-packages/datasets/builder.py", line 1555, in _download_and_prepare
super()._download_and_prepare(
File "/opt/conda/lib/python3.8/site-packages/datasets/builder.py", line 891, in _download_and_prepare
split_generators = self._split_generators(dl_manager, **split_generators_kwargs)
File "/root/.cache/huggingface/modules/datasets_modules/datasets/ydshieh--coco_dataset_script/e033205c0266a54c10be132f9264f2a39dcf893e798f6756d224b1ff5078998f/coco_dataset_script.py", line 123, in _split_generators
archive_path = dl_manager.download_and_extract(_DL_URLS)
File "/opt/conda/lib/python3.8/site-packages/datasets/download/download_manager.py", line 447, in download_and_extract
return self.extract(self.download(url_or_urls))
File "/opt/conda/lib/python3.8/site-packages/datasets/download/download_manager.py", line 419, in extract
extracted_paths = map_nested(
File "/opt/conda/lib/python3.8/site-packages/datasets/utils/py_utils.py", line 472, in map_nested
mapped = pool.map(_single_map_nested, split_kwds)
File "/opt/conda/lib/python3.8/multiprocessing/pool.py", line 364, in map
return self._map_async(func, iterable, mapstar, chunksize).get()
File "/opt/conda/lib/python3.8/multiprocessing/pool.py", line 771, in get
raise self._value
OSError: [Errno 30] Read-only file system: '/opt/ml/input/data/coco/image_info_test2017.zip.lock'"
```
### Expected behavior
`load_dataset()` to succeed, just like when .zip file is passed in SageMaker File mode.
### Environment info
* datasets-2.7.1
* transformers-4.24.0
* python-3.8
* torch-1.12
* SageMaker PyTorch DLC | 27 | Extractions failed when .zip file located on read-only path (e.g., SageMaker FastFile mode)
### Describe the bug
Hi,
`load_dataset()` does not work .zip files located on a read-only directory. Looks like it's because Dataset creates a lock file in the [same directory](https://github.com/huggingface/datasets/blob/df4bdd365f2abb695f113cbf8856a925bc70901b/src/datasets/utils/extract.py) as the .zip file.
Encountered this when attempting `load_dataset()` on a datadir with SageMaker FastFile mode.
### Steps to reproduce the bug
```python
# Showing relevant lines only.
hyperparameters = {
"dataset_name": "ydshieh/coco_dataset_script",
"dataset_config_name": 2017,
"data_dir": "/opt/ml/input/data/coco",
"cache_dir": "/tmp/huggingface-cache", # Fix dataset complains out-of-space.
...
}
estimator = PyTorch(
base_job_name="clip",
source_dir="../src/sm-entrypoint",
entry_point="run_clip.py", # Transformers/src/examples/pytorch/contrastive-image-text/run_clip.py
framework_version="1.12",
py_version="py38",
hyperparameters=hyperparameters,
instance_count=1,
instance_type="ml.p3.16xlarge",
volume_size=100,
distribution={"smdistributed": {"dataparallel": {"enabled": True}}},
)
fast_file = lambda x: TrainingInput(x, input_mode='FastFile')
estimator.fit(
{
"pre-trained": fast_file("s3://vm-sagemakerr-us-east-1/clip/pre-trained-checkpoint/"),
"coco": fast_file("s3://vm-sagemakerr-us-east-1/clip/coco-zip-files/"),
}
)
```
Error message:
```text
ErrorMessage "OSError: [Errno 30] Read-only file system: '/opt/ml/input/data/coco/image_info_test2017.zip.lock'
"""
The above exception was the direct cause of the following exception
Traceback (most recent call last)
File "/opt/conda/lib/python3.8/runpy.py", line 194, in _run_module_as_main
return _run_code(code, main_globals, None,
File "/opt/conda/lib/python3.8/runpy.py", line 87, in _run_code
exec(code, run_globals)
File "/opt/conda/lib/python3.8/site-packages/mpi4py/__main__.py", line 7, in <module>
main()
File "/opt/conda/lib/python3.8/site-packages/mpi4py/run.py", line 198, in main
run_command_line(args)
File "/opt/conda/lib/python3.8/site-packages/mpi4py/run.py", line 47, in run_command_line
run_path(sys.argv[0], run_name='__main__')
File "/opt/conda/lib/python3.8/runpy.py", line 265, in run_path
return _run_module_code(code, init_globals, run_name,
File "/opt/conda/lib/python3.8/runpy.py", line 97, in _run_module_code
_run_code(code, mod_globals, init_globals,
File "run_clip_smddp.py", line 594, in <module>
File "run_clip_smddp.py", line 327, in main
dataset = load_dataset(
File "/opt/conda/lib/python3.8/site-packages/datasets/load.py", line 1741, in load_dataset
builder_instance.download_and_prepare(
File "/opt/conda/lib/python3.8/site-packages/datasets/builder.py", line 822, in download_and_prepare
self._download_and_prepare(
File "/opt/conda/lib/python3.8/site-packages/datasets/builder.py", line 1555, in _download_and_prepare
super()._download_and_prepare(
File "/opt/conda/lib/python3.8/site-packages/datasets/builder.py", line 891, in _download_and_prepare
split_generators = self._split_generators(dl_manager, **split_generators_kwargs)
File "/root/.cache/huggingface/modules/datasets_modules/datasets/ydshieh--coco_dataset_script/e033205c0266a54c10be132f9264f2a39dcf893e798f6756d224b1ff5078998f/coco_dataset_script.py", line 123, in _split_generators
archive_path = dl_manager.download_and_extract(_DL_URLS)
File "/opt/conda/lib/python3.8/site-packages/datasets/download/download_manager.py", line 447, in download_and_extract
return self.extract(self.download(url_or_urls))
File "/opt/conda/lib/python3.8/site-packages/datasets/download/download_manager.py", line 419, in extract
extracted_paths = map_nested(
File "/opt/conda/lib/python3.8/site-packages/datasets/utils/py_utils.py", line 472, in map_nested
mapped = pool.map(_single_map_nested, split_kwds)
File "/opt/conda/lib/python3.8/multiprocessing/pool.py", line 364, in map
return self._map_async(func, iterable, mapstar, chunksize).get()
File "/opt/conda/lib/python3.8/multiprocessing/pool.py", line 771, in get
raise self._value
OSError: [Errno 30] Read-only file system: '/opt/ml/input/data/coco/image_info_test2017.zip.lock'"
```
### Expected behavior
`load_dataset()` to succeed, just like when .zip file is passed in SageMaker File mode.
### Environment info
* datasets-2.7.1
* transformers-4.24.0
* python-3.8
* torch-1.12
* SageMaker PyTorch DLC
Hi ! Thanks for reporting. Indeed the lock file should be placed in a directory with write permission (e.g. in the directory where the archive is extracted). | [
-0.1946299523115158,
-0.12467759847640991,
0.037194933742284775,
0.46573561429977417,
0.0893811285495758,
-0.10493116080760956,
0.30083128809928894,
0.1528676450252533,
0.026789184659719467,
0.14810168743133545,
-0.43420031666755676,
0.4216318130493164,
-0.0977354422211647,
0.3973970115184784,
-0.10874158889055252,
0.030833030119538307,
-0.23115545511245728,
0.07666141539812088,
-0.21692177653312683,
-0.018677957355976105,
-0.08883790671825409,
0.5363748073577881,
-0.18053817749023438,
-0.17854641377925873,
-0.509145200252533,
-0.12043137103319168,
0.08123336732387543,
0.20655518770217896,
-0.07518335431814194,
-0.3649754226207733,
0.31833142042160034,
0.007606837898492813,
0.05812033265829086,
0.5133444666862488,
-0.00012122102634748444,
0.009782738983631134,
0.1113344132900238,
-0.06970717012882233,
-0.27442410588264465,
-0.3720402121543884,
-0.16930034756660461,
-0.5425159335136414,
0.11419006437063217,
-0.2903490662574768,
0.036040931940078735,
-0.3227156102657318,
-0.12154752016067505,
-0.38269945979118347,
0.5736761689186096,
0.3724636733531952,
0.1142875924706459,
0.5194230079650879,
0.09327806532382965,
-0.3512258529663086,
0.33640971779823303,
-0.04686843603849411,
-0.15867042541503906,
0.037237733602523804,
0.11029611527919769,
-0.03535749763250351,
-0.09127666801214218,
0.3047582507133484,
-0.09026960283517838,
-0.04381151869893074,
0.47333604097366333,
0.06316962093114853,
-0.3279632031917572,
-0.4884050786495209,
-0.10595161467790604,
0.13353347778320312,
-0.032449811697006226,
-0.06433107703924179,
-0.4896886646747589,
-0.6021563410758972,
-0.05528523027896881,
-0.15511572360992432,
0.35436487197875977,
0.30255579948425293,
-0.2542808949947357,
0.13301217555999756,
-0.20112410187721252,
0.09001777321100235,
-0.1805097460746765,
0.03753054887056351,
0.05085199326276779,
0.1895066499710083,
-0.22369596362113953,
0.13648058474063873,
0.4410941004753113,
0.11815919727087021,
0.06423434615135193,
-0.2326078712940216,
0.1794634610414505,
0.05629856884479523,
-0.1278577744960785,
0.048882029950618744,
-0.04968275874853134,
0.28824669122695923,
0.2041885256767273,
0.35290461778640747,
-0.10826686769723892,
-0.12613460421562195,
0.17430487275123596,
0.09456084668636322,
0.1779627948999405,
0.0731080025434494,
0.02233177423477173,
0.219013050198555,
0.2600272297859192,
0.23672448098659515,
-0.03907555714249611,
-0.1048540249466896,
0.19119279086589813,
-0.15095551311969757,
0.0602797232568264,
-0.14898476004600525,
0.09938915073871613,
-0.35397765040397644,
-0.09445782005786896,
0.1575613170862198,
-0.22161415219306946,
-0.15384510159492493,
-0.05712435021996498,
0.3757368326187134,
0.014027518220245838,
-0.29801157116889954,
0.05237466096878052,
0.25013235211372375,
-0.06279837340116501,
-0.05586443468928337,
-0.23093657195568085,
0.3636433184146881,
-0.24328739941120148,
-0.013633497059345245,
0.18465106189250946,
-0.4787259101867676,
0.26074326038360596,
0.014085271395742893,
0.16167572140693665,
-0.17919546365737915,
0.22090859711170197,
-0.1667192578315735,
0.2583775222301483,
0.49375948309898376,
0.14902004599571228,
0.13567952811717987,
0.12451079487800598,
-0.29236775636672974,
-0.08668306469917297,
0.10374970734119415,
-0.15169572830200195,
-0.18206165730953217,
0.3051612675189972,
0.08808097243309021,
-0.36286139488220215,
0.12745246291160583,
0.04885248467326164,
-0.18145614862442017,
0.14625179767608643,
-0.0006080940365791321,
-0.14282149076461792,
-0.34085822105407715,
-0.21127505600452423,
-0.0720355212688446,
0.10240418463945389,
0.43441689014434814,
-0.3162617087364197,
0.050454281270504,
-0.05328313633799553,
-0.11708849668502808,
0.1089516207575798,
0.3502109944820404,
-0.2517043650150299,
0.10740000754594803,
-0.5742437243461609,
0.2975568175315857,
0.3211557865142822,
-0.20218241214752197,
-0.5584389567375183,
0.3486284613609314,
-0.20745006203651428,
0.20450140535831451,
0.18073934316635132,
0.06177481263875961,
0.11979393661022186,
-0.07779452204704285,
-0.0520874559879303,
0.29299598932266235,
0.04181593656539917,
-0.11770419776439667,
-0.2203357219696045,
-0.08688105642795563,
0.11907954514026642,
0.005085740238428116,
0.2828991711139679,
-0.008234545588493347,
0.14712806046009064,
-0.00618028873577714,
0.12454438954591751,
-0.09061333537101746,
-0.06510727852582932,
0.5242956876754761,
0.016425125300884247,
0.04019404202699661,
-0.035832807421684265,
-0.14098405838012695,
-0.3002455532550812,
0.3660777807235718,
-0.4230015277862549,
-0.0242757648229599,
-0.32132863998413086,
0.0027603991329669952,
-0.1113063395023346,
0.06555492430925369,
-0.3163354694843292,
-0.3878667950630188,
-0.03246956691145897,
0.15171492099761963,
0.27016299962997437,
-0.07031942903995514,
-0.11074217408895493,
0.6085172295570374,
0.031167058274149895,
0.29396888613700867,
-0.4558858871459961,
0.12004546821117401,
-0.09468957036733627,
-0.24716907739639282,
-0.04198303446173668,
-0.011650323867797852,
0.11832618713378906,
-0.2425897717475891,
-0.2005632519721985,
0.17743989825248718,
0.06633953005075455,
0.08740848302841187,
-0.3192622661590576,
-0.009982272982597351,
-0.012666689231991768,
-0.247428759932518,
0.11891288310289383,
0.0814022570848465,
-0.0535094328224659,
0.17476597428321838,
-0.2767506539821625,
0.4647761583328247,
0.07255066186189651,
-0.04758181422948837,
0.07309401035308838,
-0.07950158417224884,
0.20869417488574982,
-0.21131598949432373,
0.006778381764888763,
-0.1937994807958603,
0.15721064805984497,
0.3084745407104492,
0.6332311630249023,
0.03606370836496353,
0.1715090572834015,
-0.018771588802337646,
0.33409151434898376,
0.03814704343676567,
0.0550115630030632,
0.11070828884840012,
-0.27126437425613403,
-0.0782737135887146,
-0.04975104331970215,
0.748077929019928,
0.46144890785217285,
0.27194106578826904,
0.11133973300457001,
0.043614745140075684,
-0.14824223518371582,
-0.3746330440044403,
0.3585096299648285,
0.30546799302101135,
0.00790424458682537,
0.3339375853538513,
0.01441241055727005,
0.016264989972114563,
-0.542084813117981,
-0.06031027436256409,
0.0747162327170372,
0.2094191610813141,
-0.12410028278827667,
0.26064082980155945,
-0.25359565019607544,
-0.08480224013328552,
-0.05322621017694473,
0.31244853138923645,
-0.07719950377941132,
-0.32314053177833557,
-0.002106674015522003,
0.441989541053772,
0.04574929550290108,
0.11537442356348038,
0.20894336700439453,
0.04395593702793121,
-0.07558798044919968,
0.18655060231685638,
-0.2907816767692566,
0.12598532438278198,
-0.09358366578817368,
-0.05008416622877121,
0.32536688446998596,
-0.2254495769739151,
0.30641937255859375,
0.018323158845305443,
-0.18969766795635223,
-0.45802009105682373,
-0.15488001704216003,
0.2593601942062378,
-0.211891770362854,
0.6407960057258606,
0.0867021456360817,
0.05146411806344986,
0.175767719745636,
0.13691581785678864,
0.14339108765125275,
0.08937238156795502,
-0.14291991293430328,
0.22015514969825745,
-0.08647164702415466,
-0.0004112710303161293,
-0.14276067912578583,
-0.23893341422080994,
-0.16509613394737244,
-0.3353581130504608,
0.30645808577537537,
0.0194566510617733,
-0.048750825226306915,
0.16188032925128937,
-0.10935735702514648,
0.19142720103263855,
-0.30014467239379883,
0.1856425553560257,
-0.12519051134586334,
-0.4443977177143097,
0.5239447355270386,
-0.05476606637239456,
-0.287484735250473,
0.05430429056286812,
-0.07170137763023376,
-0.08555634319782257,
0.047650184482336044,
-0.32711899280548096,
-0.013408363796770573,
-0.44737690687179565,
0.21308135986328125,
-0.051859647035598755,
-0.05348043143749237,
0.45041829347610474,
-0.19404171407222748,
-0.049227043986320496,
-0.09343831241130829,
-0.06570717692375183,
0.26950928568840027,
-0.35791146755218506,
0.02753555029630661,
-0.06526923179626465,
0.17489013075828552,
0.2673477530479431,
0.36401093006134033,
0.27507755160331726,
-0.015682339668273926,
0.32545143365859985,
-0.01405126042664051,
0.2811398208141327,
0.03985261172056198,
-0.2598082423210144,
-0.048051994293928146,
0.04914211481809616,
-0.21174722909927368,
0.01965276151895523,
-0.14798778295516968,
0.06726790964603424,
-0.037927933037281036,
-0.10113947093486786,
-0.14922529458999634,
-0.16274680197238922,
-0.0045849960297346115,
0.6057030558586121,
0.006998017430305481,
0.12147019803524017,
0.2513860762119293,
0.08734159171581268,
0.15261515974998474,
0.07355441153049469,
0.18105632066726685,
0.337419718503952,
0.022965162992477417,
-0.38107696175575256,
-0.23296406865119934,
-0.36787083745002747,
0.35321712493896484,
0.01406797580420971,
0.03167124092578888,
-0.012427423149347305,
-0.24106863141059875,
0.21229709684848785,
-0.15789580345153809,
0.49322694540023804,
0.1206921935081482,
0.08001267910003662,
0.2191646248102188,
-0.46817001700401306,
-0.05823031812906265,
-0.04964056611061096,
-0.4469378888607025,
0.10237296670675278,
-0.042284343391656876,
0.5952876210212708,
-0.33601874113082886,
-0.38674163818359375,
0.059666238725185394,
0.3523520231246948,
-0.14092080295085907,
-0.034670379012823105,
0.09057475626468658,
-0.17576691508293152,
-0.5274811387062073,
0.11344052851200104,
0.016412852331995964,
0.06788669526576996,
-0.06882969290018082,
-0.14332221448421478,
0.12247209250926971,
-0.2673932611942291,
0.1498703509569168,
0.07935793697834015,
0.4019981324672699,
-0.12111908942461014,
0.3277142345905304,
0.10533380508422852,
0.21890227496623993,
-0.08050193637609482,
0.4081008732318878,
-0.05538368597626686,
-0.30022770166397095,
0.14789429306983948,
0.01814495399594307,
0.16217178106307983,
0.42641815543174744,
-0.33348995447158813,
0.051839616149663925,
0.16814321279525757,
0.31180161237716675,
-0.28405115008354187,
0.007117511238902807,
0.2942171096801758,
-0.0698711946606636,
0.08184803277254105,
-0.2180553376674652,
0.17190681397914886,
0.05579230561852455,
-0.024519428610801697,
0.2257891446352005,
-0.14847351610660553,
-0.018874578177928925,
0.11559436470270157,
0.12107643485069275,
0.9897099733352661,
-0.049029842019081116,
0.24662844836711884,
0.5009890198707581,
0.27768468856811523,
0.4191780984401703,
0.062316685914993286,
-0.025037966668605804,
-0.4116140902042389,
-0.2669084072113037,
0.042508356273174286,
-0.31377285718917847,
0.2289133369922638,
-0.21161265671253204,
0.2620392143726349,
0.15270166099071503,
-0.059455085545778275,
-0.20169822871685028,
-0.02878437004983425,
0.23540323972702026,
-0.3990335464477539,
-0.26276057958602905,
-0.028828557580709457,
0.08334340900182724,
0.07969342172145844,
0.282046914100647,
0.041487209498882294,
-0.12932506203651428,
0.013793516904115677,
-0.2522786259651184,
-0.11709146201610565,
0.3932379186153412,
-0.3638460040092468,
0.17176488041877747,
-0.30744796991348267,
-0.6146360039710999,
0.15353599190711975,
0.35122668743133545,
0.08806094527244568,
0.009323619306087494,
-0.1595320850610733,
0.047267328947782516,
-0.2920192778110504,
-0.13041852414608002,
-0.019418638199567795,
0.033497925847768784,
0.48412588238716125,
-0.14187900722026825,
0.13087385892868042,
-0.11998014897108078,
-0.18713419139385223,
-0.08347512781620026,
0.06574627757072449,
0.15253448486328125,
0.27323102951049805,
-0.4213685393333435,
-0.38752129673957825,
-0.13424700498580933,
-0.07658567279577255,
-0.3261116147041321,
0.06719793379306793,
0.34273016452789307,
-0.20412161946296692,
0.08755934983491898,
-0.2707602381706238,
-0.37043917179107666,
-0.042550209909677505,
0.5358577966690063,
0.019905870780348778,
0.10714274644851685,
0.6751617193222046,
0.14062634110450745,
-0.29952526092529297,
-0.23401141166687012,
-0.0147223100066185,
-0.21241016685962677,
-0.3605363368988037,
0.35769206285476685,
-0.013065082021057606,
-0.056867651641368866,
-0.2512091100215912,
0.3769306242465973,
0.17086586356163025,
-0.4100993275642395,
-0.10709653794765472,
-0.5358027219772339,
-0.3407288193702698,
0.12377821654081345,
-0.15913426876068115,
0.08190006017684937,
0.2540113925933838,
0.20296984910964966,
-0.16678334772586823,
-0.0819554254412651,
-0.2589077949523926,
0.2049931436777115,
0.23757138848304749,
-0.24552828073501587,
0.22809676826000214,
-0.07057248800992966,
0.4667420983314514,
-0.11378030478954315,
0.060536064207553864,
0.44411563873291016,
-0.17587527632713318,
-0.1927105188369751,
-0.4089219272136688,
0.13579151034355164,
0.07973869144916534,
-0.07041915506124496,
0.014012512750923634,
-0.24127770960330963,
-0.04708119109272957,
-0.1489403247833252,
0.2975963354110718,
0.13681840896606445,
0.09321058541536331,
0.1462177187204361,
0.0003549307584762573,
-0.026248596608638763,
-0.39099258184432983,
0.017732329666614532,
-0.14655596017837524,
-0.14753104746341705,
0.02653779461979866,
0.03592917323112488,
-0.25205183029174805,
-0.062271006405353546,
-0.5474191904067993,
-0.15852013230323792,
-0.027325056493282318,
0.3220450282096863,
0.4894179105758667,
-0.24712367355823517,
-0.030945774167776108,
0.0865265429019928,
0.346932590007782,
0.18475189805030823,
0.019196461886167526,
0.007147243246436119,
0.2172054946422577,
0.07454496622085571,
-0.27614855766296387,
-0.3207741379737854,
-0.05098764970898628,
-0.00152555201202631,
0.08751438558101654,
0.23651573061943054,
-0.035903334617614746,
0.3621055781841278,
-0.08464784920215607,
-0.020395131781697273,
0.3131987154483795,
0.19352096319198608,
0.01223670318722725,
0.388100266456604,
0.2050052434206009,
0.2986733019351959,
0.2468150556087494,
0.12541784346103668,
0.20230144262313843,
0.3424556255340576,
-0.30168411135673523,
0.3954840898513794,
-0.26990029215812683,
0.016403809189796448,
-0.18696394562721252,
-0.6330274939537048,
0.10308364033699036,
0.22764518857002258,
0.053746625781059265,
0.15685470402240753,
-0.1599266678094864,
0.5491024255752563,
-0.40248703956604004,
-0.00753203546628356,
-0.28537291288375854,
0.3804602324962616,
-0.2259901463985443,
0.08742927014827728,
0.02085183933377266,
-0.19346940517425537,
-0.029079798609018326,
0.23731210827827454,
-0.051849137991666794,
0.07983063906431198,
0.4064686894416809,
0.11917340755462646,
-0.07990819215774536,
0.2270260751247406,
-0.1332927942276001,
0.11620979011058807,
0.06512470543384552,
-0.3877023756504059,
0.31039515137672424,
0.24379347264766693,
-0.10076698660850525,
-0.14749763906002045,
0.2034083753824234,
0.4654688537120819,
-0.057274915277957916,
0.18105092644691467,
-0.006107758730649948,
-0.13400350511074066,
-0.12454665452241898,
-0.2057642638683319,
0.16079917550086975,
-0.11835743486881256,
0.04975787550210953,
0.3680576980113983,
0.10108631104230881,
-0.19359226524829865,
-0.0057310983538627625,
0.20476970076560974,
0.043589379638433456,
-0.22245800495147705,
0.2995610535144806,
0.09069940447807312,
-0.23487836122512817,
-0.09474983811378479,
-0.33578765392303467,
-0.13176357746124268,
0.052387163043022156,
0.22244834899902344,
0.17342936992645264,
0.13047167658805847,
-0.055255308747291565,
0.06791380792856216,
0.04426591843366623,
0.18847812712192535,
0.35555505752563477,
-0.1948550045490265,
-0.4159390926361084,
0.04082973301410675,
-0.8082373142242432,
0.2117885798215866,
-0.1586689054965973,
-0.09134700894355774,
-0.11127738654613495,
0.06141991168260574,
0.015092052519321442,
0.01884893700480461,
0.3039080500602722,
-0.1009424552321434,
0.18319649994373322,
0.10769349336624146,
-0.3077692985534668,
0.04349266365170479,
0.32287734746932983,
-0.12158012390136719,
0.09189078956842422,
-0.21378934383392334,
0.14583569765090942,
0.0014950884506106377,
0.008968710899353027,
0.045065633952617645,
0.05317998677492142,
-0.01954559236764908,
-0.2493859827518463,
0.4598085880279541,
0.07546673715114594,
0.36838144063949585,
-0.13140016794204712,
-0.21714861690998077,
0.011241111904382706,
0.2166377305984497,
-0.025698315352201462,
0.0072076767683029175,
0.11982887983322144,
0.8203718662261963,
-0.17170719802379608,
0.07563640177249908,
-0.401291161775589,
0.14767464995384216,
-0.2122768610715866,
-0.5298649072647095,
-0.43454280495643616,
0.3510589003562927,
-0.1355879008769989,
0.39694175124168396,
0.42949753999710083,
0.6766082644462585,
-0.015321299433708191,
0.08472645282745361,
-0.48668140172958374,
-0.2501014471054077,
0.4857507050037384,
-0.4238933026790619,
-0.2171034812927246,
0.24862606823444366,
0.21476253867149353,
0.287830114364624,
-0.261997789144516,
-0.12238945066928864,
-0.07367031276226044,
0.11738526821136475,
-0.04833260923624039,
-0.12563689053058624,
0.11900903284549713,
0.008602457121014595,
-0.19814471900463104,
0.06325919926166534,
0.4876024127006531,
0.2890676259994507,
-0.5291911959648132,
0.26413023471832275,
-0.03609103709459305
] |
https://github.com/huggingface/datasets/issues/5295 | Extractions failed when .zip file located on read-only path (e.g., SageMaker FastFile mode) | I opened https://github.com/huggingface/datasets/pull/5320 to fix this - it places the lock file in the cache directory instead of trying to put in next to the ZIP where it's read-only | ### Describe the bug
Hi,
`load_dataset()` does not work .zip files located on a read-only directory. Looks like it's because Dataset creates a lock file in the [same directory](https://github.com/huggingface/datasets/blob/df4bdd365f2abb695f113cbf8856a925bc70901b/src/datasets/utils/extract.py) as the .zip file.
Encountered this when attempting `load_dataset()` on a datadir with SageMaker FastFile mode.
### Steps to reproduce the bug
```python
# Showing relevant lines only.
hyperparameters = {
"dataset_name": "ydshieh/coco_dataset_script",
"dataset_config_name": 2017,
"data_dir": "/opt/ml/input/data/coco",
"cache_dir": "/tmp/huggingface-cache", # Fix dataset complains out-of-space.
...
}
estimator = PyTorch(
base_job_name="clip",
source_dir="../src/sm-entrypoint",
entry_point="run_clip.py", # Transformers/src/examples/pytorch/contrastive-image-text/run_clip.py
framework_version="1.12",
py_version="py38",
hyperparameters=hyperparameters,
instance_count=1,
instance_type="ml.p3.16xlarge",
volume_size=100,
distribution={"smdistributed": {"dataparallel": {"enabled": True}}},
)
fast_file = lambda x: TrainingInput(x, input_mode='FastFile')
estimator.fit(
{
"pre-trained": fast_file("s3://vm-sagemakerr-us-east-1/clip/pre-trained-checkpoint/"),
"coco": fast_file("s3://vm-sagemakerr-us-east-1/clip/coco-zip-files/"),
}
)
```
Error message:
```text
ErrorMessage "OSError: [Errno 30] Read-only file system: '/opt/ml/input/data/coco/image_info_test2017.zip.lock'
"""
The above exception was the direct cause of the following exception
Traceback (most recent call last)
File "/opt/conda/lib/python3.8/runpy.py", line 194, in _run_module_as_main
return _run_code(code, main_globals, None,
File "/opt/conda/lib/python3.8/runpy.py", line 87, in _run_code
exec(code, run_globals)
File "/opt/conda/lib/python3.8/site-packages/mpi4py/__main__.py", line 7, in <module>
main()
File "/opt/conda/lib/python3.8/site-packages/mpi4py/run.py", line 198, in main
run_command_line(args)
File "/opt/conda/lib/python3.8/site-packages/mpi4py/run.py", line 47, in run_command_line
run_path(sys.argv[0], run_name='__main__')
File "/opt/conda/lib/python3.8/runpy.py", line 265, in run_path
return _run_module_code(code, init_globals, run_name,
File "/opt/conda/lib/python3.8/runpy.py", line 97, in _run_module_code
_run_code(code, mod_globals, init_globals,
File "run_clip_smddp.py", line 594, in <module>
File "run_clip_smddp.py", line 327, in main
dataset = load_dataset(
File "/opt/conda/lib/python3.8/site-packages/datasets/load.py", line 1741, in load_dataset
builder_instance.download_and_prepare(
File "/opt/conda/lib/python3.8/site-packages/datasets/builder.py", line 822, in download_and_prepare
self._download_and_prepare(
File "/opt/conda/lib/python3.8/site-packages/datasets/builder.py", line 1555, in _download_and_prepare
super()._download_and_prepare(
File "/opt/conda/lib/python3.8/site-packages/datasets/builder.py", line 891, in _download_and_prepare
split_generators = self._split_generators(dl_manager, **split_generators_kwargs)
File "/root/.cache/huggingface/modules/datasets_modules/datasets/ydshieh--coco_dataset_script/e033205c0266a54c10be132f9264f2a39dcf893e798f6756d224b1ff5078998f/coco_dataset_script.py", line 123, in _split_generators
archive_path = dl_manager.download_and_extract(_DL_URLS)
File "/opt/conda/lib/python3.8/site-packages/datasets/download/download_manager.py", line 447, in download_and_extract
return self.extract(self.download(url_or_urls))
File "/opt/conda/lib/python3.8/site-packages/datasets/download/download_manager.py", line 419, in extract
extracted_paths = map_nested(
File "/opt/conda/lib/python3.8/site-packages/datasets/utils/py_utils.py", line 472, in map_nested
mapped = pool.map(_single_map_nested, split_kwds)
File "/opt/conda/lib/python3.8/multiprocessing/pool.py", line 364, in map
return self._map_async(func, iterable, mapstar, chunksize).get()
File "/opt/conda/lib/python3.8/multiprocessing/pool.py", line 771, in get
raise self._value
OSError: [Errno 30] Read-only file system: '/opt/ml/input/data/coco/image_info_test2017.zip.lock'"
```
### Expected behavior
`load_dataset()` to succeed, just like when .zip file is passed in SageMaker File mode.
### Environment info
* datasets-2.7.1
* transformers-4.24.0
* python-3.8
* torch-1.12
* SageMaker PyTorch DLC | 29 | Extractions failed when .zip file located on read-only path (e.g., SageMaker FastFile mode)
### Describe the bug
Hi,
`load_dataset()` does not work .zip files located on a read-only directory. Looks like it's because Dataset creates a lock file in the [same directory](https://github.com/huggingface/datasets/blob/df4bdd365f2abb695f113cbf8856a925bc70901b/src/datasets/utils/extract.py) as the .zip file.
Encountered this when attempting `load_dataset()` on a datadir with SageMaker FastFile mode.
### Steps to reproduce the bug
```python
# Showing relevant lines only.
hyperparameters = {
"dataset_name": "ydshieh/coco_dataset_script",
"dataset_config_name": 2017,
"data_dir": "/opt/ml/input/data/coco",
"cache_dir": "/tmp/huggingface-cache", # Fix dataset complains out-of-space.
...
}
estimator = PyTorch(
base_job_name="clip",
source_dir="../src/sm-entrypoint",
entry_point="run_clip.py", # Transformers/src/examples/pytorch/contrastive-image-text/run_clip.py
framework_version="1.12",
py_version="py38",
hyperparameters=hyperparameters,
instance_count=1,
instance_type="ml.p3.16xlarge",
volume_size=100,
distribution={"smdistributed": {"dataparallel": {"enabled": True}}},
)
fast_file = lambda x: TrainingInput(x, input_mode='FastFile')
estimator.fit(
{
"pre-trained": fast_file("s3://vm-sagemakerr-us-east-1/clip/pre-trained-checkpoint/"),
"coco": fast_file("s3://vm-sagemakerr-us-east-1/clip/coco-zip-files/"),
}
)
```
Error message:
```text
ErrorMessage "OSError: [Errno 30] Read-only file system: '/opt/ml/input/data/coco/image_info_test2017.zip.lock'
"""
The above exception was the direct cause of the following exception
Traceback (most recent call last)
File "/opt/conda/lib/python3.8/runpy.py", line 194, in _run_module_as_main
return _run_code(code, main_globals, None,
File "/opt/conda/lib/python3.8/runpy.py", line 87, in _run_code
exec(code, run_globals)
File "/opt/conda/lib/python3.8/site-packages/mpi4py/__main__.py", line 7, in <module>
main()
File "/opt/conda/lib/python3.8/site-packages/mpi4py/run.py", line 198, in main
run_command_line(args)
File "/opt/conda/lib/python3.8/site-packages/mpi4py/run.py", line 47, in run_command_line
run_path(sys.argv[0], run_name='__main__')
File "/opt/conda/lib/python3.8/runpy.py", line 265, in run_path
return _run_module_code(code, init_globals, run_name,
File "/opt/conda/lib/python3.8/runpy.py", line 97, in _run_module_code
_run_code(code, mod_globals, init_globals,
File "run_clip_smddp.py", line 594, in <module>
File "run_clip_smddp.py", line 327, in main
dataset = load_dataset(
File "/opt/conda/lib/python3.8/site-packages/datasets/load.py", line 1741, in load_dataset
builder_instance.download_and_prepare(
File "/opt/conda/lib/python3.8/site-packages/datasets/builder.py", line 822, in download_and_prepare
self._download_and_prepare(
File "/opt/conda/lib/python3.8/site-packages/datasets/builder.py", line 1555, in _download_and_prepare
super()._download_and_prepare(
File "/opt/conda/lib/python3.8/site-packages/datasets/builder.py", line 891, in _download_and_prepare
split_generators = self._split_generators(dl_manager, **split_generators_kwargs)
File "/root/.cache/huggingface/modules/datasets_modules/datasets/ydshieh--coco_dataset_script/e033205c0266a54c10be132f9264f2a39dcf893e798f6756d224b1ff5078998f/coco_dataset_script.py", line 123, in _split_generators
archive_path = dl_manager.download_and_extract(_DL_URLS)
File "/opt/conda/lib/python3.8/site-packages/datasets/download/download_manager.py", line 447, in download_and_extract
return self.extract(self.download(url_or_urls))
File "/opt/conda/lib/python3.8/site-packages/datasets/download/download_manager.py", line 419, in extract
extracted_paths = map_nested(
File "/opt/conda/lib/python3.8/site-packages/datasets/utils/py_utils.py", line 472, in map_nested
mapped = pool.map(_single_map_nested, split_kwds)
File "/opt/conda/lib/python3.8/multiprocessing/pool.py", line 364, in map
return self._map_async(func, iterable, mapstar, chunksize).get()
File "/opt/conda/lib/python3.8/multiprocessing/pool.py", line 771, in get
raise self._value
OSError: [Errno 30] Read-only file system: '/opt/ml/input/data/coco/image_info_test2017.zip.lock'"
```
### Expected behavior
`load_dataset()` to succeed, just like when .zip file is passed in SageMaker File mode.
### Environment info
* datasets-2.7.1
* transformers-4.24.0
* python-3.8
* torch-1.12
* SageMaker PyTorch DLC
I opened https://github.com/huggingface/datasets/pull/5320 to fix this - it places the lock file in the cache directory instead of trying to put in next to the ZIP where it's read-only | [
-0.1946299523115158,
-0.12467759847640991,
0.037194933742284775,
0.46573561429977417,
0.0893811285495758,
-0.10493116080760956,
0.30083128809928894,
0.1528676450252533,
0.026789184659719467,
0.14810168743133545,
-0.43420031666755676,
0.4216318130493164,
-0.0977354422211647,
0.3973970115184784,
-0.10874158889055252,
0.030833030119538307,
-0.23115545511245728,
0.07666141539812088,
-0.21692177653312683,
-0.018677957355976105,
-0.08883790671825409,
0.5363748073577881,
-0.18053817749023438,
-0.17854641377925873,
-0.509145200252533,
-0.12043137103319168,
0.08123336732387543,
0.20655518770217896,
-0.07518335431814194,
-0.3649754226207733,
0.31833142042160034,
0.007606837898492813,
0.05812033265829086,
0.5133444666862488,
-0.00012122102634748444,
0.009782738983631134,
0.1113344132900238,
-0.06970717012882233,
-0.27442410588264465,
-0.3720402121543884,
-0.16930034756660461,
-0.5425159335136414,
0.11419006437063217,
-0.2903490662574768,
0.036040931940078735,
-0.3227156102657318,
-0.12154752016067505,
-0.38269945979118347,
0.5736761689186096,
0.3724636733531952,
0.1142875924706459,
0.5194230079650879,
0.09327806532382965,
-0.3512258529663086,
0.33640971779823303,
-0.04686843603849411,
-0.15867042541503906,
0.037237733602523804,
0.11029611527919769,
-0.03535749763250351,
-0.09127666801214218,
0.3047582507133484,
-0.09026960283517838,
-0.04381151869893074,
0.47333604097366333,
0.06316962093114853,
-0.3279632031917572,
-0.4884050786495209,
-0.10595161467790604,
0.13353347778320312,
-0.032449811697006226,
-0.06433107703924179,
-0.4896886646747589,
-0.6021563410758972,
-0.05528523027896881,
-0.15511572360992432,
0.35436487197875977,
0.30255579948425293,
-0.2542808949947357,
0.13301217555999756,
-0.20112410187721252,
0.09001777321100235,
-0.1805097460746765,
0.03753054887056351,
0.05085199326276779,
0.1895066499710083,
-0.22369596362113953,
0.13648058474063873,
0.4410941004753113,
0.11815919727087021,
0.06423434615135193,
-0.2326078712940216,
0.1794634610414505,
0.05629856884479523,
-0.1278577744960785,
0.048882029950618744,
-0.04968275874853134,
0.28824669122695923,
0.2041885256767273,
0.35290461778640747,
-0.10826686769723892,
-0.12613460421562195,
0.17430487275123596,
0.09456084668636322,
0.1779627948999405,
0.0731080025434494,
0.02233177423477173,
0.219013050198555,
0.2600272297859192,
0.23672448098659515,
-0.03907555714249611,
-0.1048540249466896,
0.19119279086589813,
-0.15095551311969757,
0.0602797232568264,
-0.14898476004600525,
0.09938915073871613,
-0.35397765040397644,
-0.09445782005786896,
0.1575613170862198,
-0.22161415219306946,
-0.15384510159492493,
-0.05712435021996498,
0.3757368326187134,
0.014027518220245838,
-0.29801157116889954,
0.05237466096878052,
0.25013235211372375,
-0.06279837340116501,
-0.05586443468928337,
-0.23093657195568085,
0.3636433184146881,
-0.24328739941120148,
-0.013633497059345245,
0.18465106189250946,
-0.4787259101867676,
0.26074326038360596,
0.014085271395742893,
0.16167572140693665,
-0.17919546365737915,
0.22090859711170197,
-0.1667192578315735,
0.2583775222301483,
0.49375948309898376,
0.14902004599571228,
0.13567952811717987,
0.12451079487800598,
-0.29236775636672974,
-0.08668306469917297,
0.10374970734119415,
-0.15169572830200195,
-0.18206165730953217,
0.3051612675189972,
0.08808097243309021,
-0.36286139488220215,
0.12745246291160583,
0.04885248467326164,
-0.18145614862442017,
0.14625179767608643,
-0.0006080940365791321,
-0.14282149076461792,
-0.34085822105407715,
-0.21127505600452423,
-0.0720355212688446,
0.10240418463945389,
0.43441689014434814,
-0.3162617087364197,
0.050454281270504,
-0.05328313633799553,
-0.11708849668502808,
0.1089516207575798,
0.3502109944820404,
-0.2517043650150299,
0.10740000754594803,
-0.5742437243461609,
0.2975568175315857,
0.3211557865142822,
-0.20218241214752197,
-0.5584389567375183,
0.3486284613609314,
-0.20745006203651428,
0.20450140535831451,
0.18073934316635132,
0.06177481263875961,
0.11979393661022186,
-0.07779452204704285,
-0.0520874559879303,
0.29299598932266235,
0.04181593656539917,
-0.11770419776439667,
-0.2203357219696045,
-0.08688105642795563,
0.11907954514026642,
0.005085740238428116,
0.2828991711139679,
-0.008234545588493347,
0.14712806046009064,
-0.00618028873577714,
0.12454438954591751,
-0.09061333537101746,
-0.06510727852582932,
0.5242956876754761,
0.016425125300884247,
0.04019404202699661,
-0.035832807421684265,
-0.14098405838012695,
-0.3002455532550812,
0.3660777807235718,
-0.4230015277862549,
-0.0242757648229599,
-0.32132863998413086,
0.0027603991329669952,
-0.1113063395023346,
0.06555492430925369,
-0.3163354694843292,
-0.3878667950630188,
-0.03246956691145897,
0.15171492099761963,
0.27016299962997437,
-0.07031942903995514,
-0.11074217408895493,
0.6085172295570374,
0.031167058274149895,
0.29396888613700867,
-0.4558858871459961,
0.12004546821117401,
-0.09468957036733627,
-0.24716907739639282,
-0.04198303446173668,
-0.011650323867797852,
0.11832618713378906,
-0.2425897717475891,
-0.2005632519721985,
0.17743989825248718,
0.06633953005075455,
0.08740848302841187,
-0.3192622661590576,
-0.009982272982597351,
-0.012666689231991768,
-0.247428759932518,
0.11891288310289383,
0.0814022570848465,
-0.0535094328224659,
0.17476597428321838,
-0.2767506539821625,
0.4647761583328247,
0.07255066186189651,
-0.04758181422948837,
0.07309401035308838,
-0.07950158417224884,
0.20869417488574982,
-0.21131598949432373,
0.006778381764888763,
-0.1937994807958603,
0.15721064805984497,
0.3084745407104492,
0.6332311630249023,
0.03606370836496353,
0.1715090572834015,
-0.018771588802337646,
0.33409151434898376,
0.03814704343676567,
0.0550115630030632,
0.11070828884840012,
-0.27126437425613403,
-0.0782737135887146,
-0.04975104331970215,
0.748077929019928,
0.46144890785217285,
0.27194106578826904,
0.11133973300457001,
0.043614745140075684,
-0.14824223518371582,
-0.3746330440044403,
0.3585096299648285,
0.30546799302101135,
0.00790424458682537,
0.3339375853538513,
0.01441241055727005,
0.016264989972114563,
-0.542084813117981,
-0.06031027436256409,
0.0747162327170372,
0.2094191610813141,
-0.12410028278827667,
0.26064082980155945,
-0.25359565019607544,
-0.08480224013328552,
-0.05322621017694473,
0.31244853138923645,
-0.07719950377941132,
-0.32314053177833557,
-0.002106674015522003,
0.441989541053772,
0.04574929550290108,
0.11537442356348038,
0.20894336700439453,
0.04395593702793121,
-0.07558798044919968,
0.18655060231685638,
-0.2907816767692566,
0.12598532438278198,
-0.09358366578817368,
-0.05008416622877121,
0.32536688446998596,
-0.2254495769739151,
0.30641937255859375,
0.018323158845305443,
-0.18969766795635223,
-0.45802009105682373,
-0.15488001704216003,
0.2593601942062378,
-0.211891770362854,
0.6407960057258606,
0.0867021456360817,
0.05146411806344986,
0.175767719745636,
0.13691581785678864,
0.14339108765125275,
0.08937238156795502,
-0.14291991293430328,
0.22015514969825745,
-0.08647164702415466,
-0.0004112710303161293,
-0.14276067912578583,
-0.23893341422080994,
-0.16509613394737244,
-0.3353581130504608,
0.30645808577537537,
0.0194566510617733,
-0.048750825226306915,
0.16188032925128937,
-0.10935735702514648,
0.19142720103263855,
-0.30014467239379883,
0.1856425553560257,
-0.12519051134586334,
-0.4443977177143097,
0.5239447355270386,
-0.05476606637239456,
-0.287484735250473,
0.05430429056286812,
-0.07170137763023376,
-0.08555634319782257,
0.047650184482336044,
-0.32711899280548096,
-0.013408363796770573,
-0.44737690687179565,
0.21308135986328125,
-0.051859647035598755,
-0.05348043143749237,
0.45041829347610474,
-0.19404171407222748,
-0.049227043986320496,
-0.09343831241130829,
-0.06570717692375183,
0.26950928568840027,
-0.35791146755218506,
0.02753555029630661,
-0.06526923179626465,
0.17489013075828552,
0.2673477530479431,
0.36401093006134033,
0.27507755160331726,
-0.015682339668273926,
0.32545143365859985,
-0.01405126042664051,
0.2811398208141327,
0.03985261172056198,
-0.2598082423210144,
-0.048051994293928146,
0.04914211481809616,
-0.21174722909927368,
0.01965276151895523,
-0.14798778295516968,
0.06726790964603424,
-0.037927933037281036,
-0.10113947093486786,
-0.14922529458999634,
-0.16274680197238922,
-0.0045849960297346115,
0.6057030558586121,
0.006998017430305481,
0.12147019803524017,
0.2513860762119293,
0.08734159171581268,
0.15261515974998474,
0.07355441153049469,
0.18105632066726685,
0.337419718503952,
0.022965162992477417,
-0.38107696175575256,
-0.23296406865119934,
-0.36787083745002747,
0.35321712493896484,
0.01406797580420971,
0.03167124092578888,
-0.012427423149347305,
-0.24106863141059875,
0.21229709684848785,
-0.15789580345153809,
0.49322694540023804,
0.1206921935081482,
0.08001267910003662,
0.2191646248102188,
-0.46817001700401306,
-0.05823031812906265,
-0.04964056611061096,
-0.4469378888607025,
0.10237296670675278,
-0.042284343391656876,
0.5952876210212708,
-0.33601874113082886,
-0.38674163818359375,
0.059666238725185394,
0.3523520231246948,
-0.14092080295085907,
-0.034670379012823105,
0.09057475626468658,
-0.17576691508293152,
-0.5274811387062073,
0.11344052851200104,
0.016412852331995964,
0.06788669526576996,
-0.06882969290018082,
-0.14332221448421478,
0.12247209250926971,
-0.2673932611942291,
0.1498703509569168,
0.07935793697834015,
0.4019981324672699,
-0.12111908942461014,
0.3277142345905304,
0.10533380508422852,
0.21890227496623993,
-0.08050193637609482,
0.4081008732318878,
-0.05538368597626686,
-0.30022770166397095,
0.14789429306983948,
0.01814495399594307,
0.16217178106307983,
0.42641815543174744,
-0.33348995447158813,
0.051839616149663925,
0.16814321279525757,
0.31180161237716675,
-0.28405115008354187,
0.007117511238902807,
0.2942171096801758,
-0.0698711946606636,
0.08184803277254105,
-0.2180553376674652,
0.17190681397914886,
0.05579230561852455,
-0.024519428610801697,
0.2257891446352005,
-0.14847351610660553,
-0.018874578177928925,
0.11559436470270157,
0.12107643485069275,
0.9897099733352661,
-0.049029842019081116,
0.24662844836711884,
0.5009890198707581,
0.27768468856811523,
0.4191780984401703,
0.062316685914993286,
-0.025037966668605804,
-0.4116140902042389,
-0.2669084072113037,
0.042508356273174286,
-0.31377285718917847,
0.2289133369922638,
-0.21161265671253204,
0.2620392143726349,
0.15270166099071503,
-0.059455085545778275,
-0.20169822871685028,
-0.02878437004983425,
0.23540323972702026,
-0.3990335464477539,
-0.26276057958602905,
-0.028828557580709457,
0.08334340900182724,
0.07969342172145844,
0.282046914100647,
0.041487209498882294,
-0.12932506203651428,
0.013793516904115677,
-0.2522786259651184,
-0.11709146201610565,
0.3932379186153412,
-0.3638460040092468,
0.17176488041877747,
-0.30744796991348267,
-0.6146360039710999,
0.15353599190711975,
0.35122668743133545,
0.08806094527244568,
0.009323619306087494,
-0.1595320850610733,
0.047267328947782516,
-0.2920192778110504,
-0.13041852414608002,
-0.019418638199567795,
0.033497925847768784,
0.48412588238716125,
-0.14187900722026825,
0.13087385892868042,
-0.11998014897108078,
-0.18713419139385223,
-0.08347512781620026,
0.06574627757072449,
0.15253448486328125,
0.27323102951049805,
-0.4213685393333435,
-0.38752129673957825,
-0.13424700498580933,
-0.07658567279577255,
-0.3261116147041321,
0.06719793379306793,
0.34273016452789307,
-0.20412161946296692,
0.08755934983491898,
-0.2707602381706238,
-0.37043917179107666,
-0.042550209909677505,
0.5358577966690063,
0.019905870780348778,
0.10714274644851685,
0.6751617193222046,
0.14062634110450745,
-0.29952526092529297,
-0.23401141166687012,
-0.0147223100066185,
-0.21241016685962677,
-0.3605363368988037,
0.35769206285476685,
-0.013065082021057606,
-0.056867651641368866,
-0.2512091100215912,
0.3769306242465973,
0.17086586356163025,
-0.4100993275642395,
-0.10709653794765472,
-0.5358027219772339,
-0.3407288193702698,
0.12377821654081345,
-0.15913426876068115,
0.08190006017684937,
0.2540113925933838,
0.20296984910964966,
-0.16678334772586823,
-0.0819554254412651,
-0.2589077949523926,
0.2049931436777115,
0.23757138848304749,
-0.24552828073501587,
0.22809676826000214,
-0.07057248800992966,
0.4667420983314514,
-0.11378030478954315,
0.060536064207553864,
0.44411563873291016,
-0.17587527632713318,
-0.1927105188369751,
-0.4089219272136688,
0.13579151034355164,
0.07973869144916534,
-0.07041915506124496,
0.014012512750923634,
-0.24127770960330963,
-0.04708119109272957,
-0.1489403247833252,
0.2975963354110718,
0.13681840896606445,
0.09321058541536331,
0.1462177187204361,
0.0003549307584762573,
-0.026248596608638763,
-0.39099258184432983,
0.017732329666614532,
-0.14655596017837524,
-0.14753104746341705,
0.02653779461979866,
0.03592917323112488,
-0.25205183029174805,
-0.062271006405353546,
-0.5474191904067993,
-0.15852013230323792,
-0.027325056493282318,
0.3220450282096863,
0.4894179105758667,
-0.24712367355823517,
-0.030945774167776108,
0.0865265429019928,
0.346932590007782,
0.18475189805030823,
0.019196461886167526,
0.007147243246436119,
0.2172054946422577,
0.07454496622085571,
-0.27614855766296387,
-0.3207741379737854,
-0.05098764970898628,
-0.00152555201202631,
0.08751438558101654,
0.23651573061943054,
-0.035903334617614746,
0.3621055781841278,
-0.08464784920215607,
-0.020395131781697273,
0.3131987154483795,
0.19352096319198608,
0.01223670318722725,
0.388100266456604,
0.2050052434206009,
0.2986733019351959,
0.2468150556087494,
0.12541784346103668,
0.20230144262313843,
0.3424556255340576,
-0.30168411135673523,
0.3954840898513794,
-0.26990029215812683,
0.016403809189796448,
-0.18696394562721252,
-0.6330274939537048,
0.10308364033699036,
0.22764518857002258,
0.053746625781059265,
0.15685470402240753,
-0.1599266678094864,
0.5491024255752563,
-0.40248703956604004,
-0.00753203546628356,
-0.28537291288375854,
0.3804602324962616,
-0.2259901463985443,
0.08742927014827728,
0.02085183933377266,
-0.19346940517425537,
-0.029079798609018326,
0.23731210827827454,
-0.051849137991666794,
0.07983063906431198,
0.4064686894416809,
0.11917340755462646,
-0.07990819215774536,
0.2270260751247406,
-0.1332927942276001,
0.11620979011058807,
0.06512470543384552,
-0.3877023756504059,
0.31039515137672424,
0.24379347264766693,
-0.10076698660850525,
-0.14749763906002045,
0.2034083753824234,
0.4654688537120819,
-0.057274915277957916,
0.18105092644691467,
-0.006107758730649948,
-0.13400350511074066,
-0.12454665452241898,
-0.2057642638683319,
0.16079917550086975,
-0.11835743486881256,
0.04975787550210953,
0.3680576980113983,
0.10108631104230881,
-0.19359226524829865,
-0.0057310983538627625,
0.20476970076560974,
0.043589379638433456,
-0.22245800495147705,
0.2995610535144806,
0.09069940447807312,
-0.23487836122512817,
-0.09474983811378479,
-0.33578765392303467,
-0.13176357746124268,
0.052387163043022156,
0.22244834899902344,
0.17342936992645264,
0.13047167658805847,
-0.055255308747291565,
0.06791380792856216,
0.04426591843366623,
0.18847812712192535,
0.35555505752563477,
-0.1948550045490265,
-0.4159390926361084,
0.04082973301410675,
-0.8082373142242432,
0.2117885798215866,
-0.1586689054965973,
-0.09134700894355774,
-0.11127738654613495,
0.06141991168260574,
0.015092052519321442,
0.01884893700480461,
0.3039080500602722,
-0.1009424552321434,
0.18319649994373322,
0.10769349336624146,
-0.3077692985534668,
0.04349266365170479,
0.32287734746932983,
-0.12158012390136719,
0.09189078956842422,
-0.21378934383392334,
0.14583569765090942,
0.0014950884506106377,
0.008968710899353027,
0.045065633952617645,
0.05317998677492142,
-0.01954559236764908,
-0.2493859827518463,
0.4598085880279541,
0.07546673715114594,
0.36838144063949585,
-0.13140016794204712,
-0.21714861690998077,
0.011241111904382706,
0.2166377305984497,
-0.025698315352201462,
0.0072076767683029175,
0.11982887983322144,
0.8203718662261963,
-0.17170719802379608,
0.07563640177249908,
-0.401291161775589,
0.14767464995384216,
-0.2122768610715866,
-0.5298649072647095,
-0.43454280495643616,
0.3510589003562927,
-0.1355879008769989,
0.39694175124168396,
0.42949753999710083,
0.6766082644462585,
-0.015321299433708191,
0.08472645282745361,
-0.48668140172958374,
-0.2501014471054077,
0.4857507050037384,
-0.4238933026790619,
-0.2171034812927246,
0.24862606823444366,
0.21476253867149353,
0.287830114364624,
-0.261997789144516,
-0.12238945066928864,
-0.07367031276226044,
0.11738526821136475,
-0.04833260923624039,
-0.12563689053058624,
0.11900903284549713,
0.008602457121014595,
-0.19814471900463104,
0.06325919926166534,
0.4876024127006531,
0.2890676259994507,
-0.5291911959648132,
0.26413023471832275,
-0.03609103709459305
] |
https://github.com/huggingface/datasets/issues/5292 | Missing documentation build for versions 2.7.1 and 2.6.2 | - Build docs for 2.6.2:
- Commit: a6a5a1cf4cdf1e0be65168aed5a327f543001fe8
- Build docs GH Action: https://github.com/huggingface/datasets/actions/runs/3539470622/jobs/5941404044
- Build docs for 2.7.1:
- Commit: 5ef1ab1cc06c2b7a574bf2df454cd9fcb071ccb2
- Build docs GH Action: https://github.com/huggingface/datasets/actions/runs/3539574442/jobs/5941636792 | After the patch releases [2.7.1](https://github.com/huggingface/datasets/releases/tag/2.7.1) and [2.6.2](https://github.com/huggingface/datasets/releases/tag/2.6.2), the online docs were not properly built (the build_documentation workflow was not triggered).
There was a fix by:
- #5291
However, both documentations were built from main branch, instead of their corresponding version branch.
We are rebuilding them. | 28 | Missing documentation build for versions 2.7.1 and 2.6.2
After the patch releases [2.7.1](https://github.com/huggingface/datasets/releases/tag/2.7.1) and [2.6.2](https://github.com/huggingface/datasets/releases/tag/2.6.2), the online docs were not properly built (the build_documentation workflow was not triggered).
There was a fix by:
- #5291
However, both documentations were built from main branch, instead of their corresponding version branch.
We are rebuilding them.
- Build docs for 2.6.2:
- Commit: a6a5a1cf4cdf1e0be65168aed5a327f543001fe8
- Build docs GH Action: https://github.com/huggingface/datasets/actions/runs/3539470622/jobs/5941404044
- Build docs for 2.7.1:
- Commit: 5ef1ab1cc06c2b7a574bf2df454cd9fcb071ccb2
- Build docs GH Action: https://github.com/huggingface/datasets/actions/runs/3539574442/jobs/5941636792 | [
-0.26933783292770386,
-0.29634055495262146,
-0.11461302638053894,
0.015760108828544617,
0.1152208223938942,
-0.11685892939567566,
0.03283867985010147,
0.3588838279247284,
-0.07803535461425781,
0.015483394265174866,
0.04930455982685089,
0.2143089771270752,
0.14360961318016052,
0.21212178468704224,
0.1141456738114357,
-0.10059189796447754,
0.015246979892253876,
0.06984591484069824,
-0.1554109901189804,
-0.07519790530204773,
0.015476617962121964,
0.3642579913139343,
-0.12045367062091827,
-0.04832668602466583,
-0.1711532473564148,
-0.07979126274585724,
0.06081874668598175,
0.11556638777256012,
-0.49046123027801514,
-0.3649844825267792,
0.5004169940948486,
0.07753155380487442,
-0.055388953536748886,
0.2249828279018402,
-0.00010030942939920351,
0.10211998224258423,
0.29763928055763245,
0.12500613927841187,
-0.1543678343296051,
-0.1936413198709488,
0.0413937047123909,
-0.32709550857543945,
0.0902518630027771,
0.08117928355932236,
-0.125023752450943,
-0.2620721161365509,
0.16293339431285858,
0.06968611478805542,
0.35589027404785156,
0.1606454849243164,
0.34159159660339355,
0.34655216336250305,
0.5329465270042419,
-0.14775988459587097,
0.04710792377591133,
0.30061718821525574,
-0.36645931005477905,
0.3494613468647003,
0.19628369808197021,
0.07123959809541702,
-0.14266318082809448,
0.26184847950935364,
0.12071694433689117,
-0.13490213453769684,
0.12501169741153717,
0.017709951847791672,
-0.014364264905452728,
-0.24999618530273438,
0.10888876765966415,
0.2537789046764374,
0.4581032991409302,
-0.08240046352148056,
-0.35553836822509766,
-0.1450043022632599,
-0.016066856682300568,
-0.08087125420570374,
0.29861676692962646,
0.07035588473081589,
0.00588664785027504,
0.055923957377672195,
-0.2148546278476715,
-0.27066555619239807,
-0.12898969650268555,
-0.03657623380422592,
0.1023360937833786,
-0.002231419086456299,
-0.4100814163684845,
-0.18070155382156372,
0.042913153767585754,
-0.2222028523683548,
-0.23336394131183624,
0.18583646416664124,
-0.18965597450733185,
0.12249685823917389,
-0.008342642337083817,
0.028015054762363434,
0.3308407962322235,
0.099945068359375,
0.3305874466896057,
-0.02250702679157257,
-0.07158755511045456,
0.11290137469768524,
-0.12648965418338776,
0.09068672358989716,
-0.014508254826068878,
0.21520793437957764,
0.2984803318977356,
0.02094077691435814,
0.3912457823753357,
0.3921504318714142,
0.048604365438222885,
-0.020549200475215912,
0.16811507940292358,
-0.13824793696403503,
-0.2886355221271515,
-0.294547438621521,
0.1696535050868988,
-0.29618170857429504,
-0.1583023965358734,
0.012170781381428242,
0.013046540319919586,
0.06928444653749466,
-0.04203617945313454,
0.13532091677188873,
-0.024525906890630722,
-0.1477569341659546,
0.08257772773504257,
0.1366598904132843,
-0.16658015549182892,
0.10207570344209671,
-0.30026617646217346,
0.06893064081668854,
-0.10265989601612091,
0.2776840031147003,
0.11778445541858673,
-0.23791581392288208,
0.5338272452354431,
0.19359564781188965,
0.03089027851819992,
-0.08326626569032669,
-0.14769475162029266,
0.2303425818681717,
-0.05531939119100571,
0.362313449382782,
0.036148231476545334,
-0.04843522608280182,
-0.0657927542924881,
-0.03698260337114334,
-0.03700251504778862,
-0.2921263873577118,
-0.1091751828789711,
-0.2796146273612976,
-0.14763233065605164,
0.2538471221923828,
0.06356871873140335,
0.04016939550638199,
-0.020251542329788208,
0.08587738871574402,
-0.036934129893779755,
-0.28895682096481323,
-0.00473427027463913,
0.17697501182556152,
-0.2132548689842224,
-0.06808310747146606,
0.3658466339111328,
0.24573494493961334,
0.11649477481842041,
-0.2952941358089447,
0.07629039883613586,
0.06077289581298828,
-0.0111098513007164,
0.14766202867031097,
-0.1381811797618866,
0.15819084644317627,
-0.3629453480243683,
-0.060848042368888855,
0.14351820945739746,
-0.2675643563270569,
-0.1180548220872879,
0.24122019112110138,
-0.07333790510892868,
-0.01283795665949583,
-0.024551570415496826,
-0.1956697553396225,
-0.006629811599850655,
-0.05267726629972458,
-0.03959166258573532,
-0.2658953070640564,
-0.06906353682279587,
0.0933978334069252,
-0.2335551530122757,
-0.1622273027896881,
-0.2683808207511902,
0.0005287881940603256,
0.13044461607933044,
-0.06256111711263657,
0.165187805891037,
-0.13366267085075378,
0.08735468983650208,
0.01885276660323143,
0.039095453917980194,
0.4418178200721741,
0.2557447850704193,
0.060201406478881836,
0.08718092739582062,
-0.0479692742228508,
-0.5031396746635437,
0.059806086122989655,
0.01286935806274414,
0.3053567707538605,
-0.037002429366111755,
-0.2208557277917862,
-0.3107250928878784,
-0.2678076922893524,
0.05177979916334152,
-0.45781537890434265,
0.23633676767349243,
0.1749580204486847,
0.24277165532112122,
0.20444263517856598,
-0.14987531304359436,
0.06877174973487854,
-0.2717941403388977,
0.3095044791698456,
-0.3473525047302246,
0.2583750784397125,
-0.09704282134771347,
-0.18519875407218933,
0.22133216261863708,
0.044653043150901794,
0.10028843581676483,
-0.1593419760465622,
0.017691748216748238,
0.38609305024147034,
-0.19408613443374634,
0.3382261395454407,
0.3269568085670471,
0.3735239505767822,
0.3062564730644226,
-0.14186686277389526,
0.08373349905014038,
-0.18996936082839966,
-0.08559171855449677,
0.05125238001346588,
-0.3512362539768219,
0.3953523635864258,
-0.045310426503419876,
0.019539371132850647,
0.24508433043956757,
0.15082094073295593,
0.25441399216651917,
0.06030209735035896,
-0.2406139373779297,
-0.2254772037267685,
0.1115836426615715,
-0.1553020179271698,
0.20647665858268738,
-0.084344282746315,
-0.26980844140052795,
0.299751877784729,
0.3797629773616791,
0.07987476885318756,
-0.07609789818525314,
0.2336292266845703,
-0.08043348044157028,
-0.15671998262405396,
0.08666352182626724,
0.08789509534835815,
0.15843486785888672,
0.253147691488266,
0.2398146390914917,
0.20555397868156433,
-0.17122714221477509,
-0.22650940716266632,
0.1334730088710785,
-0.04578215628862381,
-0.01926138624548912,
0.12456536293029785,
-0.03633143752813339,
0.07235732674598694,
-0.4646183252334595,
0.19971948862075806,
-0.07615693658590317,
0.031729280948638916,
-0.21253830194473267,
-0.24219872057437897,
-0.14829301834106445,
-0.24605736136436462,
-0.2920706570148468,
-0.09802963584661484,
-0.31115663051605225,
-0.31772392988204956,
0.032329920679330826,
0.12642835080623627,
-0.11454662680625916,
0.29867833852767944,
0.08614352345466614,
0.2054571658372879,
-0.1299550086259842,
0.25145667791366577,
-0.20614948868751526,
0.0667990893125534,
-0.011171944439411163,
0.1535358726978302,
-0.03387273848056793,
0.0027106767520308495,
0.3168604373931885,
-0.4374508857727051,
-0.14870703220367432,
-0.6430237293243408,
-0.8003220558166504,
0.3378194570541382,
-0.11897042393684387,
0.08868299424648285,
0.31368720531463623,
-0.011552855372428894,
-0.07036909461021423,
-0.10048558562994003,
0.13412848114967346,
-0.3268883228302002,
-0.3060072064399719,
-0.2299027293920517,
-0.2964077293872833,
-0.19483378529548645,
-0.32501843571662903,
-0.5492146015167236,
0.16473457217216492,
-0.3136833906173706,
0.6479294896125793,
-0.08614222705364227,
-0.04652012884616852,
0.2817252278327942,
-0.0700678601861,
0.09563522040843964,
-0.3660096228122711,
0.28722554445266724,
-0.0653640553355217,
-0.5558554530143738,
0.16294240951538086,
-0.4329763650894165,
-0.4566291868686676,
0.09476305544376373,
0.18951314687728882,
0.47658249735832214,
-0.14024560153484344,
-0.5156219005584717,
-0.15606805682182312,
-0.2531428039073944,
0.3318641781806946,
0.17219220101833344,
0.23511603474617004,
0.3640701174736023,
0.021492110565304756,
-0.17532990872859955,
-0.3054168224334717,
-0.12836727499961853,
0.11701103299856186,
-0.19319859147071838,
0.18778100609779358,
-0.30549317598342896,
0.2793816328048706,
-0.0847252756357193,
0.34422457218170166,
0.13980087637901306,
0.11806520819664001,
-0.0038228705525398254,
-0.05850927531719208,
0.6358824968338013,
-0.25365301966667175,
-0.0986621305346489,
0.3162728548049927,
-0.06003457307815552,
0.22874338924884796,
0.3701925277709961,
0.32173219323158264,
0.18138986825942993,
-0.2081993818283081,
-0.15247298777103424,
-0.24250313639640808,
-0.3508324921131134,
-0.22253122925758362,
0.07957257330417633,
0.29609379172325134,
0.13411280512809753,
0.05995897203683853,
-0.08452460169792175,
-0.02721053548157215,
0.22152931988239288,
0.39641791582107544,
0.3244372308254242,
0.10561663657426834,
0.020586948841810226,
0.2334768921136856,
-0.40948671102523804,
-0.04645147919654846,
0.02195713482797146,
-0.01367195788770914,
-0.22640511393547058,
0.0998271033167839,
-0.09637351334095001,
-0.019491184502840042,
0.06914527714252472,
-0.0454457625746727,
0.0832853615283966,
0.08782553672790527,
-0.19183942675590515,
-0.21081911027431488,
0.09858627617359161,
-0.07481340318918228,
0.15054504573345184,
0.6283441185951233,
0.4465709328651428,
-0.31850650906562805,
-0.31107890605926514,
0.34984415769577026,
-0.14915412664413452,
0.04065604880452156,
-0.03734004124999046,
-0.0776364728808403,
-0.2791307270526886,
-0.10841605812311172,
-0.1981026828289032,
0.10388564318418503,
-0.01995738223195076,
-0.14201360940933228,
-0.24105525016784668,
0.022466372698545456,
-0.009267503395676613,
-0.07695822417736053,
0.06190988048911095,
0.3240531384944916,
-0.15432342886924744,
0.4202263057231903,
0.3215043842792511,
0.20701216161251068,
0.43254342675209045,
0.3766021728515625,
-0.0019786469638347626,
-0.07939565181732178,
0.1556205153465271,
-0.15488676726818085,
0.04880334809422493,
0.19609802961349487,
-0.13498663902282715,
-0.06513803452253342,
-0.03515895828604698,
0.2674655020236969,
-0.23805570602416992,
0.01614697091281414,
0.39243829250335693,
0.20034365355968475,
0.021683460101485252,
-0.2114650458097458,
0.3115415573120117,
0.19409292936325073,
-0.03524940088391304,
0.43098554015159607,
0.6912624835968018,
-0.24279598891735077,
-0.15126723051071167,
0.06608672440052032,
0.6196073889732361,
0.3036990165710449,
-0.03536634519696236,
0.2713432312011719,
-0.2151823341846466,
0.3563050329685211,
-0.15121477842330933,
-0.007057853043079376,
-0.29194727540016174,
-0.2798785865306854,
0.05338319391012192,
0.0007916875183582306,
0.16519321501255035,
-0.18442599475383759,
-0.14164333045482635,
0.1320011466741562,
0.30823540687561035,
0.20671582221984863,
-0.07760202884674072,
0.03141901642084122,
-0.15794548392295837,
-0.2392888367176056,
-0.16652709245681763,
0.2440771460533142,
0.03763997554779053,
0.24136395752429962,
-0.09127555042505264,
-0.13875983655452728,
0.08611692488193512,
-0.2279983013868332,
-0.2445116639137268,
-0.014731278643012047,
0.1983114331960678,
0.16774244606494904,
0.33507922291755676,
0.1911664456129074,
0.14490243792533875,
0.20135489106178284,
0.48351162672042847,
0.06965776532888412,
-0.376958966255188,
0.17905347049236298,
-0.04875921458005905,
-0.1760101467370987,
-0.06130470335483551,
0.12529127299785614,
0.15602077543735504,
-0.17053577303886414,
0.010791055858135223,
-0.282528281211853,
-0.2482852339744568,
0.15524794161319733,
-0.13258366286754608,
-0.41110432147979736,
-0.35852664709091187,
-0.2348514050245285,
0.3740389347076416,
0.08793632686138153,
-0.0918205976486206,
-0.38087886571884155,
0.23895911872386932,
0.19040095806121826,
-0.03935841843485832,
0.032725922763347626,
0.3087605834007263,
-0.15729054808616638,
-0.2016971856355667,
0.377598375082016,
-0.15979158878326416,
-0.07088536024093628,
0.17620769143104553,
0.050115663558244705,
-0.3706514835357666,
-0.20667779445648193,
-0.12952762842178345,
0.16282972693443298,
-0.30534428358078003,
0.16547635197639465,
-0.049998689442873,
0.020528465509414673,
0.17869651317596436,
0.43555891513824463,
0.04541657119989395,
-0.18576136231422424,
-0.05361892282962799,
-0.312905490398407,
-0.4516027271747589,
0.3631518483161926,
-0.22463329136371613,
0.17461572587490082,
-0.004068382084369659,
-0.06872572004795074,
0.21915188431739807,
0.08570470660924911,
-0.4492643177509308,
-0.14089608192443848,
-0.10194673389196396,
-0.0320768728852272,
0.1609247475862503,
-0.11161188036203384,
0.4297175705432892,
-0.07176345586776733,
0.13797852396965027,
0.07253636419773102,
-0.2177206575870514,
-0.18213805556297302,
-0.23023547232151031,
0.056179776787757874,
-0.1466778814792633,
0.00665094330906868,
0.19370749592781067,
0.09087497740983963,
-0.35977569222450256,
-0.02680094912648201,
0.31730398535728455,
0.08360166102647781,
0.10634000599384308,
-0.11458591371774673,
-0.023921441286802292,
0.17307737469673157,
0.21301724016666412,
0.020150352269411087,
0.22987288236618042,
0.2378871738910675,
-0.12952175736427307,
-0.05093216150999069,
-0.4138236343860626,
-0.11938285827636719,
0.4435720145702362,
0.09789630770683289,
0.017555363476276398,
0.03745921328663826,
0.4864383637905121,
-0.14674720168113708,
-0.14191198348999023,
-0.009744524955749512,
0.5542089939117432,
0.09237882494926453,
0.043728865683078766,
0.14340010285377502,
-0.04188920557498932,
0.27144932746887207,
-0.21234442293643951,
-0.008569937199354172,
-0.03382305055856705,
0.007582133635878563,
0.13785210251808167,
0.03009110689163208,
0.3060084581375122,
0.03333099186420441,
0.06532952189445496,
0.20864471793174744,
0.1523991972208023,
-0.20993362367153168,
0.19791793823242188,
0.0711209625005722,
0.0007781051099300385,
0.05522382631897926,
0.2624710202217102,
0.10824316740036011,
0.0738903060555458,
-0.04543115198612213,
-0.01297498494386673,
0.168402299284935,
-0.15815195441246033,
0.3203311562538147,
0.21675100922584534,
-0.08261989057064056,
0.16253066062927246,
-0.0607338547706604,
-0.033074647188186646,
-0.2580733597278595,
-0.1924527883529663,
0.3023075461387634,
-0.009945611469447613,
-0.13904382288455963,
-0.2583158314228058,
0.2897891104221344,
-0.2799016237258911,
-0.19312940537929535,
-0.16995695233345032,
-0.1977737843990326,
-0.05811256915330887,
-0.03702045977115631,
0.08675827831029892,
0.0336417555809021,
0.10527331382036209,
-0.15809132158756256,
0.009875103831291199,
-0.35505685210227966,
-0.22062522172927856,
0.04466669261455536,
0.19168609380722046,
-0.03503578528761864,
0.423321008682251,
0.05646609514951706,
-0.3115028142929077,
-0.2924053370952606,
0.6068350672721863,
0.5561454892158508,
0.14031842350959778,
0.15578016638755798,
-0.02661953493952751,
0.0706302672624588,
-0.0513625293970108,
-0.09185574948787689,
0.2361525595188141,
0.013915613293647766,
0.027344584465026855,
0.15733027458190918,
0.21417754888534546,
-0.2266147881746292,
0.1463506668806076,
-0.30407604575157166,
0.2398180514574051,
0.12727825343608856,
0.20642049610614777,
-0.21321998536586761,
-0.007736224681138992,
-0.1701115518808365,
-0.061036355793476105,
-0.21903643012046814,
-0.062278345227241516,
0.18042820692062378,
0.10242343693971634,
0.06915680319070816,
-0.21875984966754913,
0.17641718685626984,
0.25116389989852905,
0.5750148892402649,
0.1839098036289215,
-0.00852973759174347,
0.05884622782468796,
-0.5157676339149475,
-0.4069938063621521,
0.00885697454214096,
0.15954463183879852,
-0.017257660627365112,
-0.021940020844340324,
0.07206959277391434,
0.0672522708773613,
-0.07619736343622208,
0.23954765498638153,
-0.318132221698761,
0.29859209060668945,
-0.2612629532814026,
-0.23097406327724457,
-0.016321513801813126,
-0.07854767143726349,
-0.2372107207775116,
0.09611739218235016,
0.03223351389169693,
0.01377924159169197,
-0.1251823753118515,
0.11184803396463394,
0.0930166095495224,
0.42617884278297424,
-0.1847764104604721,
-0.3466091454029083,
0.10583838820457458,
0.08896087855100632,
0.14501924812793732,
-0.2668055295944214,
-0.5220420360565186,
-0.23204883933067322,
-0.23371422290802002,
-0.15003758668899536,
0.4077088534832001,
-0.07117490470409393,
0.3671090602874756,
-0.14515335857868195,
-0.39504262804985046,
-0.3308776617050171,
0.07580269873142242,
0.24526457488536835,
-0.08018984645605087,
-0.28000354766845703,
0.26914456486701965,
-0.07277317345142365,
-0.1732214242219925,
0.29613009095191956,
0.2734491527080536,
-0.1578131914138794,
0.0751400738954544,
-0.1940304934978485,
-0.5677738189697266,
0.6135333180427551,
-0.25070807337760925,
0.23951564729213715,
-0.10238473862409592,
0.0768643319606781,
0.39574477076530457,
-0.44400110840797424,
-0.8104149699211121,
0.2443116009235382,
0.1605636030435562,
0.04407351836562157,
0.016102392226457596,
-0.010639352723956108,
-0.08436204493045807,
0.0683518648147583,
-0.06481559574604034,
0.44803738594055176,
0.20670169591903687,
-0.19701342284679413,
0.18484966456890106,
0.016508150845766068
] |
https://github.com/huggingface/datasets/issues/5288 | Lossy json serialization - deserialization of dataset info | Hi ! JSON is a lossy format indeed. If you want to keep the feature types or other metadata I'd encourage you to store them as well. For example you can use `dataset.info.write_to_directory` and `DatasetInfo.from_directory` to store the feature types, split info, description, license etc. | ### Describe the bug
Saving a dataset to disk as json (using `to_json`) and then loading it again (using `load_dataset`) results in features whose labels are not type-cast correctly. In the code snippet below, `features.label` should have a label of type `ClassLabel` but has type `Value` instead.
### Steps to reproduce the bug
```
from datasets import load_dataset
def test_serdes_from_json(d):
dataset = load_dataset(d, split="train")
dataset.to_json('_test')
dataset_loaded = load_dataset("json", data_files='_test', split='train')
try:
assert dataset_loaded.info.features == dataset.info.features, "features unequal!"
except Exception as ex:
print(f'{ex}')
print(f'expected {dataset.info.features}, \nactual { dataset_loaded.info.features }')
test_serdes_from_json('rotten_tomatoes')
```
Output
```
features unequal!
expected {'text': Value(dtype='string', id=None), 'label': ClassLabel(names=['neg', 'pos'], id=None)},
actual {'text': Value(dtype='string', id=None), 'label': Value(dtype='int64', id=None)}
```
### Expected behavior
The deserialized `features.label` should have type `ClassLabel`.
### Environment info
- `datasets` version: 2.6.1
- Platform: Linux-5.10.144-127.601.amzn2.x86_64-x86_64-with-glibc2.17
- Python version: 3.7.13
- PyArrow version: 7.0.0
- Pandas version: 1.2.3 | 45 | Lossy json serialization - deserialization of dataset info
### Describe the bug
Saving a dataset to disk as json (using `to_json`) and then loading it again (using `load_dataset`) results in features whose labels are not type-cast correctly. In the code snippet below, `features.label` should have a label of type `ClassLabel` but has type `Value` instead.
### Steps to reproduce the bug
```
from datasets import load_dataset
def test_serdes_from_json(d):
dataset = load_dataset(d, split="train")
dataset.to_json('_test')
dataset_loaded = load_dataset("json", data_files='_test', split='train')
try:
assert dataset_loaded.info.features == dataset.info.features, "features unequal!"
except Exception as ex:
print(f'{ex}')
print(f'expected {dataset.info.features}, \nactual { dataset_loaded.info.features }')
test_serdes_from_json('rotten_tomatoes')
```
Output
```
features unequal!
expected {'text': Value(dtype='string', id=None), 'label': ClassLabel(names=['neg', 'pos'], id=None)},
actual {'text': Value(dtype='string', id=None), 'label': Value(dtype='int64', id=None)}
```
### Expected behavior
The deserialized `features.label` should have type `ClassLabel`.
### Environment info
- `datasets` version: 2.6.1
- Platform: Linux-5.10.144-127.601.amzn2.x86_64-x86_64-with-glibc2.17
- Python version: 3.7.13
- PyArrow version: 7.0.0
- Pandas version: 1.2.3
Hi ! JSON is a lossy format indeed. If you want to keep the feature types or other metadata I'd encourage you to store them as well. For example you can use `dataset.info.write_to_directory` and `DatasetInfo.from_directory` to store the feature types, split info, description, license etc. | [
0.0051988884806632996,
0.21891960501670837,
-0.008309511467814445,
0.42117345333099365,
0.520891547203064,
0.14566725492477417,
0.4419677257537842,
0.2881326675415039,
-0.20148856937885284,
-0.11444404721260071,
-0.14278297126293182,
0.7578492760658264,
0.030339397490024567,
0.12828736007213593,
-0.19088135659694672,
-0.293560266494751,
0.20221363008022308,
0.04368235543370247,
0.03373977169394493,
-0.20613642036914825,
-0.26850488781929016,
0.0710826963186264,
-0.11904393881559372,
-0.016571953892707825,
0.018932200968265533,
-0.16699671745300293,
0.16131867468357086,
-0.06296584755182266,
-0.08949647843837738,
-0.4914643168449402,
0.24008314311504364,
-0.07017476856708527,
0.1580980122089386,
0.16977378726005554,
-0.000108158536022529,
-0.10887236148118973,
0.15030968189239502,
0.024506589397788048,
-0.30893293023109436,
0.137078195810318,
-0.253982275724411,
-0.21552057564258575,
0.07903081923723221,
-0.44148367643356323,
0.012157347053289413,
-0.40016689896583557,
-0.1617303192615509,
-0.1983449012041092,
0.2910074293613434,
-0.04827979952096939,
0.1828012317419052,
-0.0683399885892868,
0.12607449293136597,
0.24442040920257568,
0.1830146610736847,
0.36846303939819336,
-0.15188223123550415,
0.25584498047828674,
-0.05385418236255646,
0.3214118778705597,
0.09221407026052475,
0.4238152801990509,
0.03411892056465149,
-0.2570287585258484,
0.08440886437892914,
0.18132103979587555,
0.07539541274309158,
-0.18732017278671265,
-0.0316181480884552,
0.1311553716659546,
0.7312591075897217,
-0.24621713161468506,
-0.5076674818992615,
-0.2287924587726593,
0.1214100569486618,
-0.3647801876068115,
0.007802329957485199,
0.1531565934419632,
0.15327070653438568,
0.20975877344608307,
-0.14648336172103882,
0.23407474160194397,
-0.04663931578397751,
0.014836177229881287,
0.09657995402812958,
-0.01015116274356842,
-0.0731481984257698,
0.12468937039375305,
-0.31691575050354004,
-0.2613109350204468,
-0.20589932799339294,
-0.21540391445159912,
-0.16626222431659698,
0.109207384288311,
-0.11729143559932709,
-0.2877216339111328,
0.08538433909416199,
-0.3285878300666809,
0.09597573429346085,
0.17594026029109955,
-0.05146045237779617,
-0.008508216589689255,
-0.4062739908695221,
0.01993555575609207,
0.4075925350189209,
0.2692657709121704,
0.24235200881958008,
0.034174319356679916,
0.09629631042480469,
0.10286908596754074,
-0.16546939313411713,
-0.08810552954673767,
-0.015216484665870667,
0.2705400288105011,
0.6627336740493774,
0.12561939656734467,
0.2682715654373169,
-0.297857403755188,
-0.4991375803947449,
0.12703447043895721,
-0.4507158696651459,
0.0729556679725647,
-0.051151495426893234,
0.0399291105568409,
-0.10409952700138092,
0.4131442606449127,
0.2099374383687973,
0.367098867893219,
0.029588403180241585,
0.021000389009714127,
-0.13835509121418,
-0.07519157230854034,
0.013809781521558762,
-0.20582205057144165,
-0.008324764668941498,
0.35607069730758667,
0.10402189195156097,
0.09258558601140976,
-0.5759892463684082,
-0.23973704874515533,
0.03371118754148483,
0.05255315080285072,
-0.062375105917453766,
0.05186937749385834,
-0.3535642623901367,
0.27770665287971497,
0.06044558435678482,
-0.3931626081466675,
-0.2441924810409546,
0.05701830983161926,
-0.21510758996009827,
0.2334415167570114,
-0.07643468677997589,
0.27217018604278564,
0.15134254097938538,
-0.020362164825201035,
-0.4028192460536957,
0.1396402269601822,
0.10209143906831741,
-0.1441180258989334,
0.22257256507873535,
-0.15537570416927338,
0.11225771903991699,
-0.2611944079399109,
0.09190422296524048,
0.13227055966854095,
-0.4488672614097595,
-0.16802659630775452,
0.13889096677303314,
0.01859862357378006,
0.3662495017051697,
0.30524030327796936,
-0.06147092580795288,
0.2135818898677826,
-0.008920922875404358,
0.08388450741767883,
0.309393048286438,
-0.29263317584991455,
-0.39980122447013855,
0.21770481765270233,
-0.07297825813293457,
0.15300652384757996,
0.014607660472393036,
0.15027381479740143,
0.06679573655128479,
-0.10196195542812347,
0.27662360668182373,
0.18751168251037598,
-0.07076447457075119,
-0.041033778339624405,
-0.3321506083011627,
-0.066689133644104,
0.35601502656936646,
-0.0574621707201004,
-0.22002311050891876,
0.22061803936958313,
0.2514856457710266,
0.21632283926010132,
0.4052283763885498,
-0.07804892957210541,
0.08459340780973434,
0.1941881775856018,
0.2119966447353363,
-0.18712623417377472,
-0.04484311118721962,
-0.20985659956932068,
-0.20306095480918884,
0.13870489597320557,
0.024083063006401062,
0.056970011442899704,
-0.007578954100608826,
-0.20809306204319,
-0.21721085906028748,
-0.12201301753520966,
-0.06882017850875854,
0.09196995198726654,
0.14052847027778625,
0.0327754020690918,
-0.27114734053611755,
0.31689077615737915,
0.11343280971050262,
-0.1335468590259552,
0.056748948991298676,
0.08000452071428299,
-0.35177427530288696,
0.0863136574625969,
0.009522328153252602,
-0.17759931087493896,
-0.18888892233371735,
0.09357405453920364,
0.3654252290725708,
-0.06428113579750061,
-0.24162018299102783,
0.2558042109012604,
-0.011553946882486343,
0.0124378502368927,
-0.21900948882102966,
0.15909232199192047,
0.08739905059337616,
-0.02078229933977127,
-0.1718580275774002,
0.4664633572101593,
0.2850494980812073,
-0.089811772108078,
-0.42145413160324097,
0.5261331796646118,
0.1678938865661621,
-0.13821125030517578,
0.025699563324451447,
0.04716762900352478,
0.4271170198917389,
0.0060316771268844604,
-0.1073216125369072,
-0.3043102025985718,
-0.08130545914173126,
-0.136071115732193,
-0.46194300055503845,
0.1676027476787567,
-0.6051709651947021,
0.1503048539161682,
0.4873189926147461,
-0.2904271185398102,
0.45266082882881165,
-0.02599232643842697,
-0.18394392728805542,
0.03210143744945526,
0.25962039828300476,
0.2800649404525757,
0.4850843548774719,
0.09823266416788101,
0.09406132996082306,
-0.20405960083007812,
0.06765132397413254,
0.016114119440317154,
0.19743189215660095,
-0.15080513060092926,
0.12628458440303802,
0.20656749606132507,
0.3008429706096649,
0.1326254904270172,
-0.1617404818534851,
-0.03488916903734207,
-0.014715062454342842,
-0.04056081920862198,
-0.35504770278930664,
0.18102167546749115,
-0.37835460901260376,
0.2069505751132965,
-0.33598580956459045,
0.0123808104544878,
0.05819191411137581,
-0.3631705045700073,
-0.019195329397916794,
0.3760873079299927,
-0.28466352820396423,
0.2965090274810791,
-0.4681248664855957,
0.10604120790958405,
-0.00768856517970562,
-0.06960555166006088,
-0.12592867016792297,
0.0397268682718277,
-0.30199870467185974,
0.03002414107322693,
-0.15202608704566956,
0.010239191353321075,
0.13537484407424927,
-0.18205559253692627,
-0.021166078746318817,
-0.050587937235832214,
-0.33057931065559387,
-0.037215061485767365,
-0.22798417508602142,
0.24003249406814575,
0.02433329075574875,
0.0913945883512497,
-0.23602277040481567,
0.036407578736543655,
0.21671099960803986,
-0.028445014730095863,
-0.27557873725891113,
0.21750791370868683,
0.03403528779745102,
0.00538254389539361,
-0.22078748047351837,
-0.4441235363483429,
-0.16592171788215637,
-0.1530216485261917,
0.39476752281188965,
-0.0671362355351448,
-0.18275943398475647,
0.38864219188690186,
-0.16079342365264893,
-0.18329957127571106,
0.3429012894630432,
0.4463624358177185,
-0.2037503868341446,
-0.3687838912010193,
0.3633141815662384,
-0.04293785244226456,
-0.19763325154781342,
-0.17546376585960388,
-0.1442708671092987,
-0.2099284529685974,
0.0014613266102969646,
-0.19836975634098053,
-0.014521504752337933,
-0.08077947795391083,
0.23160019516944885,
-0.167752206325531,
-0.06240979582071304,
0.1958000659942627,
0.37320876121520996,
-0.07211609929800034,
-0.14577561616897583,
-0.18418361246585846,
0.05355547368526459,
0.15376520156860352,
0.2786063253879547,
-0.17721185088157654,
0.34190165996551514,
-0.04627206176519394,
-0.033200666308403015,
-0.09126296639442444,
-0.1764511615037918,
0.34006816148757935,
-0.04492852836847305,
0.2284899801015854,
0.021846450865268707,
-0.3240095376968384,
0.011101940646767616,
0.029341377317905426,
-0.13517408072948456,
-0.084390789270401,
-0.07296141237020493,
-0.1828763335943222,
0.2458270788192749,
0.05721944943070412,
-0.28759121894836426,
-0.2742946743965149,
-0.06415539979934692,
-0.11511404812335968,
-0.14344719052314758,
-0.02537691965699196,
0.2832259237766266,
-0.07443328201770782,
-0.01086310762912035,
0.19174955785274506,
0.12371528148651123,
-0.031564079225063324,
-0.0216548889875412,
-0.5233339667320251,
-0.2554103136062622,
-0.20188525319099426,
0.001557469367980957,
-0.028193386271595955,
0.3248472511768341,
-0.11596032977104187,
-0.09047643840312958,
-0.04045739769935608,
0.010294560343027115,
0.48757684230804443,
-0.14615976810455322,
0.4624558687210083,
0.3515717089176178,
0.3489905893802643,
-0.12666068971157074,
-0.10357402265071869,
-0.19524309039115906,
-0.05554855242371559,
0.2623933255672455,
0.46186327934265137,
-0.295609712600708,
0.025265445932745934,
0.13656480610370636,
0.3376251757144928,
-0.268627405166626,
-0.003796165343374014,
-0.10643236339092255,
-0.37914085388183594,
-0.11750370264053345,
-0.025491811335086823,
0.1967192441225052,
0.38032522797584534,
-0.08350792527198792,
-0.04704499617218971,
-0.4758060872554779,
0.05141492187976837,
0.16157516837120056,
0.13419900834560394,
0.3336244225502014,
-0.004270313773304224,
0.2677406966686249,
-0.3130277991294861,
0.3854142129421234,
0.30851951241493225,
0.6080983281135559,
0.19078727066516876,
-0.35623660683631897,
-0.27617427706718445,
0.02926776558160782,
0.06202511489391327,
-0.07376591861248016,
-0.09881078451871872,
-0.07612534612417221,
-0.09437295794487,
-0.03488452732563019,
-0.5133644938468933,
0.05269774794578552,
0.30234771966934204,
-0.0879577100276947,
-0.40542009472846985,
-0.12030883878469467,
0.37229156494140625,
-0.17975108325481415,
-0.3464718461036682,
-0.18062104284763336,
-0.02885868400335312,
-0.552073061466217,
0.48064982891082764,
0.22388461232185364,
0.9696649312973022,
0.022302187979221344,
0.11856184899806976,
0.21116462349891663,
-0.2075778692960739,
0.736844539642334,
-0.11368356645107269,
0.27917128801345825,
-0.38429883122444153,
-0.10049570351839066,
0.000935656949877739,
0.10219521820545197,
-0.05541139841079712,
0.3016147315502167,
-0.15233443677425385,
0.20299209654331207,
-0.15504254400730133,
-0.07370656728744507,
-0.12875498831272125,
0.11071065068244934,
0.16611574590206146,
-0.26894354820251465,
-0.3914909064769745,
0.15421514213085175,
-0.028573065996170044,
0.010415971279144287,
0.06641773879528046,
-0.1700119972229004,
-0.06210722774267197,
-0.08706358075141907,
-0.10594111680984497,
0.17753824591636658,
0.08676008880138397,
0.36994731426239014,
0.08357977867126465,
-0.16736693680286407,
-0.02370290271937847,
0.15940998494625092,
0.232710599899292,
0.16781006753444672,
0.05355513095855713,
0.14150092005729675,
-0.09529947489500046,
0.37059879302978516,
0.17718037962913513,
-0.051541391760110855,
0.5827102661132812,
0.23476746678352356,
-0.07073214650154114,
-0.1713906228542328,
-0.09673206508159637,
0.07153741270303726,
-0.21740837395191193,
-0.18713296949863434,
-0.23661060631275177,
-0.5741931796073914,
0.010038670152425766,
-0.13766461610794067,
0.13973520696163177,
-0.34212398529052734,
0.13367630541324615,
0.11819669604301453,
-0.1585463583469391,
0.381725549697876,
-0.24486340582370758,
-0.2023533433675766,
-0.12709422409534454,
0.38390257954597473,
0.2066594958305359,
0.3778017461299896,
0.42226818203926086,
-0.12878765165805817,
-0.03503571078181267,
-0.21178793907165527,
0.4667080044746399,
0.5445267558097839,
-0.3595246970653534,
0.26064157485961914,
-0.18928228318691254,
-0.10294458270072937,
-0.17704066634178162,
0.26727238297462463,
0.041088756173849106,
-0.011911168694496155,
-0.0024742409586906433,
-0.3852388262748718,
-0.3363164961338043,
0.23821458220481873,
0.2650907635688782,
0.2365429699420929,
0.15104347467422485,
0.1301182508468628,
-0.29604628682136536,
-0.08644337207078934,
-0.31844085454940796,
-0.09276685118675232,
-0.2844015061855316,
0.1414337456226349,
-0.014578495174646378,
0.1460779905319214,
0.12773527204990387,
0.04426124691963196,
0.2365623116493225,
-0.07182761281728745,
0.24409662187099457,
-0.14839546382427216,
-0.27968984842300415,
0.08436433970928192,
0.053798019886016846,
0.05400099605321884,
-0.22806888818740845,
-0.14897394180297852,
0.008288072422146797,
-0.27926400303840637,
-0.004879064857959747,
0.110368512570858,
0.1677783727645874,
0.3766452670097351,
-0.1501341015100479,
0.3242826759815216,
-0.02752326987683773,
-0.007748372852802277,
0.09390129148960114,
0.20781145989894867,
-0.14225821197032928,
0.04056167975068092,
0.14902637898921967,
0.031024716794490814,
-0.5251427292823792,
-0.004768721759319305,
-0.04975837469100952,
0.12130925804376602,
0.40362492203712463,
-0.3253456950187683,
-0.049446821212768555,
0.36252057552337646,
0.2774314284324646,
0.20724564790725708,
-0.17800430953502655,
-0.1323118656873703,
0.09909727424383163,
0.2829552888870239,
-0.010772677138447762,
-0.2654128670692444,
0.11276805400848389,
-0.19325050711631775,
-0.08405523002147675,
0.10107165575027466,
-0.37278270721435547,
0.14003537595272064,
-0.3767586350440979,
-0.20745912194252014,
0.5048255920410156,
-0.0066683329641819,
0.20610502362251282,
0.19808447360992432,
0.0048565007746219635,
0.01091369241476059,
0.22678214311599731,
0.10339310765266418,
0.23087333142757416,
0.16481658816337585,
0.24180379509925842,
0.18389230966567993,
0.13056334853172302,
0.0075685977935791016,
-0.18710607290267944,
-0.033577486872673035,
0.11822783946990967,
0.236045703291893,
-0.2856663465499878,
0.5147246718406677,
0.31641924381256104,
-0.2250320017337799,
-0.564968466758728,
-0.3639184534549713,
-0.03435854986310005,
0.19558577239513397,
-0.3011215329170227,
-0.3469838798046112,
-0.1985798329114914,
-0.15290352702140808,
0.16366110742092133,
-0.07311466336250305,
-0.16048510372638702,
0.11018495261669159,
0.12497566640377045,
-0.05125623941421509,
-0.09996695816516876,
-0.5344876050949097,
-0.16591045260429382,
0.0951564684510231,
0.4846161901950836,
-0.32894960045814514,
-0.01190544106066227,
0.20356400310993195,
-0.27495649456977844,
0.020844653248786926,
0.2272273302078247,
0.31321215629577637,
0.20997324585914612,
-0.018854554742574692,
-0.1417653113603592,
-0.09480410814285278,
-0.15082067251205444,
-0.03768880292773247,
0.18885080516338348,
0.046649061143398285,
-0.18069730699062347,
0.0619952417910099,
0.19879204034805298,
-0.10158094018697739,
0.27640587091445923,
0.2289198637008667,
0.15484748780727386,
-0.18453460931777954,
0.4448038935661316,
-0.2749937176704407,
-0.23566818237304688,
0.03588474914431572,
-0.013217173516750336,
-0.0010337531566619873,
-0.1893838346004486,
0.23555390536785126,
0.1679711490869522,
0.3543311059474945,
-0.09118552505970001,
0.13155385851860046,
-0.030308887362480164,
0.16417372226715088,
-0.007676098495721817,
-0.35154271125793457,
-0.14529727399349213,
0.5322046875953674,
-0.22845055162906647,
0.07311450690031052,
0.20276784896850586,
-0.3846544921398163,
0.11752554029226303,
0.24179638922214508,
0.10778696089982986,
-0.0030756182968616486,
-0.10575512051582336,
0.10379230976104736,
0.09911496192216873,
0.22120033204555511,
-0.24657969176769257,
-0.22164832055568695,
0.26629117131233215,
0.06569422781467438,
-0.08638697117567062,
-0.2692062258720398,
0.28462445735931396,
-0.13030754029750824,
0.13345247507095337,
-0.11935478448867798,
-0.06358414888381958,
-0.11327485740184784,
0.0787992775440216,
0.30807411670684814,
0.33382314443588257,
0.11032512784004211,
-0.12509487569332123,
-0.3451694846153259,
0.1460440456867218,
-0.38563165068626404,
-0.12227576225996017,
0.22629070281982422,
-0.23167306184768677,
0.7245403528213501,
0.03716541826725006,
0.46526673436164856,
-0.2551596760749817,
-0.05322348698973656,
-0.1281638741493225,
-0.2222195267677307,
-0.32991933822631836,
0.44460129737854004,
-0.21145382523536682,
-0.02277168072760105,
0.10815099626779556,
0.32512030005455017,
0.054219264537096024,
0.5834264159202576,
-0.04649510234594345,
-0.7240870594978333,
0.3749324083328247,
-0.34323084354400635,
-0.31684547662734985,
0.15067598223686218,
0.13351236283779144,
-0.04094993323087692,
0.07287029176950455,
-0.4745842218399048,
0.1684398055076599,
0.4235988259315491,
-0.08394035696983337,
-0.22855086624622345,
0.09392265975475311,
-0.07458348572254181,
-0.16976681351661682,
0.04781419411301613,
0.3306565582752228,
-0.06752031296491623,
-0.031713325530290604,
0.31976428627967834,
0.06754101067781448
] |
https://github.com/huggingface/datasets/issues/5286 | FileNotFoundError: Couldn't find file at https://dumps.wikimedia.org/enwiki/20220301/dumpstatus.json | I found a solution
If you specifically install datasets==1.18 and then run
import datasets
wiki = datasets.load_dataset('wikipedia', '20200501.en')
then this should work (it worked for me.) | ### Describe the bug
I follow the steps provided on the website [https://huggingface.co/datasets/wikipedia](https://huggingface.co/datasets/wikipedia)
$ pip install apache_beam mwparserfromhell
>>> from datasets import load_dataset
>>> load_dataset("wikipedia", "20220301.en")
however this results in the following error:
raise MissingBeamOptions(
datasets.builder.MissingBeamOptions: Trying to generate a dataset using Apache Beam, yet no Beam Runner or PipelineOptions() has been provided in `load_dataset` or in the builder arguments. For big datasets it has to run on large-scale data processing tools like Dataflow, Spark, etc. More information about Apache Beam runners at https://beam.apache.org/documentation/runners/capability-matrix/
If you really want to run it locally because you feel like the Dataset is small enough, you can use the local beam runner called `DirectRunner` (you may run out of memory).
Example of usage:
`load_dataset('wikipedia', '20220301.en', beam_runner='DirectRunner')`
If I then prompt the system with:
>>> load_dataset('wikipedia', '20220301.en', beam_runner='DirectRunner')
the following error occurs:
raise FileNotFoundError(f"Couldn't find file at {url}")
FileNotFoundError: Couldn't find file at https://dumps.wikimedia.org/enwiki/20220301/dumpstatus.json
Here is the exact code:
Python 3.10.6 (main, Nov 2 2022, 18:53:38) [GCC 11.3.0] on linux
Type "help", "copyright", "credits" or "license" for more information.
>>> from datasets import load_dataset
>>> load_dataset('wikipedia', '20220301.en')
Downloading and preparing dataset wikipedia/20220301.en to /home/[EDITED]/.cache/huggingface/datasets/wikipedia/20220301.en/2.0.0/aa542ed919df55cc5d3347f42dd4521d05ca68751f50dbc32bae2a7f1e167559...
Downloading: 100%|████████████████████████████████████████████████████████████████████████████| 15.3k/15.3k [00:00<00:00, 22.2MB/s]
Traceback (most recent call last):
File "<stdin>", line 1, in <module>
File "/usr/local/lib/python3.10/dist-packages/datasets/load.py", line 1741, in load_dataset
builder_instance.download_and_prepare(
File "/usr/local/lib/python3.10/dist-packages/datasets/builder.py", line 822, in download_and_prepare
self._download_and_prepare(
File "/usr/local/lib/python3.10/dist-packages/datasets/builder.py", line 1879, in _download_and_prepare
raise MissingBeamOptions(
datasets.builder.MissingBeamOptions: Trying to generate a dataset using Apache Beam, yet no Beam Runner or PipelineOptions() has been provided in `load_dataset` or in the builder arguments. For big datasets it has to run on large-scale data processing tools like Dataflow, Spark, etc. More information about Apache Beam runners at https://beam.apache.org/documentation/runners/capability-matrix/
If you really want to run it locally because you feel like the Dataset is small enough, you can use the local beam runner called `DirectRunner` (you may run out of memory).
Example of usage:
`load_dataset('wikipedia', '20220301.en', beam_runner='DirectRunner')`
>>> load_dataset('wikipedia', '20220301.en', beam_runner='DirectRunner')
Downloading and preparing dataset wikipedia/20220301.en to /home/[EDITED]/.cache/huggingface/datasets/wikipedia/20220301.en/2.0.0/aa542ed919df55cc5d3347f42dd4521d05ca68751f50dbc32bae2a7f1e167559...
Downloading: 100%|████████████████████████████████████████████████████████████████████████████| 15.3k/15.3k [00:00<00:00, 18.8MB/s]
Downloading data files: 0%| | 0/1 [00:00<?, ?it/s]Traceback (most recent call last):
File "<stdin>", line 1, in <module>
File "/usr/local/lib/python3.10/dist-packages/datasets/load.py", line 1741, in load_dataset
builder_instance.download_and_prepare(
File "/usr/local/lib/python3.10/dist-packages/datasets/builder.py", line 822, in download_and_prepare
self._download_and_prepare(
File "/usr/local/lib/python3.10/dist-packages/datasets/builder.py", line 1909, in _download_and_prepare
super()._download_and_prepare(
File "/usr/local/lib/python3.10/dist-packages/datasets/builder.py", line 891, in _download_and_prepare
split_generators = self._split_generators(dl_manager, **split_generators_kwargs)
File "/home/rorytol/.cache/huggingface/modules/datasets_modules/datasets/wikipedia/aa542ed919df55cc5d3347f42dd4521d05ca68751f50dbc32bae2a7f1e167559/wikipedia.py", line 945, in _split_generators
downloaded_files = dl_manager.download_and_extract({"info": info_url})
File "/usr/local/lib/python3.10/dist-packages/datasets/download/download_manager.py", line 447, in download_and_extract
return self.extract(self.download(url_or_urls))
File "/usr/local/lib/python3.10/dist-packages/datasets/download/download_manager.py", line 311, in download
downloaded_path_or_paths = map_nested(
File "/usr/local/lib/python3.10/dist-packages/datasets/utils/py_utils.py", line 444, in map_nested
mapped = [
File "/usr/local/lib/python3.10/dist-packages/datasets/utils/py_utils.py", line 445, in <listcomp>
_single_map_nested((function, obj, types, None, True, None))
File "/usr/local/lib/python3.10/dist-packages/datasets/utils/py_utils.py", line 346, in _single_map_nested
return function(data_struct)
File "/usr/local/lib/python3.10/dist-packages/datasets/download/download_manager.py", line 338, in _download
return cached_path(url_or_filename, download_config=download_config)
File "/usr/local/lib/python3.10/dist-packages/datasets/utils/file_utils.py", line 183, in cached_path
output_path = get_from_cache(
File "/usr/local/lib/python3.10/dist-packages/datasets/utils/file_utils.py", line 530, in get_from_cache
raise FileNotFoundError(f"Couldn't find file at {url}")
FileNotFoundError: Couldn't find file at https://dumps.wikimedia.org/enwiki/20220301/dumpstatus.json
### Steps to reproduce the bug
$ pip install apache_beam mwparserfromhell
>>> from datasets import load_dataset
>>> load_dataset("wikipedia", "20220301.en")
>>> load_dataset('wikipedia', '20220301.en', beam_runner='DirectRunner')
### Expected behavior
Download the dataset
### Environment info
Running linux on a remote workstation operated through a macbook terminal
Python 3.10.6
| 26 | FileNotFoundError: Couldn't find file at https://dumps.wikimedia.org/enwiki/20220301/dumpstatus.json
### Describe the bug
I follow the steps provided on the website [https://huggingface.co/datasets/wikipedia](https://huggingface.co/datasets/wikipedia)
$ pip install apache_beam mwparserfromhell
>>> from datasets import load_dataset
>>> load_dataset("wikipedia", "20220301.en")
however this results in the following error:
raise MissingBeamOptions(
datasets.builder.MissingBeamOptions: Trying to generate a dataset using Apache Beam, yet no Beam Runner or PipelineOptions() has been provided in `load_dataset` or in the builder arguments. For big datasets it has to run on large-scale data processing tools like Dataflow, Spark, etc. More information about Apache Beam runners at https://beam.apache.org/documentation/runners/capability-matrix/
If you really want to run it locally because you feel like the Dataset is small enough, you can use the local beam runner called `DirectRunner` (you may run out of memory).
Example of usage:
`load_dataset('wikipedia', '20220301.en', beam_runner='DirectRunner')`
If I then prompt the system with:
>>> load_dataset('wikipedia', '20220301.en', beam_runner='DirectRunner')
the following error occurs:
raise FileNotFoundError(f"Couldn't find file at {url}")
FileNotFoundError: Couldn't find file at https://dumps.wikimedia.org/enwiki/20220301/dumpstatus.json
Here is the exact code:
Python 3.10.6 (main, Nov 2 2022, 18:53:38) [GCC 11.3.0] on linux
Type "help", "copyright", "credits" or "license" for more information.
>>> from datasets import load_dataset
>>> load_dataset('wikipedia', '20220301.en')
Downloading and preparing dataset wikipedia/20220301.en to /home/[EDITED]/.cache/huggingface/datasets/wikipedia/20220301.en/2.0.0/aa542ed919df55cc5d3347f42dd4521d05ca68751f50dbc32bae2a7f1e167559...
Downloading: 100%|████████████████████████████████████████████████████████████████████████████| 15.3k/15.3k [00:00<00:00, 22.2MB/s]
Traceback (most recent call last):
File "<stdin>", line 1, in <module>
File "/usr/local/lib/python3.10/dist-packages/datasets/load.py", line 1741, in load_dataset
builder_instance.download_and_prepare(
File "/usr/local/lib/python3.10/dist-packages/datasets/builder.py", line 822, in download_and_prepare
self._download_and_prepare(
File "/usr/local/lib/python3.10/dist-packages/datasets/builder.py", line 1879, in _download_and_prepare
raise MissingBeamOptions(
datasets.builder.MissingBeamOptions: Trying to generate a dataset using Apache Beam, yet no Beam Runner or PipelineOptions() has been provided in `load_dataset` or in the builder arguments. For big datasets it has to run on large-scale data processing tools like Dataflow, Spark, etc. More information about Apache Beam runners at https://beam.apache.org/documentation/runners/capability-matrix/
If you really want to run it locally because you feel like the Dataset is small enough, you can use the local beam runner called `DirectRunner` (you may run out of memory).
Example of usage:
`load_dataset('wikipedia', '20220301.en', beam_runner='DirectRunner')`
>>> load_dataset('wikipedia', '20220301.en', beam_runner='DirectRunner')
Downloading and preparing dataset wikipedia/20220301.en to /home/[EDITED]/.cache/huggingface/datasets/wikipedia/20220301.en/2.0.0/aa542ed919df55cc5d3347f42dd4521d05ca68751f50dbc32bae2a7f1e167559...
Downloading: 100%|████████████████████████████████████████████████████████████████████████████| 15.3k/15.3k [00:00<00:00, 18.8MB/s]
Downloading data files: 0%| | 0/1 [00:00<?, ?it/s]Traceback (most recent call last):
File "<stdin>", line 1, in <module>
File "/usr/local/lib/python3.10/dist-packages/datasets/load.py", line 1741, in load_dataset
builder_instance.download_and_prepare(
File "/usr/local/lib/python3.10/dist-packages/datasets/builder.py", line 822, in download_and_prepare
self._download_and_prepare(
File "/usr/local/lib/python3.10/dist-packages/datasets/builder.py", line 1909, in _download_and_prepare
super()._download_and_prepare(
File "/usr/local/lib/python3.10/dist-packages/datasets/builder.py", line 891, in _download_and_prepare
split_generators = self._split_generators(dl_manager, **split_generators_kwargs)
File "/home/rorytol/.cache/huggingface/modules/datasets_modules/datasets/wikipedia/aa542ed919df55cc5d3347f42dd4521d05ca68751f50dbc32bae2a7f1e167559/wikipedia.py", line 945, in _split_generators
downloaded_files = dl_manager.download_and_extract({"info": info_url})
File "/usr/local/lib/python3.10/dist-packages/datasets/download/download_manager.py", line 447, in download_and_extract
return self.extract(self.download(url_or_urls))
File "/usr/local/lib/python3.10/dist-packages/datasets/download/download_manager.py", line 311, in download
downloaded_path_or_paths = map_nested(
File "/usr/local/lib/python3.10/dist-packages/datasets/utils/py_utils.py", line 444, in map_nested
mapped = [
File "/usr/local/lib/python3.10/dist-packages/datasets/utils/py_utils.py", line 445, in <listcomp>
_single_map_nested((function, obj, types, None, True, None))
File "/usr/local/lib/python3.10/dist-packages/datasets/utils/py_utils.py", line 346, in _single_map_nested
return function(data_struct)
File "/usr/local/lib/python3.10/dist-packages/datasets/download/download_manager.py", line 338, in _download
return cached_path(url_or_filename, download_config=download_config)
File "/usr/local/lib/python3.10/dist-packages/datasets/utils/file_utils.py", line 183, in cached_path
output_path = get_from_cache(
File "/usr/local/lib/python3.10/dist-packages/datasets/utils/file_utils.py", line 530, in get_from_cache
raise FileNotFoundError(f"Couldn't find file at {url}")
FileNotFoundError: Couldn't find file at https://dumps.wikimedia.org/enwiki/20220301/dumpstatus.json
### Steps to reproduce the bug
$ pip install apache_beam mwparserfromhell
>>> from datasets import load_dataset
>>> load_dataset("wikipedia", "20220301.en")
>>> load_dataset('wikipedia', '20220301.en', beam_runner='DirectRunner')
### Expected behavior
Download the dataset
### Environment info
Running linux on a remote workstation operated through a macbook terminal
Python 3.10.6
I found a solution
If you specifically install datasets==1.18 and then run
import datasets
wiki = datasets.load_dataset('wikipedia', '20200501.en')
then this should work (it worked for me.) | [
-0.23028507828712463,
0.18276682496070862,
-0.009024469181895256,
0.26874202489852905,
0.10095739364624023,
0.13449454307556152,
0.10901649296283722,
0.34828802943229675,
0.15581688284873962,
0.21776749193668365,
0.2789643108844757,
0.14793366193771362,
-0.1085590198636055,
-0.35828447341918945,
0.1434023678302765,
-0.3157811462879181,
0.18000002205371857,
0.1685352921485901,
-0.23345810174942017,
-0.10563475638628006,
-0.35224130749702454,
0.11633536219596863,
-0.42391687631607056,
-0.13731002807617188,
-0.1493053287267685,
0.0966816395521164,
-0.059609729796648026,
0.23043370246887207,
-0.13738612830638885,
-0.21806514263153076,
0.005468366667628288,
-0.2936265468597412,
0.14345066249370575,
0.4589865207672119,
-0.00011647310748230666,
0.10005593299865723,
0.6231138706207275,
-0.04822707548737526,
-0.49221888184547424,
-0.30245542526245117,
-0.2542439103126526,
-0.4307984411716461,
0.0013054281007498503,
-0.3462093770503998,
-0.015516187995672226,
-0.24881426990032196,
0.3377508521080017,
-0.20001961290836334,
0.37351560592651367,
0.23162005841732025,
0.13908304274082184,
0.5123416185379028,
0.2853880524635315,
-0.1271025836467743,
0.4488874077796936,
0.17313562333583832,
-0.23249273002147675,
-0.14869771897792816,
-0.006449438631534576,
0.04793733358383179,
-0.1194440945982933,
0.39155399799346924,
-0.25277024507522583,
0.004650527611374855,
0.31449392437934875,
-0.1529642939567566,
-0.2496907114982605,
-0.40350252389907837,
0.1659146547317505,
0.0776360034942627,
0.6818248629570007,
-0.3056846261024475,
-0.20425759255886078,
-0.2004965841770172,
-0.012216692790389061,
0.24430246651172638,
0.4285241365432739,
0.3281104266643524,
-0.31990113854408264,
-0.09179288148880005,
-0.053932685405015945,
-0.1994604617357254,
-0.12488549947738647,
0.28467392921447754,
0.1497717648744583,
0.41348496079444885,
-0.02930789813399315,
0.08769922703504562,
-0.016714345663785934,
0.04641305282711983,
0.011381945572793484,
-0.38574501872062683,
0.153660386800766,
0.28854042291641235,
-0.2307475358247757,
0.05824057757854462,
0.07869620621204376,
0.15487545728683472,
0.14960989356040955,
-0.06486282497644424,
-0.13386332988739014,
0.019158408045768738,
0.1252698451280594,
0.09819816797971725,
0.06980736553668976,
0.07169803977012634,
-0.015562489628791809,
0.01993713527917862,
0.1965571641921997,
0.2513970136642456,
0.07136401534080505,
-0.062493398785591125,
0.13558264076709747,
-0.39502671360969543,
-0.4263063371181488,
0.09531594067811966,
0.34779298305511475,
0.0005738474428653717,
-0.171335369348526,
0.12145065516233444,
-0.5458324551582336,
-0.21595481038093567,
-0.019775789231061935,
0.3233303129673004,
0.030276257544755936,
0.27030324935913086,
0.32444167137145996,
0.11504963040351868,
-0.22966451942920685,
-0.439778596162796,
-0.07151754945516586,
0.32028862833976746,
-0.21099556982517242,
0.3229435980319977,
0.25147661566734314,
0.1117999255657196,
0.3888294994831085,
-0.03679119050502777,
-0.14086094498634338,
-0.04983392730355263,
0.21531039476394653,
0.13882657885551453,
-0.12860459089279175,
0.41303735971450806,
0.2977755665779114,
0.37774285674095154,
0.12219846248626709,
0.028889372944831848,
-0.004082188010215759,
0.17316927015781403,
-0.29355868697166443,
-0.2174139767885208,
-0.09921428561210632,
0.06404179334640503,
-0.32825523614883423,
0.239152729511261,
-0.290128618478775,
-0.033217865973711014,
-0.1562020182609558,
-0.13379058241844177,
0.1703183650970459,
0.04167560860514641,
-0.23744995892047882,
-0.1856280267238617,
0.3923524022102356,
0.7805293798446655,
-0.10141479223966599,
0.07384064793586731,
-0.19898271560668945,
0.041814208030700684,
0.06189250946044922,
-0.2724340856075287,
-0.0800662711262703,
0.6948449611663818,
-0.3351830840110779,
0.06931810081005096,
0.5281945466995239,
-0.25752881169319153,
-0.12816014885902405,
0.22497867047786713,
-0.05389656499028206,
0.07137080281972885,
0.23644834756851196,
-0.11138266324996948,
-0.1681581288576126,
-0.1494365930557251,
-0.1626785546541214,
0.0966464951634407,
0.0553705058991909,
0.07213330268859863,
-0.2822209596633911,
-0.16734646260738373,
-0.2403707355260849,
0.2197846919298172,
0.1736837774515152,
0.03635956346988678,
0.2069026529788971,
0.623690664768219,
0.15308022499084473,
-0.17406588792800903,
0.20302997529506683,
0.5391566157341003,
-0.2577495872974396,
0.07071645557880402,
0.027308063581585884,
-0.18629711866378784,
-0.17570966482162476,
0.17558404803276062,
-0.141858771443367,
0.09893161058425903,
-0.07165515422821045,
0.05072661489248276,
-0.3100810945034027,
-0.016952892765402794,
-0.23084156215190887,
-0.2793534994125366,
0.09940226376056671,
0.17762479186058044,
0.15533791482448578,
0.3369187116622925,
-0.1194155365228653,
0.21593759953975677,
-0.2280559092760086,
0.11430498212575912,
-0.7486171126365662,
0.36095815896987915,
-0.0973176583647728,
-0.1186710000038147,
0.11182615160942078,
0.11576497554779053,
0.1872691810131073,
-0.04148885980248451,
-0.09566253423690796,
0.3832888901233673,
-0.011063521727919579,
0.13430596888065338,
0.017861995846033096,
0.023216158151626587,
0.15142002701759338,
-0.2534885108470917,
0.2264554798603058,
0.2887307405471802,
0.22938348352909088,
0.06413955241441727,
0.02896372601389885,
-0.0105295330286026,
-0.013556160032749176,
0.2653942406177521,
0.04809226095676422,
0.07202063500881195,
0.018183154985308647,
-0.02269733138382435,
-0.07940397411584854,
-0.09414162486791611,
0.33109861612319946,
0.33443915843963623,
0.24634595215320587,
-0.08125852793455124,
0.08187377452850342,
-0.24746060371398926,
0.38980376720428467,
-0.18413947522640228,
0.005890857428312302,
0.024508066475391388,
-0.5426100492477417,
0.1603352427482605,
0.25745895504951477,
0.06695397198200226,
0.4751124978065491,
0.165911465883255,
-0.08100807666778564,
0.058600008487701416,
0.040000759065151215,
-0.14111396670341492,
0.11956369131803513,
0.33054816722869873,
0.41995441913604736,
0.20159995555877686,
0.008240855298936367,
0.09077133983373642,
-0.15808528661727905,
-0.13596658408641815,
-0.26471424102783203,
0.1521925926208496,
-0.25862497091293335,
-0.005378596484661102,
-0.3003809154033661,
-0.14278671145439148,
-0.38740694522857666,
0.1784457564353943,
-0.16754509508609772,
-0.4098346531391144,
0.06282303482294083,
0.16180536150932312,
-0.2334294617176056,
0.2798517942428589,
-0.03742977976799011,
-0.0022344589233398438,
0.07965674996376038,
-0.2200753092765808,
-0.4053693413734436,
-0.049267735332250595,
-0.2117668092250824,
-0.05985690653324127,
0.443548321723938,
0.18601956963539124,
0.1943454146385193,
-0.11403045803308487,
-0.0071144914254546165,
-0.44354385137557983,
-0.1295388787984848,
0.1864040642976761,
0.13627901673316956,
0.0943450853228569,
0.1617673933506012,
0.36327850818634033,
-0.06494562327861786,
-0.2748578190803528,
0.34517785906791687,
-0.07256025075912476,
-0.14300942420959473,
0.00788666307926178,
0.08165391534566879,
0.017191659659147263,
-0.04818828031420708,
-0.3620254695415497,
-0.13353830575942993,
-0.481052041053772,
-0.24561350047588348,
0.13813190162181854,
-0.03511614352464676,
-0.09599171578884125,
0.313719779253006,
0.20176643133163452,
-0.011254366487264633,
0.06257084012031555,
0.08620671182870865,
-0.1672734171152115,
0.5617620944976807,
-0.32328036427497864,
-0.48118922114372253,
0.2675662040710449,
-0.23217536509037018,
-0.06968443095684052,
0.22196680307388306,
-0.48548245429992676,
-0.26244431734085083,
0.06093442440032959,
-0.143583744764328,
-0.07490380853414536,
0.30540207028388977,
0.46779942512512207,
-0.11632441729307175,
0.10439686477184296,
-0.26010867953300476,
0.06993484497070312,
-0.24597018957138062,
-0.44771334528923035,
0.5427505970001221,
0.26469531655311584,
0.384817898273468,
0.006136603653430939,
0.897892415523529,
0.3017362356185913,
0.1892450600862503,
0.2765970826148987,
-0.08495810627937317,
0.34546828269958496,
-0.31425076723098755,
-0.16281472146511078,
0.05455397441983223,
0.1304192841053009,
-0.05922039598226547,
0.2980397939682007,
0.11122371256351471,
0.05403649061918259,
-0.3812454640865326,
-0.10647599399089813,
-0.46428558230400085,
-0.3033261001110077,
0.020731305703520775,
0.16996252536773682,
0.19327589869499207,
0.054192718118429184,
0.31320032477378845,
-0.00446388591080904,
-0.15823894739151,
0.2755764424800873,
0.3285640478134155,
0.12339570373296738,
0.1196478009223938,
0.2863084077835083,
0.11275527626276016,
-0.5380862951278687,
0.24121062457561493,
0.04112261161208153,
0.021642468869686127,
-0.05152653157711029,
-0.09833018481731415,
0.039794083684682846,
-0.041550930589437485,
0.6152829527854919,
-0.31757867336273193,
-0.028435200452804565,
-0.03231958672404289,
0.09389129281044006,
-0.40294331312179565,
-0.046518128365278244,
-0.05740831419825554,
0.024455338716506958,
0.19182895123958588,
0.1596338450908661,
-0.2542709410190582,
-0.01765947975218296,
0.31074202060699463,
0.2562958896160126,
-0.1345173865556717,
-0.1578187346458435,
-0.313475638628006,
-0.3710254728794098,
-0.34217047691345215,
-0.3436662256717682,
-0.05590042471885681,
0.299328088760376,
0.24090175330638885,
0.08687175810337067,
-0.008396146818995476,
-0.032329339534044266,
-0.10768456757068634,
-0.031236613169312477,
0.24763408303260803,
-0.0641149953007698,
-0.06578086316585541,
0.22791863977909088,
0.4112169146537781,
-0.0033176597207784653,
0.2956045866012573,
0.26857131719589233,
-0.21748197078704834,
0.0805831253528595,
0.0051785605028271675,
0.11101005226373672,
0.22126328945159912,
-0.1169823482632637,
-0.28849557042121887,
0.0685495138168335,
0.02783096954226494,
-0.39353132247924805,
0.03482366353273392,
0.14418038725852966,
-0.15458373725414276,
-0.12765230238437653,
-0.2901726961135864,
0.7669497132301331,
0.08028446137905121,
0.03241952508687973,
0.3926437795162201,
0.22645241022109985,
-0.24938063323497772,
0.3583144545555115,
0.17980527877807617,
0.8646840453147888,
-0.09974107146263123,
0.022845398634672165,
0.316343754529953,
0.10854913294315338,
0.8464157581329346,
-0.6176294684410095,
0.21771566569805145,
-0.16434498131275177,
-0.05697181820869446,
-0.14047813415527344,
-0.0675494521856308,
0.4286915063858032,
0.05217667296528816,
-0.056256845593452454,
0.4390207529067993,
0.5346157550811768,
0.49352192878723145,
-0.03990104794502258,
0.18745024502277374,
-0.11494938284158707,
-0.2748315930366516,
-0.43914034962654114,
0.08018636703491211,
-0.056316591799259186,
0.5728924870491028,
-0.16243621706962585,
-0.14910012483596802,
-0.27687498927116394,
-0.34373998641967773,
-0.40478289127349854,
0.15025117993354797,
-0.26789066195487976,
0.18518057465553284,
-0.07420353591442108,
-0.3522452712059021,
0.07840295135974884,
0.47883322834968567,
0.05518176779150963,
0.07690131664276123,
-0.33626583218574524,
0.3384234607219696,
-0.41600286960601807,
-0.1928805410861969,
-0.0702037438750267,
0.09325282275676727,
0.2705582082271576,
-0.1271323263645172,
-0.01308809220790863,
0.10687380284070969,
-0.2877004146575928,
-0.3232277035713196,
-0.08179958909749985,
-0.024808548390865326,
0.3213346004486084,
0.058304622769355774,
-0.2122056633234024,
0.06861362606287003,
0.06706660985946655,
-0.09103797376155853,
0.10256782174110413,
-0.25370287895202637,
-0.07102661579847336,
-0.19798612594604492,
-0.20588846504688263,
-0.0773453488945961,
-0.04635925963521004,
0.3701063394546509,
-0.2102569043636322,
-0.155496284365654,
0.4004077613353729,
0.28458717465400696,
-0.12043402343988419,
-0.14153580367565155,
0.29447874426841736,
0.04567187651991844,
-0.30222052335739136,
-0.13017593324184418,
0.045712631195783615,
0.24873323738574982,
-0.04874451830983162,
0.06355424225330353,
0.06235577538609505,
-0.30429500341415405,
-0.030407829210162163,
-0.5076953172683716,
-0.029203172773122787,
0.237419992685318,
-0.014052722603082657,
0.02254643850028515,
0.008097216486930847,
0.0655927062034607,
0.22591350972652435,
-0.28344666957855225,
-0.18647873401641846,
-0.2530304193496704,
-0.1353919506072998,
0.007930202409625053,
0.2974027693271637,
0.2622239887714386,
0.04632183164358139,
0.13262775540351868,
0.0386008620262146,
0.006915636360645294,
-0.13551275432109833,
-0.11684155464172363,
-0.0013481900095939636,
0.18031512200832367,
0.11890589445829391,
-0.07667984813451767,
0.07894063740968704,
-0.1878669708967209,
0.00458146445453167,
-0.34280234575271606,
-0.018710851669311523,
-0.03365880250930786,
-0.11045034229755402,
0.031031303107738495,
0.2112361490726471,
0.282095342874527,
-0.3677586317062378,
0.05192798376083374,
-0.06494268774986267,
0.5939577221870422,
0.09639371186494827,
0.10846906155347824,
0.431988000869751,
0.035054415464401245,
-0.2735408544540405,
0.07648357003927231,
-0.024074308574199677,
0.06808590888977051,
0.3378075361251831,
-0.1411694884300232,
-0.10238341987133026,
0.18355600535869598,
0.21020647883415222,
0.09604860842227936,
-0.33813583850860596,
0.07621992379426956,
0.1967027187347412,
0.11548127979040146,
-0.20526275038719177,
0.11756651103496552,
0.5557292699813843,
0.019479040056467056,
-0.04970085993409157,
0.12925434112548828,
0.00931057333946228,
-0.3055805265903473,
-0.04734843969345093,
0.26307034492492676,
0.24565623700618744,
-0.19002878665924072,
0.25033435225486755,
0.2750682234764099,
0.15953429043293,
0.16320835053920746,
-0.09805016219615936,
-0.07263392210006714,
0.19471429288387299,
0.558349072933197,
-0.19125667214393616,
0.5272361040115356,
0.056119974702596664,
0.14320075511932373,
-0.25226151943206787,
-0.2588861584663391,
0.16095031797885895,
0.28746840357780457,
0.15779635310173035,
0.08126897364854813,
-0.1985974907875061,
-0.020146749913692474,
-0.04919324815273285,
0.20198361575603485,
-0.380950391292572,
0.11847546696662903,
-0.09054293483495712,
0.13441281020641327,
-0.46999499201774597,
-0.20517048239707947,
-0.07008034735918045,
0.18293796479701996,
0.34056881070137024,
-0.35684019327163696,
0.19291263818740845,
0.12540337443351746,
-0.21446283161640167,
-0.15131326019763947,
0.3236541152000427,
0.07200123369693756,
0.08484813570976257,
-0.23970575630664825,
0.02865585871040821,
0.11105204373598099,
-0.11244004964828491,
-0.010848339647054672,
0.11148852854967117,
0.4192059636116028,
0.4018523395061493,
-0.21231237053871155,
-0.13078737258911133,
-0.029721640050411224,
-0.056008875370025635,
-0.06591647118330002,
0.28205567598342896,
-0.20831382274627686,
0.07085320353507996,
0.27456048130989075,
0.08740638941526413,
-0.17099684476852417,
-0.1578734815120697,
0.12342366576194763,
0.20062310993671417,
-0.2653627097606659,
0.10338350385427475,
-0.4389326274394989,
-0.07010598480701447,
-0.11616548895835876,
0.0001855120062828064,
-0.5072183012962341,
0.0006295014172792435,
0.07149836421012878,
0.11857060343027115,
-0.013795983046293259,
-0.1313410848379135,
0.02458566054701805,
-0.2595492899417877,
0.22524785995483398,
0.44158825278282166,
-0.007802404463291168,
-0.30406731367111206,
-0.36321157217025757,
-0.5988267064094543,
-0.03549090772867203,
-0.1895924061536789,
-0.2015896737575531,
-0.13605205714702606,
0.21203365921974182,
-0.14373072981834412,
0.29955220222473145,
0.0024664700031280518,
-0.09925594180822372,
0.11048897355794907,
0.3167256712913513,
-0.184743270277977,
-0.3884352147579193,
-0.02675386518239975,
0.032819345593452454,
-0.16931085288524628,
-0.33816105127334595,
0.07812239229679108,
-0.3582184910774231,
-0.006560426205396652,
0.027477027848362923,
-0.15640537440776825,
0.24480992555618286,
-0.2334824502468109,
0.32053637504577637,
0.006908801384270191,
0.2504841685295105,
-0.13809159398078918,
-0.06712117046117783,
-0.3392300605773926,
0.03329795226454735,
-0.05277375504374504,
0.1595832109451294,
-0.20268608629703522,
0.45174869894981384,
-0.2275560200214386,
-0.019150320440530777,
-0.45600584149360657,
0.41375789046287537,
-0.05855417996644974,
0.10244465619325638,
-0.30119413137435913,
0.09394676238298416,
-0.4170529544353485,
0.36586320400238037,
0.143337681889534,
-0.021927759051322937,
-0.17584547400474548,
0.1505023092031479,
-0.30105060338974,
-0.26849398016929626,
0.2983948588371277,
-0.9691229462623596,
-0.21387965977191925,
0.04997791722416878,
0.09346677362918854,
-0.14406901597976685,
0.14656734466552734,
-0.45206648111343384,
0.06485629826784134,
0.30778035521507263,
0.168329656124115,
0.011129267513751984,
0.028341524302959442,
-0.22387661039829254,
-0.0769149512052536,
0.06011242792010307,
-0.20990115404129028,
-0.07020804286003113,
-0.13115644454956055,
0.17011621594429016,
-0.1827799677848816
] |
https://github.com/huggingface/datasets/issues/5284 | Features of IterableDataset set to None by remove column | Thanks @lhoestq and @alvarobartt!
This would be extremely helpful to have working for the Whisper fine-tuning event - we're **only** training using streaming mode, so it'll be quite important to have this feature working to make training as easy as possible!
_c.f._ https://twitter.com/sanchitgandhi99/status/1592188332171493377 | ### Describe the bug
The `remove_column` method of the IterableDataset sets the dataset features to None.
### Steps to reproduce the bug
```python
from datasets import Audio, load_dataset
# load LS in streaming mode
dataset = load_dataset("librispeech_asr", "clean", split="validation", streaming=True)
# check original features
print("Original features: ", dataset.features.keys())
# define features to remove: we KEEP audio and text
COLUMNS_TO_REMOVE = ['chapter_id', 'speaker_id', 'file', 'id']
dataset = dataset.remove_columns(COLUMNS_TO_REMOVE)
# check processed features, uh-oh!
print("Processed features: ", dataset.features)
# streaming the first audio sample still works
print("First sample:", next(iter(ds)))
```
**Print Output:**
```
Original features: dict_keys(['file', 'audio', 'text', 'speaker_id', 'chapter_id', 'id'])
Processed features: None
First sample: {'audio': {'path': '2277-149896-0000.flac', 'array': array([ 0.00186157, 0.0005188 , 0.00024414, ..., -0.00097656,
-0.00109863, -0.00146484]), 'sampling_rate': 16000}, 'text': "HE WAS IN A FEVERED STATE OF MIND OWING TO THE BLIGHT HIS WIFE'S ACTION THREATENED TO CAST UPON HIS ENTIRE FUTURE"}
```
### Expected behavior
The features should be those **not** removed by the `remove_column` method, i.e. audio and text.
### Environment info
- `datasets` version: 2.7.1
- Platform: Linux-5.10.133+-x86_64-with-Ubuntu-18.04-bionic
- Python version: 3.7.15
- PyArrow version: 9.0.0
- Pandas version: 1.3.5
(Running on Google Colab for a blog post: https://colab.research.google.com/drive/1ySCQREPZEl4msLfxb79pYYOWjUZhkr9y#scrollTo=8pRDGiVmH2ml)
cc @polinaeterna @lhoestq | 43 | Features of IterableDataset set to None by remove column
### Describe the bug
The `remove_column` method of the IterableDataset sets the dataset features to None.
### Steps to reproduce the bug
```python
from datasets import Audio, load_dataset
# load LS in streaming mode
dataset = load_dataset("librispeech_asr", "clean", split="validation", streaming=True)
# check original features
print("Original features: ", dataset.features.keys())
# define features to remove: we KEEP audio and text
COLUMNS_TO_REMOVE = ['chapter_id', 'speaker_id', 'file', 'id']
dataset = dataset.remove_columns(COLUMNS_TO_REMOVE)
# check processed features, uh-oh!
print("Processed features: ", dataset.features)
# streaming the first audio sample still works
print("First sample:", next(iter(ds)))
```
**Print Output:**
```
Original features: dict_keys(['file', 'audio', 'text', 'speaker_id', 'chapter_id', 'id'])
Processed features: None
First sample: {'audio': {'path': '2277-149896-0000.flac', 'array': array([ 0.00186157, 0.0005188 , 0.00024414, ..., -0.00097656,
-0.00109863, -0.00146484]), 'sampling_rate': 16000}, 'text': "HE WAS IN A FEVERED STATE OF MIND OWING TO THE BLIGHT HIS WIFE'S ACTION THREATENED TO CAST UPON HIS ENTIRE FUTURE"}
```
### Expected behavior
The features should be those **not** removed by the `remove_column` method, i.e. audio and text.
### Environment info
- `datasets` version: 2.7.1
- Platform: Linux-5.10.133+-x86_64-with-Ubuntu-18.04-bionic
- Python version: 3.7.15
- PyArrow version: 9.0.0
- Pandas version: 1.3.5
(Running on Google Colab for a blog post: https://colab.research.google.com/drive/1ySCQREPZEl4msLfxb79pYYOWjUZhkr9y#scrollTo=8pRDGiVmH2ml)
cc @polinaeterna @lhoestq
Thanks @lhoestq and @alvarobartt!
This would be extremely helpful to have working for the Whisper fine-tuning event - we're **only** training using streaming mode, so it'll be quite important to have this feature working to make training as easy as possible!
_c.f._ https://twitter.com/sanchitgandhi99/status/1592188332171493377 | [
-0.2610943019390106,
-0.29308420419692993,
-0.019567813724279404,
0.13754193484783173,
0.29093313217163086,
-0.026312723755836487,
0.49931764602661133,
0.15073545277118683,
-0.12898750603199005,
0.1906326711177826,
-0.24397888779640198,
0.44379934668540955,
-0.07863331586122513,
-0.04678324609994888,
-0.29020342230796814,
-0.05913480371236801,
0.09293165802955627,
0.27208971977233887,
-0.16660378873348236,
-0.18950635194778442,
-0.14902552962303162,
0.11695533245801926,
-0.5233851671218872,
-0.001819707453250885,
0.05506637692451477,
-0.13254013657569885,
0.026603398844599724,
0.08433003723621368,
-0.009881818667054176,
-0.24136310815811157,
-0.09381981194019318,
0.10116001963615417,
-0.11983086168766022,
0.27455922961235046,
-0.00010952896991511807,
-0.28537672758102417,
0.22918885946273804,
-0.10018374770879745,
-0.26275908946990967,
0.0747133120894432,
-0.0690230205655098,
0.18451063334941864,
-0.08705116808414459,
-0.19834953546524048,
0.03148224204778671,
-0.5986281633377075,
-0.3521033823490143,
-0.3280746042728424,
0.10928233712911606,
0.42959022521972656,
0.24142634868621826,
0.06312505155801773,
-0.34183213114738464,
0.2510654926300049,
0.27786701917648315,
0.1175888404250145,
-0.3012577295303345,
-0.20021365582942963,
0.3483964502811432,
0.005953427404165268,
-0.048648662865161896,
0.41803789138793945,
-0.4068010151386261,
0.2129656970500946,
0.05307364836335182,
0.03155587986111641,
-0.25866904854774475,
-0.21099039912223816,
0.3436700403690338,
0.3228222727775574,
0.5082948207855225,
-0.33634763956069946,
-0.15422849357128143,
-0.3480232357978821,
-0.02526240423321724,
-0.41829460859298706,
0.08027594536542892,
0.040904924273490906,
-0.09409423172473907,
0.050136517733335495,
-0.04855208843946457,
0.025496138259768486,
0.014016464352607727,
-0.06191779673099518,
0.16827897727489471,
0.10791662335395813,
-0.1272469460964203,
0.02113175392150879,
0.0731026828289032,
-0.06605259329080582,
0.29118138551712036,
-0.3169645071029663,
-0.0517393983900547,
0.3725148141384125,
-0.2918667495250702,
-0.24507753551006317,
0.22639843821525574,
-0.08042546361684799,
-0.05266242474317551,
0.16086415946483612,
0.11501733213663101,
0.013775693252682686,
-0.12812648713588715,
0.044213488698005676,
0.3174046576023102,
0.23947538435459137,
-0.123504139482975,
0.09147512912750244,
0.2620893120765686,
0.46134185791015625,
-0.09409396350383759,
-0.165065735578537,
0.3944799304008484,
0.3289289176464081,
0.43597665429115295,
-0.04593270272016525,
0.47623103857040405,
-0.2845742702484131,
-0.4620235562324524,
0.17026633024215698,
-0.4211602210998535,
-0.020304163917899132,
-0.03913911059498787,
0.07776568084955215,
0.11616399139165878,
0.25455257296562195,
-0.23874999582767487,
0.24688304960727692,
-0.2223944514989853,
0.0440613329410553,
-0.21944768726825714,
0.09096492826938629,
0.1512380689382553,
-0.1005028709769249,
0.21183420717716217,
-0.05851185694336891,
0.3399290144443512,
0.24939264357089996,
-0.17811204493045807,
-0.1118040531873703,
-0.00410844199359417,
-0.22262094914913177,
0.26002588868141174,
0.15881022810935974,
-0.040084000676870346,
0.34435921907424927,
-0.012123361229896545,
-0.056110575795173645,
0.004932239651679993,
0.30417320132255554,
0.19695845246315002,
-0.044516224414110184,
-0.09091982990503311,
0.2727246880531311,
-0.20686495304107666,
0.03879745677113533,
-0.08688173443078995,
0.18375366926193237,
0.051433831453323364,
-0.34001168608665466,
0.20025858283042908,
-0.2077436000108719,
-0.05752427503466606,
-0.05800756439566612,
0.015452070161700249,
0.308475136756897,
-0.38914695382118225,
-0.08992470055818558,
-0.22594714164733887,
-0.024473704397678375,
0.3892976939678192,
0.20192359387874603,
-0.05284987390041351,
0.13985073566436768,
-0.30387529730796814,
0.3251226544380188,
0.13331079483032227,
0.005403552204370499,
-0.6208897829055786,
0.3137294054031372,
0.07233604788780212,
0.6498379111289978,
0.11605647206306458,
0.04490114003419876,
0.3240947723388672,
-0.060527507215738297,
-0.08926454186439514,
0.12682750821113586,
0.07307255268096924,
-0.0037067141383886337,
-0.29272881150245667,
-0.11899831146001816,
0.09365101158618927,
-0.09372608363628387,
-0.09860102832317352,
0.34559866786003113,
0.09171154350042343,
-0.00002132449299097061,
0.4478551149368286,
-0.03660893067717552,
0.18593034148216248,
0.12012162059545517,
0.5256521105766296,
-0.03388979285955429,
0.157347172498703,
-0.45481032133102417,
-0.06198888272047043,
-0.12498622387647629,
0.3734619915485382,
-0.11559861898422241,
-0.2954897880554199,
-0.3613753914833069,
-0.1384551227092743,
-0.07193420827388763,
-0.43375450372695923,
-0.3526868522167206,
0.1930854469537735,
0.4108772277832031,
-0.08890027552843094,
-0.09565286338329315,
-0.3648957908153534,
0.19618536531925201,
-0.0898132398724556,
-0.1917559802532196,
-0.23555375635623932,
-0.030373308807611465,
0.12648265063762665,
-0.14108921587467194,
0.20506437122821808,
0.3447781205177307,
0.17048171162605286,
0.03402608633041382,
-0.21108338236808777,
0.3941996097564697,
0.07388289272785187,
0.24976643919944763,
-0.3537132441997528,
0.23344717919826508,
0.1520102620124817,
-0.05185259133577347,
0.0725950300693512,
0.34295645356178284,
0.31598299741744995,
0.0006616264581680298,
-0.2267574667930603,
0.22785817086696625,
-0.0582805760204792,
0.41664135456085205,
0.25757139921188354,
-0.08048459142446518,
0.34618017077445984,
0.05956999585032463,
-0.2393219769001007,
-0.13343074917793274,
0.00680851936340332,
-0.26437926292419434,
0.044661056250333786,
-0.029894044622778893,
-0.4289615750312805,
0.24709978699684143,
0.5336623191833496,
-0.019386207684874535,
-0.033115871250629425,
-0.061787910759449005,
-0.41217365860939026,
-0.21784839034080505,
0.29275959730148315,
0.08691580593585968,
0.3979836106300354,
0.06091109663248062,
0.09902487695217133,
0.04908385127782822,
0.03501599654555321,
-0.13207392394542694,
0.1662774235010147,
0.12526801228523254,
-0.1552744358778,
0.5526211857795715,
0.24456152319908142,
-0.05533987656235695,
-0.6794418096542358,
-0.33118361234664917,
-0.10209950059652328,
0.26912951469421387,
-0.1822516769170761,
-0.06486482918262482,
-0.2021239995956421,
-0.1524476408958435,
-0.008272056467831135,
-0.1652207225561142,
0.2282809615135193,
-0.2556365728378296,
0.2006349116563797,
0.7325950264930725,
-0.24381007254123688,
0.25751060247421265,
-0.12484605610370636,
0.0818861871957779,
0.0718790665268898,
0.0038272980600595474,
-0.19400298595428467,
0.012876970693469048,
-0.08539404720067978,
0.20210562646389008,
-0.1172383725643158,
0.03886333107948303,
0.09257654845714569,
0.24403809010982513,
-0.2609921395778656,
-0.2789135277271271,
0.047753773629665375,
0.13057300448417664,
-0.061656586825847626,
0.18689340353012085,
0.005556955933570862,
0.1297129988670349,
0.14320582151412964,
-0.196934312582016,
0.09952349960803986,
-0.058189697563648224,
-0.16109101474285126,
0.11860042810440063,
0.04541124403476715,
0.0766289159655571,
-0.17174701392650604,
-0.4166596233844757,
0.2131866216659546,
-0.4219498634338379,
0.0841321051120758,
-0.08883367478847504,
0.20627598464488983,
0.15245157480239868,
-0.05476928502321243,
0.11206894367933273,
0.31955376267433167,
0.06610430032014847,
-0.3540993332862854,
0.10988199710845947,
0.22050590813159943,
-0.1396663635969162,
-0.19072407484054565,
-0.14128762483596802,
0.052386172115802765,
0.18593226373195648,
0.08149662613868713,
-0.3369625210762024,
-0.2058277130126953,
-0.2199314385652542,
0.12868183851242065,
-0.12622299790382385,
-0.016984833404421806,
0.3039339780807495,
0.27725574374198914,
-0.045278072357177734,
-0.13837754726409912,
0.01023600623011589,
-0.12131773680448532,
0.19408878684043884,
-0.007337883114814758,
0.06302089244127274,
0.3789539039134979,
-0.1857459396123886,
0.36548441648483276,
0.3244578242301941,
0.34130069613456726,
0.42028260231018066,
-0.08939764648675919,
0.16730515658855438,
-0.4115890860557556,
-0.38499560952186584,
0.09700702130794525,
0.12557990849018097,
-0.2509072422981262,
0.3295399844646454,
-0.16647225618362427,
-0.2327428013086319,
-0.0002799816429615021,
0.2581862509250641,
-0.13166853785514832,
-0.1336858868598938,
-0.11446069180965424,
-0.25777947902679443,
0.21392130851745605,
0.11804822087287903,
0.2200353741645813,
0.20098455250263214,
-0.11635468155145645,
0.039669036865234375,
-0.16604231297969818,
0.3606445789337158,
-0.24612443149089813,
-0.4841693937778473,
-0.1135043278336525,
-0.33378270268440247,
0.10503263026475906,
-0.0026836595498025417,
0.5312303304672241,
-0.041298896074295044,
-0.4809112250804901,
0.19664554297924042,
0.04504716396331787,
0.29143989086151123,
-0.22269371151924133,
0.00041109323501586914,
0.2765807807445526,
0.2993015944957733,
-0.09777539223432541,
-0.17915421724319458,
-0.5125449895858765,
0.13481611013412476,
0.06581087410449982,
0.4795033931732178,
-0.1183212548494339,
0.012972425669431686,
0.1621476709842682,
0.2817094027996063,
0.13663819432258606,
0.12203369289636612,
-0.2721891701221466,
-0.3755794167518616,
-0.23546364903450012,
0.13870379328727722,
-0.02281918004155159,
0.363513708114624,
-0.2742040157318115,
-0.13333985209465027,
0.01281653717160225,
-0.3412730097770691,
0.05546616017818451,
0.16570144891738892,
0.3208942115306854,
-0.1139834001660347,
0.3053826093673706,
-0.01939910650253296,
0.028036486357450485,
-0.05637536942958832,
0.36121729016304016,
0.20085032284259796,
-0.13717539608478546,
0.13566875457763672,
-0.41261303424835205,
0.12930577993392944,
0.24416321516036987,
-0.15179063379764557,
0.3049147427082062,
-0.2382005751132965,
0.22754418849945068,
-0.14633987843990326,
-0.14815591275691986,
0.4774705469608307,
-0.01675867661833763,
-0.05537606030702591,
-0.43796759843826294,
0.11734701693058014,
-0.1559954732656479,
-0.18445807695388794,
0.4339197874069214,
-0.08427716791629791,
-0.1006600558757782,
0.5387802720069885,
-0.3498290777206421,
0.7772359251976013,
0.32830965518951416,
-0.15906952321529388,
0.23385289311408997,
0.004693672060966492,
-0.005026984494179487,
-0.08805529028177261,
0.32733452320098877,
-0.10291561484336853,
-0.3613671660423279,
-0.003893403336405754,
0.1247129887342453,
0.15029188990592957,
-0.008456818759441376,
-0.11767014861106873,
0.2482442408800125,
-0.20392173528671265,
0.33117786049842834,
0.060540080070495605,
-0.05737288296222687,
-0.2199326604604721,
-0.14760297536849976,
-0.25194403529167175,
0.12664765119552612,
0.07153017818927765,
0.025324232876300812,
0.24193647503852844,
0.17154145240783691,
0.2108559012413025,
-0.11195975542068481,
-0.07232727110385895,
0.18070542812347412,
-0.052044447511434555,
-0.02812027931213379,
-0.23683401942253113,
-0.4428015947341919,
-0.14091315865516663,
0.1444557160139084,
-0.10737140476703644,
0.038223832845687866,
-0.06211205571889877,
0.14837951958179474,
0.3479420244693756,
0.3960554599761963,
0.011305942200124264,
0.15776410698890686,
0.09985847771167755,
-0.04629713296890259,
-0.2844765782356262,
0.25810402631759644,
0.026881128549575806,
-0.0900646448135376,
0.04240491986274719,
-0.1706317514181137,
0.36742091178894043,
-0.3663366138935089,
-0.24964559078216553,
0.012103348970413208,
0.11012198030948639,
-0.4631507396697998,
0.17843182384967804,
-0.09876185655593872,
-0.3602515161037445,
0.3339717984199524,
-0.2908250689506531,
-0.05662475898861885,
-0.20812511444091797,
0.23597964644432068,
0.2957124412059784,
0.19118529558181763,
0.4746268093585968,
-0.11102965474128723,
-0.23510119318962097,
-0.3018527925014496,
-0.11206161975860596,
-0.1877741813659668,
-0.19285696744918823,
0.23437175154685974,
-0.12525859475135803,
-0.04233633726835251,
-0.1805213838815689,
0.3737059533596039,
-0.4726601839065552,
0.23717325925827026,
-0.433042049407959,
-0.24673840403556824,
-0.21184374392032623,
0.046195171773433685,
0.2344384491443634,
0.16118669509887695,
-0.16307350993156433,
-0.13625405728816986,
-0.15224546194076538,
0.013797774910926819,
-0.3655083179473877,
-0.04473405331373215,
-0.06654524058103561,
0.27371835708618164,
0.3283687233924866,
0.12852786481380463,
0.10581734031438828,
-0.041409507393836975,
0.288763165473938,
0.16446077823638916,
0.18469513952732086,
-0.2803061008453369,
-0.13357608020305634,
0.13638438284397125,
0.03801548853516579,
-0.21998947858810425,
-0.2596146762371063,
-0.06729627400636673,
-0.3093031942844391,
-0.3306024670600891,
0.33835530281066895,
0.17097792029380798,
0.05186993256211281,
0.21511416137218475,
-0.10966992378234863,
-0.13212895393371582,
-0.08348844945430756,
-0.0551435723900795,
-0.26503786444664,
-0.31948399543762207,
0.17681799829006195,
0.02783002331852913,
0.1981787085533142,
-0.010217078030109406,
-0.14465200901031494,
0.08266060054302216,
-0.15737833082675934,
0.09154023230075836,
0.35796260833740234,
-0.0013603642582893372,
0.06605464220046997,
0.19710476696491241,
0.4650203287601471,
0.3852919042110443,
-0.16149680316448212,
-0.38320448994636536,
-0.06494267284870148,
0.35922789573669434,
-0.41615501046180725,
-0.2675178050994873,
-0.08205901086330414,
-0.08513668924570084,
0.2593729496002197,
0.1748446822166443,
0.04100024327635765,
-0.09502971917390823,
0.36929821968078613,
0.003978554159402847,
0.2168090045452118,
-0.3836643099784851,
0.13216175138950348,
0.5595680475234985,
-0.008897345513105392,
0.03372029587626457,
0.12028227746486664,
-0.12734578549861908,
0.013006217777729034,
0.7303155660629272,
-0.18314629793167114,
-0.021593356505036354,
0.4066121280193329,
-0.0013527460396289825,
-0.0002896413207054138,
-0.2909402549266815,
-0.05003397539258003,
-0.0114937424659729,
-0.23775768280029297,
0.20248770713806152,
0.14586490392684937,
-0.06128238886594772,
-0.11555106192827225,
-0.006524401251226664,
0.05411443114280701,
0.052644990384578705,
-0.23284149169921875,
-0.21320098638534546,
0.15478432178497314,
-0.3091041147708893,
-0.08804106712341309,
0.005251165479421616,
0.07117131352424622,
0.30285632610321045,
0.2714545428752899,
-0.17330016195774078,
-0.13747569918632507,
-0.35446736216545105,
0.11077666282653809,
0.044841744005680084,
0.4848792552947998,
-0.23090162873268127,
-0.011287270113825798,
0.17888730764389038,
0.2464006245136261,
0.05593414977192879,
0.16082797944545746,
0.09570907056331635,
0.11190193146467209,
0.08296754956245422,
0.15873825550079346,
-0.17720802128314972,
-0.22925546765327454,
-0.0685565322637558,
0.3425285220146179,
0.030241895467042923,
0.2439781129360199,
0.14630761742591858,
0.13622191548347473,
-0.20693548023700714,
0.2651331424713135,
0.22897391021251678,
0.059920668601989746,
-0.4607551097869873,
0.33432844281196594,
-0.24913480877876282,
-0.3256504535675049,
-0.13848555088043213,
-0.15957188606262207,
0.02530577778816223,
-0.23396913707256317,
0.21945104002952576,
-0.04687422141432762,
0.28546684980392456,
-0.23262551426887512,
0.11156177520751953,
-0.2869476079940796,
-0.04541883245110512,
0.31617915630340576,
-0.342804878950119,
-0.07956218719482422,
-0.18742522597312927,
-0.6316272616386414,
-0.02756498008966446,
0.10073636472225189,
-0.09733356535434723,
0.1161743551492691,
0.3925279378890991,
-0.04178289324045181,
0.07010196149349213,
-0.11235342919826508,
0.002466103993356228,
-0.10492271184921265,
0.3214125335216522,
-0.14056700468063354,
-0.16455402970314026,
-0.0660691112279892,
0.05113743245601654,
-0.16289062798023224,
-0.5096869468688965,
0.13894005119800568,
-0.19596394896507263,
0.16183066368103027,
0.13792335987091064,
-0.10768840461969376,
-0.024574153125286102,
-0.0699339285492897,
0.27733802795410156,
0.1679053157567978,
0.004923216998577118,
-0.28857266902923584,
-0.08324471116065979,
-0.17260517179965973,
-0.017164768651127815,
-0.16756123304367065,
-0.005466073751449585,
0.11928389966487885,
0.602149486541748,
0.2449495494365692,
0.1929475963115692,
-0.12098712474107742,
0.41176655888557434,
0.18259966373443604,
-0.03460025042295456,
-0.30989474058151245,
0.16451765596866608,
-0.17519696056842804,
0.3291321098804474,
-0.13375318050384521,
-0.025477536022663116,
-0.025845907628536224,
0.12333042919635773,
-0.4352242350578308,
-0.6388773322105408,
0.5073500871658325,
-0.17066283524036407,
-0.4657314419746399,
-0.08132631331682205,
0.4747626781463623,
0.24427539110183716,
-0.22610390186309814,
-0.5416979193687439,
-0.03299533575773239,
0.38009893894195557,
-0.2782042324542999,
-0.073684923350811,
0.30492082238197327,
-0.16067057847976685,
0.11030937731266022,
0.020686674863100052,
0.2857479453086853,
0.3235211968421936,
-0.09163855761289597,
0.39078208804130554,
-0.16133657097816467
] |
https://github.com/huggingface/datasets/issues/5284 | Features of IterableDataset set to None by remove column | > Thanks @lhoestq and @alvarobartt!
>
>
>
> This would be extremely helpful to have working for the Whisper fine-tuning event - we're **only** training using streaming mode, so it'll be quite important to have this feature working to make training as easy as possible!
>
>
>
> _c.f._ https://twitter.com/sanchitgandhi99/status/1592188332171493377
I'm almost done with at least a temporary fix to `rename_column`, `rename_columns`, and `remove_columns`, just trying to figure out how to extend it to the `map` function itself!
I'll probably open the PR for review either tomorrow or Sunday hopefully! Glad I can help you and HuggingFace 🤗 | ### Describe the bug
The `remove_column` method of the IterableDataset sets the dataset features to None.
### Steps to reproduce the bug
```python
from datasets import Audio, load_dataset
# load LS in streaming mode
dataset = load_dataset("librispeech_asr", "clean", split="validation", streaming=True)
# check original features
print("Original features: ", dataset.features.keys())
# define features to remove: we KEEP audio and text
COLUMNS_TO_REMOVE = ['chapter_id', 'speaker_id', 'file', 'id']
dataset = dataset.remove_columns(COLUMNS_TO_REMOVE)
# check processed features, uh-oh!
print("Processed features: ", dataset.features)
# streaming the first audio sample still works
print("First sample:", next(iter(ds)))
```
**Print Output:**
```
Original features: dict_keys(['file', 'audio', 'text', 'speaker_id', 'chapter_id', 'id'])
Processed features: None
First sample: {'audio': {'path': '2277-149896-0000.flac', 'array': array([ 0.00186157, 0.0005188 , 0.00024414, ..., -0.00097656,
-0.00109863, -0.00146484]), 'sampling_rate': 16000}, 'text': "HE WAS IN A FEVERED STATE OF MIND OWING TO THE BLIGHT HIS WIFE'S ACTION THREATENED TO CAST UPON HIS ENTIRE FUTURE"}
```
### Expected behavior
The features should be those **not** removed by the `remove_column` method, i.e. audio and text.
### Environment info
- `datasets` version: 2.7.1
- Platform: Linux-5.10.133+-x86_64-with-Ubuntu-18.04-bionic
- Python version: 3.7.15
- PyArrow version: 9.0.0
- Pandas version: 1.3.5
(Running on Google Colab for a blog post: https://colab.research.google.com/drive/1ySCQREPZEl4msLfxb79pYYOWjUZhkr9y#scrollTo=8pRDGiVmH2ml)
cc @polinaeterna @lhoestq | 100 | Features of IterableDataset set to None by remove column
### Describe the bug
The `remove_column` method of the IterableDataset sets the dataset features to None.
### Steps to reproduce the bug
```python
from datasets import Audio, load_dataset
# load LS in streaming mode
dataset = load_dataset("librispeech_asr", "clean", split="validation", streaming=True)
# check original features
print("Original features: ", dataset.features.keys())
# define features to remove: we KEEP audio and text
COLUMNS_TO_REMOVE = ['chapter_id', 'speaker_id', 'file', 'id']
dataset = dataset.remove_columns(COLUMNS_TO_REMOVE)
# check processed features, uh-oh!
print("Processed features: ", dataset.features)
# streaming the first audio sample still works
print("First sample:", next(iter(ds)))
```
**Print Output:**
```
Original features: dict_keys(['file', 'audio', 'text', 'speaker_id', 'chapter_id', 'id'])
Processed features: None
First sample: {'audio': {'path': '2277-149896-0000.flac', 'array': array([ 0.00186157, 0.0005188 , 0.00024414, ..., -0.00097656,
-0.00109863, -0.00146484]), 'sampling_rate': 16000}, 'text': "HE WAS IN A FEVERED STATE OF MIND OWING TO THE BLIGHT HIS WIFE'S ACTION THREATENED TO CAST UPON HIS ENTIRE FUTURE"}
```
### Expected behavior
The features should be those **not** removed by the `remove_column` method, i.e. audio and text.
### Environment info
- `datasets` version: 2.7.1
- Platform: Linux-5.10.133+-x86_64-with-Ubuntu-18.04-bionic
- Python version: 3.7.15
- PyArrow version: 9.0.0
- Pandas version: 1.3.5
(Running on Google Colab for a blog post: https://colab.research.google.com/drive/1ySCQREPZEl4msLfxb79pYYOWjUZhkr9y#scrollTo=8pRDGiVmH2ml)
cc @polinaeterna @lhoestq
> Thanks @lhoestq and @alvarobartt!
>
>
>
> This would be extremely helpful to have working for the Whisper fine-tuning event - we're **only** training using streaming mode, so it'll be quite important to have this feature working to make training as easy as possible!
>
>
>
> _c.f._ https://twitter.com/sanchitgandhi99/status/1592188332171493377
I'm almost done with at least a temporary fix to `rename_column`, `rename_columns`, and `remove_columns`, just trying to figure out how to extend it to the `map` function itself!
I'll probably open the PR for review either tomorrow or Sunday hopefully! Glad I can help you and HuggingFace 🤗 | [
-0.2610943019390106,
-0.29308420419692993,
-0.019567813724279404,
0.13754193484783173,
0.29093313217163086,
-0.026312723755836487,
0.49931764602661133,
0.15073545277118683,
-0.12898750603199005,
0.1906326711177826,
-0.24397888779640198,
0.44379934668540955,
-0.07863331586122513,
-0.04678324609994888,
-0.29020342230796814,
-0.05913480371236801,
0.09293165802955627,
0.27208971977233887,
-0.16660378873348236,
-0.18950635194778442,
-0.14902552962303162,
0.11695533245801926,
-0.5233851671218872,
-0.001819707453250885,
0.05506637692451477,
-0.13254013657569885,
0.026603398844599724,
0.08433003723621368,
-0.009881818667054176,
-0.24136310815811157,
-0.09381981194019318,
0.10116001963615417,
-0.11983086168766022,
0.27455922961235046,
-0.00010952896991511807,
-0.28537672758102417,
0.22918885946273804,
-0.10018374770879745,
-0.26275908946990967,
0.0747133120894432,
-0.0690230205655098,
0.18451063334941864,
-0.08705116808414459,
-0.19834953546524048,
0.03148224204778671,
-0.5986281633377075,
-0.3521033823490143,
-0.3280746042728424,
0.10928233712911606,
0.42959022521972656,
0.24142634868621826,
0.06312505155801773,
-0.34183213114738464,
0.2510654926300049,
0.27786701917648315,
0.1175888404250145,
-0.3012577295303345,
-0.20021365582942963,
0.3483964502811432,
0.005953427404165268,
-0.048648662865161896,
0.41803789138793945,
-0.4068010151386261,
0.2129656970500946,
0.05307364836335182,
0.03155587986111641,
-0.25866904854774475,
-0.21099039912223816,
0.3436700403690338,
0.3228222727775574,
0.5082948207855225,
-0.33634763956069946,
-0.15422849357128143,
-0.3480232357978821,
-0.02526240423321724,
-0.41829460859298706,
0.08027594536542892,
0.040904924273490906,
-0.09409423172473907,
0.050136517733335495,
-0.04855208843946457,
0.025496138259768486,
0.014016464352607727,
-0.06191779673099518,
0.16827897727489471,
0.10791662335395813,
-0.1272469460964203,
0.02113175392150879,
0.0731026828289032,
-0.06605259329080582,
0.29118138551712036,
-0.3169645071029663,
-0.0517393983900547,
0.3725148141384125,
-0.2918667495250702,
-0.24507753551006317,
0.22639843821525574,
-0.08042546361684799,
-0.05266242474317551,
0.16086415946483612,
0.11501733213663101,
0.013775693252682686,
-0.12812648713588715,
0.044213488698005676,
0.3174046576023102,
0.23947538435459137,
-0.123504139482975,
0.09147512912750244,
0.2620893120765686,
0.46134185791015625,
-0.09409396350383759,
-0.165065735578537,
0.3944799304008484,
0.3289289176464081,
0.43597665429115295,
-0.04593270272016525,
0.47623103857040405,
-0.2845742702484131,
-0.4620235562324524,
0.17026633024215698,
-0.4211602210998535,
-0.020304163917899132,
-0.03913911059498787,
0.07776568084955215,
0.11616399139165878,
0.25455257296562195,
-0.23874999582767487,
0.24688304960727692,
-0.2223944514989853,
0.0440613329410553,
-0.21944768726825714,
0.09096492826938629,
0.1512380689382553,
-0.1005028709769249,
0.21183420717716217,
-0.05851185694336891,
0.3399290144443512,
0.24939264357089996,
-0.17811204493045807,
-0.1118040531873703,
-0.00410844199359417,
-0.22262094914913177,
0.26002588868141174,
0.15881022810935974,
-0.040084000676870346,
0.34435921907424927,
-0.012123361229896545,
-0.056110575795173645,
0.004932239651679993,
0.30417320132255554,
0.19695845246315002,
-0.044516224414110184,
-0.09091982990503311,
0.2727246880531311,
-0.20686495304107666,
0.03879745677113533,
-0.08688173443078995,
0.18375366926193237,
0.051433831453323364,
-0.34001168608665466,
0.20025858283042908,
-0.2077436000108719,
-0.05752427503466606,
-0.05800756439566612,
0.015452070161700249,
0.308475136756897,
-0.38914695382118225,
-0.08992470055818558,
-0.22594714164733887,
-0.024473704397678375,
0.3892976939678192,
0.20192359387874603,
-0.05284987390041351,
0.13985073566436768,
-0.30387529730796814,
0.3251226544380188,
0.13331079483032227,
0.005403552204370499,
-0.6208897829055786,
0.3137294054031372,
0.07233604788780212,
0.6498379111289978,
0.11605647206306458,
0.04490114003419876,
0.3240947723388672,
-0.060527507215738297,
-0.08926454186439514,
0.12682750821113586,
0.07307255268096924,
-0.0037067141383886337,
-0.29272881150245667,
-0.11899831146001816,
0.09365101158618927,
-0.09372608363628387,
-0.09860102832317352,
0.34559866786003113,
0.09171154350042343,
-0.00002132449299097061,
0.4478551149368286,
-0.03660893067717552,
0.18593034148216248,
0.12012162059545517,
0.5256521105766296,
-0.03388979285955429,
0.157347172498703,
-0.45481032133102417,
-0.06198888272047043,
-0.12498622387647629,
0.3734619915485382,
-0.11559861898422241,
-0.2954897880554199,
-0.3613753914833069,
-0.1384551227092743,
-0.07193420827388763,
-0.43375450372695923,
-0.3526868522167206,
0.1930854469537735,
0.4108772277832031,
-0.08890027552843094,
-0.09565286338329315,
-0.3648957908153534,
0.19618536531925201,
-0.0898132398724556,
-0.1917559802532196,
-0.23555375635623932,
-0.030373308807611465,
0.12648265063762665,
-0.14108921587467194,
0.20506437122821808,
0.3447781205177307,
0.17048171162605286,
0.03402608633041382,
-0.21108338236808777,
0.3941996097564697,
0.07388289272785187,
0.24976643919944763,
-0.3537132441997528,
0.23344717919826508,
0.1520102620124817,
-0.05185259133577347,
0.0725950300693512,
0.34295645356178284,
0.31598299741744995,
0.0006616264581680298,
-0.2267574667930603,
0.22785817086696625,
-0.0582805760204792,
0.41664135456085205,
0.25757139921188354,
-0.08048459142446518,
0.34618017077445984,
0.05956999585032463,
-0.2393219769001007,
-0.13343074917793274,
0.00680851936340332,
-0.26437926292419434,
0.044661056250333786,
-0.029894044622778893,
-0.4289615750312805,
0.24709978699684143,
0.5336623191833496,
-0.019386207684874535,
-0.033115871250629425,
-0.061787910759449005,
-0.41217365860939026,
-0.21784839034080505,
0.29275959730148315,
0.08691580593585968,
0.3979836106300354,
0.06091109663248062,
0.09902487695217133,
0.04908385127782822,
0.03501599654555321,
-0.13207392394542694,
0.1662774235010147,
0.12526801228523254,
-0.1552744358778,
0.5526211857795715,
0.24456152319908142,
-0.05533987656235695,
-0.6794418096542358,
-0.33118361234664917,
-0.10209950059652328,
0.26912951469421387,
-0.1822516769170761,
-0.06486482918262482,
-0.2021239995956421,
-0.1524476408958435,
-0.008272056467831135,
-0.1652207225561142,
0.2282809615135193,
-0.2556365728378296,
0.2006349116563797,
0.7325950264930725,
-0.24381007254123688,
0.25751060247421265,
-0.12484605610370636,
0.0818861871957779,
0.0718790665268898,
0.0038272980600595474,
-0.19400298595428467,
0.012876970693469048,
-0.08539404720067978,
0.20210562646389008,
-0.1172383725643158,
0.03886333107948303,
0.09257654845714569,
0.24403809010982513,
-0.2609921395778656,
-0.2789135277271271,
0.047753773629665375,
0.13057300448417664,
-0.061656586825847626,
0.18689340353012085,
0.005556955933570862,
0.1297129988670349,
0.14320582151412964,
-0.196934312582016,
0.09952349960803986,
-0.058189697563648224,
-0.16109101474285126,
0.11860042810440063,
0.04541124403476715,
0.0766289159655571,
-0.17174701392650604,
-0.4166596233844757,
0.2131866216659546,
-0.4219498634338379,
0.0841321051120758,
-0.08883367478847504,
0.20627598464488983,
0.15245157480239868,
-0.05476928502321243,
0.11206894367933273,
0.31955376267433167,
0.06610430032014847,
-0.3540993332862854,
0.10988199710845947,
0.22050590813159943,
-0.1396663635969162,
-0.19072407484054565,
-0.14128762483596802,
0.052386172115802765,
0.18593226373195648,
0.08149662613868713,
-0.3369625210762024,
-0.2058277130126953,
-0.2199314385652542,
0.12868183851242065,
-0.12622299790382385,
-0.016984833404421806,
0.3039339780807495,
0.27725574374198914,
-0.045278072357177734,
-0.13837754726409912,
0.01023600623011589,
-0.12131773680448532,
0.19408878684043884,
-0.007337883114814758,
0.06302089244127274,
0.3789539039134979,
-0.1857459396123886,
0.36548441648483276,
0.3244578242301941,
0.34130069613456726,
0.42028260231018066,
-0.08939764648675919,
0.16730515658855438,
-0.4115890860557556,
-0.38499560952186584,
0.09700702130794525,
0.12557990849018097,
-0.2509072422981262,
0.3295399844646454,
-0.16647225618362427,
-0.2327428013086319,
-0.0002799816429615021,
0.2581862509250641,
-0.13166853785514832,
-0.1336858868598938,
-0.11446069180965424,
-0.25777947902679443,
0.21392130851745605,
0.11804822087287903,
0.2200353741645813,
0.20098455250263214,
-0.11635468155145645,
0.039669036865234375,
-0.16604231297969818,
0.3606445789337158,
-0.24612443149089813,
-0.4841693937778473,
-0.1135043278336525,
-0.33378270268440247,
0.10503263026475906,
-0.0026836595498025417,
0.5312303304672241,
-0.041298896074295044,
-0.4809112250804901,
0.19664554297924042,
0.04504716396331787,
0.29143989086151123,
-0.22269371151924133,
0.00041109323501586914,
0.2765807807445526,
0.2993015944957733,
-0.09777539223432541,
-0.17915421724319458,
-0.5125449895858765,
0.13481611013412476,
0.06581087410449982,
0.4795033931732178,
-0.1183212548494339,
0.012972425669431686,
0.1621476709842682,
0.2817094027996063,
0.13663819432258606,
0.12203369289636612,
-0.2721891701221466,
-0.3755794167518616,
-0.23546364903450012,
0.13870379328727722,
-0.02281918004155159,
0.363513708114624,
-0.2742040157318115,
-0.13333985209465027,
0.01281653717160225,
-0.3412730097770691,
0.05546616017818451,
0.16570144891738892,
0.3208942115306854,
-0.1139834001660347,
0.3053826093673706,
-0.01939910650253296,
0.028036486357450485,
-0.05637536942958832,
0.36121729016304016,
0.20085032284259796,
-0.13717539608478546,
0.13566875457763672,
-0.41261303424835205,
0.12930577993392944,
0.24416321516036987,
-0.15179063379764557,
0.3049147427082062,
-0.2382005751132965,
0.22754418849945068,
-0.14633987843990326,
-0.14815591275691986,
0.4774705469608307,
-0.01675867661833763,
-0.05537606030702591,
-0.43796759843826294,
0.11734701693058014,
-0.1559954732656479,
-0.18445807695388794,
0.4339197874069214,
-0.08427716791629791,
-0.1006600558757782,
0.5387802720069885,
-0.3498290777206421,
0.7772359251976013,
0.32830965518951416,
-0.15906952321529388,
0.23385289311408997,
0.004693672060966492,
-0.005026984494179487,
-0.08805529028177261,
0.32733452320098877,
-0.10291561484336853,
-0.3613671660423279,
-0.003893403336405754,
0.1247129887342453,
0.15029188990592957,
-0.008456818759441376,
-0.11767014861106873,
0.2482442408800125,
-0.20392173528671265,
0.33117786049842834,
0.060540080070495605,
-0.05737288296222687,
-0.2199326604604721,
-0.14760297536849976,
-0.25194403529167175,
0.12664765119552612,
0.07153017818927765,
0.025324232876300812,
0.24193647503852844,
0.17154145240783691,
0.2108559012413025,
-0.11195975542068481,
-0.07232727110385895,
0.18070542812347412,
-0.052044447511434555,
-0.02812027931213379,
-0.23683401942253113,
-0.4428015947341919,
-0.14091315865516663,
0.1444557160139084,
-0.10737140476703644,
0.038223832845687866,
-0.06211205571889877,
0.14837951958179474,
0.3479420244693756,
0.3960554599761963,
0.011305942200124264,
0.15776410698890686,
0.09985847771167755,
-0.04629713296890259,
-0.2844765782356262,
0.25810402631759644,
0.026881128549575806,
-0.0900646448135376,
0.04240491986274719,
-0.1706317514181137,
0.36742091178894043,
-0.3663366138935089,
-0.24964559078216553,
0.012103348970413208,
0.11012198030948639,
-0.4631507396697998,
0.17843182384967804,
-0.09876185655593872,
-0.3602515161037445,
0.3339717984199524,
-0.2908250689506531,
-0.05662475898861885,
-0.20812511444091797,
0.23597964644432068,
0.2957124412059784,
0.19118529558181763,
0.4746268093585968,
-0.11102965474128723,
-0.23510119318962097,
-0.3018527925014496,
-0.11206161975860596,
-0.1877741813659668,
-0.19285696744918823,
0.23437175154685974,
-0.12525859475135803,
-0.04233633726835251,
-0.1805213838815689,
0.3737059533596039,
-0.4726601839065552,
0.23717325925827026,
-0.433042049407959,
-0.24673840403556824,
-0.21184374392032623,
0.046195171773433685,
0.2344384491443634,
0.16118669509887695,
-0.16307350993156433,
-0.13625405728816986,
-0.15224546194076538,
0.013797774910926819,
-0.3655083179473877,
-0.04473405331373215,
-0.06654524058103561,
0.27371835708618164,
0.3283687233924866,
0.12852786481380463,
0.10581734031438828,
-0.041409507393836975,
0.288763165473938,
0.16446077823638916,
0.18469513952732086,
-0.2803061008453369,
-0.13357608020305634,
0.13638438284397125,
0.03801548853516579,
-0.21998947858810425,
-0.2596146762371063,
-0.06729627400636673,
-0.3093031942844391,
-0.3306024670600891,
0.33835530281066895,
0.17097792029380798,
0.05186993256211281,
0.21511416137218475,
-0.10966992378234863,
-0.13212895393371582,
-0.08348844945430756,
-0.0551435723900795,
-0.26503786444664,
-0.31948399543762207,
0.17681799829006195,
0.02783002331852913,
0.1981787085533142,
-0.010217078030109406,
-0.14465200901031494,
0.08266060054302216,
-0.15737833082675934,
0.09154023230075836,
0.35796260833740234,
-0.0013603642582893372,
0.06605464220046997,
0.19710476696491241,
0.4650203287601471,
0.3852919042110443,
-0.16149680316448212,
-0.38320448994636536,
-0.06494267284870148,
0.35922789573669434,
-0.41615501046180725,
-0.2675178050994873,
-0.08205901086330414,
-0.08513668924570084,
0.2593729496002197,
0.1748446822166443,
0.04100024327635765,
-0.09502971917390823,
0.36929821968078613,
0.003978554159402847,
0.2168090045452118,
-0.3836643099784851,
0.13216175138950348,
0.5595680475234985,
-0.008897345513105392,
0.03372029587626457,
0.12028227746486664,
-0.12734578549861908,
0.013006217777729034,
0.7303155660629272,
-0.18314629793167114,
-0.021593356505036354,
0.4066121280193329,
-0.0013527460396289825,
-0.0002896413207054138,
-0.2909402549266815,
-0.05003397539258003,
-0.0114937424659729,
-0.23775768280029297,
0.20248770713806152,
0.14586490392684937,
-0.06128238886594772,
-0.11555106192827225,
-0.006524401251226664,
0.05411443114280701,
0.052644990384578705,
-0.23284149169921875,
-0.21320098638534546,
0.15478432178497314,
-0.3091041147708893,
-0.08804106712341309,
0.005251165479421616,
0.07117131352424622,
0.30285632610321045,
0.2714545428752899,
-0.17330016195774078,
-0.13747569918632507,
-0.35446736216545105,
0.11077666282653809,
0.044841744005680084,
0.4848792552947998,
-0.23090162873268127,
-0.011287270113825798,
0.17888730764389038,
0.2464006245136261,
0.05593414977192879,
0.16082797944545746,
0.09570907056331635,
0.11190193146467209,
0.08296754956245422,
0.15873825550079346,
-0.17720802128314972,
-0.22925546765327454,
-0.0685565322637558,
0.3425285220146179,
0.030241895467042923,
0.2439781129360199,
0.14630761742591858,
0.13622191548347473,
-0.20693548023700714,
0.2651331424713135,
0.22897391021251678,
0.059920668601989746,
-0.4607551097869873,
0.33432844281196594,
-0.24913480877876282,
-0.3256504535675049,
-0.13848555088043213,
-0.15957188606262207,
0.02530577778816223,
-0.23396913707256317,
0.21945104002952576,
-0.04687422141432762,
0.28546684980392456,
-0.23262551426887512,
0.11156177520751953,
-0.2869476079940796,
-0.04541883245110512,
0.31617915630340576,
-0.342804878950119,
-0.07956218719482422,
-0.18742522597312927,
-0.6316272616386414,
-0.02756498008966446,
0.10073636472225189,
-0.09733356535434723,
0.1161743551492691,
0.3925279378890991,
-0.04178289324045181,
0.07010196149349213,
-0.11235342919826508,
0.002466103993356228,
-0.10492271184921265,
0.3214125335216522,
-0.14056700468063354,
-0.16455402970314026,
-0.0660691112279892,
0.05113743245601654,
-0.16289062798023224,
-0.5096869468688965,
0.13894005119800568,
-0.19596394896507263,
0.16183066368103027,
0.13792335987091064,
-0.10768840461969376,
-0.024574153125286102,
-0.0699339285492897,
0.27733802795410156,
0.1679053157567978,
0.004923216998577118,
-0.28857266902923584,
-0.08324471116065979,
-0.17260517179965973,
-0.017164768651127815,
-0.16756123304367065,
-0.005466073751449585,
0.11928389966487885,
0.602149486541748,
0.2449495494365692,
0.1929475963115692,
-0.12098712474107742,
0.41176655888557434,
0.18259966373443604,
-0.03460025042295456,
-0.30989474058151245,
0.16451765596866608,
-0.17519696056842804,
0.3291321098804474,
-0.13375318050384521,
-0.025477536022663116,
-0.025845907628536224,
0.12333042919635773,
-0.4352242350578308,
-0.6388773322105408,
0.5073500871658325,
-0.17066283524036407,
-0.4657314419746399,
-0.08132631331682205,
0.4747626781463623,
0.24427539110183716,
-0.22610390186309814,
-0.5416979193687439,
-0.03299533575773239,
0.38009893894195557,
-0.2782042324542999,
-0.073684923350811,
0.30492082238197327,
-0.16067057847976685,
0.11030937731266022,
0.020686674863100052,
0.2857479453086853,
0.3235211968421936,
-0.09163855761289597,
0.39078208804130554,
-0.16133657097816467
] |
https://github.com/huggingface/datasets/issues/5284 | Features of IterableDataset set to None by remove column | @sanchit-gandhi PR is ready and open for review at #5287, but there's still one issue I may need @lhoestq's input :hugs: | ### Describe the bug
The `remove_column` method of the IterableDataset sets the dataset features to None.
### Steps to reproduce the bug
```python
from datasets import Audio, load_dataset
# load LS in streaming mode
dataset = load_dataset("librispeech_asr", "clean", split="validation", streaming=True)
# check original features
print("Original features: ", dataset.features.keys())
# define features to remove: we KEEP audio and text
COLUMNS_TO_REMOVE = ['chapter_id', 'speaker_id', 'file', 'id']
dataset = dataset.remove_columns(COLUMNS_TO_REMOVE)
# check processed features, uh-oh!
print("Processed features: ", dataset.features)
# streaming the first audio sample still works
print("First sample:", next(iter(ds)))
```
**Print Output:**
```
Original features: dict_keys(['file', 'audio', 'text', 'speaker_id', 'chapter_id', 'id'])
Processed features: None
First sample: {'audio': {'path': '2277-149896-0000.flac', 'array': array([ 0.00186157, 0.0005188 , 0.00024414, ..., -0.00097656,
-0.00109863, -0.00146484]), 'sampling_rate': 16000}, 'text': "HE WAS IN A FEVERED STATE OF MIND OWING TO THE BLIGHT HIS WIFE'S ACTION THREATENED TO CAST UPON HIS ENTIRE FUTURE"}
```
### Expected behavior
The features should be those **not** removed by the `remove_column` method, i.e. audio and text.
### Environment info
- `datasets` version: 2.7.1
- Platform: Linux-5.10.133+-x86_64-with-Ubuntu-18.04-bionic
- Python version: 3.7.15
- PyArrow version: 9.0.0
- Pandas version: 1.3.5
(Running on Google Colab for a blog post: https://colab.research.google.com/drive/1ySCQREPZEl4msLfxb79pYYOWjUZhkr9y#scrollTo=8pRDGiVmH2ml)
cc @polinaeterna @lhoestq | 21 | Features of IterableDataset set to None by remove column
### Describe the bug
The `remove_column` method of the IterableDataset sets the dataset features to None.
### Steps to reproduce the bug
```python
from datasets import Audio, load_dataset
# load LS in streaming mode
dataset = load_dataset("librispeech_asr", "clean", split="validation", streaming=True)
# check original features
print("Original features: ", dataset.features.keys())
# define features to remove: we KEEP audio and text
COLUMNS_TO_REMOVE = ['chapter_id', 'speaker_id', 'file', 'id']
dataset = dataset.remove_columns(COLUMNS_TO_REMOVE)
# check processed features, uh-oh!
print("Processed features: ", dataset.features)
# streaming the first audio sample still works
print("First sample:", next(iter(ds)))
```
**Print Output:**
```
Original features: dict_keys(['file', 'audio', 'text', 'speaker_id', 'chapter_id', 'id'])
Processed features: None
First sample: {'audio': {'path': '2277-149896-0000.flac', 'array': array([ 0.00186157, 0.0005188 , 0.00024414, ..., -0.00097656,
-0.00109863, -0.00146484]), 'sampling_rate': 16000}, 'text': "HE WAS IN A FEVERED STATE OF MIND OWING TO THE BLIGHT HIS WIFE'S ACTION THREATENED TO CAST UPON HIS ENTIRE FUTURE"}
```
### Expected behavior
The features should be those **not** removed by the `remove_column` method, i.e. audio and text.
### Environment info
- `datasets` version: 2.7.1
- Platform: Linux-5.10.133+-x86_64-with-Ubuntu-18.04-bionic
- Python version: 3.7.15
- PyArrow version: 9.0.0
- Pandas version: 1.3.5
(Running on Google Colab for a blog post: https://colab.research.google.com/drive/1ySCQREPZEl4msLfxb79pYYOWjUZhkr9y#scrollTo=8pRDGiVmH2ml)
cc @polinaeterna @lhoestq
@sanchit-gandhi PR is ready and open for review at #5287, but there's still one issue I may need @lhoestq's input :hugs: | [
-0.2610943019390106,
-0.29308420419692993,
-0.019567813724279404,
0.13754193484783173,
0.29093313217163086,
-0.026312723755836487,
0.49931764602661133,
0.15073545277118683,
-0.12898750603199005,
0.1906326711177826,
-0.24397888779640198,
0.44379934668540955,
-0.07863331586122513,
-0.04678324609994888,
-0.29020342230796814,
-0.05913480371236801,
0.09293165802955627,
0.27208971977233887,
-0.16660378873348236,
-0.18950635194778442,
-0.14902552962303162,
0.11695533245801926,
-0.5233851671218872,
-0.001819707453250885,
0.05506637692451477,
-0.13254013657569885,
0.026603398844599724,
0.08433003723621368,
-0.009881818667054176,
-0.24136310815811157,
-0.09381981194019318,
0.10116001963615417,
-0.11983086168766022,
0.27455922961235046,
-0.00010952896991511807,
-0.28537672758102417,
0.22918885946273804,
-0.10018374770879745,
-0.26275908946990967,
0.0747133120894432,
-0.0690230205655098,
0.18451063334941864,
-0.08705116808414459,
-0.19834953546524048,
0.03148224204778671,
-0.5986281633377075,
-0.3521033823490143,
-0.3280746042728424,
0.10928233712911606,
0.42959022521972656,
0.24142634868621826,
0.06312505155801773,
-0.34183213114738464,
0.2510654926300049,
0.27786701917648315,
0.1175888404250145,
-0.3012577295303345,
-0.20021365582942963,
0.3483964502811432,
0.005953427404165268,
-0.048648662865161896,
0.41803789138793945,
-0.4068010151386261,
0.2129656970500946,
0.05307364836335182,
0.03155587986111641,
-0.25866904854774475,
-0.21099039912223816,
0.3436700403690338,
0.3228222727775574,
0.5082948207855225,
-0.33634763956069946,
-0.15422849357128143,
-0.3480232357978821,
-0.02526240423321724,
-0.41829460859298706,
0.08027594536542892,
0.040904924273490906,
-0.09409423172473907,
0.050136517733335495,
-0.04855208843946457,
0.025496138259768486,
0.014016464352607727,
-0.06191779673099518,
0.16827897727489471,
0.10791662335395813,
-0.1272469460964203,
0.02113175392150879,
0.0731026828289032,
-0.06605259329080582,
0.29118138551712036,
-0.3169645071029663,
-0.0517393983900547,
0.3725148141384125,
-0.2918667495250702,
-0.24507753551006317,
0.22639843821525574,
-0.08042546361684799,
-0.05266242474317551,
0.16086415946483612,
0.11501733213663101,
0.013775693252682686,
-0.12812648713588715,
0.044213488698005676,
0.3174046576023102,
0.23947538435459137,
-0.123504139482975,
0.09147512912750244,
0.2620893120765686,
0.46134185791015625,
-0.09409396350383759,
-0.165065735578537,
0.3944799304008484,
0.3289289176464081,
0.43597665429115295,
-0.04593270272016525,
0.47623103857040405,
-0.2845742702484131,
-0.4620235562324524,
0.17026633024215698,
-0.4211602210998535,
-0.020304163917899132,
-0.03913911059498787,
0.07776568084955215,
0.11616399139165878,
0.25455257296562195,
-0.23874999582767487,
0.24688304960727692,
-0.2223944514989853,
0.0440613329410553,
-0.21944768726825714,
0.09096492826938629,
0.1512380689382553,
-0.1005028709769249,
0.21183420717716217,
-0.05851185694336891,
0.3399290144443512,
0.24939264357089996,
-0.17811204493045807,
-0.1118040531873703,
-0.00410844199359417,
-0.22262094914913177,
0.26002588868141174,
0.15881022810935974,
-0.040084000676870346,
0.34435921907424927,
-0.012123361229896545,
-0.056110575795173645,
0.004932239651679993,
0.30417320132255554,
0.19695845246315002,
-0.044516224414110184,
-0.09091982990503311,
0.2727246880531311,
-0.20686495304107666,
0.03879745677113533,
-0.08688173443078995,
0.18375366926193237,
0.051433831453323364,
-0.34001168608665466,
0.20025858283042908,
-0.2077436000108719,
-0.05752427503466606,
-0.05800756439566612,
0.015452070161700249,
0.308475136756897,
-0.38914695382118225,
-0.08992470055818558,
-0.22594714164733887,
-0.024473704397678375,
0.3892976939678192,
0.20192359387874603,
-0.05284987390041351,
0.13985073566436768,
-0.30387529730796814,
0.3251226544380188,
0.13331079483032227,
0.005403552204370499,
-0.6208897829055786,
0.3137294054031372,
0.07233604788780212,
0.6498379111289978,
0.11605647206306458,
0.04490114003419876,
0.3240947723388672,
-0.060527507215738297,
-0.08926454186439514,
0.12682750821113586,
0.07307255268096924,
-0.0037067141383886337,
-0.29272881150245667,
-0.11899831146001816,
0.09365101158618927,
-0.09372608363628387,
-0.09860102832317352,
0.34559866786003113,
0.09171154350042343,
-0.00002132449299097061,
0.4478551149368286,
-0.03660893067717552,
0.18593034148216248,
0.12012162059545517,
0.5256521105766296,
-0.03388979285955429,
0.157347172498703,
-0.45481032133102417,
-0.06198888272047043,
-0.12498622387647629,
0.3734619915485382,
-0.11559861898422241,
-0.2954897880554199,
-0.3613753914833069,
-0.1384551227092743,
-0.07193420827388763,
-0.43375450372695923,
-0.3526868522167206,
0.1930854469537735,
0.4108772277832031,
-0.08890027552843094,
-0.09565286338329315,
-0.3648957908153534,
0.19618536531925201,
-0.0898132398724556,
-0.1917559802532196,
-0.23555375635623932,
-0.030373308807611465,
0.12648265063762665,
-0.14108921587467194,
0.20506437122821808,
0.3447781205177307,
0.17048171162605286,
0.03402608633041382,
-0.21108338236808777,
0.3941996097564697,
0.07388289272785187,
0.24976643919944763,
-0.3537132441997528,
0.23344717919826508,
0.1520102620124817,
-0.05185259133577347,
0.0725950300693512,
0.34295645356178284,
0.31598299741744995,
0.0006616264581680298,
-0.2267574667930603,
0.22785817086696625,
-0.0582805760204792,
0.41664135456085205,
0.25757139921188354,
-0.08048459142446518,
0.34618017077445984,
0.05956999585032463,
-0.2393219769001007,
-0.13343074917793274,
0.00680851936340332,
-0.26437926292419434,
0.044661056250333786,
-0.029894044622778893,
-0.4289615750312805,
0.24709978699684143,
0.5336623191833496,
-0.019386207684874535,
-0.033115871250629425,
-0.061787910759449005,
-0.41217365860939026,
-0.21784839034080505,
0.29275959730148315,
0.08691580593585968,
0.3979836106300354,
0.06091109663248062,
0.09902487695217133,
0.04908385127782822,
0.03501599654555321,
-0.13207392394542694,
0.1662774235010147,
0.12526801228523254,
-0.1552744358778,
0.5526211857795715,
0.24456152319908142,
-0.05533987656235695,
-0.6794418096542358,
-0.33118361234664917,
-0.10209950059652328,
0.26912951469421387,
-0.1822516769170761,
-0.06486482918262482,
-0.2021239995956421,
-0.1524476408958435,
-0.008272056467831135,
-0.1652207225561142,
0.2282809615135193,
-0.2556365728378296,
0.2006349116563797,
0.7325950264930725,
-0.24381007254123688,
0.25751060247421265,
-0.12484605610370636,
0.0818861871957779,
0.0718790665268898,
0.0038272980600595474,
-0.19400298595428467,
0.012876970693469048,
-0.08539404720067978,
0.20210562646389008,
-0.1172383725643158,
0.03886333107948303,
0.09257654845714569,
0.24403809010982513,
-0.2609921395778656,
-0.2789135277271271,
0.047753773629665375,
0.13057300448417664,
-0.061656586825847626,
0.18689340353012085,
0.005556955933570862,
0.1297129988670349,
0.14320582151412964,
-0.196934312582016,
0.09952349960803986,
-0.058189697563648224,
-0.16109101474285126,
0.11860042810440063,
0.04541124403476715,
0.0766289159655571,
-0.17174701392650604,
-0.4166596233844757,
0.2131866216659546,
-0.4219498634338379,
0.0841321051120758,
-0.08883367478847504,
0.20627598464488983,
0.15245157480239868,
-0.05476928502321243,
0.11206894367933273,
0.31955376267433167,
0.06610430032014847,
-0.3540993332862854,
0.10988199710845947,
0.22050590813159943,
-0.1396663635969162,
-0.19072407484054565,
-0.14128762483596802,
0.052386172115802765,
0.18593226373195648,
0.08149662613868713,
-0.3369625210762024,
-0.2058277130126953,
-0.2199314385652542,
0.12868183851242065,
-0.12622299790382385,
-0.016984833404421806,
0.3039339780807495,
0.27725574374198914,
-0.045278072357177734,
-0.13837754726409912,
0.01023600623011589,
-0.12131773680448532,
0.19408878684043884,
-0.007337883114814758,
0.06302089244127274,
0.3789539039134979,
-0.1857459396123886,
0.36548441648483276,
0.3244578242301941,
0.34130069613456726,
0.42028260231018066,
-0.08939764648675919,
0.16730515658855438,
-0.4115890860557556,
-0.38499560952186584,
0.09700702130794525,
0.12557990849018097,
-0.2509072422981262,
0.3295399844646454,
-0.16647225618362427,
-0.2327428013086319,
-0.0002799816429615021,
0.2581862509250641,
-0.13166853785514832,
-0.1336858868598938,
-0.11446069180965424,
-0.25777947902679443,
0.21392130851745605,
0.11804822087287903,
0.2200353741645813,
0.20098455250263214,
-0.11635468155145645,
0.039669036865234375,
-0.16604231297969818,
0.3606445789337158,
-0.24612443149089813,
-0.4841693937778473,
-0.1135043278336525,
-0.33378270268440247,
0.10503263026475906,
-0.0026836595498025417,
0.5312303304672241,
-0.041298896074295044,
-0.4809112250804901,
0.19664554297924042,
0.04504716396331787,
0.29143989086151123,
-0.22269371151924133,
0.00041109323501586914,
0.2765807807445526,
0.2993015944957733,
-0.09777539223432541,
-0.17915421724319458,
-0.5125449895858765,
0.13481611013412476,
0.06581087410449982,
0.4795033931732178,
-0.1183212548494339,
0.012972425669431686,
0.1621476709842682,
0.2817094027996063,
0.13663819432258606,
0.12203369289636612,
-0.2721891701221466,
-0.3755794167518616,
-0.23546364903450012,
0.13870379328727722,
-0.02281918004155159,
0.363513708114624,
-0.2742040157318115,
-0.13333985209465027,
0.01281653717160225,
-0.3412730097770691,
0.05546616017818451,
0.16570144891738892,
0.3208942115306854,
-0.1139834001660347,
0.3053826093673706,
-0.01939910650253296,
0.028036486357450485,
-0.05637536942958832,
0.36121729016304016,
0.20085032284259796,
-0.13717539608478546,
0.13566875457763672,
-0.41261303424835205,
0.12930577993392944,
0.24416321516036987,
-0.15179063379764557,
0.3049147427082062,
-0.2382005751132965,
0.22754418849945068,
-0.14633987843990326,
-0.14815591275691986,
0.4774705469608307,
-0.01675867661833763,
-0.05537606030702591,
-0.43796759843826294,
0.11734701693058014,
-0.1559954732656479,
-0.18445807695388794,
0.4339197874069214,
-0.08427716791629791,
-0.1006600558757782,
0.5387802720069885,
-0.3498290777206421,
0.7772359251976013,
0.32830965518951416,
-0.15906952321529388,
0.23385289311408997,
0.004693672060966492,
-0.005026984494179487,
-0.08805529028177261,
0.32733452320098877,
-0.10291561484336853,
-0.3613671660423279,
-0.003893403336405754,
0.1247129887342453,
0.15029188990592957,
-0.008456818759441376,
-0.11767014861106873,
0.2482442408800125,
-0.20392173528671265,
0.33117786049842834,
0.060540080070495605,
-0.05737288296222687,
-0.2199326604604721,
-0.14760297536849976,
-0.25194403529167175,
0.12664765119552612,
0.07153017818927765,
0.025324232876300812,
0.24193647503852844,
0.17154145240783691,
0.2108559012413025,
-0.11195975542068481,
-0.07232727110385895,
0.18070542812347412,
-0.052044447511434555,
-0.02812027931213379,
-0.23683401942253113,
-0.4428015947341919,
-0.14091315865516663,
0.1444557160139084,
-0.10737140476703644,
0.038223832845687866,
-0.06211205571889877,
0.14837951958179474,
0.3479420244693756,
0.3960554599761963,
0.011305942200124264,
0.15776410698890686,
0.09985847771167755,
-0.04629713296890259,
-0.2844765782356262,
0.25810402631759644,
0.026881128549575806,
-0.0900646448135376,
0.04240491986274719,
-0.1706317514181137,
0.36742091178894043,
-0.3663366138935089,
-0.24964559078216553,
0.012103348970413208,
0.11012198030948639,
-0.4631507396697998,
0.17843182384967804,
-0.09876185655593872,
-0.3602515161037445,
0.3339717984199524,
-0.2908250689506531,
-0.05662475898861885,
-0.20812511444091797,
0.23597964644432068,
0.2957124412059784,
0.19118529558181763,
0.4746268093585968,
-0.11102965474128723,
-0.23510119318962097,
-0.3018527925014496,
-0.11206161975860596,
-0.1877741813659668,
-0.19285696744918823,
0.23437175154685974,
-0.12525859475135803,
-0.04233633726835251,
-0.1805213838815689,
0.3737059533596039,
-0.4726601839065552,
0.23717325925827026,
-0.433042049407959,
-0.24673840403556824,
-0.21184374392032623,
0.046195171773433685,
0.2344384491443634,
0.16118669509887695,
-0.16307350993156433,
-0.13625405728816986,
-0.15224546194076538,
0.013797774910926819,
-0.3655083179473877,
-0.04473405331373215,
-0.06654524058103561,
0.27371835708618164,
0.3283687233924866,
0.12852786481380463,
0.10581734031438828,
-0.041409507393836975,
0.288763165473938,
0.16446077823638916,
0.18469513952732086,
-0.2803061008453369,
-0.13357608020305634,
0.13638438284397125,
0.03801548853516579,
-0.21998947858810425,
-0.2596146762371063,
-0.06729627400636673,
-0.3093031942844391,
-0.3306024670600891,
0.33835530281066895,
0.17097792029380798,
0.05186993256211281,
0.21511416137218475,
-0.10966992378234863,
-0.13212895393371582,
-0.08348844945430756,
-0.0551435723900795,
-0.26503786444664,
-0.31948399543762207,
0.17681799829006195,
0.02783002331852913,
0.1981787085533142,
-0.010217078030109406,
-0.14465200901031494,
0.08266060054302216,
-0.15737833082675934,
0.09154023230075836,
0.35796260833740234,
-0.0013603642582893372,
0.06605464220046997,
0.19710476696491241,
0.4650203287601471,
0.3852919042110443,
-0.16149680316448212,
-0.38320448994636536,
-0.06494267284870148,
0.35922789573669434,
-0.41615501046180725,
-0.2675178050994873,
-0.08205901086330414,
-0.08513668924570084,
0.2593729496002197,
0.1748446822166443,
0.04100024327635765,
-0.09502971917390823,
0.36929821968078613,
0.003978554159402847,
0.2168090045452118,
-0.3836643099784851,
0.13216175138950348,
0.5595680475234985,
-0.008897345513105392,
0.03372029587626457,
0.12028227746486664,
-0.12734578549861908,
0.013006217777729034,
0.7303155660629272,
-0.18314629793167114,
-0.021593356505036354,
0.4066121280193329,
-0.0013527460396289825,
-0.0002896413207054138,
-0.2909402549266815,
-0.05003397539258003,
-0.0114937424659729,
-0.23775768280029297,
0.20248770713806152,
0.14586490392684937,
-0.06128238886594772,
-0.11555106192827225,
-0.006524401251226664,
0.05411443114280701,
0.052644990384578705,
-0.23284149169921875,
-0.21320098638534546,
0.15478432178497314,
-0.3091041147708893,
-0.08804106712341309,
0.005251165479421616,
0.07117131352424622,
0.30285632610321045,
0.2714545428752899,
-0.17330016195774078,
-0.13747569918632507,
-0.35446736216545105,
0.11077666282653809,
0.044841744005680084,
0.4848792552947998,
-0.23090162873268127,
-0.011287270113825798,
0.17888730764389038,
0.2464006245136261,
0.05593414977192879,
0.16082797944545746,
0.09570907056331635,
0.11190193146467209,
0.08296754956245422,
0.15873825550079346,
-0.17720802128314972,
-0.22925546765327454,
-0.0685565322637558,
0.3425285220146179,
0.030241895467042923,
0.2439781129360199,
0.14630761742591858,
0.13622191548347473,
-0.20693548023700714,
0.2651331424713135,
0.22897391021251678,
0.059920668601989746,
-0.4607551097869873,
0.33432844281196594,
-0.24913480877876282,
-0.3256504535675049,
-0.13848555088043213,
-0.15957188606262207,
0.02530577778816223,
-0.23396913707256317,
0.21945104002952576,
-0.04687422141432762,
0.28546684980392456,
-0.23262551426887512,
0.11156177520751953,
-0.2869476079940796,
-0.04541883245110512,
0.31617915630340576,
-0.342804878950119,
-0.07956218719482422,
-0.18742522597312927,
-0.6316272616386414,
-0.02756498008966446,
0.10073636472225189,
-0.09733356535434723,
0.1161743551492691,
0.3925279378890991,
-0.04178289324045181,
0.07010196149349213,
-0.11235342919826508,
0.002466103993356228,
-0.10492271184921265,
0.3214125335216522,
-0.14056700468063354,
-0.16455402970314026,
-0.0660691112279892,
0.05113743245601654,
-0.16289062798023224,
-0.5096869468688965,
0.13894005119800568,
-0.19596394896507263,
0.16183066368103027,
0.13792335987091064,
-0.10768840461969376,
-0.024574153125286102,
-0.0699339285492897,
0.27733802795410156,
0.1679053157567978,
0.004923216998577118,
-0.28857266902923584,
-0.08324471116065979,
-0.17260517179965973,
-0.017164768651127815,
-0.16756123304367065,
-0.005466073751449585,
0.11928389966487885,
0.602149486541748,
0.2449495494365692,
0.1929475963115692,
-0.12098712474107742,
0.41176655888557434,
0.18259966373443604,
-0.03460025042295456,
-0.30989474058151245,
0.16451765596866608,
-0.17519696056842804,
0.3291321098804474,
-0.13375318050384521,
-0.025477536022663116,
-0.025845907628536224,
0.12333042919635773,
-0.4352242350578308,
-0.6388773322105408,
0.5073500871658325,
-0.17066283524036407,
-0.4657314419746399,
-0.08132631331682205,
0.4747626781463623,
0.24427539110183716,
-0.22610390186309814,
-0.5416979193687439,
-0.03299533575773239,
0.38009893894195557,
-0.2782042324542999,
-0.073684923350811,
0.30492082238197327,
-0.16067057847976685,
0.11030937731266022,
0.020686674863100052,
0.2857479453086853,
0.3235211968421936,
-0.09163855761289597,
0.39078208804130554,
-0.16133657097816467
] |
https://github.com/huggingface/datasets/issues/5284 | Features of IterableDataset set to None by remove column | Let us know @sanchit-gandhi if you need a new release of `datasets` soon with this fix included :) | ### Describe the bug
The `remove_column` method of the IterableDataset sets the dataset features to None.
### Steps to reproduce the bug
```python
from datasets import Audio, load_dataset
# load LS in streaming mode
dataset = load_dataset("librispeech_asr", "clean", split="validation", streaming=True)
# check original features
print("Original features: ", dataset.features.keys())
# define features to remove: we KEEP audio and text
COLUMNS_TO_REMOVE = ['chapter_id', 'speaker_id', 'file', 'id']
dataset = dataset.remove_columns(COLUMNS_TO_REMOVE)
# check processed features, uh-oh!
print("Processed features: ", dataset.features)
# streaming the first audio sample still works
print("First sample:", next(iter(ds)))
```
**Print Output:**
```
Original features: dict_keys(['file', 'audio', 'text', 'speaker_id', 'chapter_id', 'id'])
Processed features: None
First sample: {'audio': {'path': '2277-149896-0000.flac', 'array': array([ 0.00186157, 0.0005188 , 0.00024414, ..., -0.00097656,
-0.00109863, -0.00146484]), 'sampling_rate': 16000}, 'text': "HE WAS IN A FEVERED STATE OF MIND OWING TO THE BLIGHT HIS WIFE'S ACTION THREATENED TO CAST UPON HIS ENTIRE FUTURE"}
```
### Expected behavior
The features should be those **not** removed by the `remove_column` method, i.e. audio and text.
### Environment info
- `datasets` version: 2.7.1
- Platform: Linux-5.10.133+-x86_64-with-Ubuntu-18.04-bionic
- Python version: 3.7.15
- PyArrow version: 9.0.0
- Pandas version: 1.3.5
(Running on Google Colab for a blog post: https://colab.research.google.com/drive/1ySCQREPZEl4msLfxb79pYYOWjUZhkr9y#scrollTo=8pRDGiVmH2ml)
cc @polinaeterna @lhoestq | 18 | Features of IterableDataset set to None by remove column
### Describe the bug
The `remove_column` method of the IterableDataset sets the dataset features to None.
### Steps to reproduce the bug
```python
from datasets import Audio, load_dataset
# load LS in streaming mode
dataset = load_dataset("librispeech_asr", "clean", split="validation", streaming=True)
# check original features
print("Original features: ", dataset.features.keys())
# define features to remove: we KEEP audio and text
COLUMNS_TO_REMOVE = ['chapter_id', 'speaker_id', 'file', 'id']
dataset = dataset.remove_columns(COLUMNS_TO_REMOVE)
# check processed features, uh-oh!
print("Processed features: ", dataset.features)
# streaming the first audio sample still works
print("First sample:", next(iter(ds)))
```
**Print Output:**
```
Original features: dict_keys(['file', 'audio', 'text', 'speaker_id', 'chapter_id', 'id'])
Processed features: None
First sample: {'audio': {'path': '2277-149896-0000.flac', 'array': array([ 0.00186157, 0.0005188 , 0.00024414, ..., -0.00097656,
-0.00109863, -0.00146484]), 'sampling_rate': 16000}, 'text': "HE WAS IN A FEVERED STATE OF MIND OWING TO THE BLIGHT HIS WIFE'S ACTION THREATENED TO CAST UPON HIS ENTIRE FUTURE"}
```
### Expected behavior
The features should be those **not** removed by the `remove_column` method, i.e. audio and text.
### Environment info
- `datasets` version: 2.7.1
- Platform: Linux-5.10.133+-x86_64-with-Ubuntu-18.04-bionic
- Python version: 3.7.15
- PyArrow version: 9.0.0
- Pandas version: 1.3.5
(Running on Google Colab for a blog post: https://colab.research.google.com/drive/1ySCQREPZEl4msLfxb79pYYOWjUZhkr9y#scrollTo=8pRDGiVmH2ml)
cc @polinaeterna @lhoestq
Let us know @sanchit-gandhi if you need a new release of `datasets` soon with this fix included :) | [
-0.2610943019390106,
-0.29308420419692993,
-0.019567813724279404,
0.13754193484783173,
0.29093313217163086,
-0.026312723755836487,
0.49931764602661133,
0.15073545277118683,
-0.12898750603199005,
0.1906326711177826,
-0.24397888779640198,
0.44379934668540955,
-0.07863331586122513,
-0.04678324609994888,
-0.29020342230796814,
-0.05913480371236801,
0.09293165802955627,
0.27208971977233887,
-0.16660378873348236,
-0.18950635194778442,
-0.14902552962303162,
0.11695533245801926,
-0.5233851671218872,
-0.001819707453250885,
0.05506637692451477,
-0.13254013657569885,
0.026603398844599724,
0.08433003723621368,
-0.009881818667054176,
-0.24136310815811157,
-0.09381981194019318,
0.10116001963615417,
-0.11983086168766022,
0.27455922961235046,
-0.00010952896991511807,
-0.28537672758102417,
0.22918885946273804,
-0.10018374770879745,
-0.26275908946990967,
0.0747133120894432,
-0.0690230205655098,
0.18451063334941864,
-0.08705116808414459,
-0.19834953546524048,
0.03148224204778671,
-0.5986281633377075,
-0.3521033823490143,
-0.3280746042728424,
0.10928233712911606,
0.42959022521972656,
0.24142634868621826,
0.06312505155801773,
-0.34183213114738464,
0.2510654926300049,
0.27786701917648315,
0.1175888404250145,
-0.3012577295303345,
-0.20021365582942963,
0.3483964502811432,
0.005953427404165268,
-0.048648662865161896,
0.41803789138793945,
-0.4068010151386261,
0.2129656970500946,
0.05307364836335182,
0.03155587986111641,
-0.25866904854774475,
-0.21099039912223816,
0.3436700403690338,
0.3228222727775574,
0.5082948207855225,
-0.33634763956069946,
-0.15422849357128143,
-0.3480232357978821,
-0.02526240423321724,
-0.41829460859298706,
0.08027594536542892,
0.040904924273490906,
-0.09409423172473907,
0.050136517733335495,
-0.04855208843946457,
0.025496138259768486,
0.014016464352607727,
-0.06191779673099518,
0.16827897727489471,
0.10791662335395813,
-0.1272469460964203,
0.02113175392150879,
0.0731026828289032,
-0.06605259329080582,
0.29118138551712036,
-0.3169645071029663,
-0.0517393983900547,
0.3725148141384125,
-0.2918667495250702,
-0.24507753551006317,
0.22639843821525574,
-0.08042546361684799,
-0.05266242474317551,
0.16086415946483612,
0.11501733213663101,
0.013775693252682686,
-0.12812648713588715,
0.044213488698005676,
0.3174046576023102,
0.23947538435459137,
-0.123504139482975,
0.09147512912750244,
0.2620893120765686,
0.46134185791015625,
-0.09409396350383759,
-0.165065735578537,
0.3944799304008484,
0.3289289176464081,
0.43597665429115295,
-0.04593270272016525,
0.47623103857040405,
-0.2845742702484131,
-0.4620235562324524,
0.17026633024215698,
-0.4211602210998535,
-0.020304163917899132,
-0.03913911059498787,
0.07776568084955215,
0.11616399139165878,
0.25455257296562195,
-0.23874999582767487,
0.24688304960727692,
-0.2223944514989853,
0.0440613329410553,
-0.21944768726825714,
0.09096492826938629,
0.1512380689382553,
-0.1005028709769249,
0.21183420717716217,
-0.05851185694336891,
0.3399290144443512,
0.24939264357089996,
-0.17811204493045807,
-0.1118040531873703,
-0.00410844199359417,
-0.22262094914913177,
0.26002588868141174,
0.15881022810935974,
-0.040084000676870346,
0.34435921907424927,
-0.012123361229896545,
-0.056110575795173645,
0.004932239651679993,
0.30417320132255554,
0.19695845246315002,
-0.044516224414110184,
-0.09091982990503311,
0.2727246880531311,
-0.20686495304107666,
0.03879745677113533,
-0.08688173443078995,
0.18375366926193237,
0.051433831453323364,
-0.34001168608665466,
0.20025858283042908,
-0.2077436000108719,
-0.05752427503466606,
-0.05800756439566612,
0.015452070161700249,
0.308475136756897,
-0.38914695382118225,
-0.08992470055818558,
-0.22594714164733887,
-0.024473704397678375,
0.3892976939678192,
0.20192359387874603,
-0.05284987390041351,
0.13985073566436768,
-0.30387529730796814,
0.3251226544380188,
0.13331079483032227,
0.005403552204370499,
-0.6208897829055786,
0.3137294054031372,
0.07233604788780212,
0.6498379111289978,
0.11605647206306458,
0.04490114003419876,
0.3240947723388672,
-0.060527507215738297,
-0.08926454186439514,
0.12682750821113586,
0.07307255268096924,
-0.0037067141383886337,
-0.29272881150245667,
-0.11899831146001816,
0.09365101158618927,
-0.09372608363628387,
-0.09860102832317352,
0.34559866786003113,
0.09171154350042343,
-0.00002132449299097061,
0.4478551149368286,
-0.03660893067717552,
0.18593034148216248,
0.12012162059545517,
0.5256521105766296,
-0.03388979285955429,
0.157347172498703,
-0.45481032133102417,
-0.06198888272047043,
-0.12498622387647629,
0.3734619915485382,
-0.11559861898422241,
-0.2954897880554199,
-0.3613753914833069,
-0.1384551227092743,
-0.07193420827388763,
-0.43375450372695923,
-0.3526868522167206,
0.1930854469537735,
0.4108772277832031,
-0.08890027552843094,
-0.09565286338329315,
-0.3648957908153534,
0.19618536531925201,
-0.0898132398724556,
-0.1917559802532196,
-0.23555375635623932,
-0.030373308807611465,
0.12648265063762665,
-0.14108921587467194,
0.20506437122821808,
0.3447781205177307,
0.17048171162605286,
0.03402608633041382,
-0.21108338236808777,
0.3941996097564697,
0.07388289272785187,
0.24976643919944763,
-0.3537132441997528,
0.23344717919826508,
0.1520102620124817,
-0.05185259133577347,
0.0725950300693512,
0.34295645356178284,
0.31598299741744995,
0.0006616264581680298,
-0.2267574667930603,
0.22785817086696625,
-0.0582805760204792,
0.41664135456085205,
0.25757139921188354,
-0.08048459142446518,
0.34618017077445984,
0.05956999585032463,
-0.2393219769001007,
-0.13343074917793274,
0.00680851936340332,
-0.26437926292419434,
0.044661056250333786,
-0.029894044622778893,
-0.4289615750312805,
0.24709978699684143,
0.5336623191833496,
-0.019386207684874535,
-0.033115871250629425,
-0.061787910759449005,
-0.41217365860939026,
-0.21784839034080505,
0.29275959730148315,
0.08691580593585968,
0.3979836106300354,
0.06091109663248062,
0.09902487695217133,
0.04908385127782822,
0.03501599654555321,
-0.13207392394542694,
0.1662774235010147,
0.12526801228523254,
-0.1552744358778,
0.5526211857795715,
0.24456152319908142,
-0.05533987656235695,
-0.6794418096542358,
-0.33118361234664917,
-0.10209950059652328,
0.26912951469421387,
-0.1822516769170761,
-0.06486482918262482,
-0.2021239995956421,
-0.1524476408958435,
-0.008272056467831135,
-0.1652207225561142,
0.2282809615135193,
-0.2556365728378296,
0.2006349116563797,
0.7325950264930725,
-0.24381007254123688,
0.25751060247421265,
-0.12484605610370636,
0.0818861871957779,
0.0718790665268898,
0.0038272980600595474,
-0.19400298595428467,
0.012876970693469048,
-0.08539404720067978,
0.20210562646389008,
-0.1172383725643158,
0.03886333107948303,
0.09257654845714569,
0.24403809010982513,
-0.2609921395778656,
-0.2789135277271271,
0.047753773629665375,
0.13057300448417664,
-0.061656586825847626,
0.18689340353012085,
0.005556955933570862,
0.1297129988670349,
0.14320582151412964,
-0.196934312582016,
0.09952349960803986,
-0.058189697563648224,
-0.16109101474285126,
0.11860042810440063,
0.04541124403476715,
0.0766289159655571,
-0.17174701392650604,
-0.4166596233844757,
0.2131866216659546,
-0.4219498634338379,
0.0841321051120758,
-0.08883367478847504,
0.20627598464488983,
0.15245157480239868,
-0.05476928502321243,
0.11206894367933273,
0.31955376267433167,
0.06610430032014847,
-0.3540993332862854,
0.10988199710845947,
0.22050590813159943,
-0.1396663635969162,
-0.19072407484054565,
-0.14128762483596802,
0.052386172115802765,
0.18593226373195648,
0.08149662613868713,
-0.3369625210762024,
-0.2058277130126953,
-0.2199314385652542,
0.12868183851242065,
-0.12622299790382385,
-0.016984833404421806,
0.3039339780807495,
0.27725574374198914,
-0.045278072357177734,
-0.13837754726409912,
0.01023600623011589,
-0.12131773680448532,
0.19408878684043884,
-0.007337883114814758,
0.06302089244127274,
0.3789539039134979,
-0.1857459396123886,
0.36548441648483276,
0.3244578242301941,
0.34130069613456726,
0.42028260231018066,
-0.08939764648675919,
0.16730515658855438,
-0.4115890860557556,
-0.38499560952186584,
0.09700702130794525,
0.12557990849018097,
-0.2509072422981262,
0.3295399844646454,
-0.16647225618362427,
-0.2327428013086319,
-0.0002799816429615021,
0.2581862509250641,
-0.13166853785514832,
-0.1336858868598938,
-0.11446069180965424,
-0.25777947902679443,
0.21392130851745605,
0.11804822087287903,
0.2200353741645813,
0.20098455250263214,
-0.11635468155145645,
0.039669036865234375,
-0.16604231297969818,
0.3606445789337158,
-0.24612443149089813,
-0.4841693937778473,
-0.1135043278336525,
-0.33378270268440247,
0.10503263026475906,
-0.0026836595498025417,
0.5312303304672241,
-0.041298896074295044,
-0.4809112250804901,
0.19664554297924042,
0.04504716396331787,
0.29143989086151123,
-0.22269371151924133,
0.00041109323501586914,
0.2765807807445526,
0.2993015944957733,
-0.09777539223432541,
-0.17915421724319458,
-0.5125449895858765,
0.13481611013412476,
0.06581087410449982,
0.4795033931732178,
-0.1183212548494339,
0.012972425669431686,
0.1621476709842682,
0.2817094027996063,
0.13663819432258606,
0.12203369289636612,
-0.2721891701221466,
-0.3755794167518616,
-0.23546364903450012,
0.13870379328727722,
-0.02281918004155159,
0.363513708114624,
-0.2742040157318115,
-0.13333985209465027,
0.01281653717160225,
-0.3412730097770691,
0.05546616017818451,
0.16570144891738892,
0.3208942115306854,
-0.1139834001660347,
0.3053826093673706,
-0.01939910650253296,
0.028036486357450485,
-0.05637536942958832,
0.36121729016304016,
0.20085032284259796,
-0.13717539608478546,
0.13566875457763672,
-0.41261303424835205,
0.12930577993392944,
0.24416321516036987,
-0.15179063379764557,
0.3049147427082062,
-0.2382005751132965,
0.22754418849945068,
-0.14633987843990326,
-0.14815591275691986,
0.4774705469608307,
-0.01675867661833763,
-0.05537606030702591,
-0.43796759843826294,
0.11734701693058014,
-0.1559954732656479,
-0.18445807695388794,
0.4339197874069214,
-0.08427716791629791,
-0.1006600558757782,
0.5387802720069885,
-0.3498290777206421,
0.7772359251976013,
0.32830965518951416,
-0.15906952321529388,
0.23385289311408997,
0.004693672060966492,
-0.005026984494179487,
-0.08805529028177261,
0.32733452320098877,
-0.10291561484336853,
-0.3613671660423279,
-0.003893403336405754,
0.1247129887342453,
0.15029188990592957,
-0.008456818759441376,
-0.11767014861106873,
0.2482442408800125,
-0.20392173528671265,
0.33117786049842834,
0.060540080070495605,
-0.05737288296222687,
-0.2199326604604721,
-0.14760297536849976,
-0.25194403529167175,
0.12664765119552612,
0.07153017818927765,
0.025324232876300812,
0.24193647503852844,
0.17154145240783691,
0.2108559012413025,
-0.11195975542068481,
-0.07232727110385895,
0.18070542812347412,
-0.052044447511434555,
-0.02812027931213379,
-0.23683401942253113,
-0.4428015947341919,
-0.14091315865516663,
0.1444557160139084,
-0.10737140476703644,
0.038223832845687866,
-0.06211205571889877,
0.14837951958179474,
0.3479420244693756,
0.3960554599761963,
0.011305942200124264,
0.15776410698890686,
0.09985847771167755,
-0.04629713296890259,
-0.2844765782356262,
0.25810402631759644,
0.026881128549575806,
-0.0900646448135376,
0.04240491986274719,
-0.1706317514181137,
0.36742091178894043,
-0.3663366138935089,
-0.24964559078216553,
0.012103348970413208,
0.11012198030948639,
-0.4631507396697998,
0.17843182384967804,
-0.09876185655593872,
-0.3602515161037445,
0.3339717984199524,
-0.2908250689506531,
-0.05662475898861885,
-0.20812511444091797,
0.23597964644432068,
0.2957124412059784,
0.19118529558181763,
0.4746268093585968,
-0.11102965474128723,
-0.23510119318962097,
-0.3018527925014496,
-0.11206161975860596,
-0.1877741813659668,
-0.19285696744918823,
0.23437175154685974,
-0.12525859475135803,
-0.04233633726835251,
-0.1805213838815689,
0.3737059533596039,
-0.4726601839065552,
0.23717325925827026,
-0.433042049407959,
-0.24673840403556824,
-0.21184374392032623,
0.046195171773433685,
0.2344384491443634,
0.16118669509887695,
-0.16307350993156433,
-0.13625405728816986,
-0.15224546194076538,
0.013797774910926819,
-0.3655083179473877,
-0.04473405331373215,
-0.06654524058103561,
0.27371835708618164,
0.3283687233924866,
0.12852786481380463,
0.10581734031438828,
-0.041409507393836975,
0.288763165473938,
0.16446077823638916,
0.18469513952732086,
-0.2803061008453369,
-0.13357608020305634,
0.13638438284397125,
0.03801548853516579,
-0.21998947858810425,
-0.2596146762371063,
-0.06729627400636673,
-0.3093031942844391,
-0.3306024670600891,
0.33835530281066895,
0.17097792029380798,
0.05186993256211281,
0.21511416137218475,
-0.10966992378234863,
-0.13212895393371582,
-0.08348844945430756,
-0.0551435723900795,
-0.26503786444664,
-0.31948399543762207,
0.17681799829006195,
0.02783002331852913,
0.1981787085533142,
-0.010217078030109406,
-0.14465200901031494,
0.08266060054302216,
-0.15737833082675934,
0.09154023230075836,
0.35796260833740234,
-0.0013603642582893372,
0.06605464220046997,
0.19710476696491241,
0.4650203287601471,
0.3852919042110443,
-0.16149680316448212,
-0.38320448994636536,
-0.06494267284870148,
0.35922789573669434,
-0.41615501046180725,
-0.2675178050994873,
-0.08205901086330414,
-0.08513668924570084,
0.2593729496002197,
0.1748446822166443,
0.04100024327635765,
-0.09502971917390823,
0.36929821968078613,
0.003978554159402847,
0.2168090045452118,
-0.3836643099784851,
0.13216175138950348,
0.5595680475234985,
-0.008897345513105392,
0.03372029587626457,
0.12028227746486664,
-0.12734578549861908,
0.013006217777729034,
0.7303155660629272,
-0.18314629793167114,
-0.021593356505036354,
0.4066121280193329,
-0.0013527460396289825,
-0.0002896413207054138,
-0.2909402549266815,
-0.05003397539258003,
-0.0114937424659729,
-0.23775768280029297,
0.20248770713806152,
0.14586490392684937,
-0.06128238886594772,
-0.11555106192827225,
-0.006524401251226664,
0.05411443114280701,
0.052644990384578705,
-0.23284149169921875,
-0.21320098638534546,
0.15478432178497314,
-0.3091041147708893,
-0.08804106712341309,
0.005251165479421616,
0.07117131352424622,
0.30285632610321045,
0.2714545428752899,
-0.17330016195774078,
-0.13747569918632507,
-0.35446736216545105,
0.11077666282653809,
0.044841744005680084,
0.4848792552947998,
-0.23090162873268127,
-0.011287270113825798,
0.17888730764389038,
0.2464006245136261,
0.05593414977192879,
0.16082797944545746,
0.09570907056331635,
0.11190193146467209,
0.08296754956245422,
0.15873825550079346,
-0.17720802128314972,
-0.22925546765327454,
-0.0685565322637558,
0.3425285220146179,
0.030241895467042923,
0.2439781129360199,
0.14630761742591858,
0.13622191548347473,
-0.20693548023700714,
0.2651331424713135,
0.22897391021251678,
0.059920668601989746,
-0.4607551097869873,
0.33432844281196594,
-0.24913480877876282,
-0.3256504535675049,
-0.13848555088043213,
-0.15957188606262207,
0.02530577778816223,
-0.23396913707256317,
0.21945104002952576,
-0.04687422141432762,
0.28546684980392456,
-0.23262551426887512,
0.11156177520751953,
-0.2869476079940796,
-0.04541883245110512,
0.31617915630340576,
-0.342804878950119,
-0.07956218719482422,
-0.18742522597312927,
-0.6316272616386414,
-0.02756498008966446,
0.10073636472225189,
-0.09733356535434723,
0.1161743551492691,
0.3925279378890991,
-0.04178289324045181,
0.07010196149349213,
-0.11235342919826508,
0.002466103993356228,
-0.10492271184921265,
0.3214125335216522,
-0.14056700468063354,
-0.16455402970314026,
-0.0660691112279892,
0.05113743245601654,
-0.16289062798023224,
-0.5096869468688965,
0.13894005119800568,
-0.19596394896507263,
0.16183066368103027,
0.13792335987091064,
-0.10768840461969376,
-0.024574153125286102,
-0.0699339285492897,
0.27733802795410156,
0.1679053157567978,
0.004923216998577118,
-0.28857266902923584,
-0.08324471116065979,
-0.17260517179965973,
-0.017164768651127815,
-0.16756123304367065,
-0.005466073751449585,
0.11928389966487885,
0.602149486541748,
0.2449495494365692,
0.1929475963115692,
-0.12098712474107742,
0.41176655888557434,
0.18259966373443604,
-0.03460025042295456,
-0.30989474058151245,
0.16451765596866608,
-0.17519696056842804,
0.3291321098804474,
-0.13375318050384521,
-0.025477536022663116,
-0.025845907628536224,
0.12333042919635773,
-0.4352242350578308,
-0.6388773322105408,
0.5073500871658325,
-0.17066283524036407,
-0.4657314419746399,
-0.08132631331682205,
0.4747626781463623,
0.24427539110183716,
-0.22610390186309814,
-0.5416979193687439,
-0.03299533575773239,
0.38009893894195557,
-0.2782042324542999,
-0.073684923350811,
0.30492082238197327,
-0.16067057847976685,
0.11030937731266022,
0.020686674863100052,
0.2857479453086853,
0.3235211968421936,
-0.09163855761289597,
0.39078208804130554,
-0.16133657097816467
] |
https://github.com/huggingface/datasets/issues/5284 | Features of IterableDataset set to None by remove column | Thanks for the fix guys! We can direct people to install `datasets` from main if that's easier! | ### Describe the bug
The `remove_column` method of the IterableDataset sets the dataset features to None.
### Steps to reproduce the bug
```python
from datasets import Audio, load_dataset
# load LS in streaming mode
dataset = load_dataset("librispeech_asr", "clean", split="validation", streaming=True)
# check original features
print("Original features: ", dataset.features.keys())
# define features to remove: we KEEP audio and text
COLUMNS_TO_REMOVE = ['chapter_id', 'speaker_id', 'file', 'id']
dataset = dataset.remove_columns(COLUMNS_TO_REMOVE)
# check processed features, uh-oh!
print("Processed features: ", dataset.features)
# streaming the first audio sample still works
print("First sample:", next(iter(ds)))
```
**Print Output:**
```
Original features: dict_keys(['file', 'audio', 'text', 'speaker_id', 'chapter_id', 'id'])
Processed features: None
First sample: {'audio': {'path': '2277-149896-0000.flac', 'array': array([ 0.00186157, 0.0005188 , 0.00024414, ..., -0.00097656,
-0.00109863, -0.00146484]), 'sampling_rate': 16000}, 'text': "HE WAS IN A FEVERED STATE OF MIND OWING TO THE BLIGHT HIS WIFE'S ACTION THREATENED TO CAST UPON HIS ENTIRE FUTURE"}
```
### Expected behavior
The features should be those **not** removed by the `remove_column` method, i.e. audio and text.
### Environment info
- `datasets` version: 2.7.1
- Platform: Linux-5.10.133+-x86_64-with-Ubuntu-18.04-bionic
- Python version: 3.7.15
- PyArrow version: 9.0.0
- Pandas version: 1.3.5
(Running on Google Colab for a blog post: https://colab.research.google.com/drive/1ySCQREPZEl4msLfxb79pYYOWjUZhkr9y#scrollTo=8pRDGiVmH2ml)
cc @polinaeterna @lhoestq | 17 | Features of IterableDataset set to None by remove column
### Describe the bug
The `remove_column` method of the IterableDataset sets the dataset features to None.
### Steps to reproduce the bug
```python
from datasets import Audio, load_dataset
# load LS in streaming mode
dataset = load_dataset("librispeech_asr", "clean", split="validation", streaming=True)
# check original features
print("Original features: ", dataset.features.keys())
# define features to remove: we KEEP audio and text
COLUMNS_TO_REMOVE = ['chapter_id', 'speaker_id', 'file', 'id']
dataset = dataset.remove_columns(COLUMNS_TO_REMOVE)
# check processed features, uh-oh!
print("Processed features: ", dataset.features)
# streaming the first audio sample still works
print("First sample:", next(iter(ds)))
```
**Print Output:**
```
Original features: dict_keys(['file', 'audio', 'text', 'speaker_id', 'chapter_id', 'id'])
Processed features: None
First sample: {'audio': {'path': '2277-149896-0000.flac', 'array': array([ 0.00186157, 0.0005188 , 0.00024414, ..., -0.00097656,
-0.00109863, -0.00146484]), 'sampling_rate': 16000}, 'text': "HE WAS IN A FEVERED STATE OF MIND OWING TO THE BLIGHT HIS WIFE'S ACTION THREATENED TO CAST UPON HIS ENTIRE FUTURE"}
```
### Expected behavior
The features should be those **not** removed by the `remove_column` method, i.e. audio and text.
### Environment info
- `datasets` version: 2.7.1
- Platform: Linux-5.10.133+-x86_64-with-Ubuntu-18.04-bionic
- Python version: 3.7.15
- PyArrow version: 9.0.0
- Pandas version: 1.3.5
(Running on Google Colab for a blog post: https://colab.research.google.com/drive/1ySCQREPZEl4msLfxb79pYYOWjUZhkr9y#scrollTo=8pRDGiVmH2ml)
cc @polinaeterna @lhoestq
Thanks for the fix guys! We can direct people to install `datasets` from main if that's easier! | [
-0.2610943019390106,
-0.29308420419692993,
-0.019567813724279404,
0.13754193484783173,
0.29093313217163086,
-0.026312723755836487,
0.49931764602661133,
0.15073545277118683,
-0.12898750603199005,
0.1906326711177826,
-0.24397888779640198,
0.44379934668540955,
-0.07863331586122513,
-0.04678324609994888,
-0.29020342230796814,
-0.05913480371236801,
0.09293165802955627,
0.27208971977233887,
-0.16660378873348236,
-0.18950635194778442,
-0.14902552962303162,
0.11695533245801926,
-0.5233851671218872,
-0.001819707453250885,
0.05506637692451477,
-0.13254013657569885,
0.026603398844599724,
0.08433003723621368,
-0.009881818667054176,
-0.24136310815811157,
-0.09381981194019318,
0.10116001963615417,
-0.11983086168766022,
0.27455922961235046,
-0.00010952896991511807,
-0.28537672758102417,
0.22918885946273804,
-0.10018374770879745,
-0.26275908946990967,
0.0747133120894432,
-0.0690230205655098,
0.18451063334941864,
-0.08705116808414459,
-0.19834953546524048,
0.03148224204778671,
-0.5986281633377075,
-0.3521033823490143,
-0.3280746042728424,
0.10928233712911606,
0.42959022521972656,
0.24142634868621826,
0.06312505155801773,
-0.34183213114738464,
0.2510654926300049,
0.27786701917648315,
0.1175888404250145,
-0.3012577295303345,
-0.20021365582942963,
0.3483964502811432,
0.005953427404165268,
-0.048648662865161896,
0.41803789138793945,
-0.4068010151386261,
0.2129656970500946,
0.05307364836335182,
0.03155587986111641,
-0.25866904854774475,
-0.21099039912223816,
0.3436700403690338,
0.3228222727775574,
0.5082948207855225,
-0.33634763956069946,
-0.15422849357128143,
-0.3480232357978821,
-0.02526240423321724,
-0.41829460859298706,
0.08027594536542892,
0.040904924273490906,
-0.09409423172473907,
0.050136517733335495,
-0.04855208843946457,
0.025496138259768486,
0.014016464352607727,
-0.06191779673099518,
0.16827897727489471,
0.10791662335395813,
-0.1272469460964203,
0.02113175392150879,
0.0731026828289032,
-0.06605259329080582,
0.29118138551712036,
-0.3169645071029663,
-0.0517393983900547,
0.3725148141384125,
-0.2918667495250702,
-0.24507753551006317,
0.22639843821525574,
-0.08042546361684799,
-0.05266242474317551,
0.16086415946483612,
0.11501733213663101,
0.013775693252682686,
-0.12812648713588715,
0.044213488698005676,
0.3174046576023102,
0.23947538435459137,
-0.123504139482975,
0.09147512912750244,
0.2620893120765686,
0.46134185791015625,
-0.09409396350383759,
-0.165065735578537,
0.3944799304008484,
0.3289289176464081,
0.43597665429115295,
-0.04593270272016525,
0.47623103857040405,
-0.2845742702484131,
-0.4620235562324524,
0.17026633024215698,
-0.4211602210998535,
-0.020304163917899132,
-0.03913911059498787,
0.07776568084955215,
0.11616399139165878,
0.25455257296562195,
-0.23874999582767487,
0.24688304960727692,
-0.2223944514989853,
0.0440613329410553,
-0.21944768726825714,
0.09096492826938629,
0.1512380689382553,
-0.1005028709769249,
0.21183420717716217,
-0.05851185694336891,
0.3399290144443512,
0.24939264357089996,
-0.17811204493045807,
-0.1118040531873703,
-0.00410844199359417,
-0.22262094914913177,
0.26002588868141174,
0.15881022810935974,
-0.040084000676870346,
0.34435921907424927,
-0.012123361229896545,
-0.056110575795173645,
0.004932239651679993,
0.30417320132255554,
0.19695845246315002,
-0.044516224414110184,
-0.09091982990503311,
0.2727246880531311,
-0.20686495304107666,
0.03879745677113533,
-0.08688173443078995,
0.18375366926193237,
0.051433831453323364,
-0.34001168608665466,
0.20025858283042908,
-0.2077436000108719,
-0.05752427503466606,
-0.05800756439566612,
0.015452070161700249,
0.308475136756897,
-0.38914695382118225,
-0.08992470055818558,
-0.22594714164733887,
-0.024473704397678375,
0.3892976939678192,
0.20192359387874603,
-0.05284987390041351,
0.13985073566436768,
-0.30387529730796814,
0.3251226544380188,
0.13331079483032227,
0.005403552204370499,
-0.6208897829055786,
0.3137294054031372,
0.07233604788780212,
0.6498379111289978,
0.11605647206306458,
0.04490114003419876,
0.3240947723388672,
-0.060527507215738297,
-0.08926454186439514,
0.12682750821113586,
0.07307255268096924,
-0.0037067141383886337,
-0.29272881150245667,
-0.11899831146001816,
0.09365101158618927,
-0.09372608363628387,
-0.09860102832317352,
0.34559866786003113,
0.09171154350042343,
-0.00002132449299097061,
0.4478551149368286,
-0.03660893067717552,
0.18593034148216248,
0.12012162059545517,
0.5256521105766296,
-0.03388979285955429,
0.157347172498703,
-0.45481032133102417,
-0.06198888272047043,
-0.12498622387647629,
0.3734619915485382,
-0.11559861898422241,
-0.2954897880554199,
-0.3613753914833069,
-0.1384551227092743,
-0.07193420827388763,
-0.43375450372695923,
-0.3526868522167206,
0.1930854469537735,
0.4108772277832031,
-0.08890027552843094,
-0.09565286338329315,
-0.3648957908153534,
0.19618536531925201,
-0.0898132398724556,
-0.1917559802532196,
-0.23555375635623932,
-0.030373308807611465,
0.12648265063762665,
-0.14108921587467194,
0.20506437122821808,
0.3447781205177307,
0.17048171162605286,
0.03402608633041382,
-0.21108338236808777,
0.3941996097564697,
0.07388289272785187,
0.24976643919944763,
-0.3537132441997528,
0.23344717919826508,
0.1520102620124817,
-0.05185259133577347,
0.0725950300693512,
0.34295645356178284,
0.31598299741744995,
0.0006616264581680298,
-0.2267574667930603,
0.22785817086696625,
-0.0582805760204792,
0.41664135456085205,
0.25757139921188354,
-0.08048459142446518,
0.34618017077445984,
0.05956999585032463,
-0.2393219769001007,
-0.13343074917793274,
0.00680851936340332,
-0.26437926292419434,
0.044661056250333786,
-0.029894044622778893,
-0.4289615750312805,
0.24709978699684143,
0.5336623191833496,
-0.019386207684874535,
-0.033115871250629425,
-0.061787910759449005,
-0.41217365860939026,
-0.21784839034080505,
0.29275959730148315,
0.08691580593585968,
0.3979836106300354,
0.06091109663248062,
0.09902487695217133,
0.04908385127782822,
0.03501599654555321,
-0.13207392394542694,
0.1662774235010147,
0.12526801228523254,
-0.1552744358778,
0.5526211857795715,
0.24456152319908142,
-0.05533987656235695,
-0.6794418096542358,
-0.33118361234664917,
-0.10209950059652328,
0.26912951469421387,
-0.1822516769170761,
-0.06486482918262482,
-0.2021239995956421,
-0.1524476408958435,
-0.008272056467831135,
-0.1652207225561142,
0.2282809615135193,
-0.2556365728378296,
0.2006349116563797,
0.7325950264930725,
-0.24381007254123688,
0.25751060247421265,
-0.12484605610370636,
0.0818861871957779,
0.0718790665268898,
0.0038272980600595474,
-0.19400298595428467,
0.012876970693469048,
-0.08539404720067978,
0.20210562646389008,
-0.1172383725643158,
0.03886333107948303,
0.09257654845714569,
0.24403809010982513,
-0.2609921395778656,
-0.2789135277271271,
0.047753773629665375,
0.13057300448417664,
-0.061656586825847626,
0.18689340353012085,
0.005556955933570862,
0.1297129988670349,
0.14320582151412964,
-0.196934312582016,
0.09952349960803986,
-0.058189697563648224,
-0.16109101474285126,
0.11860042810440063,
0.04541124403476715,
0.0766289159655571,
-0.17174701392650604,
-0.4166596233844757,
0.2131866216659546,
-0.4219498634338379,
0.0841321051120758,
-0.08883367478847504,
0.20627598464488983,
0.15245157480239868,
-0.05476928502321243,
0.11206894367933273,
0.31955376267433167,
0.06610430032014847,
-0.3540993332862854,
0.10988199710845947,
0.22050590813159943,
-0.1396663635969162,
-0.19072407484054565,
-0.14128762483596802,
0.052386172115802765,
0.18593226373195648,
0.08149662613868713,
-0.3369625210762024,
-0.2058277130126953,
-0.2199314385652542,
0.12868183851242065,
-0.12622299790382385,
-0.016984833404421806,
0.3039339780807495,
0.27725574374198914,
-0.045278072357177734,
-0.13837754726409912,
0.01023600623011589,
-0.12131773680448532,
0.19408878684043884,
-0.007337883114814758,
0.06302089244127274,
0.3789539039134979,
-0.1857459396123886,
0.36548441648483276,
0.3244578242301941,
0.34130069613456726,
0.42028260231018066,
-0.08939764648675919,
0.16730515658855438,
-0.4115890860557556,
-0.38499560952186584,
0.09700702130794525,
0.12557990849018097,
-0.2509072422981262,
0.3295399844646454,
-0.16647225618362427,
-0.2327428013086319,
-0.0002799816429615021,
0.2581862509250641,
-0.13166853785514832,
-0.1336858868598938,
-0.11446069180965424,
-0.25777947902679443,
0.21392130851745605,
0.11804822087287903,
0.2200353741645813,
0.20098455250263214,
-0.11635468155145645,
0.039669036865234375,
-0.16604231297969818,
0.3606445789337158,
-0.24612443149089813,
-0.4841693937778473,
-0.1135043278336525,
-0.33378270268440247,
0.10503263026475906,
-0.0026836595498025417,
0.5312303304672241,
-0.041298896074295044,
-0.4809112250804901,
0.19664554297924042,
0.04504716396331787,
0.29143989086151123,
-0.22269371151924133,
0.00041109323501586914,
0.2765807807445526,
0.2993015944957733,
-0.09777539223432541,
-0.17915421724319458,
-0.5125449895858765,
0.13481611013412476,
0.06581087410449982,
0.4795033931732178,
-0.1183212548494339,
0.012972425669431686,
0.1621476709842682,
0.2817094027996063,
0.13663819432258606,
0.12203369289636612,
-0.2721891701221466,
-0.3755794167518616,
-0.23546364903450012,
0.13870379328727722,
-0.02281918004155159,
0.363513708114624,
-0.2742040157318115,
-0.13333985209465027,
0.01281653717160225,
-0.3412730097770691,
0.05546616017818451,
0.16570144891738892,
0.3208942115306854,
-0.1139834001660347,
0.3053826093673706,
-0.01939910650253296,
0.028036486357450485,
-0.05637536942958832,
0.36121729016304016,
0.20085032284259796,
-0.13717539608478546,
0.13566875457763672,
-0.41261303424835205,
0.12930577993392944,
0.24416321516036987,
-0.15179063379764557,
0.3049147427082062,
-0.2382005751132965,
0.22754418849945068,
-0.14633987843990326,
-0.14815591275691986,
0.4774705469608307,
-0.01675867661833763,
-0.05537606030702591,
-0.43796759843826294,
0.11734701693058014,
-0.1559954732656479,
-0.18445807695388794,
0.4339197874069214,
-0.08427716791629791,
-0.1006600558757782,
0.5387802720069885,
-0.3498290777206421,
0.7772359251976013,
0.32830965518951416,
-0.15906952321529388,
0.23385289311408997,
0.004693672060966492,
-0.005026984494179487,
-0.08805529028177261,
0.32733452320098877,
-0.10291561484336853,
-0.3613671660423279,
-0.003893403336405754,
0.1247129887342453,
0.15029188990592957,
-0.008456818759441376,
-0.11767014861106873,
0.2482442408800125,
-0.20392173528671265,
0.33117786049842834,
0.060540080070495605,
-0.05737288296222687,
-0.2199326604604721,
-0.14760297536849976,
-0.25194403529167175,
0.12664765119552612,
0.07153017818927765,
0.025324232876300812,
0.24193647503852844,
0.17154145240783691,
0.2108559012413025,
-0.11195975542068481,
-0.07232727110385895,
0.18070542812347412,
-0.052044447511434555,
-0.02812027931213379,
-0.23683401942253113,
-0.4428015947341919,
-0.14091315865516663,
0.1444557160139084,
-0.10737140476703644,
0.038223832845687866,
-0.06211205571889877,
0.14837951958179474,
0.3479420244693756,
0.3960554599761963,
0.011305942200124264,
0.15776410698890686,
0.09985847771167755,
-0.04629713296890259,
-0.2844765782356262,
0.25810402631759644,
0.026881128549575806,
-0.0900646448135376,
0.04240491986274719,
-0.1706317514181137,
0.36742091178894043,
-0.3663366138935089,
-0.24964559078216553,
0.012103348970413208,
0.11012198030948639,
-0.4631507396697998,
0.17843182384967804,
-0.09876185655593872,
-0.3602515161037445,
0.3339717984199524,
-0.2908250689506531,
-0.05662475898861885,
-0.20812511444091797,
0.23597964644432068,
0.2957124412059784,
0.19118529558181763,
0.4746268093585968,
-0.11102965474128723,
-0.23510119318962097,
-0.3018527925014496,
-0.11206161975860596,
-0.1877741813659668,
-0.19285696744918823,
0.23437175154685974,
-0.12525859475135803,
-0.04233633726835251,
-0.1805213838815689,
0.3737059533596039,
-0.4726601839065552,
0.23717325925827026,
-0.433042049407959,
-0.24673840403556824,
-0.21184374392032623,
0.046195171773433685,
0.2344384491443634,
0.16118669509887695,
-0.16307350993156433,
-0.13625405728816986,
-0.15224546194076538,
0.013797774910926819,
-0.3655083179473877,
-0.04473405331373215,
-0.06654524058103561,
0.27371835708618164,
0.3283687233924866,
0.12852786481380463,
0.10581734031438828,
-0.041409507393836975,
0.288763165473938,
0.16446077823638916,
0.18469513952732086,
-0.2803061008453369,
-0.13357608020305634,
0.13638438284397125,
0.03801548853516579,
-0.21998947858810425,
-0.2596146762371063,
-0.06729627400636673,
-0.3093031942844391,
-0.3306024670600891,
0.33835530281066895,
0.17097792029380798,
0.05186993256211281,
0.21511416137218475,
-0.10966992378234863,
-0.13212895393371582,
-0.08348844945430756,
-0.0551435723900795,
-0.26503786444664,
-0.31948399543762207,
0.17681799829006195,
0.02783002331852913,
0.1981787085533142,
-0.010217078030109406,
-0.14465200901031494,
0.08266060054302216,
-0.15737833082675934,
0.09154023230075836,
0.35796260833740234,
-0.0013603642582893372,
0.06605464220046997,
0.19710476696491241,
0.4650203287601471,
0.3852919042110443,
-0.16149680316448212,
-0.38320448994636536,
-0.06494267284870148,
0.35922789573669434,
-0.41615501046180725,
-0.2675178050994873,
-0.08205901086330414,
-0.08513668924570084,
0.2593729496002197,
0.1748446822166443,
0.04100024327635765,
-0.09502971917390823,
0.36929821968078613,
0.003978554159402847,
0.2168090045452118,
-0.3836643099784851,
0.13216175138950348,
0.5595680475234985,
-0.008897345513105392,
0.03372029587626457,
0.12028227746486664,
-0.12734578549861908,
0.013006217777729034,
0.7303155660629272,
-0.18314629793167114,
-0.021593356505036354,
0.4066121280193329,
-0.0013527460396289825,
-0.0002896413207054138,
-0.2909402549266815,
-0.05003397539258003,
-0.0114937424659729,
-0.23775768280029297,
0.20248770713806152,
0.14586490392684937,
-0.06128238886594772,
-0.11555106192827225,
-0.006524401251226664,
0.05411443114280701,
0.052644990384578705,
-0.23284149169921875,
-0.21320098638534546,
0.15478432178497314,
-0.3091041147708893,
-0.08804106712341309,
0.005251165479421616,
0.07117131352424622,
0.30285632610321045,
0.2714545428752899,
-0.17330016195774078,
-0.13747569918632507,
-0.35446736216545105,
0.11077666282653809,
0.044841744005680084,
0.4848792552947998,
-0.23090162873268127,
-0.011287270113825798,
0.17888730764389038,
0.2464006245136261,
0.05593414977192879,
0.16082797944545746,
0.09570907056331635,
0.11190193146467209,
0.08296754956245422,
0.15873825550079346,
-0.17720802128314972,
-0.22925546765327454,
-0.0685565322637558,
0.3425285220146179,
0.030241895467042923,
0.2439781129360199,
0.14630761742591858,
0.13622191548347473,
-0.20693548023700714,
0.2651331424713135,
0.22897391021251678,
0.059920668601989746,
-0.4607551097869873,
0.33432844281196594,
-0.24913480877876282,
-0.3256504535675049,
-0.13848555088043213,
-0.15957188606262207,
0.02530577778816223,
-0.23396913707256317,
0.21945104002952576,
-0.04687422141432762,
0.28546684980392456,
-0.23262551426887512,
0.11156177520751953,
-0.2869476079940796,
-0.04541883245110512,
0.31617915630340576,
-0.342804878950119,
-0.07956218719482422,
-0.18742522597312927,
-0.6316272616386414,
-0.02756498008966446,
0.10073636472225189,
-0.09733356535434723,
0.1161743551492691,
0.3925279378890991,
-0.04178289324045181,
0.07010196149349213,
-0.11235342919826508,
0.002466103993356228,
-0.10492271184921265,
0.3214125335216522,
-0.14056700468063354,
-0.16455402970314026,
-0.0660691112279892,
0.05113743245601654,
-0.16289062798023224,
-0.5096869468688965,
0.13894005119800568,
-0.19596394896507263,
0.16183066368103027,
0.13792335987091064,
-0.10768840461969376,
-0.024574153125286102,
-0.0699339285492897,
0.27733802795410156,
0.1679053157567978,
0.004923216998577118,
-0.28857266902923584,
-0.08324471116065979,
-0.17260517179965973,
-0.017164768651127815,
-0.16756123304367065,
-0.005466073751449585,
0.11928389966487885,
0.602149486541748,
0.2449495494365692,
0.1929475963115692,
-0.12098712474107742,
0.41176655888557434,
0.18259966373443604,
-0.03460025042295456,
-0.30989474058151245,
0.16451765596866608,
-0.17519696056842804,
0.3291321098804474,
-0.13375318050384521,
-0.025477536022663116,
-0.025845907628536224,
0.12333042919635773,
-0.4352242350578308,
-0.6388773322105408,
0.5073500871658325,
-0.17066283524036407,
-0.4657314419746399,
-0.08132631331682205,
0.4747626781463623,
0.24427539110183716,
-0.22610390186309814,
-0.5416979193687439,
-0.03299533575773239,
0.38009893894195557,
-0.2782042324542999,
-0.073684923350811,
0.30492082238197327,
-0.16067057847976685,
0.11030937731266022,
0.020686674863100052,
0.2857479453086853,
0.3235211968421936,
-0.09163855761289597,
0.39078208804130554,
-0.16133657097816467
] |
https://github.com/huggingface/datasets/issues/5284 | Features of IterableDataset set to None by remove column | Hi @asennoussi so this was already fixed and released as part of https://github.com/huggingface/datasets/releases/tag/2.8.0, so you should be able to install it as `pip install datasets==2.8.0` or just to use `pip install datasets --upgrade` to get the latest version, as of now, the https://github.com/huggingface/datasets/releases/tag/2.9.0 released last week! 🤗 | ### Describe the bug
The `remove_column` method of the IterableDataset sets the dataset features to None.
### Steps to reproduce the bug
```python
from datasets import Audio, load_dataset
# load LS in streaming mode
dataset = load_dataset("librispeech_asr", "clean", split="validation", streaming=True)
# check original features
print("Original features: ", dataset.features.keys())
# define features to remove: we KEEP audio and text
COLUMNS_TO_REMOVE = ['chapter_id', 'speaker_id', 'file', 'id']
dataset = dataset.remove_columns(COLUMNS_TO_REMOVE)
# check processed features, uh-oh!
print("Processed features: ", dataset.features)
# streaming the first audio sample still works
print("First sample:", next(iter(ds)))
```
**Print Output:**
```
Original features: dict_keys(['file', 'audio', 'text', 'speaker_id', 'chapter_id', 'id'])
Processed features: None
First sample: {'audio': {'path': '2277-149896-0000.flac', 'array': array([ 0.00186157, 0.0005188 , 0.00024414, ..., -0.00097656,
-0.00109863, -0.00146484]), 'sampling_rate': 16000}, 'text': "HE WAS IN A FEVERED STATE OF MIND OWING TO THE BLIGHT HIS WIFE'S ACTION THREATENED TO CAST UPON HIS ENTIRE FUTURE"}
```
### Expected behavior
The features should be those **not** removed by the `remove_column` method, i.e. audio and text.
### Environment info
- `datasets` version: 2.7.1
- Platform: Linux-5.10.133+-x86_64-with-Ubuntu-18.04-bionic
- Python version: 3.7.15
- PyArrow version: 9.0.0
- Pandas version: 1.3.5
(Running on Google Colab for a blog post: https://colab.research.google.com/drive/1ySCQREPZEl4msLfxb79pYYOWjUZhkr9y#scrollTo=8pRDGiVmH2ml)
cc @polinaeterna @lhoestq | 47 | Features of IterableDataset set to None by remove column
### Describe the bug
The `remove_column` method of the IterableDataset sets the dataset features to None.
### Steps to reproduce the bug
```python
from datasets import Audio, load_dataset
# load LS in streaming mode
dataset = load_dataset("librispeech_asr", "clean", split="validation", streaming=True)
# check original features
print("Original features: ", dataset.features.keys())
# define features to remove: we KEEP audio and text
COLUMNS_TO_REMOVE = ['chapter_id', 'speaker_id', 'file', 'id']
dataset = dataset.remove_columns(COLUMNS_TO_REMOVE)
# check processed features, uh-oh!
print("Processed features: ", dataset.features)
# streaming the first audio sample still works
print("First sample:", next(iter(ds)))
```
**Print Output:**
```
Original features: dict_keys(['file', 'audio', 'text', 'speaker_id', 'chapter_id', 'id'])
Processed features: None
First sample: {'audio': {'path': '2277-149896-0000.flac', 'array': array([ 0.00186157, 0.0005188 , 0.00024414, ..., -0.00097656,
-0.00109863, -0.00146484]), 'sampling_rate': 16000}, 'text': "HE WAS IN A FEVERED STATE OF MIND OWING TO THE BLIGHT HIS WIFE'S ACTION THREATENED TO CAST UPON HIS ENTIRE FUTURE"}
```
### Expected behavior
The features should be those **not** removed by the `remove_column` method, i.e. audio and text.
### Environment info
- `datasets` version: 2.7.1
- Platform: Linux-5.10.133+-x86_64-with-Ubuntu-18.04-bionic
- Python version: 3.7.15
- PyArrow version: 9.0.0
- Pandas version: 1.3.5
(Running on Google Colab for a blog post: https://colab.research.google.com/drive/1ySCQREPZEl4msLfxb79pYYOWjUZhkr9y#scrollTo=8pRDGiVmH2ml)
cc @polinaeterna @lhoestq
Hi @asennoussi so this was already fixed and released as part of https://github.com/huggingface/datasets/releases/tag/2.8.0, so you should be able to install it as `pip install datasets==2.8.0` or just to use `pip install datasets --upgrade` to get the latest version, as of now, the https://github.com/huggingface/datasets/releases/tag/2.9.0 released last week! 🤗 | [
-0.2610943019390106,
-0.29308420419692993,
-0.019567813724279404,
0.13754193484783173,
0.29093313217163086,
-0.026312723755836487,
0.49931764602661133,
0.15073545277118683,
-0.12898750603199005,
0.1906326711177826,
-0.24397888779640198,
0.44379934668540955,
-0.07863331586122513,
-0.04678324609994888,
-0.29020342230796814,
-0.05913480371236801,
0.09293165802955627,
0.27208971977233887,
-0.16660378873348236,
-0.18950635194778442,
-0.14902552962303162,
0.11695533245801926,
-0.5233851671218872,
-0.001819707453250885,
0.05506637692451477,
-0.13254013657569885,
0.026603398844599724,
0.08433003723621368,
-0.009881818667054176,
-0.24136310815811157,
-0.09381981194019318,
0.10116001963615417,
-0.11983086168766022,
0.27455922961235046,
-0.00010952896991511807,
-0.28537672758102417,
0.22918885946273804,
-0.10018374770879745,
-0.26275908946990967,
0.0747133120894432,
-0.0690230205655098,
0.18451063334941864,
-0.08705116808414459,
-0.19834953546524048,
0.03148224204778671,
-0.5986281633377075,
-0.3521033823490143,
-0.3280746042728424,
0.10928233712911606,
0.42959022521972656,
0.24142634868621826,
0.06312505155801773,
-0.34183213114738464,
0.2510654926300049,
0.27786701917648315,
0.1175888404250145,
-0.3012577295303345,
-0.20021365582942963,
0.3483964502811432,
0.005953427404165268,
-0.048648662865161896,
0.41803789138793945,
-0.4068010151386261,
0.2129656970500946,
0.05307364836335182,
0.03155587986111641,
-0.25866904854774475,
-0.21099039912223816,
0.3436700403690338,
0.3228222727775574,
0.5082948207855225,
-0.33634763956069946,
-0.15422849357128143,
-0.3480232357978821,
-0.02526240423321724,
-0.41829460859298706,
0.08027594536542892,
0.040904924273490906,
-0.09409423172473907,
0.050136517733335495,
-0.04855208843946457,
0.025496138259768486,
0.014016464352607727,
-0.06191779673099518,
0.16827897727489471,
0.10791662335395813,
-0.1272469460964203,
0.02113175392150879,
0.0731026828289032,
-0.06605259329080582,
0.29118138551712036,
-0.3169645071029663,
-0.0517393983900547,
0.3725148141384125,
-0.2918667495250702,
-0.24507753551006317,
0.22639843821525574,
-0.08042546361684799,
-0.05266242474317551,
0.16086415946483612,
0.11501733213663101,
0.013775693252682686,
-0.12812648713588715,
0.044213488698005676,
0.3174046576023102,
0.23947538435459137,
-0.123504139482975,
0.09147512912750244,
0.2620893120765686,
0.46134185791015625,
-0.09409396350383759,
-0.165065735578537,
0.3944799304008484,
0.3289289176464081,
0.43597665429115295,
-0.04593270272016525,
0.47623103857040405,
-0.2845742702484131,
-0.4620235562324524,
0.17026633024215698,
-0.4211602210998535,
-0.020304163917899132,
-0.03913911059498787,
0.07776568084955215,
0.11616399139165878,
0.25455257296562195,
-0.23874999582767487,
0.24688304960727692,
-0.2223944514989853,
0.0440613329410553,
-0.21944768726825714,
0.09096492826938629,
0.1512380689382553,
-0.1005028709769249,
0.21183420717716217,
-0.05851185694336891,
0.3399290144443512,
0.24939264357089996,
-0.17811204493045807,
-0.1118040531873703,
-0.00410844199359417,
-0.22262094914913177,
0.26002588868141174,
0.15881022810935974,
-0.040084000676870346,
0.34435921907424927,
-0.012123361229896545,
-0.056110575795173645,
0.004932239651679993,
0.30417320132255554,
0.19695845246315002,
-0.044516224414110184,
-0.09091982990503311,
0.2727246880531311,
-0.20686495304107666,
0.03879745677113533,
-0.08688173443078995,
0.18375366926193237,
0.051433831453323364,
-0.34001168608665466,
0.20025858283042908,
-0.2077436000108719,
-0.05752427503466606,
-0.05800756439566612,
0.015452070161700249,
0.308475136756897,
-0.38914695382118225,
-0.08992470055818558,
-0.22594714164733887,
-0.024473704397678375,
0.3892976939678192,
0.20192359387874603,
-0.05284987390041351,
0.13985073566436768,
-0.30387529730796814,
0.3251226544380188,
0.13331079483032227,
0.005403552204370499,
-0.6208897829055786,
0.3137294054031372,
0.07233604788780212,
0.6498379111289978,
0.11605647206306458,
0.04490114003419876,
0.3240947723388672,
-0.060527507215738297,
-0.08926454186439514,
0.12682750821113586,
0.07307255268096924,
-0.0037067141383886337,
-0.29272881150245667,
-0.11899831146001816,
0.09365101158618927,
-0.09372608363628387,
-0.09860102832317352,
0.34559866786003113,
0.09171154350042343,
-0.00002132449299097061,
0.4478551149368286,
-0.03660893067717552,
0.18593034148216248,
0.12012162059545517,
0.5256521105766296,
-0.03388979285955429,
0.157347172498703,
-0.45481032133102417,
-0.06198888272047043,
-0.12498622387647629,
0.3734619915485382,
-0.11559861898422241,
-0.2954897880554199,
-0.3613753914833069,
-0.1384551227092743,
-0.07193420827388763,
-0.43375450372695923,
-0.3526868522167206,
0.1930854469537735,
0.4108772277832031,
-0.08890027552843094,
-0.09565286338329315,
-0.3648957908153534,
0.19618536531925201,
-0.0898132398724556,
-0.1917559802532196,
-0.23555375635623932,
-0.030373308807611465,
0.12648265063762665,
-0.14108921587467194,
0.20506437122821808,
0.3447781205177307,
0.17048171162605286,
0.03402608633041382,
-0.21108338236808777,
0.3941996097564697,
0.07388289272785187,
0.24976643919944763,
-0.3537132441997528,
0.23344717919826508,
0.1520102620124817,
-0.05185259133577347,
0.0725950300693512,
0.34295645356178284,
0.31598299741744995,
0.0006616264581680298,
-0.2267574667930603,
0.22785817086696625,
-0.0582805760204792,
0.41664135456085205,
0.25757139921188354,
-0.08048459142446518,
0.34618017077445984,
0.05956999585032463,
-0.2393219769001007,
-0.13343074917793274,
0.00680851936340332,
-0.26437926292419434,
0.044661056250333786,
-0.029894044622778893,
-0.4289615750312805,
0.24709978699684143,
0.5336623191833496,
-0.019386207684874535,
-0.033115871250629425,
-0.061787910759449005,
-0.41217365860939026,
-0.21784839034080505,
0.29275959730148315,
0.08691580593585968,
0.3979836106300354,
0.06091109663248062,
0.09902487695217133,
0.04908385127782822,
0.03501599654555321,
-0.13207392394542694,
0.1662774235010147,
0.12526801228523254,
-0.1552744358778,
0.5526211857795715,
0.24456152319908142,
-0.05533987656235695,
-0.6794418096542358,
-0.33118361234664917,
-0.10209950059652328,
0.26912951469421387,
-0.1822516769170761,
-0.06486482918262482,
-0.2021239995956421,
-0.1524476408958435,
-0.008272056467831135,
-0.1652207225561142,
0.2282809615135193,
-0.2556365728378296,
0.2006349116563797,
0.7325950264930725,
-0.24381007254123688,
0.25751060247421265,
-0.12484605610370636,
0.0818861871957779,
0.0718790665268898,
0.0038272980600595474,
-0.19400298595428467,
0.012876970693469048,
-0.08539404720067978,
0.20210562646389008,
-0.1172383725643158,
0.03886333107948303,
0.09257654845714569,
0.24403809010982513,
-0.2609921395778656,
-0.2789135277271271,
0.047753773629665375,
0.13057300448417664,
-0.061656586825847626,
0.18689340353012085,
0.005556955933570862,
0.1297129988670349,
0.14320582151412964,
-0.196934312582016,
0.09952349960803986,
-0.058189697563648224,
-0.16109101474285126,
0.11860042810440063,
0.04541124403476715,
0.0766289159655571,
-0.17174701392650604,
-0.4166596233844757,
0.2131866216659546,
-0.4219498634338379,
0.0841321051120758,
-0.08883367478847504,
0.20627598464488983,
0.15245157480239868,
-0.05476928502321243,
0.11206894367933273,
0.31955376267433167,
0.06610430032014847,
-0.3540993332862854,
0.10988199710845947,
0.22050590813159943,
-0.1396663635969162,
-0.19072407484054565,
-0.14128762483596802,
0.052386172115802765,
0.18593226373195648,
0.08149662613868713,
-0.3369625210762024,
-0.2058277130126953,
-0.2199314385652542,
0.12868183851242065,
-0.12622299790382385,
-0.016984833404421806,
0.3039339780807495,
0.27725574374198914,
-0.045278072357177734,
-0.13837754726409912,
0.01023600623011589,
-0.12131773680448532,
0.19408878684043884,
-0.007337883114814758,
0.06302089244127274,
0.3789539039134979,
-0.1857459396123886,
0.36548441648483276,
0.3244578242301941,
0.34130069613456726,
0.42028260231018066,
-0.08939764648675919,
0.16730515658855438,
-0.4115890860557556,
-0.38499560952186584,
0.09700702130794525,
0.12557990849018097,
-0.2509072422981262,
0.3295399844646454,
-0.16647225618362427,
-0.2327428013086319,
-0.0002799816429615021,
0.2581862509250641,
-0.13166853785514832,
-0.1336858868598938,
-0.11446069180965424,
-0.25777947902679443,
0.21392130851745605,
0.11804822087287903,
0.2200353741645813,
0.20098455250263214,
-0.11635468155145645,
0.039669036865234375,
-0.16604231297969818,
0.3606445789337158,
-0.24612443149089813,
-0.4841693937778473,
-0.1135043278336525,
-0.33378270268440247,
0.10503263026475906,
-0.0026836595498025417,
0.5312303304672241,
-0.041298896074295044,
-0.4809112250804901,
0.19664554297924042,
0.04504716396331787,
0.29143989086151123,
-0.22269371151924133,
0.00041109323501586914,
0.2765807807445526,
0.2993015944957733,
-0.09777539223432541,
-0.17915421724319458,
-0.5125449895858765,
0.13481611013412476,
0.06581087410449982,
0.4795033931732178,
-0.1183212548494339,
0.012972425669431686,
0.1621476709842682,
0.2817094027996063,
0.13663819432258606,
0.12203369289636612,
-0.2721891701221466,
-0.3755794167518616,
-0.23546364903450012,
0.13870379328727722,
-0.02281918004155159,
0.363513708114624,
-0.2742040157318115,
-0.13333985209465027,
0.01281653717160225,
-0.3412730097770691,
0.05546616017818451,
0.16570144891738892,
0.3208942115306854,
-0.1139834001660347,
0.3053826093673706,
-0.01939910650253296,
0.028036486357450485,
-0.05637536942958832,
0.36121729016304016,
0.20085032284259796,
-0.13717539608478546,
0.13566875457763672,
-0.41261303424835205,
0.12930577993392944,
0.24416321516036987,
-0.15179063379764557,
0.3049147427082062,
-0.2382005751132965,
0.22754418849945068,
-0.14633987843990326,
-0.14815591275691986,
0.4774705469608307,
-0.01675867661833763,
-0.05537606030702591,
-0.43796759843826294,
0.11734701693058014,
-0.1559954732656479,
-0.18445807695388794,
0.4339197874069214,
-0.08427716791629791,
-0.1006600558757782,
0.5387802720069885,
-0.3498290777206421,
0.7772359251976013,
0.32830965518951416,
-0.15906952321529388,
0.23385289311408997,
0.004693672060966492,
-0.005026984494179487,
-0.08805529028177261,
0.32733452320098877,
-0.10291561484336853,
-0.3613671660423279,
-0.003893403336405754,
0.1247129887342453,
0.15029188990592957,
-0.008456818759441376,
-0.11767014861106873,
0.2482442408800125,
-0.20392173528671265,
0.33117786049842834,
0.060540080070495605,
-0.05737288296222687,
-0.2199326604604721,
-0.14760297536849976,
-0.25194403529167175,
0.12664765119552612,
0.07153017818927765,
0.025324232876300812,
0.24193647503852844,
0.17154145240783691,
0.2108559012413025,
-0.11195975542068481,
-0.07232727110385895,
0.18070542812347412,
-0.052044447511434555,
-0.02812027931213379,
-0.23683401942253113,
-0.4428015947341919,
-0.14091315865516663,
0.1444557160139084,
-0.10737140476703644,
0.038223832845687866,
-0.06211205571889877,
0.14837951958179474,
0.3479420244693756,
0.3960554599761963,
0.011305942200124264,
0.15776410698890686,
0.09985847771167755,
-0.04629713296890259,
-0.2844765782356262,
0.25810402631759644,
0.026881128549575806,
-0.0900646448135376,
0.04240491986274719,
-0.1706317514181137,
0.36742091178894043,
-0.3663366138935089,
-0.24964559078216553,
0.012103348970413208,
0.11012198030948639,
-0.4631507396697998,
0.17843182384967804,
-0.09876185655593872,
-0.3602515161037445,
0.3339717984199524,
-0.2908250689506531,
-0.05662475898861885,
-0.20812511444091797,
0.23597964644432068,
0.2957124412059784,
0.19118529558181763,
0.4746268093585968,
-0.11102965474128723,
-0.23510119318962097,
-0.3018527925014496,
-0.11206161975860596,
-0.1877741813659668,
-0.19285696744918823,
0.23437175154685974,
-0.12525859475135803,
-0.04233633726835251,
-0.1805213838815689,
0.3737059533596039,
-0.4726601839065552,
0.23717325925827026,
-0.433042049407959,
-0.24673840403556824,
-0.21184374392032623,
0.046195171773433685,
0.2344384491443634,
0.16118669509887695,
-0.16307350993156433,
-0.13625405728816986,
-0.15224546194076538,
0.013797774910926819,
-0.3655083179473877,
-0.04473405331373215,
-0.06654524058103561,
0.27371835708618164,
0.3283687233924866,
0.12852786481380463,
0.10581734031438828,
-0.041409507393836975,
0.288763165473938,
0.16446077823638916,
0.18469513952732086,
-0.2803061008453369,
-0.13357608020305634,
0.13638438284397125,
0.03801548853516579,
-0.21998947858810425,
-0.2596146762371063,
-0.06729627400636673,
-0.3093031942844391,
-0.3306024670600891,
0.33835530281066895,
0.17097792029380798,
0.05186993256211281,
0.21511416137218475,
-0.10966992378234863,
-0.13212895393371582,
-0.08348844945430756,
-0.0551435723900795,
-0.26503786444664,
-0.31948399543762207,
0.17681799829006195,
0.02783002331852913,
0.1981787085533142,
-0.010217078030109406,
-0.14465200901031494,
0.08266060054302216,
-0.15737833082675934,
0.09154023230075836,
0.35796260833740234,
-0.0013603642582893372,
0.06605464220046997,
0.19710476696491241,
0.4650203287601471,
0.3852919042110443,
-0.16149680316448212,
-0.38320448994636536,
-0.06494267284870148,
0.35922789573669434,
-0.41615501046180725,
-0.2675178050994873,
-0.08205901086330414,
-0.08513668924570084,
0.2593729496002197,
0.1748446822166443,
0.04100024327635765,
-0.09502971917390823,
0.36929821968078613,
0.003978554159402847,
0.2168090045452118,
-0.3836643099784851,
0.13216175138950348,
0.5595680475234985,
-0.008897345513105392,
0.03372029587626457,
0.12028227746486664,
-0.12734578549861908,
0.013006217777729034,
0.7303155660629272,
-0.18314629793167114,
-0.021593356505036354,
0.4066121280193329,
-0.0013527460396289825,
-0.0002896413207054138,
-0.2909402549266815,
-0.05003397539258003,
-0.0114937424659729,
-0.23775768280029297,
0.20248770713806152,
0.14586490392684937,
-0.06128238886594772,
-0.11555106192827225,
-0.006524401251226664,
0.05411443114280701,
0.052644990384578705,
-0.23284149169921875,
-0.21320098638534546,
0.15478432178497314,
-0.3091041147708893,
-0.08804106712341309,
0.005251165479421616,
0.07117131352424622,
0.30285632610321045,
0.2714545428752899,
-0.17330016195774078,
-0.13747569918632507,
-0.35446736216545105,
0.11077666282653809,
0.044841744005680084,
0.4848792552947998,
-0.23090162873268127,
-0.011287270113825798,
0.17888730764389038,
0.2464006245136261,
0.05593414977192879,
0.16082797944545746,
0.09570907056331635,
0.11190193146467209,
0.08296754956245422,
0.15873825550079346,
-0.17720802128314972,
-0.22925546765327454,
-0.0685565322637558,
0.3425285220146179,
0.030241895467042923,
0.2439781129360199,
0.14630761742591858,
0.13622191548347473,
-0.20693548023700714,
0.2651331424713135,
0.22897391021251678,
0.059920668601989746,
-0.4607551097869873,
0.33432844281196594,
-0.24913480877876282,
-0.3256504535675049,
-0.13848555088043213,
-0.15957188606262207,
0.02530577778816223,
-0.23396913707256317,
0.21945104002952576,
-0.04687422141432762,
0.28546684980392456,
-0.23262551426887512,
0.11156177520751953,
-0.2869476079940796,
-0.04541883245110512,
0.31617915630340576,
-0.342804878950119,
-0.07956218719482422,
-0.18742522597312927,
-0.6316272616386414,
-0.02756498008966446,
0.10073636472225189,
-0.09733356535434723,
0.1161743551492691,
0.3925279378890991,
-0.04178289324045181,
0.07010196149349213,
-0.11235342919826508,
0.002466103993356228,
-0.10492271184921265,
0.3214125335216522,
-0.14056700468063354,
-0.16455402970314026,
-0.0660691112279892,
0.05113743245601654,
-0.16289062798023224,
-0.5096869468688965,
0.13894005119800568,
-0.19596394896507263,
0.16183066368103027,
0.13792335987091064,
-0.10768840461969376,
-0.024574153125286102,
-0.0699339285492897,
0.27733802795410156,
0.1679053157567978,
0.004923216998577118,
-0.28857266902923584,
-0.08324471116065979,
-0.17260517179965973,
-0.017164768651127815,
-0.16756123304367065,
-0.005466073751449585,
0.11928389966487885,
0.602149486541748,
0.2449495494365692,
0.1929475963115692,
-0.12098712474107742,
0.41176655888557434,
0.18259966373443604,
-0.03460025042295456,
-0.30989474058151245,
0.16451765596866608,
-0.17519696056842804,
0.3291321098804474,
-0.13375318050384521,
-0.025477536022663116,
-0.025845907628536224,
0.12333042919635773,
-0.4352242350578308,
-0.6388773322105408,
0.5073500871658325,
-0.17066283524036407,
-0.4657314419746399,
-0.08132631331682205,
0.4747626781463623,
0.24427539110183716,
-0.22610390186309814,
-0.5416979193687439,
-0.03299533575773239,
0.38009893894195557,
-0.2782042324542999,
-0.073684923350811,
0.30492082238197327,
-0.16067057847976685,
0.11030937731266022,
0.020686674863100052,
0.2857479453086853,
0.3235211968421936,
-0.09163855761289597,
0.39078208804130554,
-0.16133657097816467
] |
https://github.com/huggingface/datasets/issues/5284 | Features of IterableDataset set to None by remove column | Still facing the same issue though:
```
from datasets import IterableDatasetDict, load_dataset
raw_datasets = vectorized_datasets = IterableDatasetDict()
raw_datasets["train"] = load_dataset("asennoussi/private", split="train", use_auth_token=True, streaming=True)
raw_datasets["test"] = load_dataset("asennoussi/private", split="test", use_auth_token=True, streaming=True)
print("Original features: ", raw_datasets['train'].features.keys())
...
def prepare_dataset(batch):
# load and (possibly) resample audio datato 16kHz
audio = batch["audio"]
# compute log-Mel input features from input audio array
batch["input_features"] = processor.feature_extractor(audio["array"], sampling_rate=audio["sampling_rate"]).input_features[0]
# compute input length of audio sample in seconds
batch["input_length"] = len(audio["array"]) / audio["sampling_rate"]
# optional pre-processing steps
transcription = batch["sentence"]
# encode target text to label ids
batch["labels"] = processor.tokenizer(transcription).input_ids
batch["labels_length"] = len(batch["labels"])
return batch
...
vectorized_datasets = vectorized_datasets.remove_columns(['input_length', 'labels_length']+list(next(iter(raw_datasets.values())).features))
print("Processed features: ", vectorized_datasets['train'].features)
print("First sample:", next(iter(vectorized_datasets['train'])))
```
Output:
```
Original features: dict_keys(['path', 'audio', 'sentence'])
Processed features: None
``` | ### Describe the bug
The `remove_column` method of the IterableDataset sets the dataset features to None.
### Steps to reproduce the bug
```python
from datasets import Audio, load_dataset
# load LS in streaming mode
dataset = load_dataset("librispeech_asr", "clean", split="validation", streaming=True)
# check original features
print("Original features: ", dataset.features.keys())
# define features to remove: we KEEP audio and text
COLUMNS_TO_REMOVE = ['chapter_id', 'speaker_id', 'file', 'id']
dataset = dataset.remove_columns(COLUMNS_TO_REMOVE)
# check processed features, uh-oh!
print("Processed features: ", dataset.features)
# streaming the first audio sample still works
print("First sample:", next(iter(ds)))
```
**Print Output:**
```
Original features: dict_keys(['file', 'audio', 'text', 'speaker_id', 'chapter_id', 'id'])
Processed features: None
First sample: {'audio': {'path': '2277-149896-0000.flac', 'array': array([ 0.00186157, 0.0005188 , 0.00024414, ..., -0.00097656,
-0.00109863, -0.00146484]), 'sampling_rate': 16000}, 'text': "HE WAS IN A FEVERED STATE OF MIND OWING TO THE BLIGHT HIS WIFE'S ACTION THREATENED TO CAST UPON HIS ENTIRE FUTURE"}
```
### Expected behavior
The features should be those **not** removed by the `remove_column` method, i.e. audio and text.
### Environment info
- `datasets` version: 2.7.1
- Platform: Linux-5.10.133+-x86_64-with-Ubuntu-18.04-bionic
- Python version: 3.7.15
- PyArrow version: 9.0.0
- Pandas version: 1.3.5
(Running on Google Colab for a blog post: https://colab.research.google.com/drive/1ySCQREPZEl4msLfxb79pYYOWjUZhkr9y#scrollTo=8pRDGiVmH2ml)
cc @polinaeterna @lhoestq | 120 | Features of IterableDataset set to None by remove column
### Describe the bug
The `remove_column` method of the IterableDataset sets the dataset features to None.
### Steps to reproduce the bug
```python
from datasets import Audio, load_dataset
# load LS in streaming mode
dataset = load_dataset("librispeech_asr", "clean", split="validation", streaming=True)
# check original features
print("Original features: ", dataset.features.keys())
# define features to remove: we KEEP audio and text
COLUMNS_TO_REMOVE = ['chapter_id', 'speaker_id', 'file', 'id']
dataset = dataset.remove_columns(COLUMNS_TO_REMOVE)
# check processed features, uh-oh!
print("Processed features: ", dataset.features)
# streaming the first audio sample still works
print("First sample:", next(iter(ds)))
```
**Print Output:**
```
Original features: dict_keys(['file', 'audio', 'text', 'speaker_id', 'chapter_id', 'id'])
Processed features: None
First sample: {'audio': {'path': '2277-149896-0000.flac', 'array': array([ 0.00186157, 0.0005188 , 0.00024414, ..., -0.00097656,
-0.00109863, -0.00146484]), 'sampling_rate': 16000}, 'text': "HE WAS IN A FEVERED STATE OF MIND OWING TO THE BLIGHT HIS WIFE'S ACTION THREATENED TO CAST UPON HIS ENTIRE FUTURE"}
```
### Expected behavior
The features should be those **not** removed by the `remove_column` method, i.e. audio and text.
### Environment info
- `datasets` version: 2.7.1
- Platform: Linux-5.10.133+-x86_64-with-Ubuntu-18.04-bionic
- Python version: 3.7.15
- PyArrow version: 9.0.0
- Pandas version: 1.3.5
(Running on Google Colab for a blog post: https://colab.research.google.com/drive/1ySCQREPZEl4msLfxb79pYYOWjUZhkr9y#scrollTo=8pRDGiVmH2ml)
cc @polinaeterna @lhoestq
Still facing the same issue though:
```
from datasets import IterableDatasetDict, load_dataset
raw_datasets = vectorized_datasets = IterableDatasetDict()
raw_datasets["train"] = load_dataset("asennoussi/private", split="train", use_auth_token=True, streaming=True)
raw_datasets["test"] = load_dataset("asennoussi/private", split="test", use_auth_token=True, streaming=True)
print("Original features: ", raw_datasets['train'].features.keys())
...
def prepare_dataset(batch):
# load and (possibly) resample audio datato 16kHz
audio = batch["audio"]
# compute log-Mel input features from input audio array
batch["input_features"] = processor.feature_extractor(audio["array"], sampling_rate=audio["sampling_rate"]).input_features[0]
# compute input length of audio sample in seconds
batch["input_length"] = len(audio["array"]) / audio["sampling_rate"]
# optional pre-processing steps
transcription = batch["sentence"]
# encode target text to label ids
batch["labels"] = processor.tokenizer(transcription).input_ids
batch["labels_length"] = len(batch["labels"])
return batch
...
vectorized_datasets = vectorized_datasets.remove_columns(['input_length', 'labels_length']+list(next(iter(raw_datasets.values())).features))
print("Processed features: ", vectorized_datasets['train'].features)
print("First sample:", next(iter(vectorized_datasets['train'])))
```
Output:
```
Original features: dict_keys(['path', 'audio', 'sentence'])
Processed features: None
``` | [
-0.2610943019390106,
-0.29308420419692993,
-0.019567813724279404,
0.13754193484783173,
0.29093313217163086,
-0.026312723755836487,
0.49931764602661133,
0.15073545277118683,
-0.12898750603199005,
0.1906326711177826,
-0.24397888779640198,
0.44379934668540955,
-0.07863331586122513,
-0.04678324609994888,
-0.29020342230796814,
-0.05913480371236801,
0.09293165802955627,
0.27208971977233887,
-0.16660378873348236,
-0.18950635194778442,
-0.14902552962303162,
0.11695533245801926,
-0.5233851671218872,
-0.001819707453250885,
0.05506637692451477,
-0.13254013657569885,
0.026603398844599724,
0.08433003723621368,
-0.009881818667054176,
-0.24136310815811157,
-0.09381981194019318,
0.10116001963615417,
-0.11983086168766022,
0.27455922961235046,
-0.00010952896991511807,
-0.28537672758102417,
0.22918885946273804,
-0.10018374770879745,
-0.26275908946990967,
0.0747133120894432,
-0.0690230205655098,
0.18451063334941864,
-0.08705116808414459,
-0.19834953546524048,
0.03148224204778671,
-0.5986281633377075,
-0.3521033823490143,
-0.3280746042728424,
0.10928233712911606,
0.42959022521972656,
0.24142634868621826,
0.06312505155801773,
-0.34183213114738464,
0.2510654926300049,
0.27786701917648315,
0.1175888404250145,
-0.3012577295303345,
-0.20021365582942963,
0.3483964502811432,
0.005953427404165268,
-0.048648662865161896,
0.41803789138793945,
-0.4068010151386261,
0.2129656970500946,
0.05307364836335182,
0.03155587986111641,
-0.25866904854774475,
-0.21099039912223816,
0.3436700403690338,
0.3228222727775574,
0.5082948207855225,
-0.33634763956069946,
-0.15422849357128143,
-0.3480232357978821,
-0.02526240423321724,
-0.41829460859298706,
0.08027594536542892,
0.040904924273490906,
-0.09409423172473907,
0.050136517733335495,
-0.04855208843946457,
0.025496138259768486,
0.014016464352607727,
-0.06191779673099518,
0.16827897727489471,
0.10791662335395813,
-0.1272469460964203,
0.02113175392150879,
0.0731026828289032,
-0.06605259329080582,
0.29118138551712036,
-0.3169645071029663,
-0.0517393983900547,
0.3725148141384125,
-0.2918667495250702,
-0.24507753551006317,
0.22639843821525574,
-0.08042546361684799,
-0.05266242474317551,
0.16086415946483612,
0.11501733213663101,
0.013775693252682686,
-0.12812648713588715,
0.044213488698005676,
0.3174046576023102,
0.23947538435459137,
-0.123504139482975,
0.09147512912750244,
0.2620893120765686,
0.46134185791015625,
-0.09409396350383759,
-0.165065735578537,
0.3944799304008484,
0.3289289176464081,
0.43597665429115295,
-0.04593270272016525,
0.47623103857040405,
-0.2845742702484131,
-0.4620235562324524,
0.17026633024215698,
-0.4211602210998535,
-0.020304163917899132,
-0.03913911059498787,
0.07776568084955215,
0.11616399139165878,
0.25455257296562195,
-0.23874999582767487,
0.24688304960727692,
-0.2223944514989853,
0.0440613329410553,
-0.21944768726825714,
0.09096492826938629,
0.1512380689382553,
-0.1005028709769249,
0.21183420717716217,
-0.05851185694336891,
0.3399290144443512,
0.24939264357089996,
-0.17811204493045807,
-0.1118040531873703,
-0.00410844199359417,
-0.22262094914913177,
0.26002588868141174,
0.15881022810935974,
-0.040084000676870346,
0.34435921907424927,
-0.012123361229896545,
-0.056110575795173645,
0.004932239651679993,
0.30417320132255554,
0.19695845246315002,
-0.044516224414110184,
-0.09091982990503311,
0.2727246880531311,
-0.20686495304107666,
0.03879745677113533,
-0.08688173443078995,
0.18375366926193237,
0.051433831453323364,
-0.34001168608665466,
0.20025858283042908,
-0.2077436000108719,
-0.05752427503466606,
-0.05800756439566612,
0.015452070161700249,
0.308475136756897,
-0.38914695382118225,
-0.08992470055818558,
-0.22594714164733887,
-0.024473704397678375,
0.3892976939678192,
0.20192359387874603,
-0.05284987390041351,
0.13985073566436768,
-0.30387529730796814,
0.3251226544380188,
0.13331079483032227,
0.005403552204370499,
-0.6208897829055786,
0.3137294054031372,
0.07233604788780212,
0.6498379111289978,
0.11605647206306458,
0.04490114003419876,
0.3240947723388672,
-0.060527507215738297,
-0.08926454186439514,
0.12682750821113586,
0.07307255268096924,
-0.0037067141383886337,
-0.29272881150245667,
-0.11899831146001816,
0.09365101158618927,
-0.09372608363628387,
-0.09860102832317352,
0.34559866786003113,
0.09171154350042343,
-0.00002132449299097061,
0.4478551149368286,
-0.03660893067717552,
0.18593034148216248,
0.12012162059545517,
0.5256521105766296,
-0.03388979285955429,
0.157347172498703,
-0.45481032133102417,
-0.06198888272047043,
-0.12498622387647629,
0.3734619915485382,
-0.11559861898422241,
-0.2954897880554199,
-0.3613753914833069,
-0.1384551227092743,
-0.07193420827388763,
-0.43375450372695923,
-0.3526868522167206,
0.1930854469537735,
0.4108772277832031,
-0.08890027552843094,
-0.09565286338329315,
-0.3648957908153534,
0.19618536531925201,
-0.0898132398724556,
-0.1917559802532196,
-0.23555375635623932,
-0.030373308807611465,
0.12648265063762665,
-0.14108921587467194,
0.20506437122821808,
0.3447781205177307,
0.17048171162605286,
0.03402608633041382,
-0.21108338236808777,
0.3941996097564697,
0.07388289272785187,
0.24976643919944763,
-0.3537132441997528,
0.23344717919826508,
0.1520102620124817,
-0.05185259133577347,
0.0725950300693512,
0.34295645356178284,
0.31598299741744995,
0.0006616264581680298,
-0.2267574667930603,
0.22785817086696625,
-0.0582805760204792,
0.41664135456085205,
0.25757139921188354,
-0.08048459142446518,
0.34618017077445984,
0.05956999585032463,
-0.2393219769001007,
-0.13343074917793274,
0.00680851936340332,
-0.26437926292419434,
0.044661056250333786,
-0.029894044622778893,
-0.4289615750312805,
0.24709978699684143,
0.5336623191833496,
-0.019386207684874535,
-0.033115871250629425,
-0.061787910759449005,
-0.41217365860939026,
-0.21784839034080505,
0.29275959730148315,
0.08691580593585968,
0.3979836106300354,
0.06091109663248062,
0.09902487695217133,
0.04908385127782822,
0.03501599654555321,
-0.13207392394542694,
0.1662774235010147,
0.12526801228523254,
-0.1552744358778,
0.5526211857795715,
0.24456152319908142,
-0.05533987656235695,
-0.6794418096542358,
-0.33118361234664917,
-0.10209950059652328,
0.26912951469421387,
-0.1822516769170761,
-0.06486482918262482,
-0.2021239995956421,
-0.1524476408958435,
-0.008272056467831135,
-0.1652207225561142,
0.2282809615135193,
-0.2556365728378296,
0.2006349116563797,
0.7325950264930725,
-0.24381007254123688,
0.25751060247421265,
-0.12484605610370636,
0.0818861871957779,
0.0718790665268898,
0.0038272980600595474,
-0.19400298595428467,
0.012876970693469048,
-0.08539404720067978,
0.20210562646389008,
-0.1172383725643158,
0.03886333107948303,
0.09257654845714569,
0.24403809010982513,
-0.2609921395778656,
-0.2789135277271271,
0.047753773629665375,
0.13057300448417664,
-0.061656586825847626,
0.18689340353012085,
0.005556955933570862,
0.1297129988670349,
0.14320582151412964,
-0.196934312582016,
0.09952349960803986,
-0.058189697563648224,
-0.16109101474285126,
0.11860042810440063,
0.04541124403476715,
0.0766289159655571,
-0.17174701392650604,
-0.4166596233844757,
0.2131866216659546,
-0.4219498634338379,
0.0841321051120758,
-0.08883367478847504,
0.20627598464488983,
0.15245157480239868,
-0.05476928502321243,
0.11206894367933273,
0.31955376267433167,
0.06610430032014847,
-0.3540993332862854,
0.10988199710845947,
0.22050590813159943,
-0.1396663635969162,
-0.19072407484054565,
-0.14128762483596802,
0.052386172115802765,
0.18593226373195648,
0.08149662613868713,
-0.3369625210762024,
-0.2058277130126953,
-0.2199314385652542,
0.12868183851242065,
-0.12622299790382385,
-0.016984833404421806,
0.3039339780807495,
0.27725574374198914,
-0.045278072357177734,
-0.13837754726409912,
0.01023600623011589,
-0.12131773680448532,
0.19408878684043884,
-0.007337883114814758,
0.06302089244127274,
0.3789539039134979,
-0.1857459396123886,
0.36548441648483276,
0.3244578242301941,
0.34130069613456726,
0.42028260231018066,
-0.08939764648675919,
0.16730515658855438,
-0.4115890860557556,
-0.38499560952186584,
0.09700702130794525,
0.12557990849018097,
-0.2509072422981262,
0.3295399844646454,
-0.16647225618362427,
-0.2327428013086319,
-0.0002799816429615021,
0.2581862509250641,
-0.13166853785514832,
-0.1336858868598938,
-0.11446069180965424,
-0.25777947902679443,
0.21392130851745605,
0.11804822087287903,
0.2200353741645813,
0.20098455250263214,
-0.11635468155145645,
0.039669036865234375,
-0.16604231297969818,
0.3606445789337158,
-0.24612443149089813,
-0.4841693937778473,
-0.1135043278336525,
-0.33378270268440247,
0.10503263026475906,
-0.0026836595498025417,
0.5312303304672241,
-0.041298896074295044,
-0.4809112250804901,
0.19664554297924042,
0.04504716396331787,
0.29143989086151123,
-0.22269371151924133,
0.00041109323501586914,
0.2765807807445526,
0.2993015944957733,
-0.09777539223432541,
-0.17915421724319458,
-0.5125449895858765,
0.13481611013412476,
0.06581087410449982,
0.4795033931732178,
-0.1183212548494339,
0.012972425669431686,
0.1621476709842682,
0.2817094027996063,
0.13663819432258606,
0.12203369289636612,
-0.2721891701221466,
-0.3755794167518616,
-0.23546364903450012,
0.13870379328727722,
-0.02281918004155159,
0.363513708114624,
-0.2742040157318115,
-0.13333985209465027,
0.01281653717160225,
-0.3412730097770691,
0.05546616017818451,
0.16570144891738892,
0.3208942115306854,
-0.1139834001660347,
0.3053826093673706,
-0.01939910650253296,
0.028036486357450485,
-0.05637536942958832,
0.36121729016304016,
0.20085032284259796,
-0.13717539608478546,
0.13566875457763672,
-0.41261303424835205,
0.12930577993392944,
0.24416321516036987,
-0.15179063379764557,
0.3049147427082062,
-0.2382005751132965,
0.22754418849945068,
-0.14633987843990326,
-0.14815591275691986,
0.4774705469608307,
-0.01675867661833763,
-0.05537606030702591,
-0.43796759843826294,
0.11734701693058014,
-0.1559954732656479,
-0.18445807695388794,
0.4339197874069214,
-0.08427716791629791,
-0.1006600558757782,
0.5387802720069885,
-0.3498290777206421,
0.7772359251976013,
0.32830965518951416,
-0.15906952321529388,
0.23385289311408997,
0.004693672060966492,
-0.005026984494179487,
-0.08805529028177261,
0.32733452320098877,
-0.10291561484336853,
-0.3613671660423279,
-0.003893403336405754,
0.1247129887342453,
0.15029188990592957,
-0.008456818759441376,
-0.11767014861106873,
0.2482442408800125,
-0.20392173528671265,
0.33117786049842834,
0.060540080070495605,
-0.05737288296222687,
-0.2199326604604721,
-0.14760297536849976,
-0.25194403529167175,
0.12664765119552612,
0.07153017818927765,
0.025324232876300812,
0.24193647503852844,
0.17154145240783691,
0.2108559012413025,
-0.11195975542068481,
-0.07232727110385895,
0.18070542812347412,
-0.052044447511434555,
-0.02812027931213379,
-0.23683401942253113,
-0.4428015947341919,
-0.14091315865516663,
0.1444557160139084,
-0.10737140476703644,
0.038223832845687866,
-0.06211205571889877,
0.14837951958179474,
0.3479420244693756,
0.3960554599761963,
0.011305942200124264,
0.15776410698890686,
0.09985847771167755,
-0.04629713296890259,
-0.2844765782356262,
0.25810402631759644,
0.026881128549575806,
-0.0900646448135376,
0.04240491986274719,
-0.1706317514181137,
0.36742091178894043,
-0.3663366138935089,
-0.24964559078216553,
0.012103348970413208,
0.11012198030948639,
-0.4631507396697998,
0.17843182384967804,
-0.09876185655593872,
-0.3602515161037445,
0.3339717984199524,
-0.2908250689506531,
-0.05662475898861885,
-0.20812511444091797,
0.23597964644432068,
0.2957124412059784,
0.19118529558181763,
0.4746268093585968,
-0.11102965474128723,
-0.23510119318962097,
-0.3018527925014496,
-0.11206161975860596,
-0.1877741813659668,
-0.19285696744918823,
0.23437175154685974,
-0.12525859475135803,
-0.04233633726835251,
-0.1805213838815689,
0.3737059533596039,
-0.4726601839065552,
0.23717325925827026,
-0.433042049407959,
-0.24673840403556824,
-0.21184374392032623,
0.046195171773433685,
0.2344384491443634,
0.16118669509887695,
-0.16307350993156433,
-0.13625405728816986,
-0.15224546194076538,
0.013797774910926819,
-0.3655083179473877,
-0.04473405331373215,
-0.06654524058103561,
0.27371835708618164,
0.3283687233924866,
0.12852786481380463,
0.10581734031438828,
-0.041409507393836975,
0.288763165473938,
0.16446077823638916,
0.18469513952732086,
-0.2803061008453369,
-0.13357608020305634,
0.13638438284397125,
0.03801548853516579,
-0.21998947858810425,
-0.2596146762371063,
-0.06729627400636673,
-0.3093031942844391,
-0.3306024670600891,
0.33835530281066895,
0.17097792029380798,
0.05186993256211281,
0.21511416137218475,
-0.10966992378234863,
-0.13212895393371582,
-0.08348844945430756,
-0.0551435723900795,
-0.26503786444664,
-0.31948399543762207,
0.17681799829006195,
0.02783002331852913,
0.1981787085533142,
-0.010217078030109406,
-0.14465200901031494,
0.08266060054302216,
-0.15737833082675934,
0.09154023230075836,
0.35796260833740234,
-0.0013603642582893372,
0.06605464220046997,
0.19710476696491241,
0.4650203287601471,
0.3852919042110443,
-0.16149680316448212,
-0.38320448994636536,
-0.06494267284870148,
0.35922789573669434,
-0.41615501046180725,
-0.2675178050994873,
-0.08205901086330414,
-0.08513668924570084,
0.2593729496002197,
0.1748446822166443,
0.04100024327635765,
-0.09502971917390823,
0.36929821968078613,
0.003978554159402847,
0.2168090045452118,
-0.3836643099784851,
0.13216175138950348,
0.5595680475234985,
-0.008897345513105392,
0.03372029587626457,
0.12028227746486664,
-0.12734578549861908,
0.013006217777729034,
0.7303155660629272,
-0.18314629793167114,
-0.021593356505036354,
0.4066121280193329,
-0.0013527460396289825,
-0.0002896413207054138,
-0.2909402549266815,
-0.05003397539258003,
-0.0114937424659729,
-0.23775768280029297,
0.20248770713806152,
0.14586490392684937,
-0.06128238886594772,
-0.11555106192827225,
-0.006524401251226664,
0.05411443114280701,
0.052644990384578705,
-0.23284149169921875,
-0.21320098638534546,
0.15478432178497314,
-0.3091041147708893,
-0.08804106712341309,
0.005251165479421616,
0.07117131352424622,
0.30285632610321045,
0.2714545428752899,
-0.17330016195774078,
-0.13747569918632507,
-0.35446736216545105,
0.11077666282653809,
0.044841744005680084,
0.4848792552947998,
-0.23090162873268127,
-0.011287270113825798,
0.17888730764389038,
0.2464006245136261,
0.05593414977192879,
0.16082797944545746,
0.09570907056331635,
0.11190193146467209,
0.08296754956245422,
0.15873825550079346,
-0.17720802128314972,
-0.22925546765327454,
-0.0685565322637558,
0.3425285220146179,
0.030241895467042923,
0.2439781129360199,
0.14630761742591858,
0.13622191548347473,
-0.20693548023700714,
0.2651331424713135,
0.22897391021251678,
0.059920668601989746,
-0.4607551097869873,
0.33432844281196594,
-0.24913480877876282,
-0.3256504535675049,
-0.13848555088043213,
-0.15957188606262207,
0.02530577778816223,
-0.23396913707256317,
0.21945104002952576,
-0.04687422141432762,
0.28546684980392456,
-0.23262551426887512,
0.11156177520751953,
-0.2869476079940796,
-0.04541883245110512,
0.31617915630340576,
-0.342804878950119,
-0.07956218719482422,
-0.18742522597312927,
-0.6316272616386414,
-0.02756498008966446,
0.10073636472225189,
-0.09733356535434723,
0.1161743551492691,
0.3925279378890991,
-0.04178289324045181,
0.07010196149349213,
-0.11235342919826508,
0.002466103993356228,
-0.10492271184921265,
0.3214125335216522,
-0.14056700468063354,
-0.16455402970314026,
-0.0660691112279892,
0.05113743245601654,
-0.16289062798023224,
-0.5096869468688965,
0.13894005119800568,
-0.19596394896507263,
0.16183066368103027,
0.13792335987091064,
-0.10768840461969376,
-0.024574153125286102,
-0.0699339285492897,
0.27733802795410156,
0.1679053157567978,
0.004923216998577118,
-0.28857266902923584,
-0.08324471116065979,
-0.17260517179965973,
-0.017164768651127815,
-0.16756123304367065,
-0.005466073751449585,
0.11928389966487885,
0.602149486541748,
0.2449495494365692,
0.1929475963115692,
-0.12098712474107742,
0.41176655888557434,
0.18259966373443604,
-0.03460025042295456,
-0.30989474058151245,
0.16451765596866608,
-0.17519696056842804,
0.3291321098804474,
-0.13375318050384521,
-0.025477536022663116,
-0.025845907628536224,
0.12333042919635773,
-0.4352242350578308,
-0.6388773322105408,
0.5073500871658325,
-0.17066283524036407,
-0.4657314419746399,
-0.08132631331682205,
0.4747626781463623,
0.24427539110183716,
-0.22610390186309814,
-0.5416979193687439,
-0.03299533575773239,
0.38009893894195557,
-0.2782042324542999,
-0.073684923350811,
0.30492082238197327,
-0.16067057847976685,
0.11030937731266022,
0.020686674863100052,
0.2857479453086853,
0.3235211968421936,
-0.09163855761289597,
0.39078208804130554,
-0.16133657097816467
] |
https://github.com/huggingface/datasets/issues/5284 | Features of IterableDataset set to None by remove column | Hmm weird, could you try to print
```python
print("Processed features: ", vectorized_datasets['train'].features)
```
again after iterating over the `vectorized_datasets`? In the code above, should be last line :) | ### Describe the bug
The `remove_column` method of the IterableDataset sets the dataset features to None.
### Steps to reproduce the bug
```python
from datasets import Audio, load_dataset
# load LS in streaming mode
dataset = load_dataset("librispeech_asr", "clean", split="validation", streaming=True)
# check original features
print("Original features: ", dataset.features.keys())
# define features to remove: we KEEP audio and text
COLUMNS_TO_REMOVE = ['chapter_id', 'speaker_id', 'file', 'id']
dataset = dataset.remove_columns(COLUMNS_TO_REMOVE)
# check processed features, uh-oh!
print("Processed features: ", dataset.features)
# streaming the first audio sample still works
print("First sample:", next(iter(ds)))
```
**Print Output:**
```
Original features: dict_keys(['file', 'audio', 'text', 'speaker_id', 'chapter_id', 'id'])
Processed features: None
First sample: {'audio': {'path': '2277-149896-0000.flac', 'array': array([ 0.00186157, 0.0005188 , 0.00024414, ..., -0.00097656,
-0.00109863, -0.00146484]), 'sampling_rate': 16000}, 'text': "HE WAS IN A FEVERED STATE OF MIND OWING TO THE BLIGHT HIS WIFE'S ACTION THREATENED TO CAST UPON HIS ENTIRE FUTURE"}
```
### Expected behavior
The features should be those **not** removed by the `remove_column` method, i.e. audio and text.
### Environment info
- `datasets` version: 2.7.1
- Platform: Linux-5.10.133+-x86_64-with-Ubuntu-18.04-bionic
- Python version: 3.7.15
- PyArrow version: 9.0.0
- Pandas version: 1.3.5
(Running on Google Colab for a blog post: https://colab.research.google.com/drive/1ySCQREPZEl4msLfxb79pYYOWjUZhkr9y#scrollTo=8pRDGiVmH2ml)
cc @polinaeterna @lhoestq | 28 | Features of IterableDataset set to None by remove column
### Describe the bug
The `remove_column` method of the IterableDataset sets the dataset features to None.
### Steps to reproduce the bug
```python
from datasets import Audio, load_dataset
# load LS in streaming mode
dataset = load_dataset("librispeech_asr", "clean", split="validation", streaming=True)
# check original features
print("Original features: ", dataset.features.keys())
# define features to remove: we KEEP audio and text
COLUMNS_TO_REMOVE = ['chapter_id', 'speaker_id', 'file', 'id']
dataset = dataset.remove_columns(COLUMNS_TO_REMOVE)
# check processed features, uh-oh!
print("Processed features: ", dataset.features)
# streaming the first audio sample still works
print("First sample:", next(iter(ds)))
```
**Print Output:**
```
Original features: dict_keys(['file', 'audio', 'text', 'speaker_id', 'chapter_id', 'id'])
Processed features: None
First sample: {'audio': {'path': '2277-149896-0000.flac', 'array': array([ 0.00186157, 0.0005188 , 0.00024414, ..., -0.00097656,
-0.00109863, -0.00146484]), 'sampling_rate': 16000}, 'text': "HE WAS IN A FEVERED STATE OF MIND OWING TO THE BLIGHT HIS WIFE'S ACTION THREATENED TO CAST UPON HIS ENTIRE FUTURE"}
```
### Expected behavior
The features should be those **not** removed by the `remove_column` method, i.e. audio and text.
### Environment info
- `datasets` version: 2.7.1
- Platform: Linux-5.10.133+-x86_64-with-Ubuntu-18.04-bionic
- Python version: 3.7.15
- PyArrow version: 9.0.0
- Pandas version: 1.3.5
(Running on Google Colab for a blog post: https://colab.research.google.com/drive/1ySCQREPZEl4msLfxb79pYYOWjUZhkr9y#scrollTo=8pRDGiVmH2ml)
cc @polinaeterna @lhoestq
Hmm weird, could you try to print
```python
print("Processed features: ", vectorized_datasets['train'].features)
```
again after iterating over the `vectorized_datasets`? In the code above, should be last line :) | [
-0.2610943019390106,
-0.29308420419692993,
-0.019567813724279404,
0.13754193484783173,
0.29093313217163086,
-0.026312723755836487,
0.49931764602661133,
0.15073545277118683,
-0.12898750603199005,
0.1906326711177826,
-0.24397888779640198,
0.44379934668540955,
-0.07863331586122513,
-0.04678324609994888,
-0.29020342230796814,
-0.05913480371236801,
0.09293165802955627,
0.27208971977233887,
-0.16660378873348236,
-0.18950635194778442,
-0.14902552962303162,
0.11695533245801926,
-0.5233851671218872,
-0.001819707453250885,
0.05506637692451477,
-0.13254013657569885,
0.026603398844599724,
0.08433003723621368,
-0.009881818667054176,
-0.24136310815811157,
-0.09381981194019318,
0.10116001963615417,
-0.11983086168766022,
0.27455922961235046,
-0.00010952896991511807,
-0.28537672758102417,
0.22918885946273804,
-0.10018374770879745,
-0.26275908946990967,
0.0747133120894432,
-0.0690230205655098,
0.18451063334941864,
-0.08705116808414459,
-0.19834953546524048,
0.03148224204778671,
-0.5986281633377075,
-0.3521033823490143,
-0.3280746042728424,
0.10928233712911606,
0.42959022521972656,
0.24142634868621826,
0.06312505155801773,
-0.34183213114738464,
0.2510654926300049,
0.27786701917648315,
0.1175888404250145,
-0.3012577295303345,
-0.20021365582942963,
0.3483964502811432,
0.005953427404165268,
-0.048648662865161896,
0.41803789138793945,
-0.4068010151386261,
0.2129656970500946,
0.05307364836335182,
0.03155587986111641,
-0.25866904854774475,
-0.21099039912223816,
0.3436700403690338,
0.3228222727775574,
0.5082948207855225,
-0.33634763956069946,
-0.15422849357128143,
-0.3480232357978821,
-0.02526240423321724,
-0.41829460859298706,
0.08027594536542892,
0.040904924273490906,
-0.09409423172473907,
0.050136517733335495,
-0.04855208843946457,
0.025496138259768486,
0.014016464352607727,
-0.06191779673099518,
0.16827897727489471,
0.10791662335395813,
-0.1272469460964203,
0.02113175392150879,
0.0731026828289032,
-0.06605259329080582,
0.29118138551712036,
-0.3169645071029663,
-0.0517393983900547,
0.3725148141384125,
-0.2918667495250702,
-0.24507753551006317,
0.22639843821525574,
-0.08042546361684799,
-0.05266242474317551,
0.16086415946483612,
0.11501733213663101,
0.013775693252682686,
-0.12812648713588715,
0.044213488698005676,
0.3174046576023102,
0.23947538435459137,
-0.123504139482975,
0.09147512912750244,
0.2620893120765686,
0.46134185791015625,
-0.09409396350383759,
-0.165065735578537,
0.3944799304008484,
0.3289289176464081,
0.43597665429115295,
-0.04593270272016525,
0.47623103857040405,
-0.2845742702484131,
-0.4620235562324524,
0.17026633024215698,
-0.4211602210998535,
-0.020304163917899132,
-0.03913911059498787,
0.07776568084955215,
0.11616399139165878,
0.25455257296562195,
-0.23874999582767487,
0.24688304960727692,
-0.2223944514989853,
0.0440613329410553,
-0.21944768726825714,
0.09096492826938629,
0.1512380689382553,
-0.1005028709769249,
0.21183420717716217,
-0.05851185694336891,
0.3399290144443512,
0.24939264357089996,
-0.17811204493045807,
-0.1118040531873703,
-0.00410844199359417,
-0.22262094914913177,
0.26002588868141174,
0.15881022810935974,
-0.040084000676870346,
0.34435921907424927,
-0.012123361229896545,
-0.056110575795173645,
0.004932239651679993,
0.30417320132255554,
0.19695845246315002,
-0.044516224414110184,
-0.09091982990503311,
0.2727246880531311,
-0.20686495304107666,
0.03879745677113533,
-0.08688173443078995,
0.18375366926193237,
0.051433831453323364,
-0.34001168608665466,
0.20025858283042908,
-0.2077436000108719,
-0.05752427503466606,
-0.05800756439566612,
0.015452070161700249,
0.308475136756897,
-0.38914695382118225,
-0.08992470055818558,
-0.22594714164733887,
-0.024473704397678375,
0.3892976939678192,
0.20192359387874603,
-0.05284987390041351,
0.13985073566436768,
-0.30387529730796814,
0.3251226544380188,
0.13331079483032227,
0.005403552204370499,
-0.6208897829055786,
0.3137294054031372,
0.07233604788780212,
0.6498379111289978,
0.11605647206306458,
0.04490114003419876,
0.3240947723388672,
-0.060527507215738297,
-0.08926454186439514,
0.12682750821113586,
0.07307255268096924,
-0.0037067141383886337,
-0.29272881150245667,
-0.11899831146001816,
0.09365101158618927,
-0.09372608363628387,
-0.09860102832317352,
0.34559866786003113,
0.09171154350042343,
-0.00002132449299097061,
0.4478551149368286,
-0.03660893067717552,
0.18593034148216248,
0.12012162059545517,
0.5256521105766296,
-0.03388979285955429,
0.157347172498703,
-0.45481032133102417,
-0.06198888272047043,
-0.12498622387647629,
0.3734619915485382,
-0.11559861898422241,
-0.2954897880554199,
-0.3613753914833069,
-0.1384551227092743,
-0.07193420827388763,
-0.43375450372695923,
-0.3526868522167206,
0.1930854469537735,
0.4108772277832031,
-0.08890027552843094,
-0.09565286338329315,
-0.3648957908153534,
0.19618536531925201,
-0.0898132398724556,
-0.1917559802532196,
-0.23555375635623932,
-0.030373308807611465,
0.12648265063762665,
-0.14108921587467194,
0.20506437122821808,
0.3447781205177307,
0.17048171162605286,
0.03402608633041382,
-0.21108338236808777,
0.3941996097564697,
0.07388289272785187,
0.24976643919944763,
-0.3537132441997528,
0.23344717919826508,
0.1520102620124817,
-0.05185259133577347,
0.0725950300693512,
0.34295645356178284,
0.31598299741744995,
0.0006616264581680298,
-0.2267574667930603,
0.22785817086696625,
-0.0582805760204792,
0.41664135456085205,
0.25757139921188354,
-0.08048459142446518,
0.34618017077445984,
0.05956999585032463,
-0.2393219769001007,
-0.13343074917793274,
0.00680851936340332,
-0.26437926292419434,
0.044661056250333786,
-0.029894044622778893,
-0.4289615750312805,
0.24709978699684143,
0.5336623191833496,
-0.019386207684874535,
-0.033115871250629425,
-0.061787910759449005,
-0.41217365860939026,
-0.21784839034080505,
0.29275959730148315,
0.08691580593585968,
0.3979836106300354,
0.06091109663248062,
0.09902487695217133,
0.04908385127782822,
0.03501599654555321,
-0.13207392394542694,
0.1662774235010147,
0.12526801228523254,
-0.1552744358778,
0.5526211857795715,
0.24456152319908142,
-0.05533987656235695,
-0.6794418096542358,
-0.33118361234664917,
-0.10209950059652328,
0.26912951469421387,
-0.1822516769170761,
-0.06486482918262482,
-0.2021239995956421,
-0.1524476408958435,
-0.008272056467831135,
-0.1652207225561142,
0.2282809615135193,
-0.2556365728378296,
0.2006349116563797,
0.7325950264930725,
-0.24381007254123688,
0.25751060247421265,
-0.12484605610370636,
0.0818861871957779,
0.0718790665268898,
0.0038272980600595474,
-0.19400298595428467,
0.012876970693469048,
-0.08539404720067978,
0.20210562646389008,
-0.1172383725643158,
0.03886333107948303,
0.09257654845714569,
0.24403809010982513,
-0.2609921395778656,
-0.2789135277271271,
0.047753773629665375,
0.13057300448417664,
-0.061656586825847626,
0.18689340353012085,
0.005556955933570862,
0.1297129988670349,
0.14320582151412964,
-0.196934312582016,
0.09952349960803986,
-0.058189697563648224,
-0.16109101474285126,
0.11860042810440063,
0.04541124403476715,
0.0766289159655571,
-0.17174701392650604,
-0.4166596233844757,
0.2131866216659546,
-0.4219498634338379,
0.0841321051120758,
-0.08883367478847504,
0.20627598464488983,
0.15245157480239868,
-0.05476928502321243,
0.11206894367933273,
0.31955376267433167,
0.06610430032014847,
-0.3540993332862854,
0.10988199710845947,
0.22050590813159943,
-0.1396663635969162,
-0.19072407484054565,
-0.14128762483596802,
0.052386172115802765,
0.18593226373195648,
0.08149662613868713,
-0.3369625210762024,
-0.2058277130126953,
-0.2199314385652542,
0.12868183851242065,
-0.12622299790382385,
-0.016984833404421806,
0.3039339780807495,
0.27725574374198914,
-0.045278072357177734,
-0.13837754726409912,
0.01023600623011589,
-0.12131773680448532,
0.19408878684043884,
-0.007337883114814758,
0.06302089244127274,
0.3789539039134979,
-0.1857459396123886,
0.36548441648483276,
0.3244578242301941,
0.34130069613456726,
0.42028260231018066,
-0.08939764648675919,
0.16730515658855438,
-0.4115890860557556,
-0.38499560952186584,
0.09700702130794525,
0.12557990849018097,
-0.2509072422981262,
0.3295399844646454,
-0.16647225618362427,
-0.2327428013086319,
-0.0002799816429615021,
0.2581862509250641,
-0.13166853785514832,
-0.1336858868598938,
-0.11446069180965424,
-0.25777947902679443,
0.21392130851745605,
0.11804822087287903,
0.2200353741645813,
0.20098455250263214,
-0.11635468155145645,
0.039669036865234375,
-0.16604231297969818,
0.3606445789337158,
-0.24612443149089813,
-0.4841693937778473,
-0.1135043278336525,
-0.33378270268440247,
0.10503263026475906,
-0.0026836595498025417,
0.5312303304672241,
-0.041298896074295044,
-0.4809112250804901,
0.19664554297924042,
0.04504716396331787,
0.29143989086151123,
-0.22269371151924133,
0.00041109323501586914,
0.2765807807445526,
0.2993015944957733,
-0.09777539223432541,
-0.17915421724319458,
-0.5125449895858765,
0.13481611013412476,
0.06581087410449982,
0.4795033931732178,
-0.1183212548494339,
0.012972425669431686,
0.1621476709842682,
0.2817094027996063,
0.13663819432258606,
0.12203369289636612,
-0.2721891701221466,
-0.3755794167518616,
-0.23546364903450012,
0.13870379328727722,
-0.02281918004155159,
0.363513708114624,
-0.2742040157318115,
-0.13333985209465027,
0.01281653717160225,
-0.3412730097770691,
0.05546616017818451,
0.16570144891738892,
0.3208942115306854,
-0.1139834001660347,
0.3053826093673706,
-0.01939910650253296,
0.028036486357450485,
-0.05637536942958832,
0.36121729016304016,
0.20085032284259796,
-0.13717539608478546,
0.13566875457763672,
-0.41261303424835205,
0.12930577993392944,
0.24416321516036987,
-0.15179063379764557,
0.3049147427082062,
-0.2382005751132965,
0.22754418849945068,
-0.14633987843990326,
-0.14815591275691986,
0.4774705469608307,
-0.01675867661833763,
-0.05537606030702591,
-0.43796759843826294,
0.11734701693058014,
-0.1559954732656479,
-0.18445807695388794,
0.4339197874069214,
-0.08427716791629791,
-0.1006600558757782,
0.5387802720069885,
-0.3498290777206421,
0.7772359251976013,
0.32830965518951416,
-0.15906952321529388,
0.23385289311408997,
0.004693672060966492,
-0.005026984494179487,
-0.08805529028177261,
0.32733452320098877,
-0.10291561484336853,
-0.3613671660423279,
-0.003893403336405754,
0.1247129887342453,
0.15029188990592957,
-0.008456818759441376,
-0.11767014861106873,
0.2482442408800125,
-0.20392173528671265,
0.33117786049842834,
0.060540080070495605,
-0.05737288296222687,
-0.2199326604604721,
-0.14760297536849976,
-0.25194403529167175,
0.12664765119552612,
0.07153017818927765,
0.025324232876300812,
0.24193647503852844,
0.17154145240783691,
0.2108559012413025,
-0.11195975542068481,
-0.07232727110385895,
0.18070542812347412,
-0.052044447511434555,
-0.02812027931213379,
-0.23683401942253113,
-0.4428015947341919,
-0.14091315865516663,
0.1444557160139084,
-0.10737140476703644,
0.038223832845687866,
-0.06211205571889877,
0.14837951958179474,
0.3479420244693756,
0.3960554599761963,
0.011305942200124264,
0.15776410698890686,
0.09985847771167755,
-0.04629713296890259,
-0.2844765782356262,
0.25810402631759644,
0.026881128549575806,
-0.0900646448135376,
0.04240491986274719,
-0.1706317514181137,
0.36742091178894043,
-0.3663366138935089,
-0.24964559078216553,
0.012103348970413208,
0.11012198030948639,
-0.4631507396697998,
0.17843182384967804,
-0.09876185655593872,
-0.3602515161037445,
0.3339717984199524,
-0.2908250689506531,
-0.05662475898861885,
-0.20812511444091797,
0.23597964644432068,
0.2957124412059784,
0.19118529558181763,
0.4746268093585968,
-0.11102965474128723,
-0.23510119318962097,
-0.3018527925014496,
-0.11206161975860596,
-0.1877741813659668,
-0.19285696744918823,
0.23437175154685974,
-0.12525859475135803,
-0.04233633726835251,
-0.1805213838815689,
0.3737059533596039,
-0.4726601839065552,
0.23717325925827026,
-0.433042049407959,
-0.24673840403556824,
-0.21184374392032623,
0.046195171773433685,
0.2344384491443634,
0.16118669509887695,
-0.16307350993156433,
-0.13625405728816986,
-0.15224546194076538,
0.013797774910926819,
-0.3655083179473877,
-0.04473405331373215,
-0.06654524058103561,
0.27371835708618164,
0.3283687233924866,
0.12852786481380463,
0.10581734031438828,
-0.041409507393836975,
0.288763165473938,
0.16446077823638916,
0.18469513952732086,
-0.2803061008453369,
-0.13357608020305634,
0.13638438284397125,
0.03801548853516579,
-0.21998947858810425,
-0.2596146762371063,
-0.06729627400636673,
-0.3093031942844391,
-0.3306024670600891,
0.33835530281066895,
0.17097792029380798,
0.05186993256211281,
0.21511416137218475,
-0.10966992378234863,
-0.13212895393371582,
-0.08348844945430756,
-0.0551435723900795,
-0.26503786444664,
-0.31948399543762207,
0.17681799829006195,
0.02783002331852913,
0.1981787085533142,
-0.010217078030109406,
-0.14465200901031494,
0.08266060054302216,
-0.15737833082675934,
0.09154023230075836,
0.35796260833740234,
-0.0013603642582893372,
0.06605464220046997,
0.19710476696491241,
0.4650203287601471,
0.3852919042110443,
-0.16149680316448212,
-0.38320448994636536,
-0.06494267284870148,
0.35922789573669434,
-0.41615501046180725,
-0.2675178050994873,
-0.08205901086330414,
-0.08513668924570084,
0.2593729496002197,
0.1748446822166443,
0.04100024327635765,
-0.09502971917390823,
0.36929821968078613,
0.003978554159402847,
0.2168090045452118,
-0.3836643099784851,
0.13216175138950348,
0.5595680475234985,
-0.008897345513105392,
0.03372029587626457,
0.12028227746486664,
-0.12734578549861908,
0.013006217777729034,
0.7303155660629272,
-0.18314629793167114,
-0.021593356505036354,
0.4066121280193329,
-0.0013527460396289825,
-0.0002896413207054138,
-0.2909402549266815,
-0.05003397539258003,
-0.0114937424659729,
-0.23775768280029297,
0.20248770713806152,
0.14586490392684937,
-0.06128238886594772,
-0.11555106192827225,
-0.006524401251226664,
0.05411443114280701,
0.052644990384578705,
-0.23284149169921875,
-0.21320098638534546,
0.15478432178497314,
-0.3091041147708893,
-0.08804106712341309,
0.005251165479421616,
0.07117131352424622,
0.30285632610321045,
0.2714545428752899,
-0.17330016195774078,
-0.13747569918632507,
-0.35446736216545105,
0.11077666282653809,
0.044841744005680084,
0.4848792552947998,
-0.23090162873268127,
-0.011287270113825798,
0.17888730764389038,
0.2464006245136261,
0.05593414977192879,
0.16082797944545746,
0.09570907056331635,
0.11190193146467209,
0.08296754956245422,
0.15873825550079346,
-0.17720802128314972,
-0.22925546765327454,
-0.0685565322637558,
0.3425285220146179,
0.030241895467042923,
0.2439781129360199,
0.14630761742591858,
0.13622191548347473,
-0.20693548023700714,
0.2651331424713135,
0.22897391021251678,
0.059920668601989746,
-0.4607551097869873,
0.33432844281196594,
-0.24913480877876282,
-0.3256504535675049,
-0.13848555088043213,
-0.15957188606262207,
0.02530577778816223,
-0.23396913707256317,
0.21945104002952576,
-0.04687422141432762,
0.28546684980392456,
-0.23262551426887512,
0.11156177520751953,
-0.2869476079940796,
-0.04541883245110512,
0.31617915630340576,
-0.342804878950119,
-0.07956218719482422,
-0.18742522597312927,
-0.6316272616386414,
-0.02756498008966446,
0.10073636472225189,
-0.09733356535434723,
0.1161743551492691,
0.3925279378890991,
-0.04178289324045181,
0.07010196149349213,
-0.11235342919826508,
0.002466103993356228,
-0.10492271184921265,
0.3214125335216522,
-0.14056700468063354,
-0.16455402970314026,
-0.0660691112279892,
0.05113743245601654,
-0.16289062798023224,
-0.5096869468688965,
0.13894005119800568,
-0.19596394896507263,
0.16183066368103027,
0.13792335987091064,
-0.10768840461969376,
-0.024574153125286102,
-0.0699339285492897,
0.27733802795410156,
0.1679053157567978,
0.004923216998577118,
-0.28857266902923584,
-0.08324471116065979,
-0.17260517179965973,
-0.017164768651127815,
-0.16756123304367065,
-0.005466073751449585,
0.11928389966487885,
0.602149486541748,
0.2449495494365692,
0.1929475963115692,
-0.12098712474107742,
0.41176655888557434,
0.18259966373443604,
-0.03460025042295456,
-0.30989474058151245,
0.16451765596866608,
-0.17519696056842804,
0.3291321098804474,
-0.13375318050384521,
-0.025477536022663116,
-0.025845907628536224,
0.12333042919635773,
-0.4352242350578308,
-0.6388773322105408,
0.5073500871658325,
-0.17066283524036407,
-0.4657314419746399,
-0.08132631331682205,
0.4747626781463623,
0.24427539110183716,
-0.22610390186309814,
-0.5416979193687439,
-0.03299533575773239,
0.38009893894195557,
-0.2782042324542999,
-0.073684923350811,
0.30492082238197327,
-0.16067057847976685,
0.11030937731266022,
0.020686674863100052,
0.2857479453086853,
0.3235211968421936,
-0.09163855761289597,
0.39078208804130554,
-0.16133657097816467
] |
https://github.com/huggingface/datasets/issues/5284 | Features of IterableDataset set to None by remove column | Didn't seem to fix it:
```
Original features: dict_keys(['path', 'audio', 'sentence'])
Processed features: None
Processed features: None
``` | ### Describe the bug
The `remove_column` method of the IterableDataset sets the dataset features to None.
### Steps to reproduce the bug
```python
from datasets import Audio, load_dataset
# load LS in streaming mode
dataset = load_dataset("librispeech_asr", "clean", split="validation", streaming=True)
# check original features
print("Original features: ", dataset.features.keys())
# define features to remove: we KEEP audio and text
COLUMNS_TO_REMOVE = ['chapter_id', 'speaker_id', 'file', 'id']
dataset = dataset.remove_columns(COLUMNS_TO_REMOVE)
# check processed features, uh-oh!
print("Processed features: ", dataset.features)
# streaming the first audio sample still works
print("First sample:", next(iter(ds)))
```
**Print Output:**
```
Original features: dict_keys(['file', 'audio', 'text', 'speaker_id', 'chapter_id', 'id'])
Processed features: None
First sample: {'audio': {'path': '2277-149896-0000.flac', 'array': array([ 0.00186157, 0.0005188 , 0.00024414, ..., -0.00097656,
-0.00109863, -0.00146484]), 'sampling_rate': 16000}, 'text': "HE WAS IN A FEVERED STATE OF MIND OWING TO THE BLIGHT HIS WIFE'S ACTION THREATENED TO CAST UPON HIS ENTIRE FUTURE"}
```
### Expected behavior
The features should be those **not** removed by the `remove_column` method, i.e. audio and text.
### Environment info
- `datasets` version: 2.7.1
- Platform: Linux-5.10.133+-x86_64-with-Ubuntu-18.04-bionic
- Python version: 3.7.15
- PyArrow version: 9.0.0
- Pandas version: 1.3.5
(Running on Google Colab for a blog post: https://colab.research.google.com/drive/1ySCQREPZEl4msLfxb79pYYOWjUZhkr9y#scrollTo=8pRDGiVmH2ml)
cc @polinaeterna @lhoestq | 18 | Features of IterableDataset set to None by remove column
### Describe the bug
The `remove_column` method of the IterableDataset sets the dataset features to None.
### Steps to reproduce the bug
```python
from datasets import Audio, load_dataset
# load LS in streaming mode
dataset = load_dataset("librispeech_asr", "clean", split="validation", streaming=True)
# check original features
print("Original features: ", dataset.features.keys())
# define features to remove: we KEEP audio and text
COLUMNS_TO_REMOVE = ['chapter_id', 'speaker_id', 'file', 'id']
dataset = dataset.remove_columns(COLUMNS_TO_REMOVE)
# check processed features, uh-oh!
print("Processed features: ", dataset.features)
# streaming the first audio sample still works
print("First sample:", next(iter(ds)))
```
**Print Output:**
```
Original features: dict_keys(['file', 'audio', 'text', 'speaker_id', 'chapter_id', 'id'])
Processed features: None
First sample: {'audio': {'path': '2277-149896-0000.flac', 'array': array([ 0.00186157, 0.0005188 , 0.00024414, ..., -0.00097656,
-0.00109863, -0.00146484]), 'sampling_rate': 16000}, 'text': "HE WAS IN A FEVERED STATE OF MIND OWING TO THE BLIGHT HIS WIFE'S ACTION THREATENED TO CAST UPON HIS ENTIRE FUTURE"}
```
### Expected behavior
The features should be those **not** removed by the `remove_column` method, i.e. audio and text.
### Environment info
- `datasets` version: 2.7.1
- Platform: Linux-5.10.133+-x86_64-with-Ubuntu-18.04-bionic
- Python version: 3.7.15
- PyArrow version: 9.0.0
- Pandas version: 1.3.5
(Running on Google Colab for a blog post: https://colab.research.google.com/drive/1ySCQREPZEl4msLfxb79pYYOWjUZhkr9y#scrollTo=8pRDGiVmH2ml)
cc @polinaeterna @lhoestq
Didn't seem to fix it:
```
Original features: dict_keys(['path', 'audio', 'sentence'])
Processed features: None
Processed features: None
``` | [
-0.2610943019390106,
-0.29308420419692993,
-0.019567813724279404,
0.13754193484783173,
0.29093313217163086,
-0.026312723755836487,
0.49931764602661133,
0.15073545277118683,
-0.12898750603199005,
0.1906326711177826,
-0.24397888779640198,
0.44379934668540955,
-0.07863331586122513,
-0.04678324609994888,
-0.29020342230796814,
-0.05913480371236801,
0.09293165802955627,
0.27208971977233887,
-0.16660378873348236,
-0.18950635194778442,
-0.14902552962303162,
0.11695533245801926,
-0.5233851671218872,
-0.001819707453250885,
0.05506637692451477,
-0.13254013657569885,
0.026603398844599724,
0.08433003723621368,
-0.009881818667054176,
-0.24136310815811157,
-0.09381981194019318,
0.10116001963615417,
-0.11983086168766022,
0.27455922961235046,
-0.00010952896991511807,
-0.28537672758102417,
0.22918885946273804,
-0.10018374770879745,
-0.26275908946990967,
0.0747133120894432,
-0.0690230205655098,
0.18451063334941864,
-0.08705116808414459,
-0.19834953546524048,
0.03148224204778671,
-0.5986281633377075,
-0.3521033823490143,
-0.3280746042728424,
0.10928233712911606,
0.42959022521972656,
0.24142634868621826,
0.06312505155801773,
-0.34183213114738464,
0.2510654926300049,
0.27786701917648315,
0.1175888404250145,
-0.3012577295303345,
-0.20021365582942963,
0.3483964502811432,
0.005953427404165268,
-0.048648662865161896,
0.41803789138793945,
-0.4068010151386261,
0.2129656970500946,
0.05307364836335182,
0.03155587986111641,
-0.25866904854774475,
-0.21099039912223816,
0.3436700403690338,
0.3228222727775574,
0.5082948207855225,
-0.33634763956069946,
-0.15422849357128143,
-0.3480232357978821,
-0.02526240423321724,
-0.41829460859298706,
0.08027594536542892,
0.040904924273490906,
-0.09409423172473907,
0.050136517733335495,
-0.04855208843946457,
0.025496138259768486,
0.014016464352607727,
-0.06191779673099518,
0.16827897727489471,
0.10791662335395813,
-0.1272469460964203,
0.02113175392150879,
0.0731026828289032,
-0.06605259329080582,
0.29118138551712036,
-0.3169645071029663,
-0.0517393983900547,
0.3725148141384125,
-0.2918667495250702,
-0.24507753551006317,
0.22639843821525574,
-0.08042546361684799,
-0.05266242474317551,
0.16086415946483612,
0.11501733213663101,
0.013775693252682686,
-0.12812648713588715,
0.044213488698005676,
0.3174046576023102,
0.23947538435459137,
-0.123504139482975,
0.09147512912750244,
0.2620893120765686,
0.46134185791015625,
-0.09409396350383759,
-0.165065735578537,
0.3944799304008484,
0.3289289176464081,
0.43597665429115295,
-0.04593270272016525,
0.47623103857040405,
-0.2845742702484131,
-0.4620235562324524,
0.17026633024215698,
-0.4211602210998535,
-0.020304163917899132,
-0.03913911059498787,
0.07776568084955215,
0.11616399139165878,
0.25455257296562195,
-0.23874999582767487,
0.24688304960727692,
-0.2223944514989853,
0.0440613329410553,
-0.21944768726825714,
0.09096492826938629,
0.1512380689382553,
-0.1005028709769249,
0.21183420717716217,
-0.05851185694336891,
0.3399290144443512,
0.24939264357089996,
-0.17811204493045807,
-0.1118040531873703,
-0.00410844199359417,
-0.22262094914913177,
0.26002588868141174,
0.15881022810935974,
-0.040084000676870346,
0.34435921907424927,
-0.012123361229896545,
-0.056110575795173645,
0.004932239651679993,
0.30417320132255554,
0.19695845246315002,
-0.044516224414110184,
-0.09091982990503311,
0.2727246880531311,
-0.20686495304107666,
0.03879745677113533,
-0.08688173443078995,
0.18375366926193237,
0.051433831453323364,
-0.34001168608665466,
0.20025858283042908,
-0.2077436000108719,
-0.05752427503466606,
-0.05800756439566612,
0.015452070161700249,
0.308475136756897,
-0.38914695382118225,
-0.08992470055818558,
-0.22594714164733887,
-0.024473704397678375,
0.3892976939678192,
0.20192359387874603,
-0.05284987390041351,
0.13985073566436768,
-0.30387529730796814,
0.3251226544380188,
0.13331079483032227,
0.005403552204370499,
-0.6208897829055786,
0.3137294054031372,
0.07233604788780212,
0.6498379111289978,
0.11605647206306458,
0.04490114003419876,
0.3240947723388672,
-0.060527507215738297,
-0.08926454186439514,
0.12682750821113586,
0.07307255268096924,
-0.0037067141383886337,
-0.29272881150245667,
-0.11899831146001816,
0.09365101158618927,
-0.09372608363628387,
-0.09860102832317352,
0.34559866786003113,
0.09171154350042343,
-0.00002132449299097061,
0.4478551149368286,
-0.03660893067717552,
0.18593034148216248,
0.12012162059545517,
0.5256521105766296,
-0.03388979285955429,
0.157347172498703,
-0.45481032133102417,
-0.06198888272047043,
-0.12498622387647629,
0.3734619915485382,
-0.11559861898422241,
-0.2954897880554199,
-0.3613753914833069,
-0.1384551227092743,
-0.07193420827388763,
-0.43375450372695923,
-0.3526868522167206,
0.1930854469537735,
0.4108772277832031,
-0.08890027552843094,
-0.09565286338329315,
-0.3648957908153534,
0.19618536531925201,
-0.0898132398724556,
-0.1917559802532196,
-0.23555375635623932,
-0.030373308807611465,
0.12648265063762665,
-0.14108921587467194,
0.20506437122821808,
0.3447781205177307,
0.17048171162605286,
0.03402608633041382,
-0.21108338236808777,
0.3941996097564697,
0.07388289272785187,
0.24976643919944763,
-0.3537132441997528,
0.23344717919826508,
0.1520102620124817,
-0.05185259133577347,
0.0725950300693512,
0.34295645356178284,
0.31598299741744995,
0.0006616264581680298,
-0.2267574667930603,
0.22785817086696625,
-0.0582805760204792,
0.41664135456085205,
0.25757139921188354,
-0.08048459142446518,
0.34618017077445984,
0.05956999585032463,
-0.2393219769001007,
-0.13343074917793274,
0.00680851936340332,
-0.26437926292419434,
0.044661056250333786,
-0.029894044622778893,
-0.4289615750312805,
0.24709978699684143,
0.5336623191833496,
-0.019386207684874535,
-0.033115871250629425,
-0.061787910759449005,
-0.41217365860939026,
-0.21784839034080505,
0.29275959730148315,
0.08691580593585968,
0.3979836106300354,
0.06091109663248062,
0.09902487695217133,
0.04908385127782822,
0.03501599654555321,
-0.13207392394542694,
0.1662774235010147,
0.12526801228523254,
-0.1552744358778,
0.5526211857795715,
0.24456152319908142,
-0.05533987656235695,
-0.6794418096542358,
-0.33118361234664917,
-0.10209950059652328,
0.26912951469421387,
-0.1822516769170761,
-0.06486482918262482,
-0.2021239995956421,
-0.1524476408958435,
-0.008272056467831135,
-0.1652207225561142,
0.2282809615135193,
-0.2556365728378296,
0.2006349116563797,
0.7325950264930725,
-0.24381007254123688,
0.25751060247421265,
-0.12484605610370636,
0.0818861871957779,
0.0718790665268898,
0.0038272980600595474,
-0.19400298595428467,
0.012876970693469048,
-0.08539404720067978,
0.20210562646389008,
-0.1172383725643158,
0.03886333107948303,
0.09257654845714569,
0.24403809010982513,
-0.2609921395778656,
-0.2789135277271271,
0.047753773629665375,
0.13057300448417664,
-0.061656586825847626,
0.18689340353012085,
0.005556955933570862,
0.1297129988670349,
0.14320582151412964,
-0.196934312582016,
0.09952349960803986,
-0.058189697563648224,
-0.16109101474285126,
0.11860042810440063,
0.04541124403476715,
0.0766289159655571,
-0.17174701392650604,
-0.4166596233844757,
0.2131866216659546,
-0.4219498634338379,
0.0841321051120758,
-0.08883367478847504,
0.20627598464488983,
0.15245157480239868,
-0.05476928502321243,
0.11206894367933273,
0.31955376267433167,
0.06610430032014847,
-0.3540993332862854,
0.10988199710845947,
0.22050590813159943,
-0.1396663635969162,
-0.19072407484054565,
-0.14128762483596802,
0.052386172115802765,
0.18593226373195648,
0.08149662613868713,
-0.3369625210762024,
-0.2058277130126953,
-0.2199314385652542,
0.12868183851242065,
-0.12622299790382385,
-0.016984833404421806,
0.3039339780807495,
0.27725574374198914,
-0.045278072357177734,
-0.13837754726409912,
0.01023600623011589,
-0.12131773680448532,
0.19408878684043884,
-0.007337883114814758,
0.06302089244127274,
0.3789539039134979,
-0.1857459396123886,
0.36548441648483276,
0.3244578242301941,
0.34130069613456726,
0.42028260231018066,
-0.08939764648675919,
0.16730515658855438,
-0.4115890860557556,
-0.38499560952186584,
0.09700702130794525,
0.12557990849018097,
-0.2509072422981262,
0.3295399844646454,
-0.16647225618362427,
-0.2327428013086319,
-0.0002799816429615021,
0.2581862509250641,
-0.13166853785514832,
-0.1336858868598938,
-0.11446069180965424,
-0.25777947902679443,
0.21392130851745605,
0.11804822087287903,
0.2200353741645813,
0.20098455250263214,
-0.11635468155145645,
0.039669036865234375,
-0.16604231297969818,
0.3606445789337158,
-0.24612443149089813,
-0.4841693937778473,
-0.1135043278336525,
-0.33378270268440247,
0.10503263026475906,
-0.0026836595498025417,
0.5312303304672241,
-0.041298896074295044,
-0.4809112250804901,
0.19664554297924042,
0.04504716396331787,
0.29143989086151123,
-0.22269371151924133,
0.00041109323501586914,
0.2765807807445526,
0.2993015944957733,
-0.09777539223432541,
-0.17915421724319458,
-0.5125449895858765,
0.13481611013412476,
0.06581087410449982,
0.4795033931732178,
-0.1183212548494339,
0.012972425669431686,
0.1621476709842682,
0.2817094027996063,
0.13663819432258606,
0.12203369289636612,
-0.2721891701221466,
-0.3755794167518616,
-0.23546364903450012,
0.13870379328727722,
-0.02281918004155159,
0.363513708114624,
-0.2742040157318115,
-0.13333985209465027,
0.01281653717160225,
-0.3412730097770691,
0.05546616017818451,
0.16570144891738892,
0.3208942115306854,
-0.1139834001660347,
0.3053826093673706,
-0.01939910650253296,
0.028036486357450485,
-0.05637536942958832,
0.36121729016304016,
0.20085032284259796,
-0.13717539608478546,
0.13566875457763672,
-0.41261303424835205,
0.12930577993392944,
0.24416321516036987,
-0.15179063379764557,
0.3049147427082062,
-0.2382005751132965,
0.22754418849945068,
-0.14633987843990326,
-0.14815591275691986,
0.4774705469608307,
-0.01675867661833763,
-0.05537606030702591,
-0.43796759843826294,
0.11734701693058014,
-0.1559954732656479,
-0.18445807695388794,
0.4339197874069214,
-0.08427716791629791,
-0.1006600558757782,
0.5387802720069885,
-0.3498290777206421,
0.7772359251976013,
0.32830965518951416,
-0.15906952321529388,
0.23385289311408997,
0.004693672060966492,
-0.005026984494179487,
-0.08805529028177261,
0.32733452320098877,
-0.10291561484336853,
-0.3613671660423279,
-0.003893403336405754,
0.1247129887342453,
0.15029188990592957,
-0.008456818759441376,
-0.11767014861106873,
0.2482442408800125,
-0.20392173528671265,
0.33117786049842834,
0.060540080070495605,
-0.05737288296222687,
-0.2199326604604721,
-0.14760297536849976,
-0.25194403529167175,
0.12664765119552612,
0.07153017818927765,
0.025324232876300812,
0.24193647503852844,
0.17154145240783691,
0.2108559012413025,
-0.11195975542068481,
-0.07232727110385895,
0.18070542812347412,
-0.052044447511434555,
-0.02812027931213379,
-0.23683401942253113,
-0.4428015947341919,
-0.14091315865516663,
0.1444557160139084,
-0.10737140476703644,
0.038223832845687866,
-0.06211205571889877,
0.14837951958179474,
0.3479420244693756,
0.3960554599761963,
0.011305942200124264,
0.15776410698890686,
0.09985847771167755,
-0.04629713296890259,
-0.2844765782356262,
0.25810402631759644,
0.026881128549575806,
-0.0900646448135376,
0.04240491986274719,
-0.1706317514181137,
0.36742091178894043,
-0.3663366138935089,
-0.24964559078216553,
0.012103348970413208,
0.11012198030948639,
-0.4631507396697998,
0.17843182384967804,
-0.09876185655593872,
-0.3602515161037445,
0.3339717984199524,
-0.2908250689506531,
-0.05662475898861885,
-0.20812511444091797,
0.23597964644432068,
0.2957124412059784,
0.19118529558181763,
0.4746268093585968,
-0.11102965474128723,
-0.23510119318962097,
-0.3018527925014496,
-0.11206161975860596,
-0.1877741813659668,
-0.19285696744918823,
0.23437175154685974,
-0.12525859475135803,
-0.04233633726835251,
-0.1805213838815689,
0.3737059533596039,
-0.4726601839065552,
0.23717325925827026,
-0.433042049407959,
-0.24673840403556824,
-0.21184374392032623,
0.046195171773433685,
0.2344384491443634,
0.16118669509887695,
-0.16307350993156433,
-0.13625405728816986,
-0.15224546194076538,
0.013797774910926819,
-0.3655083179473877,
-0.04473405331373215,
-0.06654524058103561,
0.27371835708618164,
0.3283687233924866,
0.12852786481380463,
0.10581734031438828,
-0.041409507393836975,
0.288763165473938,
0.16446077823638916,
0.18469513952732086,
-0.2803061008453369,
-0.13357608020305634,
0.13638438284397125,
0.03801548853516579,
-0.21998947858810425,
-0.2596146762371063,
-0.06729627400636673,
-0.3093031942844391,
-0.3306024670600891,
0.33835530281066895,
0.17097792029380798,
0.05186993256211281,
0.21511416137218475,
-0.10966992378234863,
-0.13212895393371582,
-0.08348844945430756,
-0.0551435723900795,
-0.26503786444664,
-0.31948399543762207,
0.17681799829006195,
0.02783002331852913,
0.1981787085533142,
-0.010217078030109406,
-0.14465200901031494,
0.08266060054302216,
-0.15737833082675934,
0.09154023230075836,
0.35796260833740234,
-0.0013603642582893372,
0.06605464220046997,
0.19710476696491241,
0.4650203287601471,
0.3852919042110443,
-0.16149680316448212,
-0.38320448994636536,
-0.06494267284870148,
0.35922789573669434,
-0.41615501046180725,
-0.2675178050994873,
-0.08205901086330414,
-0.08513668924570084,
0.2593729496002197,
0.1748446822166443,
0.04100024327635765,
-0.09502971917390823,
0.36929821968078613,
0.003978554159402847,
0.2168090045452118,
-0.3836643099784851,
0.13216175138950348,
0.5595680475234985,
-0.008897345513105392,
0.03372029587626457,
0.12028227746486664,
-0.12734578549861908,
0.013006217777729034,
0.7303155660629272,
-0.18314629793167114,
-0.021593356505036354,
0.4066121280193329,
-0.0013527460396289825,
-0.0002896413207054138,
-0.2909402549266815,
-0.05003397539258003,
-0.0114937424659729,
-0.23775768280029297,
0.20248770713806152,
0.14586490392684937,
-0.06128238886594772,
-0.11555106192827225,
-0.006524401251226664,
0.05411443114280701,
0.052644990384578705,
-0.23284149169921875,
-0.21320098638534546,
0.15478432178497314,
-0.3091041147708893,
-0.08804106712341309,
0.005251165479421616,
0.07117131352424622,
0.30285632610321045,
0.2714545428752899,
-0.17330016195774078,
-0.13747569918632507,
-0.35446736216545105,
0.11077666282653809,
0.044841744005680084,
0.4848792552947998,
-0.23090162873268127,
-0.011287270113825798,
0.17888730764389038,
0.2464006245136261,
0.05593414977192879,
0.16082797944545746,
0.09570907056331635,
0.11190193146467209,
0.08296754956245422,
0.15873825550079346,
-0.17720802128314972,
-0.22925546765327454,
-0.0685565322637558,
0.3425285220146179,
0.030241895467042923,
0.2439781129360199,
0.14630761742591858,
0.13622191548347473,
-0.20693548023700714,
0.2651331424713135,
0.22897391021251678,
0.059920668601989746,
-0.4607551097869873,
0.33432844281196594,
-0.24913480877876282,
-0.3256504535675049,
-0.13848555088043213,
-0.15957188606262207,
0.02530577778816223,
-0.23396913707256317,
0.21945104002952576,
-0.04687422141432762,
0.28546684980392456,
-0.23262551426887512,
0.11156177520751953,
-0.2869476079940796,
-0.04541883245110512,
0.31617915630340576,
-0.342804878950119,
-0.07956218719482422,
-0.18742522597312927,
-0.6316272616386414,
-0.02756498008966446,
0.10073636472225189,
-0.09733356535434723,
0.1161743551492691,
0.3925279378890991,
-0.04178289324045181,
0.07010196149349213,
-0.11235342919826508,
0.002466103993356228,
-0.10492271184921265,
0.3214125335216522,
-0.14056700468063354,
-0.16455402970314026,
-0.0660691112279892,
0.05113743245601654,
-0.16289062798023224,
-0.5096869468688965,
0.13894005119800568,
-0.19596394896507263,
0.16183066368103027,
0.13792335987091064,
-0.10768840461969376,
-0.024574153125286102,
-0.0699339285492897,
0.27733802795410156,
0.1679053157567978,
0.004923216998577118,
-0.28857266902923584,
-0.08324471116065979,
-0.17260517179965973,
-0.017164768651127815,
-0.16756123304367065,
-0.005466073751449585,
0.11928389966487885,
0.602149486541748,
0.2449495494365692,
0.1929475963115692,
-0.12098712474107742,
0.41176655888557434,
0.18259966373443604,
-0.03460025042295456,
-0.30989474058151245,
0.16451765596866608,
-0.17519696056842804,
0.3291321098804474,
-0.13375318050384521,
-0.025477536022663116,
-0.025845907628536224,
0.12333042919635773,
-0.4352242350578308,
-0.6388773322105408,
0.5073500871658325,
-0.17066283524036407,
-0.4657314419746399,
-0.08132631331682205,
0.4747626781463623,
0.24427539110183716,
-0.22610390186309814,
-0.5416979193687439,
-0.03299533575773239,
0.38009893894195557,
-0.2782042324542999,
-0.073684923350811,
0.30492082238197327,
-0.16067057847976685,
0.11030937731266022,
0.020686674863100052,
0.2857479453086853,
0.3235211968421936,
-0.09163855761289597,
0.39078208804130554,
-0.16133657097816467
] |
https://github.com/huggingface/datasets/issues/5284 | Features of IterableDataset set to None by remove column | Actually the culprit looks to be this one:
`vectorized_datasets = raw_datasets.map(prepare_dataset).with_format("torch")`
When I remove this line: `vectorized_datasets = vectorized_datasets.remove_columns(['input_length', 'labels_length']+list(next(iter(raw_datasets.values())).features))`
I still get
```
Processed features: None
``` | ### Describe the bug
The `remove_column` method of the IterableDataset sets the dataset features to None.
### Steps to reproduce the bug
```python
from datasets import Audio, load_dataset
# load LS in streaming mode
dataset = load_dataset("librispeech_asr", "clean", split="validation", streaming=True)
# check original features
print("Original features: ", dataset.features.keys())
# define features to remove: we KEEP audio and text
COLUMNS_TO_REMOVE = ['chapter_id', 'speaker_id', 'file', 'id']
dataset = dataset.remove_columns(COLUMNS_TO_REMOVE)
# check processed features, uh-oh!
print("Processed features: ", dataset.features)
# streaming the first audio sample still works
print("First sample:", next(iter(ds)))
```
**Print Output:**
```
Original features: dict_keys(['file', 'audio', 'text', 'speaker_id', 'chapter_id', 'id'])
Processed features: None
First sample: {'audio': {'path': '2277-149896-0000.flac', 'array': array([ 0.00186157, 0.0005188 , 0.00024414, ..., -0.00097656,
-0.00109863, -0.00146484]), 'sampling_rate': 16000}, 'text': "HE WAS IN A FEVERED STATE OF MIND OWING TO THE BLIGHT HIS WIFE'S ACTION THREATENED TO CAST UPON HIS ENTIRE FUTURE"}
```
### Expected behavior
The features should be those **not** removed by the `remove_column` method, i.e. audio and text.
### Environment info
- `datasets` version: 2.7.1
- Platform: Linux-5.10.133+-x86_64-with-Ubuntu-18.04-bionic
- Python version: 3.7.15
- PyArrow version: 9.0.0
- Pandas version: 1.3.5
(Running on Google Colab for a blog post: https://colab.research.google.com/drive/1ySCQREPZEl4msLfxb79pYYOWjUZhkr9y#scrollTo=8pRDGiVmH2ml)
cc @polinaeterna @lhoestq | 28 | Features of IterableDataset set to None by remove column
### Describe the bug
The `remove_column` method of the IterableDataset sets the dataset features to None.
### Steps to reproduce the bug
```python
from datasets import Audio, load_dataset
# load LS in streaming mode
dataset = load_dataset("librispeech_asr", "clean", split="validation", streaming=True)
# check original features
print("Original features: ", dataset.features.keys())
# define features to remove: we KEEP audio and text
COLUMNS_TO_REMOVE = ['chapter_id', 'speaker_id', 'file', 'id']
dataset = dataset.remove_columns(COLUMNS_TO_REMOVE)
# check processed features, uh-oh!
print("Processed features: ", dataset.features)
# streaming the first audio sample still works
print("First sample:", next(iter(ds)))
```
**Print Output:**
```
Original features: dict_keys(['file', 'audio', 'text', 'speaker_id', 'chapter_id', 'id'])
Processed features: None
First sample: {'audio': {'path': '2277-149896-0000.flac', 'array': array([ 0.00186157, 0.0005188 , 0.00024414, ..., -0.00097656,
-0.00109863, -0.00146484]), 'sampling_rate': 16000}, 'text': "HE WAS IN A FEVERED STATE OF MIND OWING TO THE BLIGHT HIS WIFE'S ACTION THREATENED TO CAST UPON HIS ENTIRE FUTURE"}
```
### Expected behavior
The features should be those **not** removed by the `remove_column` method, i.e. audio and text.
### Environment info
- `datasets` version: 2.7.1
- Platform: Linux-5.10.133+-x86_64-with-Ubuntu-18.04-bionic
- Python version: 3.7.15
- PyArrow version: 9.0.0
- Pandas version: 1.3.5
(Running on Google Colab for a blog post: https://colab.research.google.com/drive/1ySCQREPZEl4msLfxb79pYYOWjUZhkr9y#scrollTo=8pRDGiVmH2ml)
cc @polinaeterna @lhoestq
Actually the culprit looks to be this one:
`vectorized_datasets = raw_datasets.map(prepare_dataset).with_format("torch")`
When I remove this line: `vectorized_datasets = vectorized_datasets.remove_columns(['input_length', 'labels_length']+list(next(iter(raw_datasets.values())).features))`
I still get
```
Processed features: None
``` | [
-0.2610943019390106,
-0.29308420419692993,
-0.019567813724279404,
0.13754193484783173,
0.29093313217163086,
-0.026312723755836487,
0.49931764602661133,
0.15073545277118683,
-0.12898750603199005,
0.1906326711177826,
-0.24397888779640198,
0.44379934668540955,
-0.07863331586122513,
-0.04678324609994888,
-0.29020342230796814,
-0.05913480371236801,
0.09293165802955627,
0.27208971977233887,
-0.16660378873348236,
-0.18950635194778442,
-0.14902552962303162,
0.11695533245801926,
-0.5233851671218872,
-0.001819707453250885,
0.05506637692451477,
-0.13254013657569885,
0.026603398844599724,
0.08433003723621368,
-0.009881818667054176,
-0.24136310815811157,
-0.09381981194019318,
0.10116001963615417,
-0.11983086168766022,
0.27455922961235046,
-0.00010952896991511807,
-0.28537672758102417,
0.22918885946273804,
-0.10018374770879745,
-0.26275908946990967,
0.0747133120894432,
-0.0690230205655098,
0.18451063334941864,
-0.08705116808414459,
-0.19834953546524048,
0.03148224204778671,
-0.5986281633377075,
-0.3521033823490143,
-0.3280746042728424,
0.10928233712911606,
0.42959022521972656,
0.24142634868621826,
0.06312505155801773,
-0.34183213114738464,
0.2510654926300049,
0.27786701917648315,
0.1175888404250145,
-0.3012577295303345,
-0.20021365582942963,
0.3483964502811432,
0.005953427404165268,
-0.048648662865161896,
0.41803789138793945,
-0.4068010151386261,
0.2129656970500946,
0.05307364836335182,
0.03155587986111641,
-0.25866904854774475,
-0.21099039912223816,
0.3436700403690338,
0.3228222727775574,
0.5082948207855225,
-0.33634763956069946,
-0.15422849357128143,
-0.3480232357978821,
-0.02526240423321724,
-0.41829460859298706,
0.08027594536542892,
0.040904924273490906,
-0.09409423172473907,
0.050136517733335495,
-0.04855208843946457,
0.025496138259768486,
0.014016464352607727,
-0.06191779673099518,
0.16827897727489471,
0.10791662335395813,
-0.1272469460964203,
0.02113175392150879,
0.0731026828289032,
-0.06605259329080582,
0.29118138551712036,
-0.3169645071029663,
-0.0517393983900547,
0.3725148141384125,
-0.2918667495250702,
-0.24507753551006317,
0.22639843821525574,
-0.08042546361684799,
-0.05266242474317551,
0.16086415946483612,
0.11501733213663101,
0.013775693252682686,
-0.12812648713588715,
0.044213488698005676,
0.3174046576023102,
0.23947538435459137,
-0.123504139482975,
0.09147512912750244,
0.2620893120765686,
0.46134185791015625,
-0.09409396350383759,
-0.165065735578537,
0.3944799304008484,
0.3289289176464081,
0.43597665429115295,
-0.04593270272016525,
0.47623103857040405,
-0.2845742702484131,
-0.4620235562324524,
0.17026633024215698,
-0.4211602210998535,
-0.020304163917899132,
-0.03913911059498787,
0.07776568084955215,
0.11616399139165878,
0.25455257296562195,
-0.23874999582767487,
0.24688304960727692,
-0.2223944514989853,
0.0440613329410553,
-0.21944768726825714,
0.09096492826938629,
0.1512380689382553,
-0.1005028709769249,
0.21183420717716217,
-0.05851185694336891,
0.3399290144443512,
0.24939264357089996,
-0.17811204493045807,
-0.1118040531873703,
-0.00410844199359417,
-0.22262094914913177,
0.26002588868141174,
0.15881022810935974,
-0.040084000676870346,
0.34435921907424927,
-0.012123361229896545,
-0.056110575795173645,
0.004932239651679993,
0.30417320132255554,
0.19695845246315002,
-0.044516224414110184,
-0.09091982990503311,
0.2727246880531311,
-0.20686495304107666,
0.03879745677113533,
-0.08688173443078995,
0.18375366926193237,
0.051433831453323364,
-0.34001168608665466,
0.20025858283042908,
-0.2077436000108719,
-0.05752427503466606,
-0.05800756439566612,
0.015452070161700249,
0.308475136756897,
-0.38914695382118225,
-0.08992470055818558,
-0.22594714164733887,
-0.024473704397678375,
0.3892976939678192,
0.20192359387874603,
-0.05284987390041351,
0.13985073566436768,
-0.30387529730796814,
0.3251226544380188,
0.13331079483032227,
0.005403552204370499,
-0.6208897829055786,
0.3137294054031372,
0.07233604788780212,
0.6498379111289978,
0.11605647206306458,
0.04490114003419876,
0.3240947723388672,
-0.060527507215738297,
-0.08926454186439514,
0.12682750821113586,
0.07307255268096924,
-0.0037067141383886337,
-0.29272881150245667,
-0.11899831146001816,
0.09365101158618927,
-0.09372608363628387,
-0.09860102832317352,
0.34559866786003113,
0.09171154350042343,
-0.00002132449299097061,
0.4478551149368286,
-0.03660893067717552,
0.18593034148216248,
0.12012162059545517,
0.5256521105766296,
-0.03388979285955429,
0.157347172498703,
-0.45481032133102417,
-0.06198888272047043,
-0.12498622387647629,
0.3734619915485382,
-0.11559861898422241,
-0.2954897880554199,
-0.3613753914833069,
-0.1384551227092743,
-0.07193420827388763,
-0.43375450372695923,
-0.3526868522167206,
0.1930854469537735,
0.4108772277832031,
-0.08890027552843094,
-0.09565286338329315,
-0.3648957908153534,
0.19618536531925201,
-0.0898132398724556,
-0.1917559802532196,
-0.23555375635623932,
-0.030373308807611465,
0.12648265063762665,
-0.14108921587467194,
0.20506437122821808,
0.3447781205177307,
0.17048171162605286,
0.03402608633041382,
-0.21108338236808777,
0.3941996097564697,
0.07388289272785187,
0.24976643919944763,
-0.3537132441997528,
0.23344717919826508,
0.1520102620124817,
-0.05185259133577347,
0.0725950300693512,
0.34295645356178284,
0.31598299741744995,
0.0006616264581680298,
-0.2267574667930603,
0.22785817086696625,
-0.0582805760204792,
0.41664135456085205,
0.25757139921188354,
-0.08048459142446518,
0.34618017077445984,
0.05956999585032463,
-0.2393219769001007,
-0.13343074917793274,
0.00680851936340332,
-0.26437926292419434,
0.044661056250333786,
-0.029894044622778893,
-0.4289615750312805,
0.24709978699684143,
0.5336623191833496,
-0.019386207684874535,
-0.033115871250629425,
-0.061787910759449005,
-0.41217365860939026,
-0.21784839034080505,
0.29275959730148315,
0.08691580593585968,
0.3979836106300354,
0.06091109663248062,
0.09902487695217133,
0.04908385127782822,
0.03501599654555321,
-0.13207392394542694,
0.1662774235010147,
0.12526801228523254,
-0.1552744358778,
0.5526211857795715,
0.24456152319908142,
-0.05533987656235695,
-0.6794418096542358,
-0.33118361234664917,
-0.10209950059652328,
0.26912951469421387,
-0.1822516769170761,
-0.06486482918262482,
-0.2021239995956421,
-0.1524476408958435,
-0.008272056467831135,
-0.1652207225561142,
0.2282809615135193,
-0.2556365728378296,
0.2006349116563797,
0.7325950264930725,
-0.24381007254123688,
0.25751060247421265,
-0.12484605610370636,
0.0818861871957779,
0.0718790665268898,
0.0038272980600595474,
-0.19400298595428467,
0.012876970693469048,
-0.08539404720067978,
0.20210562646389008,
-0.1172383725643158,
0.03886333107948303,
0.09257654845714569,
0.24403809010982513,
-0.2609921395778656,
-0.2789135277271271,
0.047753773629665375,
0.13057300448417664,
-0.061656586825847626,
0.18689340353012085,
0.005556955933570862,
0.1297129988670349,
0.14320582151412964,
-0.196934312582016,
0.09952349960803986,
-0.058189697563648224,
-0.16109101474285126,
0.11860042810440063,
0.04541124403476715,
0.0766289159655571,
-0.17174701392650604,
-0.4166596233844757,
0.2131866216659546,
-0.4219498634338379,
0.0841321051120758,
-0.08883367478847504,
0.20627598464488983,
0.15245157480239868,
-0.05476928502321243,
0.11206894367933273,
0.31955376267433167,
0.06610430032014847,
-0.3540993332862854,
0.10988199710845947,
0.22050590813159943,
-0.1396663635969162,
-0.19072407484054565,
-0.14128762483596802,
0.052386172115802765,
0.18593226373195648,
0.08149662613868713,
-0.3369625210762024,
-0.2058277130126953,
-0.2199314385652542,
0.12868183851242065,
-0.12622299790382385,
-0.016984833404421806,
0.3039339780807495,
0.27725574374198914,
-0.045278072357177734,
-0.13837754726409912,
0.01023600623011589,
-0.12131773680448532,
0.19408878684043884,
-0.007337883114814758,
0.06302089244127274,
0.3789539039134979,
-0.1857459396123886,
0.36548441648483276,
0.3244578242301941,
0.34130069613456726,
0.42028260231018066,
-0.08939764648675919,
0.16730515658855438,
-0.4115890860557556,
-0.38499560952186584,
0.09700702130794525,
0.12557990849018097,
-0.2509072422981262,
0.3295399844646454,
-0.16647225618362427,
-0.2327428013086319,
-0.0002799816429615021,
0.2581862509250641,
-0.13166853785514832,
-0.1336858868598938,
-0.11446069180965424,
-0.25777947902679443,
0.21392130851745605,
0.11804822087287903,
0.2200353741645813,
0.20098455250263214,
-0.11635468155145645,
0.039669036865234375,
-0.16604231297969818,
0.3606445789337158,
-0.24612443149089813,
-0.4841693937778473,
-0.1135043278336525,
-0.33378270268440247,
0.10503263026475906,
-0.0026836595498025417,
0.5312303304672241,
-0.041298896074295044,
-0.4809112250804901,
0.19664554297924042,
0.04504716396331787,
0.29143989086151123,
-0.22269371151924133,
0.00041109323501586914,
0.2765807807445526,
0.2993015944957733,
-0.09777539223432541,
-0.17915421724319458,
-0.5125449895858765,
0.13481611013412476,
0.06581087410449982,
0.4795033931732178,
-0.1183212548494339,
0.012972425669431686,
0.1621476709842682,
0.2817094027996063,
0.13663819432258606,
0.12203369289636612,
-0.2721891701221466,
-0.3755794167518616,
-0.23546364903450012,
0.13870379328727722,
-0.02281918004155159,
0.363513708114624,
-0.2742040157318115,
-0.13333985209465027,
0.01281653717160225,
-0.3412730097770691,
0.05546616017818451,
0.16570144891738892,
0.3208942115306854,
-0.1139834001660347,
0.3053826093673706,
-0.01939910650253296,
0.028036486357450485,
-0.05637536942958832,
0.36121729016304016,
0.20085032284259796,
-0.13717539608478546,
0.13566875457763672,
-0.41261303424835205,
0.12930577993392944,
0.24416321516036987,
-0.15179063379764557,
0.3049147427082062,
-0.2382005751132965,
0.22754418849945068,
-0.14633987843990326,
-0.14815591275691986,
0.4774705469608307,
-0.01675867661833763,
-0.05537606030702591,
-0.43796759843826294,
0.11734701693058014,
-0.1559954732656479,
-0.18445807695388794,
0.4339197874069214,
-0.08427716791629791,
-0.1006600558757782,
0.5387802720069885,
-0.3498290777206421,
0.7772359251976013,
0.32830965518951416,
-0.15906952321529388,
0.23385289311408997,
0.004693672060966492,
-0.005026984494179487,
-0.08805529028177261,
0.32733452320098877,
-0.10291561484336853,
-0.3613671660423279,
-0.003893403336405754,
0.1247129887342453,
0.15029188990592957,
-0.008456818759441376,
-0.11767014861106873,
0.2482442408800125,
-0.20392173528671265,
0.33117786049842834,
0.060540080070495605,
-0.05737288296222687,
-0.2199326604604721,
-0.14760297536849976,
-0.25194403529167175,
0.12664765119552612,
0.07153017818927765,
0.025324232876300812,
0.24193647503852844,
0.17154145240783691,
0.2108559012413025,
-0.11195975542068481,
-0.07232727110385895,
0.18070542812347412,
-0.052044447511434555,
-0.02812027931213379,
-0.23683401942253113,
-0.4428015947341919,
-0.14091315865516663,
0.1444557160139084,
-0.10737140476703644,
0.038223832845687866,
-0.06211205571889877,
0.14837951958179474,
0.3479420244693756,
0.3960554599761963,
0.011305942200124264,
0.15776410698890686,
0.09985847771167755,
-0.04629713296890259,
-0.2844765782356262,
0.25810402631759644,
0.026881128549575806,
-0.0900646448135376,
0.04240491986274719,
-0.1706317514181137,
0.36742091178894043,
-0.3663366138935089,
-0.24964559078216553,
0.012103348970413208,
0.11012198030948639,
-0.4631507396697998,
0.17843182384967804,
-0.09876185655593872,
-0.3602515161037445,
0.3339717984199524,
-0.2908250689506531,
-0.05662475898861885,
-0.20812511444091797,
0.23597964644432068,
0.2957124412059784,
0.19118529558181763,
0.4746268093585968,
-0.11102965474128723,
-0.23510119318962097,
-0.3018527925014496,
-0.11206161975860596,
-0.1877741813659668,
-0.19285696744918823,
0.23437175154685974,
-0.12525859475135803,
-0.04233633726835251,
-0.1805213838815689,
0.3737059533596039,
-0.4726601839065552,
0.23717325925827026,
-0.433042049407959,
-0.24673840403556824,
-0.21184374392032623,
0.046195171773433685,
0.2344384491443634,
0.16118669509887695,
-0.16307350993156433,
-0.13625405728816986,
-0.15224546194076538,
0.013797774910926819,
-0.3655083179473877,
-0.04473405331373215,
-0.06654524058103561,
0.27371835708618164,
0.3283687233924866,
0.12852786481380463,
0.10581734031438828,
-0.041409507393836975,
0.288763165473938,
0.16446077823638916,
0.18469513952732086,
-0.2803061008453369,
-0.13357608020305634,
0.13638438284397125,
0.03801548853516579,
-0.21998947858810425,
-0.2596146762371063,
-0.06729627400636673,
-0.3093031942844391,
-0.3306024670600891,
0.33835530281066895,
0.17097792029380798,
0.05186993256211281,
0.21511416137218475,
-0.10966992378234863,
-0.13212895393371582,
-0.08348844945430756,
-0.0551435723900795,
-0.26503786444664,
-0.31948399543762207,
0.17681799829006195,
0.02783002331852913,
0.1981787085533142,
-0.010217078030109406,
-0.14465200901031494,
0.08266060054302216,
-0.15737833082675934,
0.09154023230075836,
0.35796260833740234,
-0.0013603642582893372,
0.06605464220046997,
0.19710476696491241,
0.4650203287601471,
0.3852919042110443,
-0.16149680316448212,
-0.38320448994636536,
-0.06494267284870148,
0.35922789573669434,
-0.41615501046180725,
-0.2675178050994873,
-0.08205901086330414,
-0.08513668924570084,
0.2593729496002197,
0.1748446822166443,
0.04100024327635765,
-0.09502971917390823,
0.36929821968078613,
0.003978554159402847,
0.2168090045452118,
-0.3836643099784851,
0.13216175138950348,
0.5595680475234985,
-0.008897345513105392,
0.03372029587626457,
0.12028227746486664,
-0.12734578549861908,
0.013006217777729034,
0.7303155660629272,
-0.18314629793167114,
-0.021593356505036354,
0.4066121280193329,
-0.0013527460396289825,
-0.0002896413207054138,
-0.2909402549266815,
-0.05003397539258003,
-0.0114937424659729,
-0.23775768280029297,
0.20248770713806152,
0.14586490392684937,
-0.06128238886594772,
-0.11555106192827225,
-0.006524401251226664,
0.05411443114280701,
0.052644990384578705,
-0.23284149169921875,
-0.21320098638534546,
0.15478432178497314,
-0.3091041147708893,
-0.08804106712341309,
0.005251165479421616,
0.07117131352424622,
0.30285632610321045,
0.2714545428752899,
-0.17330016195774078,
-0.13747569918632507,
-0.35446736216545105,
0.11077666282653809,
0.044841744005680084,
0.4848792552947998,
-0.23090162873268127,
-0.011287270113825798,
0.17888730764389038,
0.2464006245136261,
0.05593414977192879,
0.16082797944545746,
0.09570907056331635,
0.11190193146467209,
0.08296754956245422,
0.15873825550079346,
-0.17720802128314972,
-0.22925546765327454,
-0.0685565322637558,
0.3425285220146179,
0.030241895467042923,
0.2439781129360199,
0.14630761742591858,
0.13622191548347473,
-0.20693548023700714,
0.2651331424713135,
0.22897391021251678,
0.059920668601989746,
-0.4607551097869873,
0.33432844281196594,
-0.24913480877876282,
-0.3256504535675049,
-0.13848555088043213,
-0.15957188606262207,
0.02530577778816223,
-0.23396913707256317,
0.21945104002952576,
-0.04687422141432762,
0.28546684980392456,
-0.23262551426887512,
0.11156177520751953,
-0.2869476079940796,
-0.04541883245110512,
0.31617915630340576,
-0.342804878950119,
-0.07956218719482422,
-0.18742522597312927,
-0.6316272616386414,
-0.02756498008966446,
0.10073636472225189,
-0.09733356535434723,
0.1161743551492691,
0.3925279378890991,
-0.04178289324045181,
0.07010196149349213,
-0.11235342919826508,
0.002466103993356228,
-0.10492271184921265,
0.3214125335216522,
-0.14056700468063354,
-0.16455402970314026,
-0.0660691112279892,
0.05113743245601654,
-0.16289062798023224,
-0.5096869468688965,
0.13894005119800568,
-0.19596394896507263,
0.16183066368103027,
0.13792335987091064,
-0.10768840461969376,
-0.024574153125286102,
-0.0699339285492897,
0.27733802795410156,
0.1679053157567978,
0.004923216998577118,
-0.28857266902923584,
-0.08324471116065979,
-0.17260517179965973,
-0.017164768651127815,
-0.16756123304367065,
-0.005466073751449585,
0.11928389966487885,
0.602149486541748,
0.2449495494365692,
0.1929475963115692,
-0.12098712474107742,
0.41176655888557434,
0.18259966373443604,
-0.03460025042295456,
-0.30989474058151245,
0.16451765596866608,
-0.17519696056842804,
0.3291321098804474,
-0.13375318050384521,
-0.025477536022663116,
-0.025845907628536224,
0.12333042919635773,
-0.4352242350578308,
-0.6388773322105408,
0.5073500871658325,
-0.17066283524036407,
-0.4657314419746399,
-0.08132631331682205,
0.4747626781463623,
0.24427539110183716,
-0.22610390186309814,
-0.5416979193687439,
-0.03299533575773239,
0.38009893894195557,
-0.2782042324542999,
-0.073684923350811,
0.30492082238197327,
-0.16067057847976685,
0.11030937731266022,
0.020686674863100052,
0.2857479453086853,
0.3235211968421936,
-0.09163855761289597,
0.39078208804130554,
-0.16133657097816467
] |
https://github.com/huggingface/datasets/issues/5284 | Features of IterableDataset set to None by remove column | > The culprit is definitely `.map` Just validated it. Any idea please?
Yes, indeed `.map` losses the features, because AFAIK pre-fetching the data to infer the features is expensive and not ideal, that's part of this issue https://github.com/huggingface/datasets/issues/3888
Anyway, now you can pass the `features` as a param to `.map` as follows:
```python
from datasets import Features
vectorized_datasets = raw_datasets.map(
prepare_dataset,
features=Features(
{"path": raw_datasets["train"].info.features["path"], "audio": raw_datasets["train"].info.features["audio"], "sentence": raw_datasets["train"].info.features["sentence"]}
),
).with_format("torch")
```
Also, to let you know, when calling `.remove_columns` over an `IterableDataset`, the `features` are not lost, as well as `.rename_column` and `rename_columns` :)
More information about the latter at https://github.com/huggingface/datasets/pull/5287 | ### Describe the bug
The `remove_column` method of the IterableDataset sets the dataset features to None.
### Steps to reproduce the bug
```python
from datasets import Audio, load_dataset
# load LS in streaming mode
dataset = load_dataset("librispeech_asr", "clean", split="validation", streaming=True)
# check original features
print("Original features: ", dataset.features.keys())
# define features to remove: we KEEP audio and text
COLUMNS_TO_REMOVE = ['chapter_id', 'speaker_id', 'file', 'id']
dataset = dataset.remove_columns(COLUMNS_TO_REMOVE)
# check processed features, uh-oh!
print("Processed features: ", dataset.features)
# streaming the first audio sample still works
print("First sample:", next(iter(ds)))
```
**Print Output:**
```
Original features: dict_keys(['file', 'audio', 'text', 'speaker_id', 'chapter_id', 'id'])
Processed features: None
First sample: {'audio': {'path': '2277-149896-0000.flac', 'array': array([ 0.00186157, 0.0005188 , 0.00024414, ..., -0.00097656,
-0.00109863, -0.00146484]), 'sampling_rate': 16000}, 'text': "HE WAS IN A FEVERED STATE OF MIND OWING TO THE BLIGHT HIS WIFE'S ACTION THREATENED TO CAST UPON HIS ENTIRE FUTURE"}
```
### Expected behavior
The features should be those **not** removed by the `remove_column` method, i.e. audio and text.
### Environment info
- `datasets` version: 2.7.1
- Platform: Linux-5.10.133+-x86_64-with-Ubuntu-18.04-bionic
- Python version: 3.7.15
- PyArrow version: 9.0.0
- Pandas version: 1.3.5
(Running on Google Colab for a blog post: https://colab.research.google.com/drive/1ySCQREPZEl4msLfxb79pYYOWjUZhkr9y#scrollTo=8pRDGiVmH2ml)
cc @polinaeterna @lhoestq | 101 | Features of IterableDataset set to None by remove column
### Describe the bug
The `remove_column` method of the IterableDataset sets the dataset features to None.
### Steps to reproduce the bug
```python
from datasets import Audio, load_dataset
# load LS in streaming mode
dataset = load_dataset("librispeech_asr", "clean", split="validation", streaming=True)
# check original features
print("Original features: ", dataset.features.keys())
# define features to remove: we KEEP audio and text
COLUMNS_TO_REMOVE = ['chapter_id', 'speaker_id', 'file', 'id']
dataset = dataset.remove_columns(COLUMNS_TO_REMOVE)
# check processed features, uh-oh!
print("Processed features: ", dataset.features)
# streaming the first audio sample still works
print("First sample:", next(iter(ds)))
```
**Print Output:**
```
Original features: dict_keys(['file', 'audio', 'text', 'speaker_id', 'chapter_id', 'id'])
Processed features: None
First sample: {'audio': {'path': '2277-149896-0000.flac', 'array': array([ 0.00186157, 0.0005188 , 0.00024414, ..., -0.00097656,
-0.00109863, -0.00146484]), 'sampling_rate': 16000}, 'text': "HE WAS IN A FEVERED STATE OF MIND OWING TO THE BLIGHT HIS WIFE'S ACTION THREATENED TO CAST UPON HIS ENTIRE FUTURE"}
```
### Expected behavior
The features should be those **not** removed by the `remove_column` method, i.e. audio and text.
### Environment info
- `datasets` version: 2.7.1
- Platform: Linux-5.10.133+-x86_64-with-Ubuntu-18.04-bionic
- Python version: 3.7.15
- PyArrow version: 9.0.0
- Pandas version: 1.3.5
(Running on Google Colab for a blog post: https://colab.research.google.com/drive/1ySCQREPZEl4msLfxb79pYYOWjUZhkr9y#scrollTo=8pRDGiVmH2ml)
cc @polinaeterna @lhoestq
> The culprit is definitely `.map` Just validated it. Any idea please?
Yes, indeed `.map` losses the features, because AFAIK pre-fetching the data to infer the features is expensive and not ideal, that's part of this issue https://github.com/huggingface/datasets/issues/3888
Anyway, now you can pass the `features` as a param to `.map` as follows:
```python
from datasets import Features
vectorized_datasets = raw_datasets.map(
prepare_dataset,
features=Features(
{"path": raw_datasets["train"].info.features["path"], "audio": raw_datasets["train"].info.features["audio"], "sentence": raw_datasets["train"].info.features["sentence"]}
),
).with_format("torch")
```
Also, to let you know, when calling `.remove_columns` over an `IterableDataset`, the `features` are not lost, as well as `.rename_column` and `rename_columns` :)
More information about the latter at https://github.com/huggingface/datasets/pull/5287 | [
-0.2610943019390106,
-0.29308420419692993,
-0.019567813724279404,
0.13754193484783173,
0.29093313217163086,
-0.026312723755836487,
0.49931764602661133,
0.15073545277118683,
-0.12898750603199005,
0.1906326711177826,
-0.24397888779640198,
0.44379934668540955,
-0.07863331586122513,
-0.04678324609994888,
-0.29020342230796814,
-0.05913480371236801,
0.09293165802955627,
0.27208971977233887,
-0.16660378873348236,
-0.18950635194778442,
-0.14902552962303162,
0.11695533245801926,
-0.5233851671218872,
-0.001819707453250885,
0.05506637692451477,
-0.13254013657569885,
0.026603398844599724,
0.08433003723621368,
-0.009881818667054176,
-0.24136310815811157,
-0.09381981194019318,
0.10116001963615417,
-0.11983086168766022,
0.27455922961235046,
-0.00010952896991511807,
-0.28537672758102417,
0.22918885946273804,
-0.10018374770879745,
-0.26275908946990967,
0.0747133120894432,
-0.0690230205655098,
0.18451063334941864,
-0.08705116808414459,
-0.19834953546524048,
0.03148224204778671,
-0.5986281633377075,
-0.3521033823490143,
-0.3280746042728424,
0.10928233712911606,
0.42959022521972656,
0.24142634868621826,
0.06312505155801773,
-0.34183213114738464,
0.2510654926300049,
0.27786701917648315,
0.1175888404250145,
-0.3012577295303345,
-0.20021365582942963,
0.3483964502811432,
0.005953427404165268,
-0.048648662865161896,
0.41803789138793945,
-0.4068010151386261,
0.2129656970500946,
0.05307364836335182,
0.03155587986111641,
-0.25866904854774475,
-0.21099039912223816,
0.3436700403690338,
0.3228222727775574,
0.5082948207855225,
-0.33634763956069946,
-0.15422849357128143,
-0.3480232357978821,
-0.02526240423321724,
-0.41829460859298706,
0.08027594536542892,
0.040904924273490906,
-0.09409423172473907,
0.050136517733335495,
-0.04855208843946457,
0.025496138259768486,
0.014016464352607727,
-0.06191779673099518,
0.16827897727489471,
0.10791662335395813,
-0.1272469460964203,
0.02113175392150879,
0.0731026828289032,
-0.06605259329080582,
0.29118138551712036,
-0.3169645071029663,
-0.0517393983900547,
0.3725148141384125,
-0.2918667495250702,
-0.24507753551006317,
0.22639843821525574,
-0.08042546361684799,
-0.05266242474317551,
0.16086415946483612,
0.11501733213663101,
0.013775693252682686,
-0.12812648713588715,
0.044213488698005676,
0.3174046576023102,
0.23947538435459137,
-0.123504139482975,
0.09147512912750244,
0.2620893120765686,
0.46134185791015625,
-0.09409396350383759,
-0.165065735578537,
0.3944799304008484,
0.3289289176464081,
0.43597665429115295,
-0.04593270272016525,
0.47623103857040405,
-0.2845742702484131,
-0.4620235562324524,
0.17026633024215698,
-0.4211602210998535,
-0.020304163917899132,
-0.03913911059498787,
0.07776568084955215,
0.11616399139165878,
0.25455257296562195,
-0.23874999582767487,
0.24688304960727692,
-0.2223944514989853,
0.0440613329410553,
-0.21944768726825714,
0.09096492826938629,
0.1512380689382553,
-0.1005028709769249,
0.21183420717716217,
-0.05851185694336891,
0.3399290144443512,
0.24939264357089996,
-0.17811204493045807,
-0.1118040531873703,
-0.00410844199359417,
-0.22262094914913177,
0.26002588868141174,
0.15881022810935974,
-0.040084000676870346,
0.34435921907424927,
-0.012123361229896545,
-0.056110575795173645,
0.004932239651679993,
0.30417320132255554,
0.19695845246315002,
-0.044516224414110184,
-0.09091982990503311,
0.2727246880531311,
-0.20686495304107666,
0.03879745677113533,
-0.08688173443078995,
0.18375366926193237,
0.051433831453323364,
-0.34001168608665466,
0.20025858283042908,
-0.2077436000108719,
-0.05752427503466606,
-0.05800756439566612,
0.015452070161700249,
0.308475136756897,
-0.38914695382118225,
-0.08992470055818558,
-0.22594714164733887,
-0.024473704397678375,
0.3892976939678192,
0.20192359387874603,
-0.05284987390041351,
0.13985073566436768,
-0.30387529730796814,
0.3251226544380188,
0.13331079483032227,
0.005403552204370499,
-0.6208897829055786,
0.3137294054031372,
0.07233604788780212,
0.6498379111289978,
0.11605647206306458,
0.04490114003419876,
0.3240947723388672,
-0.060527507215738297,
-0.08926454186439514,
0.12682750821113586,
0.07307255268096924,
-0.0037067141383886337,
-0.29272881150245667,
-0.11899831146001816,
0.09365101158618927,
-0.09372608363628387,
-0.09860102832317352,
0.34559866786003113,
0.09171154350042343,
-0.00002132449299097061,
0.4478551149368286,
-0.03660893067717552,
0.18593034148216248,
0.12012162059545517,
0.5256521105766296,
-0.03388979285955429,
0.157347172498703,
-0.45481032133102417,
-0.06198888272047043,
-0.12498622387647629,
0.3734619915485382,
-0.11559861898422241,
-0.2954897880554199,
-0.3613753914833069,
-0.1384551227092743,
-0.07193420827388763,
-0.43375450372695923,
-0.3526868522167206,
0.1930854469537735,
0.4108772277832031,
-0.08890027552843094,
-0.09565286338329315,
-0.3648957908153534,
0.19618536531925201,
-0.0898132398724556,
-0.1917559802532196,
-0.23555375635623932,
-0.030373308807611465,
0.12648265063762665,
-0.14108921587467194,
0.20506437122821808,
0.3447781205177307,
0.17048171162605286,
0.03402608633041382,
-0.21108338236808777,
0.3941996097564697,
0.07388289272785187,
0.24976643919944763,
-0.3537132441997528,
0.23344717919826508,
0.1520102620124817,
-0.05185259133577347,
0.0725950300693512,
0.34295645356178284,
0.31598299741744995,
0.0006616264581680298,
-0.2267574667930603,
0.22785817086696625,
-0.0582805760204792,
0.41664135456085205,
0.25757139921188354,
-0.08048459142446518,
0.34618017077445984,
0.05956999585032463,
-0.2393219769001007,
-0.13343074917793274,
0.00680851936340332,
-0.26437926292419434,
0.044661056250333786,
-0.029894044622778893,
-0.4289615750312805,
0.24709978699684143,
0.5336623191833496,
-0.019386207684874535,
-0.033115871250629425,
-0.061787910759449005,
-0.41217365860939026,
-0.21784839034080505,
0.29275959730148315,
0.08691580593585968,
0.3979836106300354,
0.06091109663248062,
0.09902487695217133,
0.04908385127782822,
0.03501599654555321,
-0.13207392394542694,
0.1662774235010147,
0.12526801228523254,
-0.1552744358778,
0.5526211857795715,
0.24456152319908142,
-0.05533987656235695,
-0.6794418096542358,
-0.33118361234664917,
-0.10209950059652328,
0.26912951469421387,
-0.1822516769170761,
-0.06486482918262482,
-0.2021239995956421,
-0.1524476408958435,
-0.008272056467831135,
-0.1652207225561142,
0.2282809615135193,
-0.2556365728378296,
0.2006349116563797,
0.7325950264930725,
-0.24381007254123688,
0.25751060247421265,
-0.12484605610370636,
0.0818861871957779,
0.0718790665268898,
0.0038272980600595474,
-0.19400298595428467,
0.012876970693469048,
-0.08539404720067978,
0.20210562646389008,
-0.1172383725643158,
0.03886333107948303,
0.09257654845714569,
0.24403809010982513,
-0.2609921395778656,
-0.2789135277271271,
0.047753773629665375,
0.13057300448417664,
-0.061656586825847626,
0.18689340353012085,
0.005556955933570862,
0.1297129988670349,
0.14320582151412964,
-0.196934312582016,
0.09952349960803986,
-0.058189697563648224,
-0.16109101474285126,
0.11860042810440063,
0.04541124403476715,
0.0766289159655571,
-0.17174701392650604,
-0.4166596233844757,
0.2131866216659546,
-0.4219498634338379,
0.0841321051120758,
-0.08883367478847504,
0.20627598464488983,
0.15245157480239868,
-0.05476928502321243,
0.11206894367933273,
0.31955376267433167,
0.06610430032014847,
-0.3540993332862854,
0.10988199710845947,
0.22050590813159943,
-0.1396663635969162,
-0.19072407484054565,
-0.14128762483596802,
0.052386172115802765,
0.18593226373195648,
0.08149662613868713,
-0.3369625210762024,
-0.2058277130126953,
-0.2199314385652542,
0.12868183851242065,
-0.12622299790382385,
-0.016984833404421806,
0.3039339780807495,
0.27725574374198914,
-0.045278072357177734,
-0.13837754726409912,
0.01023600623011589,
-0.12131773680448532,
0.19408878684043884,
-0.007337883114814758,
0.06302089244127274,
0.3789539039134979,
-0.1857459396123886,
0.36548441648483276,
0.3244578242301941,
0.34130069613456726,
0.42028260231018066,
-0.08939764648675919,
0.16730515658855438,
-0.4115890860557556,
-0.38499560952186584,
0.09700702130794525,
0.12557990849018097,
-0.2509072422981262,
0.3295399844646454,
-0.16647225618362427,
-0.2327428013086319,
-0.0002799816429615021,
0.2581862509250641,
-0.13166853785514832,
-0.1336858868598938,
-0.11446069180965424,
-0.25777947902679443,
0.21392130851745605,
0.11804822087287903,
0.2200353741645813,
0.20098455250263214,
-0.11635468155145645,
0.039669036865234375,
-0.16604231297969818,
0.3606445789337158,
-0.24612443149089813,
-0.4841693937778473,
-0.1135043278336525,
-0.33378270268440247,
0.10503263026475906,
-0.0026836595498025417,
0.5312303304672241,
-0.041298896074295044,
-0.4809112250804901,
0.19664554297924042,
0.04504716396331787,
0.29143989086151123,
-0.22269371151924133,
0.00041109323501586914,
0.2765807807445526,
0.2993015944957733,
-0.09777539223432541,
-0.17915421724319458,
-0.5125449895858765,
0.13481611013412476,
0.06581087410449982,
0.4795033931732178,
-0.1183212548494339,
0.012972425669431686,
0.1621476709842682,
0.2817094027996063,
0.13663819432258606,
0.12203369289636612,
-0.2721891701221466,
-0.3755794167518616,
-0.23546364903450012,
0.13870379328727722,
-0.02281918004155159,
0.363513708114624,
-0.2742040157318115,
-0.13333985209465027,
0.01281653717160225,
-0.3412730097770691,
0.05546616017818451,
0.16570144891738892,
0.3208942115306854,
-0.1139834001660347,
0.3053826093673706,
-0.01939910650253296,
0.028036486357450485,
-0.05637536942958832,
0.36121729016304016,
0.20085032284259796,
-0.13717539608478546,
0.13566875457763672,
-0.41261303424835205,
0.12930577993392944,
0.24416321516036987,
-0.15179063379764557,
0.3049147427082062,
-0.2382005751132965,
0.22754418849945068,
-0.14633987843990326,
-0.14815591275691986,
0.4774705469608307,
-0.01675867661833763,
-0.05537606030702591,
-0.43796759843826294,
0.11734701693058014,
-0.1559954732656479,
-0.18445807695388794,
0.4339197874069214,
-0.08427716791629791,
-0.1006600558757782,
0.5387802720069885,
-0.3498290777206421,
0.7772359251976013,
0.32830965518951416,
-0.15906952321529388,
0.23385289311408997,
0.004693672060966492,
-0.005026984494179487,
-0.08805529028177261,
0.32733452320098877,
-0.10291561484336853,
-0.3613671660423279,
-0.003893403336405754,
0.1247129887342453,
0.15029188990592957,
-0.008456818759441376,
-0.11767014861106873,
0.2482442408800125,
-0.20392173528671265,
0.33117786049842834,
0.060540080070495605,
-0.05737288296222687,
-0.2199326604604721,
-0.14760297536849976,
-0.25194403529167175,
0.12664765119552612,
0.07153017818927765,
0.025324232876300812,
0.24193647503852844,
0.17154145240783691,
0.2108559012413025,
-0.11195975542068481,
-0.07232727110385895,
0.18070542812347412,
-0.052044447511434555,
-0.02812027931213379,
-0.23683401942253113,
-0.4428015947341919,
-0.14091315865516663,
0.1444557160139084,
-0.10737140476703644,
0.038223832845687866,
-0.06211205571889877,
0.14837951958179474,
0.3479420244693756,
0.3960554599761963,
0.011305942200124264,
0.15776410698890686,
0.09985847771167755,
-0.04629713296890259,
-0.2844765782356262,
0.25810402631759644,
0.026881128549575806,
-0.0900646448135376,
0.04240491986274719,
-0.1706317514181137,
0.36742091178894043,
-0.3663366138935089,
-0.24964559078216553,
0.012103348970413208,
0.11012198030948639,
-0.4631507396697998,
0.17843182384967804,
-0.09876185655593872,
-0.3602515161037445,
0.3339717984199524,
-0.2908250689506531,
-0.05662475898861885,
-0.20812511444091797,
0.23597964644432068,
0.2957124412059784,
0.19118529558181763,
0.4746268093585968,
-0.11102965474128723,
-0.23510119318962097,
-0.3018527925014496,
-0.11206161975860596,
-0.1877741813659668,
-0.19285696744918823,
0.23437175154685974,
-0.12525859475135803,
-0.04233633726835251,
-0.1805213838815689,
0.3737059533596039,
-0.4726601839065552,
0.23717325925827026,
-0.433042049407959,
-0.24673840403556824,
-0.21184374392032623,
0.046195171773433685,
0.2344384491443634,
0.16118669509887695,
-0.16307350993156433,
-0.13625405728816986,
-0.15224546194076538,
0.013797774910926819,
-0.3655083179473877,
-0.04473405331373215,
-0.06654524058103561,
0.27371835708618164,
0.3283687233924866,
0.12852786481380463,
0.10581734031438828,
-0.041409507393836975,
0.288763165473938,
0.16446077823638916,
0.18469513952732086,
-0.2803061008453369,
-0.13357608020305634,
0.13638438284397125,
0.03801548853516579,
-0.21998947858810425,
-0.2596146762371063,
-0.06729627400636673,
-0.3093031942844391,
-0.3306024670600891,
0.33835530281066895,
0.17097792029380798,
0.05186993256211281,
0.21511416137218475,
-0.10966992378234863,
-0.13212895393371582,
-0.08348844945430756,
-0.0551435723900795,
-0.26503786444664,
-0.31948399543762207,
0.17681799829006195,
0.02783002331852913,
0.1981787085533142,
-0.010217078030109406,
-0.14465200901031494,
0.08266060054302216,
-0.15737833082675934,
0.09154023230075836,
0.35796260833740234,
-0.0013603642582893372,
0.06605464220046997,
0.19710476696491241,
0.4650203287601471,
0.3852919042110443,
-0.16149680316448212,
-0.38320448994636536,
-0.06494267284870148,
0.35922789573669434,
-0.41615501046180725,
-0.2675178050994873,
-0.08205901086330414,
-0.08513668924570084,
0.2593729496002197,
0.1748446822166443,
0.04100024327635765,
-0.09502971917390823,
0.36929821968078613,
0.003978554159402847,
0.2168090045452118,
-0.3836643099784851,
0.13216175138950348,
0.5595680475234985,
-0.008897345513105392,
0.03372029587626457,
0.12028227746486664,
-0.12734578549861908,
0.013006217777729034,
0.7303155660629272,
-0.18314629793167114,
-0.021593356505036354,
0.4066121280193329,
-0.0013527460396289825,
-0.0002896413207054138,
-0.2909402549266815,
-0.05003397539258003,
-0.0114937424659729,
-0.23775768280029297,
0.20248770713806152,
0.14586490392684937,
-0.06128238886594772,
-0.11555106192827225,
-0.006524401251226664,
0.05411443114280701,
0.052644990384578705,
-0.23284149169921875,
-0.21320098638534546,
0.15478432178497314,
-0.3091041147708893,
-0.08804106712341309,
0.005251165479421616,
0.07117131352424622,
0.30285632610321045,
0.2714545428752899,
-0.17330016195774078,
-0.13747569918632507,
-0.35446736216545105,
0.11077666282653809,
0.044841744005680084,
0.4848792552947998,
-0.23090162873268127,
-0.011287270113825798,
0.17888730764389038,
0.2464006245136261,
0.05593414977192879,
0.16082797944545746,
0.09570907056331635,
0.11190193146467209,
0.08296754956245422,
0.15873825550079346,
-0.17720802128314972,
-0.22925546765327454,
-0.0685565322637558,
0.3425285220146179,
0.030241895467042923,
0.2439781129360199,
0.14630761742591858,
0.13622191548347473,
-0.20693548023700714,
0.2651331424713135,
0.22897391021251678,
0.059920668601989746,
-0.4607551097869873,
0.33432844281196594,
-0.24913480877876282,
-0.3256504535675049,
-0.13848555088043213,
-0.15957188606262207,
0.02530577778816223,
-0.23396913707256317,
0.21945104002952576,
-0.04687422141432762,
0.28546684980392456,
-0.23262551426887512,
0.11156177520751953,
-0.2869476079940796,
-0.04541883245110512,
0.31617915630340576,
-0.342804878950119,
-0.07956218719482422,
-0.18742522597312927,
-0.6316272616386414,
-0.02756498008966446,
0.10073636472225189,
-0.09733356535434723,
0.1161743551492691,
0.3925279378890991,
-0.04178289324045181,
0.07010196149349213,
-0.11235342919826508,
0.002466103993356228,
-0.10492271184921265,
0.3214125335216522,
-0.14056700468063354,
-0.16455402970314026,
-0.0660691112279892,
0.05113743245601654,
-0.16289062798023224,
-0.5096869468688965,
0.13894005119800568,
-0.19596394896507263,
0.16183066368103027,
0.13792335987091064,
-0.10768840461969376,
-0.024574153125286102,
-0.0699339285492897,
0.27733802795410156,
0.1679053157567978,
0.004923216998577118,
-0.28857266902923584,
-0.08324471116065979,
-0.17260517179965973,
-0.017164768651127815,
-0.16756123304367065,
-0.005466073751449585,
0.11928389966487885,
0.602149486541748,
0.2449495494365692,
0.1929475963115692,
-0.12098712474107742,
0.41176655888557434,
0.18259966373443604,
-0.03460025042295456,
-0.30989474058151245,
0.16451765596866608,
-0.17519696056842804,
0.3291321098804474,
-0.13375318050384521,
-0.025477536022663116,
-0.025845907628536224,
0.12333042919635773,
-0.4352242350578308,
-0.6388773322105408,
0.5073500871658325,
-0.17066283524036407,
-0.4657314419746399,
-0.08132631331682205,
0.4747626781463623,
0.24427539110183716,
-0.22610390186309814,
-0.5416979193687439,
-0.03299533575773239,
0.38009893894195557,
-0.2782042324542999,
-0.073684923350811,
0.30492082238197327,
-0.16067057847976685,
0.11030937731266022,
0.020686674863100052,
0.2857479453086853,
0.3235211968421936,
-0.09163855761289597,
0.39078208804130554,
-0.16133657097816467
] |
https://github.com/huggingface/datasets/issues/5284 | Features of IterableDataset set to None by remove column | @asennoussi alternatively you can just call `._resolve_features()` from your `IterableDataset` and it will pre-fetch the data to resolve the features, but note that feature-inference is not as accurate as if you manually specify which features and feature-types the `IterableDataset` has, as mentioned in the comment above, the alternative is to provide `features` param to `.map` :hugs: | ### Describe the bug
The `remove_column` method of the IterableDataset sets the dataset features to None.
### Steps to reproduce the bug
```python
from datasets import Audio, load_dataset
# load LS in streaming mode
dataset = load_dataset("librispeech_asr", "clean", split="validation", streaming=True)
# check original features
print("Original features: ", dataset.features.keys())
# define features to remove: we KEEP audio and text
COLUMNS_TO_REMOVE = ['chapter_id', 'speaker_id', 'file', 'id']
dataset = dataset.remove_columns(COLUMNS_TO_REMOVE)
# check processed features, uh-oh!
print("Processed features: ", dataset.features)
# streaming the first audio sample still works
print("First sample:", next(iter(ds)))
```
**Print Output:**
```
Original features: dict_keys(['file', 'audio', 'text', 'speaker_id', 'chapter_id', 'id'])
Processed features: None
First sample: {'audio': {'path': '2277-149896-0000.flac', 'array': array([ 0.00186157, 0.0005188 , 0.00024414, ..., -0.00097656,
-0.00109863, -0.00146484]), 'sampling_rate': 16000}, 'text': "HE WAS IN A FEVERED STATE OF MIND OWING TO THE BLIGHT HIS WIFE'S ACTION THREATENED TO CAST UPON HIS ENTIRE FUTURE"}
```
### Expected behavior
The features should be those **not** removed by the `remove_column` method, i.e. audio and text.
### Environment info
- `datasets` version: 2.7.1
- Platform: Linux-5.10.133+-x86_64-with-Ubuntu-18.04-bionic
- Python version: 3.7.15
- PyArrow version: 9.0.0
- Pandas version: 1.3.5
(Running on Google Colab for a blog post: https://colab.research.google.com/drive/1ySCQREPZEl4msLfxb79pYYOWjUZhkr9y#scrollTo=8pRDGiVmH2ml)
cc @polinaeterna @lhoestq | 56 | Features of IterableDataset set to None by remove column
### Describe the bug
The `remove_column` method of the IterableDataset sets the dataset features to None.
### Steps to reproduce the bug
```python
from datasets import Audio, load_dataset
# load LS in streaming mode
dataset = load_dataset("librispeech_asr", "clean", split="validation", streaming=True)
# check original features
print("Original features: ", dataset.features.keys())
# define features to remove: we KEEP audio and text
COLUMNS_TO_REMOVE = ['chapter_id', 'speaker_id', 'file', 'id']
dataset = dataset.remove_columns(COLUMNS_TO_REMOVE)
# check processed features, uh-oh!
print("Processed features: ", dataset.features)
# streaming the first audio sample still works
print("First sample:", next(iter(ds)))
```
**Print Output:**
```
Original features: dict_keys(['file', 'audio', 'text', 'speaker_id', 'chapter_id', 'id'])
Processed features: None
First sample: {'audio': {'path': '2277-149896-0000.flac', 'array': array([ 0.00186157, 0.0005188 , 0.00024414, ..., -0.00097656,
-0.00109863, -0.00146484]), 'sampling_rate': 16000}, 'text': "HE WAS IN A FEVERED STATE OF MIND OWING TO THE BLIGHT HIS WIFE'S ACTION THREATENED TO CAST UPON HIS ENTIRE FUTURE"}
```
### Expected behavior
The features should be those **not** removed by the `remove_column` method, i.e. audio and text.
### Environment info
- `datasets` version: 2.7.1
- Platform: Linux-5.10.133+-x86_64-with-Ubuntu-18.04-bionic
- Python version: 3.7.15
- PyArrow version: 9.0.0
- Pandas version: 1.3.5
(Running on Google Colab for a blog post: https://colab.research.google.com/drive/1ySCQREPZEl4msLfxb79pYYOWjUZhkr9y#scrollTo=8pRDGiVmH2ml)
cc @polinaeterna @lhoestq
@asennoussi alternatively you can just call `._resolve_features()` from your `IterableDataset` and it will pre-fetch the data to resolve the features, but note that feature-inference is not as accurate as if you manually specify which features and feature-types the `IterableDataset` has, as mentioned in the comment above, the alternative is to provide `features` param to `.map` :hugs: | [
-0.2610943019390106,
-0.29308420419692993,
-0.019567813724279404,
0.13754193484783173,
0.29093313217163086,
-0.026312723755836487,
0.49931764602661133,
0.15073545277118683,
-0.12898750603199005,
0.1906326711177826,
-0.24397888779640198,
0.44379934668540955,
-0.07863331586122513,
-0.04678324609994888,
-0.29020342230796814,
-0.05913480371236801,
0.09293165802955627,
0.27208971977233887,
-0.16660378873348236,
-0.18950635194778442,
-0.14902552962303162,
0.11695533245801926,
-0.5233851671218872,
-0.001819707453250885,
0.05506637692451477,
-0.13254013657569885,
0.026603398844599724,
0.08433003723621368,
-0.009881818667054176,
-0.24136310815811157,
-0.09381981194019318,
0.10116001963615417,
-0.11983086168766022,
0.27455922961235046,
-0.00010952896991511807,
-0.28537672758102417,
0.22918885946273804,
-0.10018374770879745,
-0.26275908946990967,
0.0747133120894432,
-0.0690230205655098,
0.18451063334941864,
-0.08705116808414459,
-0.19834953546524048,
0.03148224204778671,
-0.5986281633377075,
-0.3521033823490143,
-0.3280746042728424,
0.10928233712911606,
0.42959022521972656,
0.24142634868621826,
0.06312505155801773,
-0.34183213114738464,
0.2510654926300049,
0.27786701917648315,
0.1175888404250145,
-0.3012577295303345,
-0.20021365582942963,
0.3483964502811432,
0.005953427404165268,
-0.048648662865161896,
0.41803789138793945,
-0.4068010151386261,
0.2129656970500946,
0.05307364836335182,
0.03155587986111641,
-0.25866904854774475,
-0.21099039912223816,
0.3436700403690338,
0.3228222727775574,
0.5082948207855225,
-0.33634763956069946,
-0.15422849357128143,
-0.3480232357978821,
-0.02526240423321724,
-0.41829460859298706,
0.08027594536542892,
0.040904924273490906,
-0.09409423172473907,
0.050136517733335495,
-0.04855208843946457,
0.025496138259768486,
0.014016464352607727,
-0.06191779673099518,
0.16827897727489471,
0.10791662335395813,
-0.1272469460964203,
0.02113175392150879,
0.0731026828289032,
-0.06605259329080582,
0.29118138551712036,
-0.3169645071029663,
-0.0517393983900547,
0.3725148141384125,
-0.2918667495250702,
-0.24507753551006317,
0.22639843821525574,
-0.08042546361684799,
-0.05266242474317551,
0.16086415946483612,
0.11501733213663101,
0.013775693252682686,
-0.12812648713588715,
0.044213488698005676,
0.3174046576023102,
0.23947538435459137,
-0.123504139482975,
0.09147512912750244,
0.2620893120765686,
0.46134185791015625,
-0.09409396350383759,
-0.165065735578537,
0.3944799304008484,
0.3289289176464081,
0.43597665429115295,
-0.04593270272016525,
0.47623103857040405,
-0.2845742702484131,
-0.4620235562324524,
0.17026633024215698,
-0.4211602210998535,
-0.020304163917899132,
-0.03913911059498787,
0.07776568084955215,
0.11616399139165878,
0.25455257296562195,
-0.23874999582767487,
0.24688304960727692,
-0.2223944514989853,
0.0440613329410553,
-0.21944768726825714,
0.09096492826938629,
0.1512380689382553,
-0.1005028709769249,
0.21183420717716217,
-0.05851185694336891,
0.3399290144443512,
0.24939264357089996,
-0.17811204493045807,
-0.1118040531873703,
-0.00410844199359417,
-0.22262094914913177,
0.26002588868141174,
0.15881022810935974,
-0.040084000676870346,
0.34435921907424927,
-0.012123361229896545,
-0.056110575795173645,
0.004932239651679993,
0.30417320132255554,
0.19695845246315002,
-0.044516224414110184,
-0.09091982990503311,
0.2727246880531311,
-0.20686495304107666,
0.03879745677113533,
-0.08688173443078995,
0.18375366926193237,
0.051433831453323364,
-0.34001168608665466,
0.20025858283042908,
-0.2077436000108719,
-0.05752427503466606,
-0.05800756439566612,
0.015452070161700249,
0.308475136756897,
-0.38914695382118225,
-0.08992470055818558,
-0.22594714164733887,
-0.024473704397678375,
0.3892976939678192,
0.20192359387874603,
-0.05284987390041351,
0.13985073566436768,
-0.30387529730796814,
0.3251226544380188,
0.13331079483032227,
0.005403552204370499,
-0.6208897829055786,
0.3137294054031372,
0.07233604788780212,
0.6498379111289978,
0.11605647206306458,
0.04490114003419876,
0.3240947723388672,
-0.060527507215738297,
-0.08926454186439514,
0.12682750821113586,
0.07307255268096924,
-0.0037067141383886337,
-0.29272881150245667,
-0.11899831146001816,
0.09365101158618927,
-0.09372608363628387,
-0.09860102832317352,
0.34559866786003113,
0.09171154350042343,
-0.00002132449299097061,
0.4478551149368286,
-0.03660893067717552,
0.18593034148216248,
0.12012162059545517,
0.5256521105766296,
-0.03388979285955429,
0.157347172498703,
-0.45481032133102417,
-0.06198888272047043,
-0.12498622387647629,
0.3734619915485382,
-0.11559861898422241,
-0.2954897880554199,
-0.3613753914833069,
-0.1384551227092743,
-0.07193420827388763,
-0.43375450372695923,
-0.3526868522167206,
0.1930854469537735,
0.4108772277832031,
-0.08890027552843094,
-0.09565286338329315,
-0.3648957908153534,
0.19618536531925201,
-0.0898132398724556,
-0.1917559802532196,
-0.23555375635623932,
-0.030373308807611465,
0.12648265063762665,
-0.14108921587467194,
0.20506437122821808,
0.3447781205177307,
0.17048171162605286,
0.03402608633041382,
-0.21108338236808777,
0.3941996097564697,
0.07388289272785187,
0.24976643919944763,
-0.3537132441997528,
0.23344717919826508,
0.1520102620124817,
-0.05185259133577347,
0.0725950300693512,
0.34295645356178284,
0.31598299741744995,
0.0006616264581680298,
-0.2267574667930603,
0.22785817086696625,
-0.0582805760204792,
0.41664135456085205,
0.25757139921188354,
-0.08048459142446518,
0.34618017077445984,
0.05956999585032463,
-0.2393219769001007,
-0.13343074917793274,
0.00680851936340332,
-0.26437926292419434,
0.044661056250333786,
-0.029894044622778893,
-0.4289615750312805,
0.24709978699684143,
0.5336623191833496,
-0.019386207684874535,
-0.033115871250629425,
-0.061787910759449005,
-0.41217365860939026,
-0.21784839034080505,
0.29275959730148315,
0.08691580593585968,
0.3979836106300354,
0.06091109663248062,
0.09902487695217133,
0.04908385127782822,
0.03501599654555321,
-0.13207392394542694,
0.1662774235010147,
0.12526801228523254,
-0.1552744358778,
0.5526211857795715,
0.24456152319908142,
-0.05533987656235695,
-0.6794418096542358,
-0.33118361234664917,
-0.10209950059652328,
0.26912951469421387,
-0.1822516769170761,
-0.06486482918262482,
-0.2021239995956421,
-0.1524476408958435,
-0.008272056467831135,
-0.1652207225561142,
0.2282809615135193,
-0.2556365728378296,
0.2006349116563797,
0.7325950264930725,
-0.24381007254123688,
0.25751060247421265,
-0.12484605610370636,
0.0818861871957779,
0.0718790665268898,
0.0038272980600595474,
-0.19400298595428467,
0.012876970693469048,
-0.08539404720067978,
0.20210562646389008,
-0.1172383725643158,
0.03886333107948303,
0.09257654845714569,
0.24403809010982513,
-0.2609921395778656,
-0.2789135277271271,
0.047753773629665375,
0.13057300448417664,
-0.061656586825847626,
0.18689340353012085,
0.005556955933570862,
0.1297129988670349,
0.14320582151412964,
-0.196934312582016,
0.09952349960803986,
-0.058189697563648224,
-0.16109101474285126,
0.11860042810440063,
0.04541124403476715,
0.0766289159655571,
-0.17174701392650604,
-0.4166596233844757,
0.2131866216659546,
-0.4219498634338379,
0.0841321051120758,
-0.08883367478847504,
0.20627598464488983,
0.15245157480239868,
-0.05476928502321243,
0.11206894367933273,
0.31955376267433167,
0.06610430032014847,
-0.3540993332862854,
0.10988199710845947,
0.22050590813159943,
-0.1396663635969162,
-0.19072407484054565,
-0.14128762483596802,
0.052386172115802765,
0.18593226373195648,
0.08149662613868713,
-0.3369625210762024,
-0.2058277130126953,
-0.2199314385652542,
0.12868183851242065,
-0.12622299790382385,
-0.016984833404421806,
0.3039339780807495,
0.27725574374198914,
-0.045278072357177734,
-0.13837754726409912,
0.01023600623011589,
-0.12131773680448532,
0.19408878684043884,
-0.007337883114814758,
0.06302089244127274,
0.3789539039134979,
-0.1857459396123886,
0.36548441648483276,
0.3244578242301941,
0.34130069613456726,
0.42028260231018066,
-0.08939764648675919,
0.16730515658855438,
-0.4115890860557556,
-0.38499560952186584,
0.09700702130794525,
0.12557990849018097,
-0.2509072422981262,
0.3295399844646454,
-0.16647225618362427,
-0.2327428013086319,
-0.0002799816429615021,
0.2581862509250641,
-0.13166853785514832,
-0.1336858868598938,
-0.11446069180965424,
-0.25777947902679443,
0.21392130851745605,
0.11804822087287903,
0.2200353741645813,
0.20098455250263214,
-0.11635468155145645,
0.039669036865234375,
-0.16604231297969818,
0.3606445789337158,
-0.24612443149089813,
-0.4841693937778473,
-0.1135043278336525,
-0.33378270268440247,
0.10503263026475906,
-0.0026836595498025417,
0.5312303304672241,
-0.041298896074295044,
-0.4809112250804901,
0.19664554297924042,
0.04504716396331787,
0.29143989086151123,
-0.22269371151924133,
0.00041109323501586914,
0.2765807807445526,
0.2993015944957733,
-0.09777539223432541,
-0.17915421724319458,
-0.5125449895858765,
0.13481611013412476,
0.06581087410449982,
0.4795033931732178,
-0.1183212548494339,
0.012972425669431686,
0.1621476709842682,
0.2817094027996063,
0.13663819432258606,
0.12203369289636612,
-0.2721891701221466,
-0.3755794167518616,
-0.23546364903450012,
0.13870379328727722,
-0.02281918004155159,
0.363513708114624,
-0.2742040157318115,
-0.13333985209465027,
0.01281653717160225,
-0.3412730097770691,
0.05546616017818451,
0.16570144891738892,
0.3208942115306854,
-0.1139834001660347,
0.3053826093673706,
-0.01939910650253296,
0.028036486357450485,
-0.05637536942958832,
0.36121729016304016,
0.20085032284259796,
-0.13717539608478546,
0.13566875457763672,
-0.41261303424835205,
0.12930577993392944,
0.24416321516036987,
-0.15179063379764557,
0.3049147427082062,
-0.2382005751132965,
0.22754418849945068,
-0.14633987843990326,
-0.14815591275691986,
0.4774705469608307,
-0.01675867661833763,
-0.05537606030702591,
-0.43796759843826294,
0.11734701693058014,
-0.1559954732656479,
-0.18445807695388794,
0.4339197874069214,
-0.08427716791629791,
-0.1006600558757782,
0.5387802720069885,
-0.3498290777206421,
0.7772359251976013,
0.32830965518951416,
-0.15906952321529388,
0.23385289311408997,
0.004693672060966492,
-0.005026984494179487,
-0.08805529028177261,
0.32733452320098877,
-0.10291561484336853,
-0.3613671660423279,
-0.003893403336405754,
0.1247129887342453,
0.15029188990592957,
-0.008456818759441376,
-0.11767014861106873,
0.2482442408800125,
-0.20392173528671265,
0.33117786049842834,
0.060540080070495605,
-0.05737288296222687,
-0.2199326604604721,
-0.14760297536849976,
-0.25194403529167175,
0.12664765119552612,
0.07153017818927765,
0.025324232876300812,
0.24193647503852844,
0.17154145240783691,
0.2108559012413025,
-0.11195975542068481,
-0.07232727110385895,
0.18070542812347412,
-0.052044447511434555,
-0.02812027931213379,
-0.23683401942253113,
-0.4428015947341919,
-0.14091315865516663,
0.1444557160139084,
-0.10737140476703644,
0.038223832845687866,
-0.06211205571889877,
0.14837951958179474,
0.3479420244693756,
0.3960554599761963,
0.011305942200124264,
0.15776410698890686,
0.09985847771167755,
-0.04629713296890259,
-0.2844765782356262,
0.25810402631759644,
0.026881128549575806,
-0.0900646448135376,
0.04240491986274719,
-0.1706317514181137,
0.36742091178894043,
-0.3663366138935089,
-0.24964559078216553,
0.012103348970413208,
0.11012198030948639,
-0.4631507396697998,
0.17843182384967804,
-0.09876185655593872,
-0.3602515161037445,
0.3339717984199524,
-0.2908250689506531,
-0.05662475898861885,
-0.20812511444091797,
0.23597964644432068,
0.2957124412059784,
0.19118529558181763,
0.4746268093585968,
-0.11102965474128723,
-0.23510119318962097,
-0.3018527925014496,
-0.11206161975860596,
-0.1877741813659668,
-0.19285696744918823,
0.23437175154685974,
-0.12525859475135803,
-0.04233633726835251,
-0.1805213838815689,
0.3737059533596039,
-0.4726601839065552,
0.23717325925827026,
-0.433042049407959,
-0.24673840403556824,
-0.21184374392032623,
0.046195171773433685,
0.2344384491443634,
0.16118669509887695,
-0.16307350993156433,
-0.13625405728816986,
-0.15224546194076538,
0.013797774910926819,
-0.3655083179473877,
-0.04473405331373215,
-0.06654524058103561,
0.27371835708618164,
0.3283687233924866,
0.12852786481380463,
0.10581734031438828,
-0.041409507393836975,
0.288763165473938,
0.16446077823638916,
0.18469513952732086,
-0.2803061008453369,
-0.13357608020305634,
0.13638438284397125,
0.03801548853516579,
-0.21998947858810425,
-0.2596146762371063,
-0.06729627400636673,
-0.3093031942844391,
-0.3306024670600891,
0.33835530281066895,
0.17097792029380798,
0.05186993256211281,
0.21511416137218475,
-0.10966992378234863,
-0.13212895393371582,
-0.08348844945430756,
-0.0551435723900795,
-0.26503786444664,
-0.31948399543762207,
0.17681799829006195,
0.02783002331852913,
0.1981787085533142,
-0.010217078030109406,
-0.14465200901031494,
0.08266060054302216,
-0.15737833082675934,
0.09154023230075836,
0.35796260833740234,
-0.0013603642582893372,
0.06605464220046997,
0.19710476696491241,
0.4650203287601471,
0.3852919042110443,
-0.16149680316448212,
-0.38320448994636536,
-0.06494267284870148,
0.35922789573669434,
-0.41615501046180725,
-0.2675178050994873,
-0.08205901086330414,
-0.08513668924570084,
0.2593729496002197,
0.1748446822166443,
0.04100024327635765,
-0.09502971917390823,
0.36929821968078613,
0.003978554159402847,
0.2168090045452118,
-0.3836643099784851,
0.13216175138950348,
0.5595680475234985,
-0.008897345513105392,
0.03372029587626457,
0.12028227746486664,
-0.12734578549861908,
0.013006217777729034,
0.7303155660629272,
-0.18314629793167114,
-0.021593356505036354,
0.4066121280193329,
-0.0013527460396289825,
-0.0002896413207054138,
-0.2909402549266815,
-0.05003397539258003,
-0.0114937424659729,
-0.23775768280029297,
0.20248770713806152,
0.14586490392684937,
-0.06128238886594772,
-0.11555106192827225,
-0.006524401251226664,
0.05411443114280701,
0.052644990384578705,
-0.23284149169921875,
-0.21320098638534546,
0.15478432178497314,
-0.3091041147708893,
-0.08804106712341309,
0.005251165479421616,
0.07117131352424622,
0.30285632610321045,
0.2714545428752899,
-0.17330016195774078,
-0.13747569918632507,
-0.35446736216545105,
0.11077666282653809,
0.044841744005680084,
0.4848792552947998,
-0.23090162873268127,
-0.011287270113825798,
0.17888730764389038,
0.2464006245136261,
0.05593414977192879,
0.16082797944545746,
0.09570907056331635,
0.11190193146467209,
0.08296754956245422,
0.15873825550079346,
-0.17720802128314972,
-0.22925546765327454,
-0.0685565322637558,
0.3425285220146179,
0.030241895467042923,
0.2439781129360199,
0.14630761742591858,
0.13622191548347473,
-0.20693548023700714,
0.2651331424713135,
0.22897391021251678,
0.059920668601989746,
-0.4607551097869873,
0.33432844281196594,
-0.24913480877876282,
-0.3256504535675049,
-0.13848555088043213,
-0.15957188606262207,
0.02530577778816223,
-0.23396913707256317,
0.21945104002952576,
-0.04687422141432762,
0.28546684980392456,
-0.23262551426887512,
0.11156177520751953,
-0.2869476079940796,
-0.04541883245110512,
0.31617915630340576,
-0.342804878950119,
-0.07956218719482422,
-0.18742522597312927,
-0.6316272616386414,
-0.02756498008966446,
0.10073636472225189,
-0.09733356535434723,
0.1161743551492691,
0.3925279378890991,
-0.04178289324045181,
0.07010196149349213,
-0.11235342919826508,
0.002466103993356228,
-0.10492271184921265,
0.3214125335216522,
-0.14056700468063354,
-0.16455402970314026,
-0.0660691112279892,
0.05113743245601654,
-0.16289062798023224,
-0.5096869468688965,
0.13894005119800568,
-0.19596394896507263,
0.16183066368103027,
0.13792335987091064,
-0.10768840461969376,
-0.024574153125286102,
-0.0699339285492897,
0.27733802795410156,
0.1679053157567978,
0.004923216998577118,
-0.28857266902923584,
-0.08324471116065979,
-0.17260517179965973,
-0.017164768651127815,
-0.16756123304367065,
-0.005466073751449585,
0.11928389966487885,
0.602149486541748,
0.2449495494365692,
0.1929475963115692,
-0.12098712474107742,
0.41176655888557434,
0.18259966373443604,
-0.03460025042295456,
-0.30989474058151245,
0.16451765596866608,
-0.17519696056842804,
0.3291321098804474,
-0.13375318050384521,
-0.025477536022663116,
-0.025845907628536224,
0.12333042919635773,
-0.4352242350578308,
-0.6388773322105408,
0.5073500871658325,
-0.17066283524036407,
-0.4657314419746399,
-0.08132631331682205,
0.4747626781463623,
0.24427539110183716,
-0.22610390186309814,
-0.5416979193687439,
-0.03299533575773239,
0.38009893894195557,
-0.2782042324542999,
-0.073684923350811,
0.30492082238197327,
-0.16067057847976685,
0.11030937731266022,
0.020686674863100052,
0.2857479453086853,
0.3235211968421936,
-0.09163855761289597,
0.39078208804130554,
-0.16133657097816467
] |
https://github.com/huggingface/datasets/issues/5281 | Support cloud storage in load_dataset | Or for example an archive on GitHub releases! Before I added support for JXL (locally only, PR still pending) I was considering hosting my files on GitHub instead... | Would be nice to be able to do
```python
data_files=["s3://..."] # or gs:// or any cloud storage path
storage_options = {...}
load_dataset(..., data_files=data_files, storage_options=storage_options)
```
The idea would be to use `fsspec` as in `download_and_prepare` and `save_to_disk`.
This has been requested several times already. Some users want to use their data from private cloud storage to train models
related:
https://github.com/huggingface/datasets/issues/3490
https://github.com/huggingface/datasets/issues/5244
[forum](https://discuss.huggingface.co/t/how-to-use-s3-path-with-load-dataset-with-streaming-true/25739/2) | 28 | Support cloud storage in load_dataset
Would be nice to be able to do
```python
data_files=["s3://..."] # or gs:// or any cloud storage path
storage_options = {...}
load_dataset(..., data_files=data_files, storage_options=storage_options)
```
The idea would be to use `fsspec` as in `download_and_prepare` and `save_to_disk`.
This has been requested several times already. Some users want to use their data from private cloud storage to train models
related:
https://github.com/huggingface/datasets/issues/3490
https://github.com/huggingface/datasets/issues/5244
[forum](https://discuss.huggingface.co/t/how-to-use-s3-path-with-load-dataset-with-streaming-true/25739/2)
Or for example an archive on GitHub releases! Before I added support for JXL (locally only, PR still pending) I was considering hosting my files on GitHub instead... | [
-0.1793348789215088,
0.11834008991718292,
-0.13391616940498352,
0.07898153364658356,
0.12148791551589966,
-0.06233639270067215,
0.28353244066238403,
0.1423346847295761,
0.2978156805038452,
0.134517639875412,
-0.06672046333551407,
0.1702692061662674,
-0.22052747011184692,
0.8026942014694214,
0.2981608211994171,
0.2432042360305786,
0.2390696108341217,
0.19058498740196228,
-0.02032405138015747,
0.23906783759593964,
-0.06800217926502228,
0.25053203105926514,
-0.017401807010173798,
-0.3330067992210388,
-0.08864464610815048,
0.07557518035173416,
-0.1832481473684311,
0.15945886075496674,
-0.2254132181406021,
-0.457608163356781,
0.29250606894493103,
0.17263279855251312,
0.29572904109954834,
0.34626781940460205,
-0.0001187879970530048,
0.11519065499305725,
-0.1639755219221115,
-0.21684250235557556,
-0.5295758843421936,
-0.405218243598938,
-0.33590659499168396,
-0.04926552623510361,
0.09433270990848541,
0.01310284435749054,
-0.3276406526565552,
0.0008339649066329002,
0.002879578620195389,
-0.6039976477622986,
0.27769744396209717,
0.17369568347930908,
0.08840543031692505,
0.36503610014915466,
-0.2355911284685135,
0.14873431622982025,
0.32456180453300476,
0.4039278030395508,
-0.384174644947052,
0.3122173845767975,
0.275240957736969,
-0.02999838814139366,
0.19708946347236633,
0.07039617002010345,
-0.08328233659267426,
-0.004634838551282883,
0.4218135476112366,
0.22243106365203857,
-0.1661340892314911,
-0.14484964311122894,
-0.2294890284538269,
0.007154300808906555,
0.7649589776992798,
-0.3468499183654785,
-0.6186298131942749,
-0.4098909795284271,
-0.007480699568986893,
-0.24713179469108582,
-0.012648656964302063,
0.19963037967681885,
-0.05353744700551033,
0.22428007423877716,
-0.131871297955513,
-0.5341202616691589,
-0.38956817984580994,
0.08155032992362976,
0.17049795389175415,
0.31166183948516846,
-0.37316155433654785,
-0.0342884287238121,
0.11707805097103119,
0.02170511707663536,
0.019506322219967842,
-0.18462634086608887,
0.11112336814403534,
0.12787514925003052,
-0.23736082017421722,
-0.27680522203445435,
-0.15183863043785095,
-0.22043609619140625,
0.19947350025177002,
0.3160756230354309,
0.39502719044685364,
-0.2528133690357208,
-0.035509493201971054,
0.11167280375957489,
0.15957626700401306,
0.07547158002853394,
-0.1255359649658203,
-0.19422446191310883,
0.34485626220703125,
0.087382473051548,
0.33965882658958435,
-0.3479708433151245,
-0.1179962158203125,
0.022223778069019318,
-0.4139176309108734,
-0.26133233308792114,
0.03606749698519707,
-0.09610408544540405,
-0.04977428913116455,
-0.102048859000206,
0.3568282723426819,
-0.14184778928756714,
0.17016038298606873,
0.1166032925248146,
0.16870981454849243,
0.23638826608657837,
0.043353863060474396,
0.31377357244491577,
0.23448534309864044,
-0.13025102019309998,
-0.06587731093168259,
0.0407983623445034,
-0.02935795672237873,
0.2960687279701233,
0.09688366949558258,
-0.16510844230651855,
0.33333733677864075,
-0.13982468843460083,
0.2738645076751709,
0.01993122696876526,
-0.01260412111878395,
0.13719691336154938,
0.022966474294662476,
0.35098621249198914,
-0.17453929781913757,
-0.08230024576187134,
-0.02836303785443306,
0.051521167159080505,
-0.30288922786712646,
0.17813338339328766,
-0.23134204745292664,
-0.5159347653388977,
-0.29166993498802185,
0.0120142363011837,
-0.2668400704860687,
-0.2725948989391327,
-0.9417687058448792,
0.05989224463701248,
-0.1823078989982605,
-0.1803109049797058,
0.14127326011657715,
0.29277342557907104,
-0.216589093208313,
-0.18309079110622406,
0.3667462468147278,
0.2703084647655487,
-0.10974173247814178,
-0.03211767226457596,
-0.12179654091596603,
0.022061482071876526,
0.07223884761333466,
-0.035275112837553024,
-0.06067167595028877,
0.0759131908416748,
-0.2036592811346054,
0.3022806644439697,
0.240581214427948,
-0.6861820220947266,
-0.17738470435142517,
0.5811113119125366,
0.12331263720989227,
-0.018271364271640778,
0.1915188729763031,
0.11755307018756866,
0.08979687094688416,
0.02754473313689232,
-0.026840701699256897,
0.44312936067581177,
0.10506757348775864,
0.09178314357995987,
-0.14384812116622925,
-0.40384408831596375,
0.023631315678358078,
0.37129130959510803,
-0.1819182187318802,
0.10392625629901886,
0.2134949117898941,
0.07461253553628922,
0.16747117042541504,
-0.17251180112361908,
-0.003483335953205824,
0.13838204741477966,
0.42880457639694214,
-0.057149991393089294,
-0.44143736362457275,
-0.06895244121551514,
-0.5511696338653564,
0.33937186002731323,
0.010227877646684647,
-0.07641489803791046,
0.004236817359924316,
-0.15074780583381653,
0.09727910906076431,
0.11195900291204453,
-0.15095922350883484,
-0.22829598188400269,
-0.08201633393764496,
-0.13886477053165436,
0.23913976550102234,
0.053160298615694046,
-0.46014896035194397,
0.05855116248130798,
0.14887283742427826,
0.06884095817804337,
-0.2642669975757599,
0.3979206681251526,
0.13493642210960388,
-0.02342876046895981,
0.11527727544307709,
0.13102330267429352,
-0.05998244136571884,
-0.21150030195713043,
-0.009845539927482605,
0.44917935132980347,
0.07159461081027985,
0.5182809233665466,
0.21417120099067688,
0.6671696305274963,
0.3155796229839325,
0.177882120013237,
0.20586131513118744,
-0.15318362414836884,
0.0527091845870018,
0.07550410181283951,
-0.13778269290924072,
0.48463451862335205,
-0.1124458760023117,
0.020157426595687866,
0.02984992414712906,
-0.212391659617424,
0.059380561113357544,
0.05046800151467323,
-0.20473390817642212,
-0.06328577548265457,
-0.09589961171150208,
0.05714767798781395,
0.28540077805519104,
-0.0299846064299345,
-0.21833215653896332,
-0.1744164526462555,
0.07457035034894943,
-0.06115081161260605,
0.08311265707015991,
0.19426602125167847,
-0.027293652296066284,
-0.2844361662864685,
0.4972563683986664,
-0.0012771151959896088,
0.6153676509857178,
0.052081961184740067,
-0.14210189878940582,
0.04681534692645073,
0.29553839564323425,
-0.23056402802467346,
0.2442145049571991,
-0.11514082551002502,
0.22320184111595154,
0.27242931723594666,
0.3054439425468445,
0.023474331945180893,
-0.12436588108539581,
-0.1786540299654007,
-0.05331049859523773,
-0.027689998969435692,
-0.2582334876060486,
0.004867151379585266,
-0.09753698110580444,
-0.25007155537605286,
0.2003033459186554,
0.006848718039691448,
-0.03582802787423134,
-0.03710853308439255,
-0.105812206864357,
0.48287755250930786,
0.0009005218744277954,
-0.34034815430641174,
-0.25841397047042847,
0.6759617924690247,
-0.23287153244018555,
-0.7334882020950317,
-0.33877623081207275,
0.14907974004745483,
0.1459152102470398,
0.04098198935389519,
0.2691335678100586,
-0.28679823875427246,
0.2794817388057709,
0.22397103905677795,
-0.06092119961977005,
-0.4844440817832947,
0.10735774785280228,
0.15242405235767365,
-0.21010470390319824,
0.27388831973075867,
0.1813773512840271,
0.17120277881622314,
0.29703688621520996,
0.1875210553407669,
0.05901293084025383,
-0.11430518329143524,
-0.05296238511800766,
-0.16999217867851257,
0.15155906975269318,
-0.042116668075323105,
-0.21891096234321594,
0.07996111363172531,
-0.3570892810821533,
-0.3248800039291382,
0.4583302140235901,
0.014463331550359726,
-0.07108138501644135,
-0.022266626358032227,
0.1687810868024826,
0.13750584423542023,
0.2715062201023102,
-0.23334376513957977,
-0.03836612030863762,
-1.023466944694519,
0.30037787556648254,
-0.19480282068252563,
0.03314119577407837,
0.13414619863033295,
0.2038467824459076,
0.22092387080192566,
-0.20416375994682312,
-0.5687795877456665,
-0.295562207698822,
0.001208735629916191,
0.4053528606891632,
-0.011498771607875824,
0.024760311469435692,
0.31107068061828613,
-0.10412739962339401,
0.07257460057735443,
-0.043676044791936874,
-0.22298663854599,
0.07227316498756409,
0.39006832242012024,
0.14571180939674377,
0.27086034417152405,
-0.06313074380159378,
0.10729153454303741,
0.6334691643714905,
0.02676568180322647,
-0.01035059243440628,
0.644560694694519,
-0.07806525379419327,
0.06688451021909714,
-0.16744327545166016,
0.03795374184846878,
0.22869408130645752,
-0.27698013186454773,
-0.17839334905147552,
0.18479375541210175,
0.22759291529655457,
0.20772312581539154,
-0.3779730498790741,
-0.20161522924900055,
-0.029462458565831184,
0.011799849569797516,
0.13928087055683136,
-0.17522229254245758,
0.2963605225086212,
-0.26023104786872864,
-0.250821053981781,
0.16805344820022583,
-0.08649516850709915,
-0.08583132922649384,
0.2641802132129669,
0.5213610529899597,
0.0902828723192215,
0.18705856800079346,
0.05243521183729172,
-0.7697800397872925,
0.2776834964752197,
-0.06804673373699188,
-0.1760140210390091,
-0.18941065669059753,
0.17388635873794556,
0.04914284497499466,
-0.17100763320922852,
0.43743932247161865,
-0.20773108303546906,
-0.18889367580413818,
-0.17505303025245667,
-0.40827926993370056,
-0.19435840845108032,
-0.14401808381080627,
0.08747473359107971,
-0.18531368672847748,
-0.15116050839424133,
0.6855804324150085,
-0.09694425761699677,
-0.45683497190475464,
-0.22763371467590332,
-0.12641450762748718,
-0.0904955267906189,
-0.18949222564697266,
-0.14426979422569275,
-0.1342662274837494,
-0.3607774078845978,
-0.2720033526420593,
0.15964405238628387,
-0.11939050257205963,
-0.06684327870607376,
-0.09375841915607452,
0.05183354765176773,
0.16059574484825134,
0.014299452304840088,
-0.060632385313510895,
0.06494024395942688,
-0.036962490528821945,
-0.05842067301273346,
0.2979031205177307,
0.026640944182872772,
0.42412805557250977,
0.5711362361907959,
0.009284816682338715,
-0.00006143748760223389,
0.0987352579832077,
0.11143606156110764,
0.3516014516353607,
0.1867956668138504,
-0.1435464769601822,
0.19602161645889282,
0.09985362738370895,
0.09600722044706345,
-0.7586191296577454,
0.0015181628987193108,
0.35117462277412415,
-0.1126619428396225,
-0.004664582200348377,
-0.42527303099632263,
0.7041429281234741,
-0.03023756854236126,
0.06193554401397705,
-0.14009903371334076,
0.20006053149700165,
-0.3946719765663147,
0.21777795255184174,
0.24780860543251038,
0.6896693706512451,
-0.058711856603622437,
0.5926162004470825,
0.2707020938396454,
-0.03084545023739338,
0.2589181959629059,
-0.570468544960022,
-0.028934478759765625,
-0.09707880765199661,
0.07075045257806778,
-0.2871510982513428,
-0.051871828734874725,
0.35823071002960205,
0.028595780953764915,
-0.1511952131986618,
0.306036114692688,
0.05048340559005737,
-0.06211594119668007,
-0.11154685914516449,
0.40735214948654175,
-0.278638631105423,
-0.33158227801322937,
-0.40072938799858093,
0.14922717213630676,
-0.14278173446655273,
0.06309652328491211,
-0.057147469371557236,
-0.2515827417373657,
0.04378599300980568,
0.06671546399593353,
-0.2907302975654602,
0.09607814252376556,
0.023797867819666862,
0.06789897382259369,
-0.05638666823506355,
-0.032820750027894974,
0.3467541038990021,
0.39898818731307983,
0.09776481986045837,
-0.05223606899380684,
-0.3871595859527588,
-0.03690531477332115,
-0.22435873746871948,
0.1302470862865448,
-0.24096515774726868,
-0.06019798666238785,
0.2176884114742279,
-0.1802065372467041,
0.1143537387251854,
-0.052858635783195496,
-0.08213600516319275,
-0.6369985342025757,
0.014966100454330444,
-0.04389882832765579,
0.1255204677581787,
-0.27830639481544495,
-0.25953227281570435,
0.13711798191070557,
0.007502567023038864,
-0.2064572125673294,
0.05378006771206856,
0.23563791811466217,
-0.05991881340742111,
-0.021976031363010406,
-0.13705803453922272,
-0.027144234627485275,
-0.22502686083316803,
0.22191795706748962,
-0.30010196566581726,
0.1970059722661972,
0.20275388658046722,
-0.0859622061252594,
-0.08926056325435638,
-0.1582227647304535,
0.2828204035758972,
-0.060293734073638916,
0.1849687099456787,
0.27947887778282166,
0.16148070991039276,
-0.07719312608242035,
-0.21237710118293762,
0.4578379988670349,
0.22287769615650177,
-0.2875669598579407,
0.19111348688602448,
-0.25683650374412537,
0.013932524248957634,
0.08840799331665039,
-0.07068873941898346,
0.3677908182144165,
0.2339814305305481,
0.05218517780303955,
-0.020030982792377472,
-0.2774364650249481,
-0.208554208278656,
0.1001749262213707,
-0.13687875866889954,
-0.14683076739311218,
0.384697824716568,
0.18173158168792725,
0.4663415551185608,
-0.20313656330108643,
0.0192048829048872,
-0.10028497874736786,
-0.18136078119277954,
-0.06492257118225098,
-0.2828575074672699,
0.20123690366744995,
0.3702941834926605,
-0.07164794206619263,
0.045837271958589554,
-0.2423982173204422,
-0.26765021681785583,
-0.1478939950466156,
0.13544175028800964,
0.2177700400352478,
-0.0481996163725853,
0.05650632455945015,
-0.1326552927494049,
0.08668459951877594,
-0.1303454339504242,
0.26863396167755127,
0.09063246846199036,
0.21581438183784485,
0.10538683831691742,
0.20502330362796783,
-0.09153924137353897,
-0.08297770470380783,
-0.046571750193834305,
0.16256457567214966,
0.3641297221183777,
0.13267819583415985,
0.4939953684806824,
-0.22545869648456573,
-0.11352384090423584,
-0.04213181883096695,
0.46628350019454956,
-0.05138808488845825,
-0.21321207284927368,
0.25234106183052063,
0.26275643706321716,
0.09521790593862534,
0.026448752731084824,
-0.3015773594379425,
-0.15924577414989471,
0.17671799659729004,
0.06230142340064049,
0.21996881067752838,
0.507006049156189,
0.3038719892501831,
-0.3289780020713806,
-0.07374180853366852,
0.05295455455780029,
0.4800812602043152,
-0.031049836426973343,
-0.25959712266921997,
0.006117824465036392,
0.16378533840179443,
0.05804883688688278,
0.16376248002052307,
0.1282110959291458,
0.04021838307380676,
-0.3174678683280945,
0.13698002696037292,
0.07000806927680969,
0.22834381461143494,
-0.014866642653942108,
-0.3476630449295044,
0.17585919797420502,
-0.1750430464744568,
-0.1524617075920105,
0.3232950270175934,
-0.22265863418579102,
0.4199003279209137,
-0.20453102886676788,
-0.08213744312524796,
-0.11687666177749634,
0.33313998579978943,
0.014030786231160164,
-0.15705424547195435,
0.10484220087528229,
-0.019703440368175507,
0.11478185653686523,
0.24887588620185852,
-0.09260906279087067,
-0.45882976055145264,
0.05074537917971611,
0.1656496524810791,
0.35300302505493164,
-0.19983069598674774,
0.4378790855407715,
0.24248990416526794,
0.22111454606056213,
-0.05843282490968704,
0.38300320506095886,
0.010438293218612671,
-0.048863671720027924,
-0.006032437086105347,
0.07036950439214706,
0.342074990272522,
0.13813501596450806,
0.08702386915683746,
-0.036552250385284424,
-0.10005460679531097,
0.07500898838043213,
0.037007302045822144,
-0.03708354011178017,
-0.01987515389919281,
0.14156049489974976,
0.40323060750961304,
0.09302673488855362,
0.03869488835334778,
0.21335981786251068,
-0.13439622521400452,
0.26170316338539124,
-0.41604819893836975,
0.16437943279743195,
0.1629491001367569,
-0.13709034025669098,
0.059533435851335526,
0.29719191789627075,
-0.4471510648727417,
0.08442875742912292,
0.24242322146892548,
-0.11531546711921692,
0.15015479922294617,
0.1720970869064331,
0.02901427447795868,
0.08323034644126892,
0.3716205656528473,
0.06671702116727829,
0.1823749840259552,
-0.22508031129837036,
-0.036362167447805405,
-0.27134132385253906,
-0.3705959618091583,
0.25553104281425476,
-0.03697274997830391,
-0.2805500030517578,
0.1414233148097992,
0.2174772024154663,
0.09799548983573914,
0.02208605408668518,
-0.35878127813339233,
0.022616766393184662,
0.23377522826194763,
-0.052761830389499664,
0.2129383534193039,
-0.3933297395706177,
0.3046114146709442,
0.02322843298316002,
0.0017798542976379395,
-0.028513077646493912,
0.1613301783800125,
-0.11709349602460861,
-0.12423999607563019,
0.30094027519226074,
-0.149214968085289,
-0.43450403213500977,
0.5015993118286133,
-0.23711919784545898,
0.014528609812259674,
-0.18100091814994812,
-0.14991112053394318,
0.05400126054883003,
0.020985303446650505,
-0.13447226583957672,
-0.20640268921852112,
-0.19856727123260498,
0.2416609227657318,
-0.3736252188682556,
0.20372377336025238,
-0.46509620547294617,
0.06863564252853394,
0.03560350090265274,
-0.4370836913585663,
-0.16313065588474274,
-0.054015643894672394,
-0.1683197319507599,
0.016289036720991135,
0.10372645407915115,
0.2523573338985443,
-0.24747583270072937,
-0.18074844777584076,
-0.20086243748664856,
0.06741411983966827,
0.35413119196891785,
-0.2834758162498474,
-0.057046741247177124,
0.2864235043525696,
0.07586748898029327,
0.07676136493682861,
0.11184573173522949,
-0.5303472876548767,
0.08901158720254898,
0.20194058120250702,
0.022886669263243675,
0.02096937596797943,
0.34797629714012146,
0.04883265495300293,
-0.13073228299617767,
-0.15534064173698425,
0.2513159215450287,
0.058053549379110336,
-0.02250058390200138,
-0.07600480318069458,
-0.4294756054878235
] |
https://github.com/huggingface/datasets/issues/5281 | Support cloud storage in load_dataset | +1 to this. I would like to use 'audiofolder' with a data_dir that's on S3, for example. I don't want to upload my dataset to the Hub, but I would find all the fingerprinting/caching features useful. | Would be nice to be able to do
```python
data_files=["s3://..."] # or gs:// or any cloud storage path
storage_options = {...}
load_dataset(..., data_files=data_files, storage_options=storage_options)
```
The idea would be to use `fsspec` as in `download_and_prepare` and `save_to_disk`.
This has been requested several times already. Some users want to use their data from private cloud storage to train models
related:
https://github.com/huggingface/datasets/issues/3490
https://github.com/huggingface/datasets/issues/5244
[forum](https://discuss.huggingface.co/t/how-to-use-s3-path-with-load-dataset-with-streaming-true/25739/2) | 36 | Support cloud storage in load_dataset
Would be nice to be able to do
```python
data_files=["s3://..."] # or gs:// or any cloud storage path
storage_options = {...}
load_dataset(..., data_files=data_files, storage_options=storage_options)
```
The idea would be to use `fsspec` as in `download_and_prepare` and `save_to_disk`.
This has been requested several times already. Some users want to use their data from private cloud storage to train models
related:
https://github.com/huggingface/datasets/issues/3490
https://github.com/huggingface/datasets/issues/5244
[forum](https://discuss.huggingface.co/t/how-to-use-s3-path-with-load-dataset-with-streaming-true/25739/2)
+1 to this. I would like to use 'audiofolder' with a data_dir that's on S3, for example. I don't want to upload my dataset to the Hub, but I would find all the fingerprinting/caching features useful. | [
-0.27272891998291016,
-0.034030482172966,
-0.1325058937072754,
0.08983884751796722,
0.22382508218288422,
0.015936121344566345,
0.2426188588142395,
-0.08133552968502045,
0.16180968284606934,
0.07210321724414825,
-0.1999158412218094,
0.2966148853302002,
-0.38912639021873474,
0.8246541023254395,
0.2596762180328369,
0.1452208012342453,
0.2756185233592987,
0.12763120234012604,
0.03245110064744949,
0.2974734306335449,
-0.13898101449012756,
0.3063812851905823,
-0.13595125079154968,
-0.32573556900024414,
-0.22552326321601868,
0.11065910756587982,
-0.2529374659061432,
0.06894852221012115,
-0.25549590587615967,
-0.4996453523635864,
0.3435668647289276,
0.2570972144603729,
0.29219919443130493,
0.37264102697372437,
-0.000122677389299497,
0.024182505905628204,
-0.12359905242919922,
-0.2479853332042694,
-0.45784103870391846,
-0.3923826813697815,
-0.3490455746650696,
0.17955811321735382,
0.11974522471427917,
0.15167713165283203,
-0.21169918775558472,
0.163812056183815,
-0.03708123415708542,
-0.4594632387161255,
0.24609999358654022,
0.2789534330368042,
0.04041937738656998,
0.2844806909561157,
-0.33638840913772583,
0.08379839360713959,
0.09280224144458771,
0.4359220266342163,
-0.34432291984558105,
0.27980953454971313,
0.2024400234222412,
-0.07831624895334244,
0.23185771703720093,
0.019178373739123344,
-0.15547285974025726,
0.08270490169525146,
0.5485612750053406,
0.24317222833633423,
-0.23160865902900696,
-0.18740151822566986,
-0.2393215298652649,
0.07156534492969513,
0.817846417427063,
-0.3401767611503601,
-0.5982108116149902,
-0.4492894113063812,
-0.1018754318356514,
-0.29879510402679443,
-0.03203369677066803,
0.07590756565332413,
-0.04121433198451996,
0.15346956253051758,
-0.23327916860580444,
-0.4069129228591919,
-0.349558562040329,
0.12795060873031616,
0.1307166963815689,
0.13505621254444122,
-0.3152908980846405,
-0.07805684953927994,
0.26726967096328735,
-0.022027291357517242,
0.17947585880756378,
-0.21543434262275696,
0.12540170550346375,
0.17875488102436066,
-0.27244582772254944,
-0.23478654026985168,
-0.19774013757705688,
-0.0008115395903587341,
0.06520328670740128,
0.38291484117507935,
0.33467811346054077,
-0.13481742143630981,
-0.10079395771026611,
0.16268867254257202,
0.1061231940984726,
-0.025593489408493042,
-0.05013585835695267,
-0.21203531324863434,
0.16482432186603546,
0.04778154194355011,
0.38422858715057373,
-0.33455461263656616,
-0.14614413678646088,
-0.009777357801795006,
-0.37305259704589844,
-0.2738863229751587,
0.058456629514694214,
-0.06516791880130768,
-0.085012286901474,
-0.14161783456802368,
0.42605239152908325,
-0.07330171763896942,
0.14988458156585693,
0.1786169707775116,
0.17952421307563782,
0.12321940064430237,
-0.0804290920495987,
0.3289344310760498,
0.1580209583044052,
0.05612143501639366,
-0.03321102261543274,
0.049705520272254944,
-0.03528572618961334,
0.3691088855266571,
0.16473610699176788,
-0.0770934522151947,
0.30838027596473694,
-0.1914404183626175,
0.258399099111557,
0.03592381626367569,
-0.04120134562253952,
0.051498834043741226,
-0.03580852597951889,
0.2925739884376526,
-0.1409720629453659,
0.017173299565911293,
-0.12995806336402893,
0.06318186223506927,
-0.30920231342315674,
0.06357929855585098,
-0.25052422285079956,
-0.530972957611084,
-0.1958235502243042,
-0.03316456079483032,
-0.48104745149612427,
-0.28915709257125854,
-0.9401271939277649,
0.11584700644016266,
-0.18597900867462158,
-0.3270062804222107,
0.15471869707107544,
0.23878909647464752,
-0.4016042649745941,
-0.13762350380420685,
0.29486703872680664,
0.23715075850486755,
-0.0827757865190506,
-0.1936105191707611,
-0.15891987085342407,
-0.019986070692539215,
0.04398321732878685,
-0.08005444705486298,
0.060588154941797256,
0.05714159086346626,
-0.24432925879955292,
0.43053895235061646,
0.3190075159072876,
-0.654904305934906,
-0.2684006690979004,
0.3804481327533722,
0.10774526000022888,
-0.011915807612240314,
0.26700836420059204,
0.12396595627069473,
0.057715434581041336,
-0.018186025321483612,
0.005237102508544922,
0.4560428857803345,
0.09488929063081741,
0.04146701842546463,
-0.025800729170441628,
-0.37534692883491516,
0.09546134620904922,
0.4042510688304901,
-0.18815046548843384,
0.11639533936977386,
0.16957388818264008,
0.183655247092247,
0.17741236090660095,
-0.12770859897136688,
0.023691227659583092,
0.11545533686876297,
0.5799073576927185,
-0.014454782009124756,
-0.35145989060401917,
-0.26215291023254395,
-0.4699055552482605,
0.3390066623687744,
0.06516259908676147,
-0.026749059557914734,
-0.09204863011837006,
-0.17162831127643585,
0.14354276657104492,
-0.0009290352463722229,
-0.26180845499038696,
-0.16511942446231842,
-0.11324796825647354,
-0.08230568468570709,
0.3607025146484375,
0.031650710850954056,
-0.4344722032546997,
0.09918833523988724,
0.18218746781349182,
0.08779583126306534,
-0.30560675263404846,
0.4578826427459717,
0.18501518666744232,
-0.10503040254116058,
0.12711398303508759,
0.11241979897022247,
0.042080774903297424,
-0.07992764562368393,
0.10582230985164642,
0.452737420797348,
0.1669045388698578,
0.562505841255188,
0.010864760726690292,
0.7690668106079102,
0.21882522106170654,
0.14467686414718628,
0.157814159989357,
-0.26492661237716675,
0.13261407613754272,
0.012753985822200775,
-0.1662329137325287,
0.4388246536254883,
-0.23496638238430023,
0.1229371428489685,
0.012999579310417175,
-0.12188508361577988,
-0.03779502213001251,
0.08780863881111145,
-0.15565066039562225,
0.02661384642124176,
-0.018743250519037247,
-0.20018146932125092,
0.24971632659435272,
0.0022351406514644623,
-0.033630821853876114,
-0.18625521659851074,
0.14699415862560272,
-0.14697431027889252,
0.12019135057926178,
0.20442593097686768,
-0.11381805688142776,
-0.29257330298423767,
0.47865843772888184,
0.04420902207493782,
0.7529191970825195,
0.019097357988357544,
-0.050548750907182693,
0.07156679779291153,
0.2981710135936737,
-0.13427269458770752,
0.30707553029060364,
-0.011447601020336151,
0.15733769536018372,
0.2122039794921875,
0.17383120954036713,
-0.05199852213263512,
-0.1733301281929016,
-0.21475546061992645,
0.05096876621246338,
0.005334030836820602,
-0.33366280794143677,
0.010684749111533165,
-0.11412964761257172,
-0.10675937682390213,
0.22200845181941986,
-0.1633789837360382,
-0.042044926434755325,
0.009143626317381859,
-0.09772983193397522,
0.6130038499832153,
0.14786849915981293,
-0.2518962621688843,
-0.2049575299024582,
0.6632722020149231,
-0.24986034631729126,
-0.7199100852012634,
-0.3509829640388489,
0.22656139731407166,
0.22348734736442566,
0.02917216345667839,
0.2067607045173645,
-0.11373215168714523,
0.0653488039970398,
0.20405885577201843,
-0.02620159462094307,
-0.3289943337440491,
0.16651645302772522,
0.12713804841041565,
-0.15687818825244904,
0.23817762732505798,
0.25827574729919434,
0.09633905440568924,
0.2887462377548218,
0.012921989895403385,
0.010010786354541779,
-0.11695538461208344,
0.004062315449118614,
-0.11520249396562576,
0.1378423124551773,
0.0170923862606287,
-0.14137716591358185,
0.1499914675951004,
-0.5272125601768494,
-0.2882814109325409,
0.4828433394432068,
-0.01902638003230095,
-0.08667632937431335,
-0.0069463057443499565,
0.16414912045001984,
0.12230293452739716,
0.01470017246901989,
-0.13682441413402557,
-0.12425389140844345,
-0.8513420820236206,
0.29126864671707153,
-0.12036488205194473,
0.05428584665060043,
0.09264926612377167,
0.11344121396541595,
0.28117847442626953,
-0.2639922499656677,
-0.3899027109146118,
-0.4514036476612091,
0.008888160809874535,
0.3098182678222656,
-0.0015727430582046509,
0.0065908282995224,
0.39369386434555054,
-0.009188646450638771,
0.1396312266588211,
-0.06487421691417694,
-0.18142607808113098,
-0.06561154872179031,
0.4254513382911682,
0.13565750420093536,
0.11992144584655762,
-0.11798252910375595,
0.07775312662124634,
0.5715147852897644,
0.07057732343673706,
-0.0458030141890049,
0.5163021087646484,
-0.078181192278862,
0.10908758640289307,
-0.1586245596408844,
0.042219921946525574,
0.14911268651485443,
-0.3216494917869568,
-0.16650575399398804,
0.3050740659236908,
0.14819222688674927,
0.16869793832302094,
-0.22967153787612915,
-0.1999814659357071,
-0.06406701356172562,
0.0432191900908947,
0.12316260486841202,
-0.11261147260665894,
0.20090174674987793,
-0.2607170343399048,
-0.14545375108718872,
0.1554589420557022,
-0.14557236433029175,
-0.04547923058271408,
0.25026726722717285,
0.4597572386264801,
0.10407687723636627,
0.05912742391228676,
-0.006524655036628246,
-0.658407986164093,
0.15593209862709045,
-0.05832188203930855,
-0.10167158395051956,
-0.22805579006671906,
0.17850542068481445,
-0.008507445454597473,
-0.09457824379205704,
0.5625984072685242,
-0.24983154237270355,
-0.15797080099582672,
-0.22134679555892944,
-0.307925820350647,
-0.19552244246006012,
-0.08030007779598236,
-0.032263390719890594,
-0.1269071102142334,
-0.3226715922355652,
0.5367492437362671,
0.005761884152889252,
-0.26771968603134155,
-0.31775611639022827,
-0.0802905485033989,
-0.015591055154800415,
-0.14647424221038818,
-0.09063530713319778,
-0.07731053978204727,
-0.40661612153053284,
-0.25281062722206116,
0.26080843806266785,
-0.08434709906578064,
-0.10454840213060379,
-0.02938407100737095,
0.02602209709584713,
0.2251931130886078,
0.2416551560163498,
-0.051910292357206345,
0.10897141695022583,
0.0886320024728775,
-0.01245073601603508,
0.26873213052749634,
-0.2131250500679016,
0.5014047026634216,
0.6294969320297241,
0.03686767816543579,
-0.07868650555610657,
0.18518412113189697,
0.23069792985916138,
0.48472583293914795,
0.17484010756015778,
-0.06532011926174164,
0.22746071219444275,
0.0792337954044342,
0.04558432102203369,
-0.8592720627784729,
0.06560466438531876,
0.3233450949192047,
-0.010765861719846725,
0.014743983745574951,
-0.41281968355178833,
0.7624677419662476,
0.022286728024482727,
-0.03178407624363899,
-0.15929122269153595,
0.2683514952659607,
-0.4067879617214203,
0.3134883642196655,
0.051163025200366974,
0.6756179332733154,
0.0830056294798851,
0.6089527010917664,
0.19053661823272705,
0.061785995960235596,
0.14635197818279266,
-0.4608345031738281,
-0.05512401461601257,
0.011413898319005966,
-0.011645541526377201,
-0.3240341544151306,
-0.025233009830117226,
0.32792022824287415,
0.14777737855911255,
-0.22528065741062164,
0.2724103331565857,
0.1460639238357544,
0.013083729892969131,
-0.05170533061027527,
0.35013797879219055,
-0.3218963146209717,
-0.4238114058971405,
-0.34564515948295593,
0.09543898701667786,
-0.07328744232654572,
0.05710794776678085,
0.05736211687326431,
-0.15221501886844635,
0.09260115027427673,
0.040270090103149414,
-0.2523666024208069,
0.008843045681715012,
-0.028637470677495003,
-0.08600195497274399,
-0.0357947014272213,
-0.02982022985816002,
0.4742540717124939,
0.4300729036331177,
-0.04512824863195419,
-0.12867684662342072,
-0.38318932056427,
0.011040451005101204,
-0.04390699416399002,
0.17077437043190002,
-0.18374492228031158,
-0.1319613754749298,
0.13385672867298126,
-0.07142560929059982,
0.09534057229757309,
-0.020277485251426697,
-0.03085799142718315,
-0.4958620071411133,
0.0605245977640152,
-0.09184196591377258,
0.12302128970623016,
-0.3502192199230194,
-0.40464359521865845,
0.050735894590616226,
0.03813775256276131,
-0.10708706080913544,
0.03006872907280922,
0.2186276763677597,
-0.1910378783941269,
0.06287339329719543,
-0.15788735449314117,
0.03686466068029404,
-0.19532448053359985,
0.38129425048828125,
-0.3332681357860565,
0.050657324492931366,
0.28007471561431885,
-0.18861082196235657,
-0.08327154070138931,
-0.11478983610868454,
0.28445741534233093,
0.0012215734459459782,
0.1525411605834961,
0.19833040237426758,
0.30475467443466187,
-0.13614818453788757,
-0.193617582321167,
0.3953338861465454,
0.16316354274749756,
-0.2760050296783447,
0.04527553543448448,
-0.23339338600635529,
-0.043522536754608154,
0.1115059033036232,
-0.030836094170808792,
0.4146800637245178,
0.10954252630472183,
-0.15604005753993988,
-0.03172867000102997,
-0.27009132504463196,
-0.15541738271713257,
0.12277983874082565,
-0.0976962223649025,
-0.09521475434303284,
0.21956250071525574,
0.11425618827342987,
0.44135865569114685,
-0.27738291025161743,
-0.020859751850366592,
0.025122785940766335,
-0.21248866617679596,
-0.03981713578104973,
-0.25677260756492615,
0.2511504292488098,
0.4232260286808014,
0.0006747054867446423,
0.04326898604631424,
-0.11260339617729187,
-0.26999467611312866,
-0.16557636857032776,
0.13219010829925537,
0.4574873745441437,
0.012070216238498688,
0.1353401094675064,
-0.04092223569750786,
-0.013829857110977173,
-0.1704813539981842,
0.10152112692594528,
0.054074615240097046,
0.13878989219665527,
0.09722822159528732,
0.19261662662029266,
-0.14788436889648438,
0.009556293487548828,
0.20696157217025757,
0.2173544466495514,
0.41039198637008667,
-0.026338346302509308,
0.4159482717514038,
-0.20737667381763458,
-0.13764764368534088,
-0.1326860934495926,
0.47494593262672424,
0.05031155049800873,
-0.17049574851989746,
0.1827455759048462,
0.28175675868988037,
0.055695004761219025,
0.040784984827041626,
-0.34133878350257874,
-0.23599699139595032,
0.03588377684354782,
0.14563840627670288,
0.12148448824882507,
0.4506583511829376,
0.21879184246063232,
-0.23577843606472015,
-0.05911077558994293,
0.16130200028419495,
0.3818504810333252,
0.10615383088588715,
-0.1398731768131256,
-0.018894892185926437,
0.18997934460639954,
0.21141834557056427,
0.15511444211006165,
0.08862055838108063,
0.19564807415008545,
-0.45089179277420044,
0.21833333373069763,
-0.16727811098098755,
0.13732318580150604,
0.08865849673748016,
-0.2866271734237671,
-0.06513677537441254,
-0.3518463373184204,
-0.10484373569488525,
0.3324125409126282,
-0.192385733127594,
0.4569541811943054,
-0.33868008852005005,
-0.03849022835493088,
-0.22020269930362701,
0.11648207902908325,
0.01676066964864731,
-0.2757472097873688,
0.12241801619529724,
-0.03978835046291351,
0.09647947549819946,
0.1715202033519745,
-0.1072579175233841,
-0.5635983943939209,
0.21774476766586304,
0.1125640869140625,
0.4674651026725769,
0.021175630390644073,
0.22528362274169922,
0.3334965407848358,
0.10941960662603378,
-0.08227351307868958,
0.2878645956516266,
-0.07630901038646698,
-0.05661913752555847,
0.11699342727661133,
-0.015510084107518196,
0.42027345299720764,
0.01897204853594303,
-0.011670747771859169,
0.054701678454875946,
-0.19701170921325684,
0.07667820155620575,
0.14431458711624146,
0.07240092754364014,
0.085610032081604,
0.18304511904716492,
0.32155245542526245,
0.07118548452854156,
0.019507523626089096,
0.14505904912948608,
-0.11853505671024323,
0.24663497507572174,
-0.4443531036376953,
0.33452069759368896,
0.12127542495727539,
0.008801758289337158,
0.02166147530078888,
0.35552307963371277,
-0.48690757155418396,
-0.011560491286218166,
0.40599358081817627,
-0.10777009278535843,
0.1151944026350975,
0.2548704743385315,
-0.014185489155352116,
0.12197420001029968,
0.38035711646080017,
-0.007171507924795151,
0.26479220390319824,
-0.2458328902721405,
0.10163389146327972,
-0.3239777386188507,
-0.4133351147174835,
0.3319794237613678,
0.03946547955274582,
-0.2814170718193054,
0.03249366581439972,
0.2433883547782898,
0.20997732877731323,
-0.10575075447559357,
-0.10865522921085358,
-0.0014622723683714867,
0.2906137704849243,
-0.08278003334999084,
0.18083441257476807,
-0.3648795485496521,
0.35453179478645325,
0.04471461474895477,
-0.033324338495731354,
-0.10343962907791138,
0.05495108291506767,
-0.1856946051120758,
-0.0610957071185112,
0.2444731593132019,
-0.2283157855272293,
-0.24237161874771118,
0.47381410002708435,
-0.23695707321166992,
0.25714290142059326,
-0.20298486948013306,
0.06881724298000336,
0.056381773203611374,
0.038294266909360886,
-0.14531506597995758,
-0.26934656500816345,
-0.24001991748809814,
0.2671891152858734,
-0.3938461244106293,
0.21872544288635254,
-0.4107612371444702,
0.006001514382660389,
0.046033747494220734,
-0.4486778974533081,
-0.2175641655921936,
0.06364873796701431,
-0.31046852469444275,
0.16436441242694855,
0.0669599324464798,
0.1847369372844696,
-0.25476256012916565,
-0.09047196060419083,
-0.1563154011964798,
0.021212244406342506,
0.4599207639694214,
-0.39275380969047546,
-0.08421499282121658,
0.19375543296337128,
0.0726274698972702,
0.12856829166412354,
0.04714389145374298,
-0.6118570566177368,
0.046845875680446625,
0.17112089693546295,
0.04554307088255882,
0.07600544393062592,
0.3139476776123047,
-0.04009478911757469,
-0.15190280973911285,
-0.18163524568080902,
0.36313119530677795,
0.12064329534769058,
-0.013721209019422531,
-0.10282294452190399,
-0.5622960329055786
] |
https://github.com/huggingface/datasets/issues/5281 | Support cloud storage in load_dataset | Adding to the conversation, Dask also uses `fsspec` for this feature.
[Dask: How to connect to remote data](https://docs.dask.org/en/stable/how-to/connect-to-remote-data.html)
Happy to help on this feature :D | Would be nice to be able to do
```python
data_files=["s3://..."] # or gs:// or any cloud storage path
storage_options = {...}
load_dataset(..., data_files=data_files, storage_options=storage_options)
```
The idea would be to use `fsspec` as in `download_and_prepare` and `save_to_disk`.
This has been requested several times already. Some users want to use their data from private cloud storage to train models
related:
https://github.com/huggingface/datasets/issues/3490
https://github.com/huggingface/datasets/issues/5244
[forum](https://discuss.huggingface.co/t/how-to-use-s3-path-with-load-dataset-with-streaming-true/25739/2) | 25 | Support cloud storage in load_dataset
Would be nice to be able to do
```python
data_files=["s3://..."] # or gs:// or any cloud storage path
storage_options = {...}
load_dataset(..., data_files=data_files, storage_options=storage_options)
```
The idea would be to use `fsspec` as in `download_and_prepare` and `save_to_disk`.
This has been requested several times already. Some users want to use their data from private cloud storage to train models
related:
https://github.com/huggingface/datasets/issues/3490
https://github.com/huggingface/datasets/issues/5244
[forum](https://discuss.huggingface.co/t/how-to-use-s3-path-with-load-dataset-with-streaming-true/25739/2)
Adding to the conversation, Dask also uses `fsspec` for this feature.
[Dask: How to connect to remote data](https://docs.dask.org/en/stable/how-to/connect-to-remote-data.html)
Happy to help on this feature :D | [
-0.23842088878154755,
-0.11731865257024765,
-0.1280565857887268,
0.03234294056892395,
0.1728338897228241,
-0.046507179737091064,
0.1993662714958191,
0.04815254360437393,
0.21960368752479553,
0.08897943049669266,
-0.08867606520652771,
0.19696977734565735,
-0.16965462267398834,
0.8873696327209473,
0.37209224700927734,
0.0523853525519371,
0.2522551715373993,
0.09367308020591736,
-0.07624468207359314,
0.3053325414657593,
-0.05561674013733864,
0.3350282609462738,
-0.006088033318519592,
-0.3490051031112671,
-0.19346605241298676,
0.06551729142665863,
-0.26154792308807373,
0.10915535688400269,
-0.11679121106863022,
-0.49107518792152405,
0.41775867342948914,
0.23361673951148987,
0.22183462977409363,
0.3084399700164795,
-0.00011623666068771854,
-0.03502067178487778,
-0.1170569509267807,
-0.22454331815242767,
-0.5738767385482788,
-0.3193090558052063,
-0.2314268946647644,
-0.009205959737300873,
0.18851719796657562,
-0.03427381440997124,
-0.2961518466472626,
0.2145155668258667,
0.011344144120812416,
-0.44699013233184814,
0.2674568295478821,
0.319405734539032,
0.09143881499767303,
0.26717516779899597,
-0.24297338724136353,
0.0027414592914283276,
0.0326383151113987,
0.3698433041572571,
-0.3160352110862732,
0.3676907420158386,
0.06910616159439087,
-0.09487101435661316,
0.2979676425457001,
-0.05588860064744949,
-0.1617874801158905,
0.0522456094622612,
0.4618894159793854,
0.3196862041950226,
-0.1254458725452423,
-0.282838374376297,
-0.25333794951438904,
0.02232407033443451,
0.7199271321296692,
-0.3731902539730072,
-0.5148440003395081,
-0.41697078943252563,
-0.07106968760490417,
-0.47371160984039307,
0.008132606744766235,
0.06839586794376373,
-0.1157124787569046,
0.17034099996089935,
-0.2294040322303772,
-0.3217988610267639,
-0.33735761046409607,
0.17802056670188904,
0.12447589635848999,
0.03700761869549751,
-0.3488084375858307,
-0.06690109521150589,
0.2038465291261673,
-0.007908347994089127,
-0.05013402923941612,
-0.19119508564472198,
0.09850303828716278,
0.1051592007279396,
-0.226973757147789,
-0.25787386298179626,
-0.25128117203712463,
-0.21807202696800232,
0.12406382709741592,
0.39528578519821167,
0.37863069772720337,
-0.12003273516893387,
0.10551423579454422,
0.26305249333381653,
0.01934073679149151,
-0.0032864632084965706,
-0.024893246591091156,
-0.21048632264137268,
0.10088416934013367,
0.09552890807390213,
0.34549641609191895,
-0.367145299911499,
-0.01334855705499649,
-0.04139469936490059,
-0.380339115858078,
-0.27164921164512634,
0.02796720340847969,
-0.018735304474830627,
-0.10102952271699905,
-0.022737782448530197,
0.5248273611068726,
-0.07361975312232971,
0.028771068900823593,
0.2083914577960968,
0.10025478154420853,
0.12082962691783905,
0.012979768216609955,
0.31556403636932373,
0.12376279383897781,
0.04773816466331482,
-0.06981506198644638,
-0.03312866389751434,
-0.1258779615163803,
0.2944042682647705,
0.09817861020565033,
-0.012063704431056976,
0.369248628616333,
-0.14164671301841736,
0.19722183048725128,
0.05493955314159393,
-0.03944636136293411,
-0.0033674822188913822,
0.02774493396282196,
0.35487133264541626,
-0.23125997185707092,
-0.14824846386909485,
-0.0798601359128952,
0.042061567306518555,
-0.22186821699142456,
-0.0025389939546585083,
-0.21172240376472473,
-0.3485892117023468,
-0.3165300488471985,
-0.003834836184978485,
-0.2243044525384903,
-0.29960811138153076,
-0.9967536330223083,
0.24616478383541107,
-0.15322136878967285,
-0.4173387289047241,
0.11413119733333588,
0.3591575026512146,
-0.4919566810131073,
-0.18524736166000366,
0.42233777046203613,
0.2464713305234909,
-0.08797626197338104,
-0.15851780772209167,
-0.019945655018091202,
-0.02702971175312996,
0.15454396605491638,
-0.08810977637767792,
0.004920885898172855,
-0.03299097716808319,
-0.3195865750312805,
0.4197423458099365,
0.33499056100845337,
-0.41116419434547424,
-0.16476435959339142,
0.5716862082481384,
0.08905483782291412,
0.05005452036857605,
0.2287077009677887,
0.08994397521018982,
0.11686156690120697,
0.05519116297364235,
0.04538829252123833,
0.6057828068733215,
0.14840586483478546,
0.027030816301703453,
-0.14486756920814514,
-0.36064478754997253,
0.014623131603002548,
0.26725056767463684,
-0.13052019476890564,
0.20782685279846191,
0.3044212758541107,
-0.10408392548561096,
0.2633979916572571,
-0.050311509519815445,
-0.04954938590526581,
0.1436903178691864,
0.4475700855255127,
0.09361293911933899,
-0.41711553931236267,
-0.25069141387939453,
-0.5247877240180969,
0.3956686854362488,
-0.028370779007673264,
-0.16048182547092438,
-0.0575510710477829,
-0.1930452138185501,
0.10667736828327179,
0.030533665791153908,
-0.08913561701774597,
-0.1864793598651886,
-0.05997864902019501,
-0.0328797921538353,
0.3105165362358093,
0.2130100131034851,
-0.39222514629364014,
0.09568992257118225,
0.24748341739177704,
0.12008843570947647,
-0.18506072461605072,
0.47074002027511597,
0.16298551857471466,
-0.10277906805276871,
0.019999723881483078,
0.007265180349349976,
0.05259515717625618,
-0.08240342885255814,
0.03759850561618805,
0.52765953540802,
0.15904350578784943,
0.4493686556816101,
0.1060972660779953,
0.5742237567901611,
0.26731786131858826,
0.26199406385421753,
0.043235763907432556,
-0.1574232578277588,
0.12020649015903473,
0.039464592933654785,
-0.07970354706048965,
0.45777076482772827,
-0.058517877012491226,
0.08202817291021347,
0.04495365172624588,
-0.025098726153373718,
0.05252213031053543,
-0.04077422618865967,
0.017889702692627907,
0.01875203847885132,
-0.032009307295084,
-0.15061914920806885,
0.18132804334163666,
-0.059583425521850586,
-0.20365774631500244,
-0.12246622890233994,
0.0825662836432457,
-0.11568993330001831,
0.1161942183971405,
0.1288086175918579,
0.03851575031876564,
-0.2820701599121094,
0.5168582797050476,
0.016586575657129288,
0.6928200721740723,
0.09368257224559784,
-0.12445738911628723,
0.06472001224756241,
0.22832056879997253,
-0.13333284854888916,
0.27124330401420593,
-0.029240645468235016,
0.2708216607570648,
0.2418580949306488,
0.16387853026390076,
-0.06534025818109512,
-0.12147568166255951,
-0.06374964118003845,
0.13583865761756897,
-0.11745226383209229,
-0.26277732849121094,
0.17277318239212036,
-0.11825741827487946,
-0.15672001242637634,
0.1435636281967163,
0.07029246538877487,
-0.05769188329577446,
-0.05497246980667114,
-0.1666584610939026,
0.5853721499443054,
0.039897892624139786,
-0.30583885312080383,
-0.22294269502162933,
0.5246145725250244,
-0.22211962938308716,
-0.6570070385932922,
-0.40272727608680725,
0.14027726650238037,
0.14345604181289673,
0.049750056117773056,
0.244395449757576,
-0.07106117159128189,
0.31861624121665955,
0.21436305344104767,
-0.1303481161594391,
-0.4089498221874237,
0.05216691642999649,
0.09849525988101959,
-0.15916089713573456,
0.35963645577430725,
0.2152632772922516,
0.15922027826309204,
0.1362438052892685,
0.00914349127560854,
0.07345932722091675,
-0.06426156312227249,
-0.016087103635072708,
-0.06334757804870605,
0.1434161216020584,
-0.028106117621064186,
-0.19644570350646973,
0.1033780500292778,
-0.5330042243003845,
-0.287170946598053,
0.5453351736068726,
-0.059734076261520386,
-0.011252745985984802,
-0.03613268956542015,
0.2613285183906555,
0.13469210267066956,
0.015014221891760826,
-0.10207409411668777,
-0.10062409937381744,
-0.8259984850883484,
0.251535028219223,
-0.20530635118484497,
-0.060569439083337784,
0.14522013068199158,
0.10489712655544281,
0.1331198364496231,
-0.16551826894283295,
-0.47987258434295654,
-0.4070046842098236,
-0.007643865421414375,
0.4348756968975067,
0.013094648718833923,
-0.08577845990657806,
0.3973785638809204,
-0.19323775172233582,
0.030078137293457985,
-0.02785990945994854,
-0.14195215702056885,
0.0797547921538353,
0.3015109598636627,
0.2109057903289795,
0.19746217131614685,
0.07859870791435242,
0.10419987142086029,
0.6060649156570435,
-0.017797786742448807,
-0.0958271324634552,
0.5588713884353638,
-0.20944428443908691,
0.08773262798786163,
-0.08586583286523819,
-0.022545648738741875,
0.13171721994876862,
-0.4242919981479645,
-0.13785308599472046,
0.15439829230308533,
0.01023828610777855,
0.10289531201124191,
-0.38521039485931396,
-0.2876937687397003,
-0.050948888063430786,
-0.04426038637757301,
0.09855455905199051,
-0.1587035059928894,
0.2690870761871338,
-0.2607327103614807,
-0.1648842692375183,
0.16833177208900452,
-0.09387992322444916,
-0.12820586562156677,
0.23117908835411072,
0.39429208636283875,
0.08807428926229477,
0.11601458489894867,
0.14259502291679382,
-0.7848637104034424,
0.24314484000205994,
-0.034250542521476746,
-0.12647144496440887,
-0.2041327953338623,
0.10294165462255478,
0.06022757291793823,
-0.13143868744373322,
0.6869827508926392,
-0.14919859170913696,
-0.2154795080423355,
-0.17937059700489044,
-0.3600456416606903,
-0.227927565574646,
-0.08301755785942078,
0.11283449828624725,
-0.19000492990016937,
-0.22901208698749542,
0.4407339096069336,
-0.1970057189464569,
-0.28580209612846375,
-0.1988467425107956,
-0.19259022176265717,
-0.08784610033035278,
-0.1266765296459198,
-0.19172364473342896,
-0.02242262475192547,
-0.4359191954135895,
-0.17516663670539856,
0.21571765840053558,
-0.10034769028425217,
-0.09004057943820953,
-0.02240191586315632,
-0.03031502477824688,
0.2967033088207245,
0.06343013793230057,
-0.13414357602596283,
0.19690078496932983,
0.0488630086183548,
0.028221026062965393,
0.2313474863767624,
0.010439496487379074,
0.4715542197227478,
0.6101763844490051,
-0.07043515145778656,
-0.09050892293453217,
0.07699809968471527,
0.25144055485725403,
0.5399888753890991,
0.17824478447437286,
-0.06648247689008713,
0.26274290680885315,
0.08370181173086166,
0.101835697889328,
-0.7740972638130188,
0.07726998627185822,
0.3637029230594635,
-0.06658173352479935,
0.10577233135700226,
-0.3990170657634735,
0.6725515127182007,
-0.07352793216705322,
0.018759652972221375,
-0.31947895884513855,
0.1822584718465805,
-0.37270164489746094,
0.24069595336914062,
0.15164285898208618,
0.6816062927246094,
0.06957149505615234,
0.621250569820404,
0.24522161483764648,
0.02586200088262558,
0.06287721544504166,
-0.43797767162323,
-0.07430057227611542,
-0.08316667377948761,
0.07316471636295319,
-0.2612658143043518,
-0.03066493757069111,
0.3018806576728821,
-0.022187821567058563,
-0.2819523811340332,
0.27047792077064514,
-0.012846820056438446,
-0.005200877785682678,
-0.08613396435976028,
0.26870137453079224,
-0.26868852972984314,
-0.2716217041015625,
-0.3260941505432129,
0.1578226089477539,
-0.13907800614833832,
0.051637016236782074,
-0.0013089505955576897,
-0.28898853063583374,
0.16737477481365204,
0.04990706592798233,
-0.2076302319765091,
0.12661218643188477,
-0.10686874389648438,
0.09483235329389572,
-0.12206672132015228,
-0.0666978508234024,
0.18218280375003815,
0.49291059374809265,
-0.05950517952442169,
-0.06614533066749573,
-0.37868353724479675,
-0.012623254209756851,
-0.09774252027273178,
0.0701158419251442,
-0.2649538218975067,
-0.19776232540607452,
0.17119082808494568,
-0.1318860799074173,
0.09131800383329391,
0.03663705289363861,
0.004690316505730152,
-0.4980700612068176,
0.05448092520236969,
-0.07580284774303436,
0.14706175029277802,
-0.2792799174785614,
-0.37358763813972473,
0.03699580207467079,
-0.0499374158680439,
-0.16439606249332428,
0.061653364449739456,
0.13458546996116638,
-0.18774297833442688,
-0.020268209278583527,
-0.16713695228099823,
0.04580232501029968,
-0.1653805524110794,
0.5253932476043701,
-0.4334283769130707,
0.04258807748556137,
0.2948451638221741,
-0.131814107298851,
-0.18547911942005157,
-0.1629164069890976,
0.09795551747083664,
-0.02381565235555172,
0.09700899571180344,
0.29569011926651,
0.3625778555870056,
-0.01696372777223587,
-0.1663530319929123,
0.3902229070663452,
0.15515278279781342,
-0.40121713280677795,
0.157481849193573,
-0.17153215408325195,
-0.08248817920684814,
0.061047159135341644,
-0.06427481770515442,
0.4390142858028412,
0.2713831067085266,
-0.11798547208309174,
-0.014194448478519917,
-0.2004057914018631,
-0.22725385427474976,
0.1421697437763214,
-0.09742630273103714,
-0.155617818236351,
0.34876275062561035,
0.05554739013314247,
0.4502768814563751,
-0.2482217401266098,
0.03507328778505325,
0.053818851709365845,
-0.22467394173145294,
-0.11317313462495804,
-0.2525559067726135,
0.19270062446594238,
0.3196728825569153,
-0.020270247012376785,
0.012647374533116817,
-0.20595690608024597,
-0.2717229425907135,
-0.12276992201805115,
0.09217590093612671,
0.3821958899497986,
-0.029313690960407257,
0.1456689089536667,
0.1078796461224556,
0.14771509170532227,
-0.1255553662776947,
0.08530270308256149,
0.0533415861427784,
0.15355488657951355,
-0.04920627176761627,
0.07629773020744324,
-0.3101848065853119,
-0.017700515687465668,
0.32141581177711487,
0.1802697479724884,
0.43335866928100586,
-0.014087993651628494,
0.5060346722602844,
-0.2752537727355957,
-0.15999102592468262,
-0.21893632411956787,
0.4089931547641754,
-0.010684669017791748,
-0.22277256846427917,
0.1975741684436798,
0.3335493505001068,
0.12899261713027954,
-0.006099095568060875,
-0.22618775069713593,
-0.17902518808841705,
0.09553985297679901,
0.14287903904914856,
0.034737780690193176,
0.5374853014945984,
0.14047373831272125,
-0.3201441168785095,
-0.006496761925518513,
-0.04132701829075813,
0.4124724864959717,
0.03481382876634598,
-0.18626290559768677,
0.1288807988166809,
0.1473713219165802,
0.07743032276630402,
0.2033083736896515,
0.15722230076789856,
0.08909603953361511,
-0.46077245473861694,
0.22524461150169373,
-0.24631795287132263,
0.17145898938179016,
0.01577453315258026,
-0.3013424873352051,
0.18743988871574402,
-0.3783178925514221,
-0.22411200404167175,
0.38840609788894653,
-0.23229387402534485,
0.4318995475769043,
-0.219894677400589,
-0.14982733130455017,
-0.2517116069793701,
0.239752396941185,
-0.0028622224926948547,
-0.16097284853458405,
0.06680028885602951,
-0.017184101045131683,
0.07906876504421234,
0.20681463181972504,
-0.06050020828843117,
-0.5324752926826477,
0.21471109986305237,
0.15711838006973267,
0.4413914680480957,
-0.025059888139367104,
0.17667999863624573,
0.31565138697624207,
0.1805785894393921,
-0.05781330168247223,
0.2773662507534027,
-0.010987348854541779,
-0.10428404808044434,
0.020110759884119034,
0.03734370321035385,
0.38165345788002014,
0.05742353945970535,
0.06629632413387299,
-0.017709404230117798,
-0.01078333891928196,
0.0894983783364296,
0.1303839534521103,
0.028498925268650055,
0.09616280347108841,
0.14247693121433258,
0.3756728768348694,
0.09587206691503525,
-0.02803078293800354,
0.13170529901981354,
-0.1638031154870987,
0.34828051924705505,
-0.4607393145561218,
0.1909792423248291,
0.1735517382621765,
-0.014674976468086243,
-0.07977326959371567,
0.2882072627544403,
-0.5690738558769226,
0.0025995769537985325,
0.42576703429222107,
-0.09671492874622345,
0.18555429577827454,
0.22422875463962555,
0.01950693503022194,
0.07156437635421753,
0.43262991309165955,
-0.054005954414606094,
0.20370548963546753,
-0.35144370794296265,
0.1344982534646988,
-0.2342183142900467,
-0.35519638657569885,
0.32287511229515076,
0.05059867352247238,
-0.24356529116630554,
0.06807845085859299,
0.20456476509571075,
0.13156910240650177,
-0.1683870106935501,
-0.2088390290737152,
0.09538715332746506,
0.3357832431793213,
-0.10137403011322021,
0.12680630385875702,
-0.4796736240386963,
0.2649743854999542,
0.12362885475158691,
-0.02574385330080986,
0.024871960282325745,
-0.02249319851398468,
-0.0878714770078659,
-0.1095263808965683,
0.26103675365448,
-0.1537015587091446,
-0.2615581452846527,
0.4078834056854248,
-0.1500154286623001,
0.2496887743473053,
-0.21298748254776,
-0.022535396739840508,
0.15050312876701355,
0.010390065610408783,
-0.13301515579223633,
-0.245885968208313,
-0.19784404337406158,
0.28350692987442017,
-0.32659995555877686,
0.106808602809906,
-0.34408053755760193,
0.12644802033901215,
0.12089522182941437,
-0.43762436509132385,
-0.07198423147201538,
-0.1582614928483963,
-0.08582712709903717,
0.11708875000476837,
0.11286404728889465,
0.33810675144195557,
-0.21446046233177185,
-0.044208213686943054,
-0.045920904725790024,
-0.056315310299396515,
0.47192659974098206,
-0.31155362725257874,
-0.011309687048196793,
0.09498389065265656,
0.17513705790042877,
0.15789441764354706,
0.1362643837928772,
-0.5332792401313782,
0.0007326602935791016,
0.16334031522274017,
0.019206976518034935,
0.12226516008377075,
0.5047014951705933,
-0.06619074940681458,
-0.07658526301383972,
-0.16599735617637634,
0.39300650358200073,
0.08566434681415558,
-0.052052393555641174,
-0.2219724804162979,
-0.574012815952301
] |
https://github.com/huggingface/datasets/issues/5281 | Support cloud storage in load_dataset | +1 to this feature request since I think it also tackles my use-case. I am collaborating with a team, working with a loading script which takes some time to generate the dataset artifacts. It would be very handy to use this as a cloud cache to avoid duplicating the effort.
Currently we could use `builder.download_and_prepare(path_to_cloud_storage, storage_options, ...)` to cache the artifacts to cloud storage, but then `builder.as_dataset()` yields `NotImplementedError: Loading a dataset cached in SomeCloudFileSystem is not supported` | Would be nice to be able to do
```python
data_files=["s3://..."] # or gs:// or any cloud storage path
storage_options = {...}
load_dataset(..., data_files=data_files, storage_options=storage_options)
```
The idea would be to use `fsspec` as in `download_and_prepare` and `save_to_disk`.
This has been requested several times already. Some users want to use their data from private cloud storage to train models
related:
https://github.com/huggingface/datasets/issues/3490
https://github.com/huggingface/datasets/issues/5244
[forum](https://discuss.huggingface.co/t/how-to-use-s3-path-with-load-dataset-with-streaming-true/25739/2) | 78 | Support cloud storage in load_dataset
Would be nice to be able to do
```python
data_files=["s3://..."] # or gs:// or any cloud storage path
storage_options = {...}
load_dataset(..., data_files=data_files, storage_options=storage_options)
```
The idea would be to use `fsspec` as in `download_and_prepare` and `save_to_disk`.
This has been requested several times already. Some users want to use their data from private cloud storage to train models
related:
https://github.com/huggingface/datasets/issues/3490
https://github.com/huggingface/datasets/issues/5244
[forum](https://discuss.huggingface.co/t/how-to-use-s3-path-with-load-dataset-with-streaming-true/25739/2)
+1 to this feature request since I think it also tackles my use-case. I am collaborating with a team, working with a loading script which takes some time to generate the dataset artifacts. It would be very handy to use this as a cloud cache to avoid duplicating the effort.
Currently we could use `builder.download_and_prepare(path_to_cloud_storage, storage_options, ...)` to cache the artifacts to cloud storage, but then `builder.as_dataset()` yields `NotImplementedError: Loading a dataset cached in SomeCloudFileSystem is not supported` | [
-0.32151010632514954,
0.11817887425422668,
-0.10677774250507355,
0.13897544145584106,
0.15476307272911072,
0.09225202351808548,
0.18456116318702698,
0.014310130849480629,
0.21039386093616486,
-0.0009162053465843201,
0.0446501299738884,
0.19866110384464264,
-0.2637076675891876,
0.6508303284645081,
0.23093968629837036,
0.15579193830490112,
0.2684490382671356,
0.08754651993513107,
-0.0036158040165901184,
0.3400631546974182,
-0.10460664331912994,
0.2654920816421509,
-0.027342651039361954,
-0.3875199556350708,
-0.20446500182151794,
0.10039021819829941,
-0.1708345115184784,
-0.006019026041030884,
-0.12485332041978836,
-0.4430479407310486,
0.3937656879425049,
0.2069522738456726,
0.25580766797065735,
0.1870678961277008,
-0.00012319840607233346,
0.016272619366645813,
-0.0709381103515625,
-0.21620045602321625,
-0.5788466334342957,
-0.36611586809158325,
-0.26533669233322144,
-0.015469882637262344,
0.07535848021507263,
0.05778384953737259,
-0.24022242426872253,
0.18598678708076477,
-0.024011293426156044,
-0.5967988967895508,
0.364957332611084,
0.21106074750423431,
0.05934469774365425,
0.30684930086135864,
-0.3018319308757782,
0.15233318507671356,
0.11016208678483963,
0.322639524936676,
-0.34319546818733215,
0.1575249433517456,
0.1480112075805664,
-0.051491878926754,
0.18199768662452698,
0.09342159330844879,
-0.23316890001296997,
0.1286705881357193,
0.5362703800201416,
0.27148061990737915,
-0.09319306164979935,
-0.13936518132686615,
-0.24071592092514038,
-0.05580054223537445,
0.8943117260932922,
-0.3365558385848999,
-0.6382617354393005,
-0.5274907350540161,
-0.20173698663711548,
-0.226620152592659,
0.0007032006978988647,
0.06544294953346252,
-0.0752846747636795,
0.11765488982200623,
-0.21896331012248993,
-0.4204115569591522,
-0.2881545424461365,
0.07448720186948776,
0.26048794388771057,
-0.09580540657043457,
-0.31673741340637207,
0.015760790556669235,
0.2176552563905716,
-0.03821198642253876,
0.22217093408107758,
-0.3293738067150116,
0.13239634037017822,
0.1683432161808014,
-0.3771355152130127,
-0.15478786826133728,
-0.131576806306839,
0.019501782953739166,
0.19566798210144043,
0.4376322031021118,
0.3857409656047821,
-0.10566426068544388,
0.06002628430724144,
0.21127194166183472,
0.037356626242399216,
0.15401990711688995,
-0.008831560611724854,
-0.14368046820163727,
0.024668745696544647,
0.06789149343967438,
0.27638325095176697,
-0.35253894329071045,
-0.06294180452823639,
-0.13033631443977356,
-0.1402006298303604,
-0.14596673846244812,
0.013574600219726562,
-0.12206662446260452,
-0.044860757887363434,
-0.07609253376722336,
0.5441008806228638,
-0.12524300813674927,
0.14786793291568756,
0.17554998397827148,
0.09579119831323624,
0.1463913768529892,
-0.019326020032167435,
0.23855902254581451,
0.1044524684548378,
-0.06553786993026733,
-0.09138534218072891,
0.014314450323581696,
-0.02376032993197441,
0.45707055926322937,
0.16809329390525818,
-0.09209555387496948,
0.2789459526538849,
-0.16500194370746613,
0.16861724853515625,
0.006738834083080292,
0.07334661483764648,
0.0234362930059433,
0.08304119855165482,
0.2913602590560913,
-0.2018207609653473,
-0.021170465275645256,
-0.018316689878702164,
0.16139833629131317,
-0.33792373538017273,
0.13998943567276,
-0.2554040253162384,
-0.5417819619178772,
-0.22163687646389008,
-0.034278083592653275,
-0.3485293388366699,
-0.2193087637424469,
-0.9144493937492371,
0.1270126849412918,
0.08361400663852692,
-0.3585391640663147,
0.1646842211484909,
0.2217055708169937,
-0.4267544150352478,
-0.17927204072475433,
0.2972227931022644,
0.41537147760391235,
-0.08593303710222244,
-0.14693781733512878,
-0.16716521978378296,
0.030326319858431816,
0.154596745967865,
-0.15717992186546326,
-0.011727078817784786,
-0.08531465381383896,
-0.35985058546066284,
0.24660234153270721,
0.280704528093338,
-0.4904536306858063,
-0.27331873774528503,
0.44715890288352966,
0.1253780722618103,
0.08446575701236725,
0.3322599232196808,
0.09818994253873825,
0.006052295211702585,
-0.10997853428125381,
0.0038303136825561523,
0.4956076741218567,
-0.03244270384311676,
0.00010327436029911041,
-0.11084702610969543,
-0.4220034182071686,
0.1636136770248413,
0.3100541830062866,
-0.09376052021980286,
0.2747085690498352,
0.056098755449056625,
0.098910391330719,
0.09411275386810303,
-0.06362999975681305,
0.052159905433654785,
0.1113385260105133,
0.29770880937576294,
-0.002299487590789795,
-0.2924254238605499,
-0.19003057479858398,
-0.7100868821144104,
0.4419834315776825,
-0.011798273772001266,
-0.21115851402282715,
-0.056623831391334534,
-0.18132346868515015,
0.127159982919693,
0.04494810104370117,
-0.18376216292381287,
-0.21462702751159668,
-0.11934051662683487,
-0.03817233443260193,
0.47983473539352417,
0.01991242542862892,
-0.3743351697921753,
0.17147000133991241,
0.20535169541835785,
0.08539780229330063,
-0.2518143057823181,
0.39457911252975464,
0.1791718751192093,
-0.1357802152633667,
-0.02781005948781967,
0.0430193692445755,
0.05212341248989105,
-0.15852725505828857,
0.03925443813204765,
0.37260207533836365,
0.060893744230270386,
0.44769930839538574,
-0.05482390522956848,
0.7395631670951843,
0.1572781205177307,
0.2642790377140045,
0.08558158576488495,
-0.2334526926279068,
0.09202774614095688,
-0.03726055473089218,
-0.0008698329329490662,
0.4133613109588623,
-0.1394128054380417,
0.17883870005607605,
-0.012131355702877045,
-0.1329413205385208,
-0.06108377128839493,
-0.00422002375125885,
-0.048038095235824585,
-0.058981817215681076,
-0.03948589786887169,
-0.1672559678554535,
0.3980262875556946,
-0.02396964468061924,
0.048129864037036896,
-0.11359133571386337,
0.03569239750504494,
-0.021709732711315155,
0.07069547474384308,
0.2629825174808502,
0.021744925528764725,
-0.30130916833877563,
0.5196587443351746,
-0.05077101290225983,
0.678698718547821,
0.00309055857360363,
-0.10222604870796204,
-0.03015085868537426,
0.32733047008514404,
-0.07529681921005249,
0.28284043073654175,
-0.04087834060192108,
0.2909392714500427,
0.21366047859191895,
0.21654145419597626,
0.009819073602557182,
-0.13161295652389526,
-0.14914608001708984,
0.129741832613945,
-0.09068981558084488,
-0.2658231258392334,
0.11428207904100418,
-0.0897437036037445,
-0.22472426295280457,
0.1628601849079132,
0.01578628271818161,
-0.011786535382270813,
-0.014783980324864388,
-0.22617511451244354,
0.5539836287498474,
0.11757704615592957,
-0.216130331158638,
-0.2599506974220276,
0.5884003639221191,
-0.1867886483669281,
-0.7594448328018188,
-0.4617178440093994,
0.20084674656391144,
0.21786367893218994,
-0.033245429396629333,
0.205332413315773,
-0.3222652077674866,
0.18916374444961548,
0.17866730690002441,
-0.04468800872564316,
-0.4639691710472107,
0.10680357366800308,
0.14436912536621094,
-0.024721696972846985,
0.3039567768573761,
0.27542275190353394,
0.0757603719830513,
0.3116213083267212,
0.03106154128909111,
0.07757025957107544,
-0.15843306481838226,
-0.052877798676490784,
-0.14157557487487793,
0.14905716478824615,
0.028475193306803703,
-0.12542271614074707,
0.24550166726112366,
-0.48150134086608887,
-0.23598816990852356,
0.2873900532722473,
-0.07649964839220047,
-0.06599980592727661,
-0.02603057771921158,
0.16173028945922852,
-0.04298584908246994,
0.14986030757427216,
-0.13189230859279633,
-0.18106609582901,
-0.8555847406387329,
0.3445269763469696,
-0.10951247066259384,
0.09974240511655807,
0.06711997091770172,
0.04273705929517746,
0.17205263674259186,
-0.13199013471603394,
-0.45750361680984497,
-0.3368385434150696,
-0.06526833772659302,
0.42987826466560364,
-0.0685809776186943,
-0.12344346940517426,
0.4107505679130554,
-0.05759131535887718,
0.12932388484477997,
-0.07738101482391357,
-0.2201114296913147,
-0.017539165914058685,
0.3437782824039459,
0.19469738006591797,
0.21710672974586487,
-0.057178109884262085,
0.1370040327310562,
0.6581502556800842,
0.06578117609024048,
-0.11192317306995392,
0.5834401845932007,
-0.06372640281915665,
0.05715276673436165,
-0.13635402917861938,
0.003816986456513405,
0.1417551040649414,
-0.43206462264060974,
-0.2412341684103012,
0.1111108660697937,
0.11054481565952301,
0.09538927674293518,
-0.2686529755592346,
-0.043758414685726166,
-0.078545942902565,
0.02262558415532112,
0.1259957104921341,
-0.26960229873657227,
0.29448962211608887,
-0.08224953711032867,
-0.21549737453460693,
0.02529706433415413,
-0.13342422246932983,
-0.01373186893761158,
0.21866363286972046,
0.568867027759552,
0.10166888684034348,
0.2587985396385193,
0.14024832844734192,
-0.7804223895072937,
0.23266369104385376,
0.04369385167956352,
-0.16500791907310486,
-0.2963617444038391,
0.19677090644836426,
-0.03726935386657715,
-0.10416948795318604,
0.6327751874923706,
-0.29635944962501526,
-0.07463276386260986,
-0.1472880095243454,
-0.30704253911972046,
-0.0719357579946518,
-0.1872107833623886,
0.2217351794242859,
-0.10470658540725708,
-0.225229874253273,
0.4491085112094879,
-0.0592559352517128,
-0.2429032027721405,
-0.31854644417762756,
0.013235721737146378,
-0.10770194232463837,
-0.16204021871089935,
-0.06870149075984955,
-0.05861445516347885,
-0.3859804570674896,
-0.24648573994636536,
0.2079617828130722,
-0.016527775675058365,
-0.06819740682840347,
-0.07703404873609543,
-0.13715358078479767,
0.2738568186759949,
0.08992493152618408,
-0.15621896088123322,
0.1916203498840332,
0.016180960461497307,
0.10815556347370148,
0.26689594984054565,
-0.195785790681839,
0.5054464936256409,
0.6475546360015869,
0.01271989569067955,
-0.1042233556509018,
0.1119537353515625,
0.21755076944828033,
0.36963677406311035,
0.07180506736040115,
-0.24432072043418884,
0.1411706954240799,
0.058036524802446365,
0.0671934112906456,
-0.7890170812606812,
0.03719718009233475,
0.16762621700763702,
-0.018330726772546768,
0.03194890916347504,
-0.5429597496986389,
0.7189217805862427,
0.15573528409004211,
-0.015256308019161224,
-0.1907947063446045,
-0.016488641500473022,
-0.37016475200653076,
0.34000295400619507,
0.16058631241321564,
0.5753080248832703,
-0.044645681977272034,
0.5777038335800171,
0.11419128626585007,
0.20478470623493195,
0.2275323122739792,
-0.38522613048553467,
-0.053018733859062195,
-0.028839509934186935,
-0.09258440881967545,
-0.2973606586456299,
-0.053974609822034836,
0.3592104911804199,
0.2348746508359909,
-0.2137901484966278,
0.3622188866138458,
0.08032117784023285,
-0.021787453442811966,
-0.020444979891180992,
0.22548812627792358,
-0.24369454383850098,
-0.46048691868782043,
-0.2501888573169708,
0.11368639767169952,
-0.13760608434677124,
0.16295981407165527,
0.000795421190559864,
-0.07236497849225998,
0.17845962941646576,
-0.008911306038498878,
-0.3146228790283203,
0.08374938368797302,
-0.21196801960468292,
0.058724481612443924,
-0.09221722185611725,
-0.10985574126243591,
0.3585132956504822,
0.43626728653907776,
0.026556454598903656,
-0.17869152128696442,
-0.22803398966789246,
0.011155208572745323,
0.08934416621923447,
0.09415856003761292,
-0.27814921736717224,
-0.24222780764102936,
0.19446857273578644,
-0.05478619039058685,
0.1847279965877533,
-0.048429183661937714,
-0.16803430020809174,
-0.5510818958282471,
0.11437353491783142,
-0.09408815205097198,
0.15843451023101807,
-0.20011590421199799,
-0.4425361156463623,
0.0730874314904213,
0.16771471500396729,
-0.16157090663909912,
0.01582682877779007,
0.2135915607213974,
-0.11288619041442871,
0.007864579558372498,
-0.2760342061519623,
0.09692227840423584,
-0.14681512117385864,
0.41141781210899353,
-0.2969408631324768,
-0.07458293437957764,
0.3457780182361603,
-0.17506690323352814,
-0.0935693085193634,
-0.11042765527963638,
0.025701425969600677,
-0.13449032604694366,
0.11612626165151596,
0.263877809047699,
0.2480146884918213,
-0.045144349336624146,
-0.17566582560539246,
0.48484739661216736,
0.22670744359493256,
-0.20636984705924988,
0.13197311758995056,
-0.29863590002059937,
-0.09372767060995102,
-0.10621057450771332,
-0.0870533436536789,
0.3615723252296448,
0.24258700013160706,
-0.19244103133678436,
-0.11780695617198944,
-0.09797545522451401,
-0.1382124125957489,
0.04266032576560974,
-0.11889474093914032,
-0.11337533593177795,
0.2655848264694214,
0.17368388175964355,
0.4046545922756195,
-0.20065803825855255,
-0.05010934919118881,
0.06306469440460205,
-0.13577896356582642,
-0.059608250856399536,
-0.19282902777194977,
0.238020658493042,
0.35631462931632996,
0.018890293315052986,
-0.04845913499593735,
-0.0776398628950119,
-0.18866601586341858,
-0.21215489506721497,
0.2281007170677185,
0.3576190173625946,
-0.03701915591955185,
0.08873268216848373,
-0.1418999582529068,
0.1182696744799614,
-0.3192591667175293,
0.1216646283864975,
0.05272658169269562,
0.18183273077011108,
0.07506247609853745,
0.2630723714828491,
-0.119202621281147,
0.03250996023416519,
0.20462656021118164,
0.09239345788955688,
0.3688783049583435,
-0.01858871430158615,
0.44771459698677063,
-0.30775052309036255,
-0.15179166197776794,
-0.012472717091441154,
0.3424868583679199,
-0.027026258409023285,
-0.14896464347839355,
0.15253302454948425,
0.23163685202598572,
0.08847218006849289,
-0.011912617832422256,
-0.23153558373451233,
-0.23642632365226746,
0.14195458590984344,
0.11652402579784393,
0.17546986043453217,
0.5460940599441528,
0.1940428912639618,
-0.16861377656459808,
0.04983172565698624,
0.2080058753490448,
0.2807733416557312,
0.07807198166847229,
-0.21375399827957153,
0.11731366813182831,
0.20987817645072937,
0.2072867602109909,
0.22640374302864075,
0.19093267619609833,
0.021052241325378418,
-0.3236546516418457,
0.32112154364585876,
-0.11806178838014603,
0.21788518130779266,
-0.1971031129360199,
-0.46680837869644165,
0.21652603149414062,
-0.15536299347877502,
-0.05243438482284546,
0.4259519577026367,
-0.16612422466278076,
0.34189867973327637,
-0.18077124655246735,
-0.09854390472173691,
-0.2392503172159195,
0.2391728311777115,
0.007796792313456535,
-0.2868717312812805,
0.23233896493911743,
0.029880806803703308,
0.1493612676858902,
0.20569904148578644,
0.015806252136826515,
-0.49473583698272705,
0.28673040866851807,
0.07426131516695023,
0.424055814743042,
-0.05598829686641693,
0.23591315746307373,
0.37047284841537476,
0.16112953424453735,
-0.08400566875934601,
0.3450981378555298,
-0.0884891152381897,
-0.12166635692119598,
0.0606960654258728,
-0.040222905576229095,
0.44603589177131653,
0.05724682658910751,
0.0031518181785941124,
-0.04188362881541252,
-0.16307348012924194,
0.1284673810005188,
0.00152544304728508,
0.08704692125320435,
-0.05763193964958191,
0.04236530885100365,
0.3851573169231415,
0.021232185885310173,
0.00781992543488741,
0.18695272505283356,
-0.1406029313802719,
0.33722829818725586,
-0.4163600504398346,
0.2131563127040863,
0.13341467082500458,
-0.013821151107549667,
-0.02247633785009384,
0.4091332256793976,
-0.34602901339530945,
-0.05612222105264664,
0.40480971336364746,
-0.2210485339164734,
0.13277429342269897,
0.2907361388206482,
-0.003626907244324684,
0.08626192808151245,
0.42391514778137207,
0.08682340383529663,
0.18185408413410187,
-0.36375892162323,
0.112222820520401,
-0.343035489320755,
-0.38858726620674133,
0.26540687680244446,
-0.007557440549135208,
-0.14880892634391785,
0.10384026914834976,
0.17524078488349915,
0.12583380937576294,
-0.12806200981140137,
-0.18893970549106598,
0.11755187064409256,
0.369532972574234,
-0.10093333572149277,
0.10564140975475311,
-0.350425124168396,
0.22961512207984924,
0.08857068419456482,
-0.1421213448047638,
-0.16439121961593628,
0.10267955809831619,
-0.1640215814113617,
-0.18386118113994598,
0.15192538499832153,
-0.04938572272658348,
-0.24375098943710327,
0.5365272760391235,
-0.17442232370376587,
0.1941438913345337,
-0.16951492428779602,
0.07013419270515442,
0.12218653410673141,
0.0017390260472893715,
-0.09417343884706497,
-0.26004984974861145,
-0.26074808835983276,
0.28259798884391785,
-0.45674875378608704,
0.3477904796600342,
-0.48327818512916565,
0.05806808918714523,
0.154144749045372,
-0.6090296506881714,
-0.1560906171798706,
0.10291379690170288,
-0.2669656276702881,
0.1409868746995926,
0.10939376056194305,
0.30808162689208984,
-0.2185480296611786,
0.09676989167928696,
-0.11036285758018494,
0.006623672321438789,
0.430172860622406,
-0.35284894704818726,
-0.06639070808887482,
0.24086487293243408,
0.039256468415260315,
0.05840601772069931,
-0.0008986704051494598,
-0.5466747879981995,
-0.013426989316940308,
0.20495857298374176,
0.037335723638534546,
0.13872236013412476,
0.24648943543434143,
-0.015163863077759743,
-0.08921913057565689,
-0.2000223845243454,
0.5165728330612183,
0.001643674448132515,
-0.03859924152493477,
-0.17051814496517181,
-0.4853787422180176
] |
https://github.com/huggingface/datasets/issues/5281 | Support cloud storage in load_dataset | Makes sense ! If you want to load locally a dataset that you download_and_prepared on a cloud storage, you would use `load_dataset(path_to_cloud_storage)` indeed. It would download the data from the cloud storage, cache them locally, and return a `Dataset`. | Would be nice to be able to do
```python
data_files=["s3://..."] # or gs:// or any cloud storage path
storage_options = {...}
load_dataset(..., data_files=data_files, storage_options=storage_options)
```
The idea would be to use `fsspec` as in `download_and_prepare` and `save_to_disk`.
This has been requested several times already. Some users want to use their data from private cloud storage to train models
related:
https://github.com/huggingface/datasets/issues/3490
https://github.com/huggingface/datasets/issues/5244
[forum](https://discuss.huggingface.co/t/how-to-use-s3-path-with-load-dataset-with-streaming-true/25739/2) | 39 | Support cloud storage in load_dataset
Would be nice to be able to do
```python
data_files=["s3://..."] # or gs:// or any cloud storage path
storage_options = {...}
load_dataset(..., data_files=data_files, storage_options=storage_options)
```
The idea would be to use `fsspec` as in `download_and_prepare` and `save_to_disk`.
This has been requested several times already. Some users want to use their data from private cloud storage to train models
related:
https://github.com/huggingface/datasets/issues/3490
https://github.com/huggingface/datasets/issues/5244
[forum](https://discuss.huggingface.co/t/how-to-use-s3-path-with-load-dataset-with-streaming-true/25739/2)
Makes sense ! If you want to load locally a dataset that you download_and_prepared on a cloud storage, you would use `load_dataset(path_to_cloud_storage)` indeed. It would download the data from the cloud storage, cache them locally, and return a `Dataset`. | [
-0.20289891958236694,
-0.1459718942642212,
-0.1402789056301117,
0.05473892390727997,
0.205915167927742,
-0.039676565676927567,
0.23502153158187866,
0.02785985916852951,
0.2646523416042328,
0.07531080394983292,
-0.15618759393692017,
0.24585048854351044,
-0.19070763885974884,
0.831050455570221,
0.2791723608970642,
0.09077233076095581,
0.2521134316921234,
0.11487072706222534,
-0.15077370405197144,
0.23445825278759003,
-0.14553417265415192,
0.3176910877227783,
0.03422597795724869,
-0.28363561630249023,
-0.07734625786542892,
0.11465601623058319,
-0.24686792492866516,
0.1602819263935089,
-0.15534693002700806,
-0.40712857246398926,
0.3473374843597412,
0.2198224663734436,
0.295861154794693,
0.26517453789711,
-0.00010816282883752137,
0.02035030722618103,
-0.1515049785375595,
-0.21301831305027008,
-0.5025479793548584,
-0.3976459503173828,
-0.19865310192108154,
-0.04769772291183472,
0.22366963326931,
-0.03471435606479645,
-0.29559794068336487,
0.08391468226909637,
-0.026587335392832756,
-0.49835649132728577,
0.35798463225364685,
0.20572017133235931,
0.19207319617271423,
0.32561391592025757,
-0.28330475091934204,
0.03182424232363701,
0.023378007113933563,
0.353182852268219,
-0.28988826274871826,
0.3329552412033081,
0.11430385708808899,
-0.05869445949792862,
0.17559531331062317,
0.16073758900165558,
-0.17897072434425354,
0.1789236068725586,
0.54184889793396,
0.30556952953338623,
-0.1590856909751892,
-0.1678341180086136,
-0.26300162076950073,
0.0813288539648056,
0.6691532135009766,
-0.2942078709602356,
-0.6241386532783508,
-0.4360576570034027,
-0.0866486206650734,
-0.32446742057800293,
0.01990457996726036,
0.14777405560016632,
-0.0565478689968586,
0.24067747592926025,
-0.26530593633651733,
-0.34266385436058044,
-0.294251024723053,
0.09218171238899231,
0.011227019131183624,
0.038239967077970505,
-0.3929929733276367,
-0.022267110645771027,
0.18001404404640198,
0.009931763634085655,
0.011441785842180252,
-0.12402613461017609,
0.24278651177883148,
0.11579366773366928,
-0.2537844181060791,
-0.18261516094207764,
-0.14533385634422302,
-0.06338898092508316,
0.16406375169754028,
0.3622626066207886,
0.3759860098361969,
-0.06404760479927063,
0.1169053167104721,
0.24108266830444336,
0.10659374296665192,
0.017705950886011124,
-0.10906203836202621,
-0.22362610697746277,
0.11871201545000076,
0.11110158264636993,
0.20679707825183868,
-0.36134055256843567,
-0.022857099771499634,
-0.021514467895030975,
-0.2504953145980835,
-0.2883227467536926,
0.14104820787906647,
-0.07150030881166458,
-0.027200428768992424,
0.02456236258149147,
0.4733676314353943,
-0.0765509158372879,
0.08298821747303009,
0.30516350269317627,
0.06052282080054283,
0.13078422844409943,
0.03898542374372482,
0.22615964710712433,
0.11149250715970993,
-0.023787908256053925,
-0.16515131294727325,
-0.02025837078690529,
-0.0617351196706295,
0.3329007625579834,
0.110110342502594,
-0.20311498641967773,
0.4332982897758484,
-0.22451505064964294,
0.17858819663524628,
0.10169349610805511,
0.05857176333665848,
0.06178579106926918,
0.1643461287021637,
0.35890457034111023,
-0.10143512487411499,
-0.08972270786762238,
0.021197449415922165,
0.07799629867076874,
-0.3058246374130249,
0.03527171537280083,
-0.21092814207077026,
-0.5279257297515869,
-0.28795692324638367,
0.13515973091125488,
-0.28681695461273193,
-0.23856380581855774,
-0.7570830583572388,
0.1847074329853058,
-0.06729117780923843,
-0.23012316226959229,
0.1251453161239624,
0.19360503554344177,
-0.39756497740745544,
-0.23192310333251953,
0.44017526507377625,
0.34570926427841187,
-0.1117020845413208,
-0.13211920857429504,
-0.09007267653942108,
-0.14486324787139893,
0.09221888333559036,
-0.006917674094438553,
-0.06964490562677383,
0.048412714153528214,
-0.23311857879161835,
0.32553374767303467,
0.2692480683326721,
-0.37272563576698303,
-0.17129585146903992,
0.49781563878059387,
0.07291769981384277,
0.08443157374858856,
0.20162725448608398,
0.0724404975771904,
-0.053175874054431915,
0.10354591906070709,
0.07008112221956253,
0.528749406337738,
0.012597229331731796,
0.10371490567922592,
-0.11433741450309753,
-0.3503592908382416,
0.07862800359725952,
0.3783522844314575,
-0.14052215218544006,
0.15585681796073914,
0.12947694957256317,
0.02427178993821144,
0.16373035311698914,
-0.08573246002197266,
0.00607135146856308,
0.14674259722232819,
0.4017356336116791,
0.10189688205718994,
-0.32246479392051697,
-0.12414626032114029,
-0.6049883961677551,
0.31859174370765686,
-0.04893181473016739,
-0.10739605128765106,
-0.06422516703605652,
-0.2171580195426941,
0.028094161301851273,
0.047567084431648254,
-0.19701622426509857,
-0.24178576469421387,
0.056293025612831116,
-0.030006393790245056,
0.3143012821674347,
0.05829167738556862,
-0.3950195908546448,
0.13917236030101776,
0.11467230319976807,
0.14059539139270782,
-0.3156489133834839,
0.2947565019130707,
0.09021691977977753,
-0.10246127843856812,
-0.011914707720279694,
-0.008596770465373993,
-0.0722801610827446,
-0.12557925283908844,
0.03984474390745163,
0.5188777446746826,
0.06856163591146469,
0.42492735385894775,
-0.02294044941663742,
0.632971465587616,
0.15313345193862915,
0.2729896903038025,
0.06776395440101624,
-0.2322969287633896,
0.13246209919452667,
0.11557445675134659,
-0.20648816227912903,
0.5172995328903198,
-0.15928484499454498,
0.0677013099193573,
0.03217874467372894,
-0.11121895164251328,
0.12443368136882782,
-0.01387326791882515,
-0.16004717350006104,
-0.14155375957489014,
0.005654580891132355,
-0.12911224365234375,
0.3264436721801758,
0.014927051961421967,
-0.25111544132232666,
-0.08532477170228958,
0.12626352906227112,
-0.10188232362270355,
0.08390794694423676,
0.15966692566871643,
-0.030070245265960693,
-0.28285038471221924,
0.43872520327568054,
0.043591197580099106,
0.7083301544189453,
0.14896243810653687,
-0.02472161129117012,
0.10728978365659714,
0.22915120422840118,
-0.18605613708496094,
0.2361031472682953,
-0.020545296370983124,
0.17864730954170227,
0.1924782395362854,
0.18053825199604034,
-0.0730694904923439,
-0.2531851828098297,
-0.10214892029762268,
0.009537531062960625,
-0.018003376200795174,
-0.24921515583992004,
0.13453757762908936,
-0.1098933219909668,
-0.2074321210384369,
0.05414734035730362,
-0.013355034403502941,
-0.049784306436777115,
-0.04759443551301956,
-0.10485787689685822,
0.49269410967826843,
-0.050598107278347015,
-0.24982960522174835,
-0.17649433016777039,
0.4567001461982727,
-0.23333576321601868,
-0.5689951777458191,
-0.2942461371421814,
0.11892632395029068,
0.12884213030338287,
0.13880765438079834,
0.16443955898284912,
-0.16261738538742065,
0.3172161877155304,
0.10488681495189667,
-0.0782850831747055,
-0.37128132581710815,
0.07373792678117752,
0.16833019256591797,
-0.1545228362083435,
0.38073042035102844,
0.28639453649520874,
0.2117532640695572,
0.1725606918334961,
0.039259038865566254,
0.193748340010643,
-0.21392738819122314,
-0.04503430053591728,
-0.2277691513299942,
0.16127559542655945,
-0.007772447541356087,
-0.21552033722400665,
-0.05950360745191574,
-0.4884248375892639,
-0.3184281885623932,
0.4599887728691101,
-0.051219236105680466,
-0.013854950666427612,
-0.03509490191936493,
0.22587713599205017,
0.1427297592163086,
-0.009717585518956184,
-0.07588253170251846,
-0.24428360164165497,
-0.8357193470001221,
0.19477079808712006,
-0.2185211479663849,
-0.05528651550412178,
0.032987434417009354,
0.13129329681396484,
0.24329054355621338,
-0.20933760702610016,
-0.41297292709350586,
-0.39847439527511597,
-0.05420394986867905,
0.33918002247810364,
-0.07693685591220856,
0.021980131044983864,
0.4109001159667969,
-0.06285763531923294,
-0.04972121864557266,
-0.07544528692960739,
-0.0710238665342331,
-0.007755696773529053,
0.26518386602401733,
0.05416734516620636,
0.12426651269197464,
-0.04374346882104874,
0.051516275852918625,
0.6400457620620728,
-0.028564240783452988,
-0.12231314182281494,
0.5704102516174316,
-0.15941716730594635,
0.14053460955619812,
-0.1654149293899536,
-0.03130700811743736,
0.10065902769565582,
-0.3939768970012665,
-0.17484648525714874,
0.2506040930747986,
0.07251885533332825,
0.13056321442127228,
-0.2985150218009949,
-0.14032821357250214,
-0.19248118996620178,
-0.043504539877176285,
0.14852537214756012,
-0.016374770551919937,
0.23891207575798035,
-0.16798478364944458,
-0.17760291695594788,
0.09786467254161835,
-0.06229007989168167,
-0.06611642241477966,
0.20425784587860107,
0.4195435345172882,
0.05101493373513222,
0.05476207658648491,
0.05597038194537163,
-0.8107737898826599,
0.2502478361129761,
-0.028360893949866295,
-0.20055760443210602,
-0.1927063912153244,
-0.06310698390007019,
0.010427244007587433,
-0.1655179262161255,
0.594403088092804,
-0.14519277215003967,
-0.29680150747299194,
-0.1916278749704361,
-0.42801618576049805,
-0.25755858421325684,
-0.10771539807319641,
0.05118827149271965,
-0.13842187821865082,
-0.19963164627552032,
0.5538204908370972,
-0.128606915473938,
-0.3426789939403534,
-0.21432717144489288,
-0.014674068428575993,
-0.14970017969608307,
-0.18416562676429749,
-0.2178720086812973,
-0.13974042236804962,
-0.4158175587654114,
-0.14932483434677124,
0.1449594497680664,
-0.05300329253077507,
-0.024485208094120026,
-0.042490556836128235,
-0.03284280002117157,
0.3471173644065857,
0.09913700819015503,
0.05446966364979744,
0.19058892130851746,
-0.012657812796533108,
0.04180328920483589,
0.22192998230457306,
0.06459444016218185,
0.3936159312725067,
0.698429524898529,
-0.05063346400856972,
-0.059285640716552734,
0.1241178810596466,
0.23103676736354828,
0.38701993227005005,
0.13793639838695526,
-0.10003715008497238,
0.19176214933395386,
0.14575107395648956,
0.11302175372838974,
-0.7756907343864441,
0.10419337451457977,
0.18523100018501282,
-0.030925501137971878,
0.11602076143026352,
-0.48180022835731506,
0.6891887187957764,
0.028105251491069794,
0.019708774983882904,
-0.20561951398849487,
0.10387836396694183,
-0.3483750820159912,
0.2963598966598511,
0.22331836819648743,
0.6639643311500549,
-0.11998754739761353,
0.592376708984375,
0.27210351824760437,
0.1042419821023941,
0.2349969893693924,
-0.3813427686691284,
-0.08257699757814407,
-0.10583922266960144,
-0.07070077210664749,
-0.2331857979297638,
-0.026621108874678612,
0.29827505350112915,
0.05416977033019066,
-0.20891828835010529,
0.3011932969093323,
0.11882039904594421,
0.06374358385801315,
-0.13976448774337769,
0.33219030499458313,
-0.3374694287776947,
-0.41874608397483826,
-0.3821731209754944,
0.23111259937286377,
-0.07597458362579346,
0.1257052719593048,
-0.04651040956377983,
-0.1576744168996811,
0.11754059791564941,
-0.0025607533752918243,
-0.11658213287591934,
0.06740091741085052,
-0.11462058871984482,
0.0013032127171754837,
-0.0905725359916687,
-0.0475015714764595,
0.12209649384021759,
0.46398577094078064,
0.021540917456150055,
-0.07496543228626251,
-0.3511171042919159,
-0.040683094412088394,
-0.04570888727903366,
0.07245760411024094,
-0.2845759987831116,
-0.1969352811574936,
0.26264703273773193,
-0.12715177237987518,
0.07785987108945847,
-0.03188446909189224,
-0.046349652111530304,
-0.4237843155860901,
0.06288005411624908,
-0.08069531619548798,
0.127499058842659,
-0.3774911165237427,
-0.3366946578025818,
-0.012009494006633759,
0.06726068258285522,
-0.1696273386478424,
0.14005139470100403,
0.13610023260116577,
-0.16306361556053162,
-0.00967482477426529,
-0.02161555364727974,
-0.08391823619604111,
-0.2186107337474823,
0.42544862627983093,
-0.2967308461666107,
0.02721099555492401,
0.3356402516365051,
-0.07273701578378677,
-0.1004144698381424,
-0.22345635294914246,
0.11759879440069199,
-0.008634896948933601,
0.04685327410697937,
0.2399619221687317,
0.24906986951828003,
-0.050970740616321564,
-0.13792693614959717,
0.4654574692249298,
0.2678793668746948,
-0.28408756852149963,
0.16766172647476196,
-0.17387938499450684,
-0.14277471601963043,
0.05222892016172409,
0.03382411226630211,
0.4067552387714386,
0.3478092849254608,
-0.10619555413722992,
0.021339176222682,
-0.14240309596061707,
-0.34125658869743347,
0.012291116639971733,
-0.1576714962720871,
-0.09225301444530487,
0.267357736825943,
0.1092820018529892,
0.4267173111438751,
-0.1821330487728119,
0.11744189262390137,
0.02926478534936905,
-0.26645633578300476,
-0.2463831603527069,
-0.26724979281425476,
0.14386942982673645,
0.26913729310035706,
-0.03377886861562729,
0.02200191095471382,
-0.06872640550136566,
-0.25315967202186584,
-0.2053280621767044,
0.21003378927707672,
0.3418441414833069,
-0.007322564721107483,
0.14002671837806702,
-0.01988327130675316,
0.10431733727455139,
-0.1741132140159607,
0.03333592042326927,
-0.015707723796367645,
0.0846022367477417,
0.03128599375486374,
0.09822525084018707,
-0.2430492490530014,
-0.06068829074501991,
0.27414730191230774,
0.153798907995224,
0.3637351989746094,
0.08925352990627289,
0.3639344573020935,
-0.19559241831302643,
-0.20775844156742096,
-0.12867575883865356,
0.491404265165329,
0.017053749412298203,
-0.17350147664546967,
0.21189486980438232,
0.2988956868648529,
0.24278628826141357,
-0.08730950951576233,
-0.22462153434753418,
-0.22825507819652557,
0.048012666404247284,
0.16670109331607819,
0.1923035979270935,
0.5066143274307251,
0.24756962060928345,
-0.2870732545852661,
-0.010254955850541592,
0.15490080416202545,
0.38040977716445923,
0.06010694429278374,
-0.12828420102596283,
-0.01677853614091873,
0.14434310793876648,
0.15615226328372955,
0.19606715440750122,
0.215220108628273,
0.06323450803756714,
-0.3132474422454834,
0.23538188636302948,
-0.2046329379081726,
0.2513999938964844,
-0.01888972520828247,
-0.34144434332847595,
0.1822519600391388,
-0.2617413401603699,
-0.1681768000125885,
0.3825959265232086,
-0.2314164638519287,
0.4304169714450836,
-0.256430059671402,
-0.18076564371585846,
-0.21843068301677704,
0.3146204948425293,
-0.07434050738811493,
-0.30603259801864624,
0.03856077045202255,
-0.035256337374448776,
0.11035357415676117,
0.2583276331424713,
0.01391543447971344,
-0.49748510122299194,
0.2686592936515808,
0.07994987815618515,
0.40893399715423584,
-0.09552503377199173,
0.23283100128173828,
0.29475048184394836,
0.10929661989212036,
-0.11832535266876221,
0.2288561463356018,
0.10561240464448929,
-0.17941877245903015,
0.06388873606920242,
0.07103323936462402,
0.41032838821411133,
0.1267426609992981,
0.03799215331673622,
0.037300996482372284,
-0.11417579650878906,
0.08467096835374832,
-0.00004132091999053955,
0.051315851509571075,
0.012072540819644928,
0.1638663411140442,
0.42516764998435974,
0.19703666865825653,
-0.12186924368143082,
0.24602925777435303,
-0.17704136669635773,
0.34143295884132385,
-0.39808592200279236,
0.1552520990371704,
0.16925148665905,
0.046522356569767,
-0.043538741767406464,
0.3118339478969574,
-0.5712379217147827,
0.037312183529138565,
0.35362815856933594,
-0.0548454113304615,
0.19456472992897034,
0.1572592854499817,
0.08736807852983475,
0.17162711918354034,
0.490601509809494,
0.06580430269241333,
0.22017371654510498,
-0.3769347667694092,
0.05609863996505737,
-0.34261688590049744,
-0.24090558290481567,
0.2119973748922348,
0.059431105852127075,
-0.19492685794830322,
0.13424386084079742,
0.19389456510543823,
0.18234974145889282,
-0.17394141852855682,
-0.13046300411224365,
-0.04967126622796059,
0.3348339796066284,
-0.03014947474002838,
0.04495207592844963,
-0.44938480854034424,
0.16466741263866425,
0.1280616819858551,
-0.10024170577526093,
-0.07623106241226196,
-0.07490978389978409,
-0.034842394292354584,
-0.17096957564353943,
0.23446699976921082,
-0.10155807435512543,
-0.25319039821624756,
0.5380594730377197,
-0.17860007286071777,
0.057203441858291626,
-0.2514633238315582,
-0.035479411482810974,
0.06096730753779411,
-0.051945917308330536,
-0.2177388221025467,
-0.13702023029327393,
-0.239221453666687,
0.2566504180431366,
-0.32605135440826416,
0.09119653701782227,
-0.47393184900283813,
0.09401742368936539,
0.19450287520885468,
-0.4526556134223938,
-0.10387593507766724,
0.014766471460461617,
-0.13899600505828857,
0.027945954352617264,
0.08663246780633926,
0.343374639749527,
-0.20128577947616577,
-0.019248127937316895,
-0.13285747170448303,
-0.084148108959198,
0.49857163429260254,
-0.39698168635368347,
-0.018632572144269943,
0.14900614321231842,
0.04391315579414368,
0.17861036956310272,
0.05157773941755295,
-0.6453099846839905,
0.13279327750205994,
0.22024208307266235,
-0.000218978151679039,
0.027476437389850616,
0.39862504601478577,
-0.01661362498998642,
-0.1218104362487793,
-0.23363961279392242,
0.37699010968208313,
0.04005444794893265,
-0.09038467705249786,
-0.20466142892837524,
-0.5003388524055481
] |
https://github.com/huggingface/datasets/issues/5281 | Support cloud storage in load_dataset | It seems currently the `cached_path` function handles all URLs by `get_from_cache` that only supports `ftp` and `http(s)` here:
https://github.com/huggingface/datasets/blob/b5672a956d5de864e6f5550e493527d962d6ae55/src/datasets/utils/file_utils.py#L181
I guess one can add another condition that handles `s3://` or `gs://` URLs via `fsspec` here. | Would be nice to be able to do
```python
data_files=["s3://..."] # or gs:// or any cloud storage path
storage_options = {...}
load_dataset(..., data_files=data_files, storage_options=storage_options)
```
The idea would be to use `fsspec` as in `download_and_prepare` and `save_to_disk`.
This has been requested several times already. Some users want to use their data from private cloud storage to train models
related:
https://github.com/huggingface/datasets/issues/3490
https://github.com/huggingface/datasets/issues/5244
[forum](https://discuss.huggingface.co/t/how-to-use-s3-path-with-load-dataset-with-streaming-true/25739/2) | 35 | Support cloud storage in load_dataset
Would be nice to be able to do
```python
data_files=["s3://..."] # or gs:// or any cloud storage path
storage_options = {...}
load_dataset(..., data_files=data_files, storage_options=storage_options)
```
The idea would be to use `fsspec` as in `download_and_prepare` and `save_to_disk`.
This has been requested several times already. Some users want to use their data from private cloud storage to train models
related:
https://github.com/huggingface/datasets/issues/3490
https://github.com/huggingface/datasets/issues/5244
[forum](https://discuss.huggingface.co/t/how-to-use-s3-path-with-load-dataset-with-streaming-true/25739/2)
It seems currently the `cached_path` function handles all URLs by `get_from_cache` that only supports `ftp` and `http(s)` here:
https://github.com/huggingface/datasets/blob/b5672a956d5de864e6f5550e493527d962d6ae55/src/datasets/utils/file_utils.py#L181
I guess one can add another condition that handles `s3://` or `gs://` URLs via `fsspec` here. | [
-0.11678887903690338,
0.031523630023002625,
-0.11542966961860657,
0.0976506918668747,
0.17531050741672516,
-0.05701031535863876,
0.08391141146421432,
0.07078946381807327,
0.24949780106544495,
-0.13037139177322388,
-0.059850625693798065,
0.1062265932559967,
-0.27721452713012695,
0.6344971656799316,
0.2555946409702301,
0.0932670533657074,
0.22119387984275818,
0.07546325027942657,
-0.07698455452919006,
0.35421282052993774,
-0.23791109025478363,
0.47370651364326477,
-0.02291398122906685,
-0.35906827449798584,
-0.08242237567901611,
0.23502780497074127,
-0.13015404343605042,
0.13245561718940735,
-0.13003095984458923,
-0.43678900599479675,
0.30091509222984314,
0.36573556065559387,
0.2412489652633667,
0.17441824078559875,
-0.0001239272387465462,
-0.06778264790773392,
-0.16890010237693787,
-0.2717428505420685,
-0.6059010624885559,
-0.41622865200042725,
-0.3902600407600403,
0.04442162066698074,
0.14985153079032898,
0.016023270785808563,
-0.2729753851890564,
0.18020129203796387,
0.04494117572903633,
-0.5479574203491211,
0.277334064245224,
0.460038959980011,
0.049170803278684616,
0.26662659645080566,
-0.3625170886516571,
0.19751779735088348,
0.18719342350959778,
0.2709012031555176,
-0.2899922728538513,
0.19058652222156525,
0.12082375586032867,
-0.08879771828651428,
0.25649186968803406,
0.02886521816253662,
-0.22923509776592255,
0.0389065146446228,
0.4975458085536957,
0.3086795508861542,
-0.21586874127388,
-0.1764400154352188,
-0.2569366991519928,
0.03331126272678375,
0.6930315494537354,
-0.2663537859916687,
-0.5549678802490234,
-0.49164679646492004,
-0.24226617813110352,
-0.3395167589187622,
0.17440831661224365,
0.055607497692108154,
-0.061733659356832504,
0.21474532783031464,
-0.30891719460487366,
-0.28107792139053345,
-0.3005217909812927,
0.26855647563934326,
0.17378495633602142,
0.08437052369117737,
-0.2649221420288086,
-0.048407264053821564,
0.294335275888443,
0.060364771634340286,
0.036211829632520676,
-0.1709708422422409,
0.20181158185005188,
0.1405656784772873,
-0.1868833601474762,
-0.20096497237682343,
-0.2255438268184662,
0.03490393981337547,
0.15845558047294617,
0.4839102625846863,
0.42145106196403503,
-0.12749338150024414,
-0.011832047253847122,
0.22348979115486145,
-0.11274141073226929,
0.05630912259221077,
-0.02297627180814743,
-0.19654420018196106,
0.1464751660823822,
0.1086135283112526,
0.23678314685821533,
-0.31673410534858704,
-0.0101346205919981,
-0.1612865924835205,
-0.3266642689704895,
-0.1607486605644226,
-0.007731840014457703,
-0.049613695591688156,
-0.039371930062770844,
-0.07248437404632568,
0.3996131420135498,
-0.15128973126411438,
0.21992430090904236,
0.2788790762424469,
0.10643033683300018,
0.2084466814994812,
0.05621159076690674,
0.2577316462993622,
0.12007588893175125,
0.03347793221473694,
-0.06557975709438324,
0.013458926230669022,
-0.05662410706281662,
0.38618913292884827,
0.28827032446861267,
0.01142501924186945,
0.39575478434562683,
-0.14094474911689758,
0.11602996289730072,
-0.0501786544919014,
0.0150864627212286,
-0.055153898894786835,
0.23753181099891663,
0.2788037955760956,
-0.1830184906721115,
-0.03550761938095093,
0.06887617707252502,
0.05813945084810257,
-0.26607808470726013,
0.05583005025982857,
-0.3385707437992096,
-0.4988998472690582,
-0.034962475299835205,
-0.019611187279224396,
-0.36594706773757935,
-0.30590230226516724,
-0.8064497113227844,
0.22676928341388702,
-0.058220215141773224,
-0.29288235306739807,
0.19101762771606445,
0.2641541361808777,
-0.37583184242248535,
-0.20516903698444366,
0.3532324731349945,
0.3898158669471741,
0.08103282749652863,
-0.16934455931186676,
0.041815683245658875,
-0.01451747864484787,
0.09408032894134521,
-0.02825416624546051,
0.00976532232016325,
-0.19995161890983582,
-0.40245407819747925,
0.3246161937713623,
0.3653200566768646,
-0.4651988446712494,
-0.12105299532413483,
0.5606390237808228,
0.16075779497623444,
0.03983592987060547,
0.39307495951652527,
0.07725093513727188,
-0.03071906417608261,
-0.1189885288476944,
-0.03184618800878525,
0.5509718060493469,
0.09572304040193558,
0.041727446019649506,
-0.05501421540975571,
-0.3931725323200226,
0.19098815321922302,
0.30437755584716797,
-0.02180936560034752,
0.19102422893047333,
0.12943238019943237,
0.0508713461458683,
0.23605260252952576,
-0.09424903988838196,
-0.0683811604976654,
0.12145496159791946,
0.3043404519557953,
0.04333183169364929,
-0.30241677165031433,
-0.1834438145160675,
-0.6419793367385864,
0.3487330675125122,
-0.08647432923316956,
-0.20924487709999084,
-0.0552700012922287,
-0.1143907904624939,
0.08033832907676697,
-0.10180851072072983,
-0.047054048627614975,
-0.22443071007728577,
-0.10840105265378952,
-0.04819558560848236,
0.37285661697387695,
0.05847100540995598,
-0.4626917839050293,
0.23558172583580017,
0.15362268686294556,
0.04425744339823723,
-0.0734967440366745,
0.35295403003692627,
0.21054908633232117,
-0.046137381345033646,
-0.003562621772289276,
0.08116524666547775,
0.21075141429901123,
-0.12594997882843018,
0.03459586203098297,
0.45484620332717896,
0.14239877462387085,
0.44019192457199097,
0.03602782264351845,
0.6729938983917236,
0.21557685732841492,
0.21846488118171692,
-0.09966003149747849,
-0.09129489958286285,
0.10545270889997482,
0.007168591022491455,
-0.04368621110916138,
0.5033009052276611,
-0.2476716786623001,
0.23015883564949036,
0.161178320646286,
-0.13470736145973206,
0.07680622488260269,
-0.07855979353189468,
-0.14703530073165894,
-0.14886760711669922,
0.09006991982460022,
-0.16365115344524384,
0.29424288868904114,
0.011026861146092415,
-0.09086746722459793,
-0.14095813035964966,
0.009948909282684326,
-0.020610876381397247,
0.11796359717845917,
0.23450133204460144,
0.14411330223083496,
-0.29859665036201477,
0.3301151692867279,
0.018737468868494034,
0.6599932312965393,
0.07845083624124527,
-0.0434204526245594,
0.02341042272746563,
0.18437793850898743,
-0.3198894262313843,
0.4456701874732971,
-0.13040725886821747,
0.09404131770133972,
0.1433635950088501,
0.21614821255207062,
-0.08982420712709427,
-0.27794674038887024,
-0.19320164620876312,
0.11509979516267776,
-0.10726773738861084,
-0.4136211574077606,
0.10944122821092606,
-0.1880296766757965,
-0.27992647886276245,
0.09707175940275192,
-0.07172193378210068,
-0.1068953424692154,
-0.08659175038337708,
-0.10461251437664032,
0.5762562155723572,
0.06736989319324493,
-0.148983433842659,
-0.3931489586830139,
0.5351099967956543,
-0.2966703474521637,
-0.7925834059715271,
-0.35442009568214417,
0.14932018518447876,
0.23354393243789673,
0.019406769424676895,
0.1559710055589676,
-0.2518851161003113,
0.09967010468244553,
0.12552735209465027,
-0.18753540515899658,
-0.44502273201942444,
0.04029551148414612,
0.02014470100402832,
-0.1122051328420639,
0.22047682106494904,
0.22507715225219727,
0.15191084146499634,
0.2921861410140991,
0.05000057816505432,
0.1534467488527298,
-0.07519746571779251,
0.06510651856660843,
-0.11892970651388168,
0.18604575097560883,
0.03508652374148369,
-0.21927088499069214,
0.1242784708738327,
-0.35891401767730713,
-0.24942634999752045,
0.26531946659088135,
-0.0941162258386612,
0.1310150921344757,
0.03798416256904602,
0.1289367526769638,
0.05612722411751747,
0.02779259905219078,
-0.15653660893440247,
-0.17392118275165558,
-0.8618634343147278,
0.42002972960472107,
-0.11495904624462128,
0.05854501202702522,
0.06593820452690125,
0.10563322901725769,
0.09104616940021515,
-0.020850064232945442,
-0.37411999702453613,
-0.4334734082221985,
-0.10533970594406128,
0.37446993589401245,
-0.07829328626394272,
-0.15196014940738678,
0.45145612955093384,
-0.07933271676301956,
0.050591640174388885,
-0.1607269048690796,
-0.15025922656059265,
0.15563300251960754,
0.3635924458503723,
0.1353904902935028,
0.23510229587554932,
-0.05511213839054108,
0.1812790185213089,
0.6667690873146057,
0.12419556081295013,
-0.009048692882061005,
0.7599196434020996,
-0.10056600719690323,
0.09521763026714325,
0.10159418731927872,
-0.055552318692207336,
0.13516362011432648,
-0.3077748417854309,
-0.10301496088504791,
0.22523072361946106,
0.13830330967903137,
0.195199653506279,
-0.370822936296463,
-0.10717181861400604,
-0.16757211089134216,
-0.05669837445020676,
0.21685150265693665,
-0.16447627544403076,
0.30184951424598694,
-0.1999620497226715,
-0.21760714054107666,
0.06575579941272736,
-0.07355164736509323,
-0.12411731481552124,
0.3737884759902954,
0.5532999634742737,
0.11269186437129974,
0.23636646568775177,
0.14054708182811737,
-0.6795732378959656,
0.152628093957901,
0.0396064817905426,
-0.10483994334936142,
-0.25289371609687805,
0.11539707332849503,
-0.01587136834859848,
-0.10588930547237396,
0.6550858616828918,
-0.27122366428375244,
0.03367576375603676,
-0.24014955759048462,
-0.31205233931541443,
-0.2543337345123291,
-0.02566518634557724,
0.20538994669914246,
-0.16566041111946106,
-0.21128825843334198,
0.576556921005249,
-0.14615175127983093,
-0.29460686445236206,
-0.3192574381828308,
-0.16215454041957855,
0.011619027704000473,
-0.2040289342403412,
-0.11174614727497101,
-0.08655485510826111,
-0.30852189660072327,
-0.15267089009284973,
0.3141201138496399,
-0.0684124007821083,
-0.03930211812257767,
-0.16144190728664398,
-0.021498074755072594,
0.07388418167829514,
0.13193310797214508,
-0.08627812564373016,
0.12607967853546143,
-0.03367364779114723,
-0.029113806784152985,
0.15100300312042236,
-0.16624358296394348,
0.4123636782169342,
0.6138017177581787,
-0.15340928733348846,
-0.050675034523010254,
0.04443804919719696,
0.3585539758205414,
0.3497065603733063,
0.25728839635849,
-0.16898907721042633,
0.26582103967666626,
0.2201572209596634,
0.08659376204013824,
-0.6551953554153442,
0.13559389114379883,
0.15302683413028717,
-0.12169539928436279,
0.025775766000151634,
-0.4965098202228546,
0.77134770154953,
0.12105199694633484,
-0.08555268496274948,
-0.1375805139541626,
0.24617137014865875,
-0.5511516332626343,
0.18318787217140198,
0.12765443325042725,
0.7604169249534607,
0.031980760395526886,
0.48447951674461365,
0.2241697609424591,
-0.001310255378484726,
0.17399288713932037,
-0.35264748334884644,
0.003818041644990444,
0.09375479817390442,
0.037635233253240585,
-0.3366170823574066,
-0.1176070123910904,
0.3331281840801239,
0.132939875125885,
-0.18575280904769897,
0.3221379518508911,
0.043544963002204895,
0.16452278196811676,
0.10659294575452805,
0.26725900173187256,
-0.3663463890552521,
-0.3405998945236206,
-0.35195866227149963,
0.1053486168384552,
-0.1420983374118805,
0.03496371582150459,
0.12144678086042404,
-0.2633807063102722,
0.16596519947052002,
-0.05185471847653389,
-0.22879107296466827,
0.09697030484676361,
-0.420538067817688,
0.03652595728635788,
-0.2190709114074707,
-0.12256162613630295,
0.15954118967056274,
0.49944615364074707,
0.013009890913963318,
-0.14222721755504608,
-0.34178435802459717,
0.07594205439090729,
-0.04521622508764267,
0.04180152341723442,
-0.4427858293056488,
-0.22177398204803467,
0.0838223546743393,
-0.11399419605731964,
0.15724638104438782,
-0.07532637566328049,
-0.15286500751972198,
-0.5670461058616638,
0.10079419612884521,
-0.0924805998802185,
0.006601311266422272,
-0.17630942165851593,
-0.3765668570995331,
0.007834047079086304,
0.02889573946595192,
-0.24303878843784332,
0.00481497123837471,
0.0897795557975769,
-0.005024026148021221,
-0.08369270712137222,
-0.20597095787525177,
-0.006117373704910278,
-0.2021852284669876,
0.43097394704818726,
-0.3858790695667267,
0.04040336608886719,
0.3206176459789276,
-0.2139519602060318,
-0.11961040645837784,
-0.14919844269752502,
0.05311302840709686,
-0.1867763102054596,
0.03539381921291351,
0.36035212874412537,
0.23169560730457306,
-0.045061782002449036,
-0.2522968351840973,
0.4087735712528229,
0.2250691056251526,
-0.004859805107116699,
0.25134992599487305,
-0.36812636256217957,
0.022539136931300163,
-0.01848199963569641,
-0.18492674827575684,
0.2755530774593353,
0.20332804322242737,
-0.15566833317279816,
0.026101773604750633,
-0.15839774906635284,
-0.17521753907203674,
0.14802727103233337,
-0.08170393854379654,
-0.08014696836471558,
0.31188926100730896,
0.13443449139595032,
0.5130037665367126,
-0.19188831746578217,
-0.029395587742328644,
-0.01826440915465355,
-0.2231573909521103,
-0.05562513694167137,
-0.3705023527145386,
0.2222108542919159,
0.4772493541240692,
-0.08111634105443954,
-0.1349838674068451,
-0.1917896866798401,
-0.13245169818401337,
-0.21103216707706451,
0.060217101126909256,
0.4219801723957062,
0.0187017023563385,
0.15429659187793732,
0.029371511191129684,
-0.04743630439043045,
-0.2647862732410431,
0.08738009631633759,
-0.07077984511852264,
0.15950021147727966,
0.13378386199474335,
0.17236612737178802,
-0.20447374880313873,
-0.0038768649101257324,
0.20528505742549896,
0.06400308758020401,
0.37862521409988403,
-0.0143355093896389,
0.3687315285205841,
-0.16089297831058502,
-0.25707268714904785,
0.03831394016742706,
0.3751929998397827,
0.035573363304138184,
-0.1118878424167633,
0.1885058730840683,
0.21588867902755737,
0.045806899666786194,
0.08383674919605255,
-0.14483608305454254,
-0.22151289880275726,
0.1453627496957779,
0.13286663591861725,
0.19434091448783875,
0.5081145763397217,
0.0540909469127655,
-0.056862056255340576,
-0.009500617161393166,
0.23563191294670105,
0.3841453194618225,
0.12303625047206879,
-0.2802504599094391,
0.16128019988536835,
0.1538817584514618,
0.05988580733537674,
0.12206418812274933,
0.2237987220287323,
-0.14729653298854828,
-0.4349418878555298,
0.2511122524738312,
-0.14536046981811523,
0.16649982333183289,
-0.05397457629442215,
-0.27229738235473633,
0.019903769716620445,
-0.2508598566055298,
-0.20088666677474976,
0.3724578022956848,
-0.2153107225894928,
0.4418317973613739,
-0.287259966135025,
-0.058556269854307175,
-0.15181702375411987,
0.2626957595348358,
0.07196435332298279,
-0.3727255165576935,
0.11714257299900055,
-0.09913094341754913,
0.000894688069820404,
0.1230270266532898,
-0.043839458376169205,
-0.6142752170562744,
0.24394634366035461,
0.22729432582855225,
0.43848228454589844,
-0.23956765234470367,
0.23796144127845764,
0.417619913816452,
0.16039898991584778,
-0.13972793519496918,
0.3341653347015381,
0.0655079036951065,
-0.21104612946510315,
0.19060838222503662,
-0.061889566481113434,
0.40404582023620605,
0.0391741618514061,
0.08025763928890228,
-0.05034162104129791,
-0.11646348237991333,
0.07994230836629868,
0.015847351402044296,
0.05805840715765953,
0.15221957862377167,
0.0769408643245697,
0.4381091296672821,
0.0614452064037323,
0.015767429023981094,
0.2583096921443939,
-0.16531223058700562,
0.38973528146743774,
-0.45993682742118835,
0.3253233730792999,
0.21037237346172333,
0.1244506910443306,
0.020340170711278915,
0.3066270351409912,
-0.4117338955402374,
0.09257078170776367,
0.29969313740730286,
-0.12325908243656158,
0.15588146448135376,
0.36550524830818176,
-0.016198640689253807,
0.26398393511772156,
0.41782110929489136,
-0.028214003890752792,
0.18027916550636292,
-0.44380900263786316,
0.04271100461483002,
-0.31728312373161316,
-0.47566643357276917,
0.2613649368286133,
0.06256555020809174,
-0.23966223001480103,
0.03650617599487305,
0.16942866146564484,
0.1467948853969574,
-0.0959349125623703,
-0.03758150711655617,
0.14064285159111023,
0.2445017546415329,
-0.08373522758483887,
0.16398949921131134,
-0.29987215995788574,
0.2650946080684662,
0.051992639899253845,
-0.06402494013309479,
-0.029697541147470474,
0.05063549429178238,
-0.12786592543125153,
-0.11536526679992676,
0.17523759603500366,
-0.136685311794281,
-0.19076983630657196,
0.45176294445991516,
-0.03542812913656235,
0.2234330028295517,
-0.19770121574401855,
0.15329018235206604,
0.07456253468990326,
-0.011470265686511993,
-0.06326206028461456,
-0.29888033866882324,
-0.13535752892494202,
0.2430511713027954,
-0.5280271172523499,
0.11574770510196686,
-0.45534178614616394,
0.2034369707107544,
0.023521505296230316,
-0.47921258211135864,
0.038488760590553284,
-0.0032966025173664093,
-0.1430560052394867,
0.09101592004299164,
0.026364650577306747,
0.28297939896583557,
-0.284321129322052,
0.06851720809936523,
-0.17807185649871826,
-0.17979833483695984,
0.4129282832145691,
-0.4152744710445404,
-0.031864020973443985,
0.21985779702663422,
0.26858314871788025,
0.15658780932426453,
0.22119688987731934,
-0.5586130023002625,
-0.0466306209564209,
0.22728988528251648,
0.09842831641435623,
-0.005216289311647415,
0.3525385558605194,
0.015303029678761959,
-0.07999325543642044,
-0.15520267188549042,
0.3524933159351349,
0.21141317486763,
-0.11321673542261124,
-0.21288476884365082,
-0.5194399952888489
] |
https://github.com/huggingface/datasets/issues/5281 | Support cloud storage in load_dataset | I could use this functionality, so I put together a PR using @kyamagu's suggestion to use `fsspec` in `datasets.utils.file_utils`
https://github.com/huggingface/datasets/pull/5580 | Would be nice to be able to do
```python
data_files=["s3://..."] # or gs:// or any cloud storage path
storage_options = {...}
load_dataset(..., data_files=data_files, storage_options=storage_options)
```
The idea would be to use `fsspec` as in `download_and_prepare` and `save_to_disk`.
This has been requested several times already. Some users want to use their data from private cloud storage to train models
related:
https://github.com/huggingface/datasets/issues/3490
https://github.com/huggingface/datasets/issues/5244
[forum](https://discuss.huggingface.co/t/how-to-use-s3-path-with-load-dataset-with-streaming-true/25739/2) | 20 | Support cloud storage in load_dataset
Would be nice to be able to do
```python
data_files=["s3://..."] # or gs:// or any cloud storage path
storage_options = {...}
load_dataset(..., data_files=data_files, storage_options=storage_options)
```
The idea would be to use `fsspec` as in `download_and_prepare` and `save_to_disk`.
This has been requested several times already. Some users want to use their data from private cloud storage to train models
related:
https://github.com/huggingface/datasets/issues/3490
https://github.com/huggingface/datasets/issues/5244
[forum](https://discuss.huggingface.co/t/how-to-use-s3-path-with-load-dataset-with-streaming-true/25739/2)
I could use this functionality, so I put together a PR using @kyamagu's suggestion to use `fsspec` in `datasets.utils.file_utils`
https://github.com/huggingface/datasets/pull/5580 | [
-0.15794737637043,
-0.09473367035388947,
-0.14925868809223175,
0.10644632577896118,
0.2577477693557739,
0.0018483921885490417,
0.1547192931175232,
-0.026336800307035446,
0.17803868651390076,
0.01903793215751648,
-0.05524948984384537,
0.23475636541843414,
-0.2650807499885559,
0.8030226230621338,
0.24281378090381622,
0.1288052499294281,
0.31936559081077576,
0.11697258800268173,
-0.03150523453950882,
0.3413515090942383,
-0.15654774010181427,
0.3773997128009796,
-0.08658544719219208,
-0.31975191831588745,
-0.1436888426542282,
0.13310931622982025,
-0.2345978021621704,
0.09490111470222473,
-0.205961212515831,
-0.49145931005477905,
0.3658911883831024,
0.22937946021556854,
0.24482181668281555,
0.21238785982131958,
-0.00011896527576027438,
0.004616990685462952,
-0.1815667450428009,
-0.18923154473304749,
-0.5237815976142883,
-0.3703271150588989,
-0.25231704115867615,
0.016502046957612038,
0.14612680673599243,
0.03343052417039871,
-0.24302223324775696,
0.12432248145341873,
-0.001229880377650261,
-0.5156657099723816,
0.22276179492473602,
0.2887146770954132,
0.0944966971874237,
0.3465639650821686,
-0.2656146287918091,
0.003044123761355877,
0.08335606753826141,
0.40940529108047485,
-0.3210233151912689,
0.2581251263618469,
0.14954259991645813,
-0.06188613921403885,
0.2967170178890228,
0.021720677614212036,
-0.13644880056381226,
0.01886109821498394,
0.48666325211524963,
0.29330697655677795,
-0.17314887046813965,
-0.1868482232093811,
-0.2624202072620392,
-0.016473717987537384,
0.7199881076812744,
-0.3059680163860321,
-0.5502651333808899,
-0.4439782500267029,
-0.0895688608288765,
-0.29485559463500977,
-0.004608757793903351,
0.03784191608428955,
-0.03633026033639908,
0.19909515976905823,
-0.22156159579753876,
-0.3818542957305908,
-0.3326822817325592,
0.12935683131217957,
0.14634907245635986,
0.023717395961284637,
-0.39208656549453735,
-0.04440349340438843,
0.2651016414165497,
0.016005389392375946,
-0.008123927749693394,
-0.17318576574325562,
0.14713673293590546,
0.11138390749692917,
-0.24827690422534943,
-0.229643777012825,
-0.1688474416732788,
-0.03695526719093323,
0.1418006718158722,
0.3964664340019226,
0.373244971036911,
-0.16113528609275818,
0.018065661191940308,
0.18686917424201965,
0.03984186798334122,
0.005284912884235382,
-0.06055525690317154,
-0.20890314877033234,
0.06455925107002258,
0.16071553528308868,
0.31028956174850464,
-0.39646610617637634,
-0.05258737504482269,
-0.1270114630460739,
-0.40536612272262573,
-0.25707781314849854,
0.11671438813209534,
-0.0315713956952095,
-0.1680472195148468,
-0.06480132043361664,
0.4286098778247833,
-0.06946031749248505,
0.11844560503959656,
0.18852506577968597,
0.1436936855316162,
0.18759256601333618,
0.03362489491701126,
0.2802762985229492,
0.12847502529621124,
-0.0221076849848032,
-0.11251193284988403,
0.013193400576710701,
-0.14207583665847778,
0.30172571539878845,
0.10067698359489441,
-0.08519668877124786,
0.32088515162467957,
-0.12744516134262085,
0.2223992645740509,
-0.015847045928239822,
-0.07580450922250748,
0.0401507243514061,
0.06174355372786522,
0.2702197730541229,
-0.23389416933059692,
-0.03926403820514679,
-0.0013191215693950653,
0.05781412869691849,
-0.2770449221134186,
0.06815897673368454,
-0.2577718496322632,
-0.4966771602630615,
-0.23592032492160797,
0.009593267925083637,
-0.3429883122444153,
-0.2779030501842499,
-0.9071312546730042,
0.1726757436990738,
-0.0504816398024559,
-0.3222569525241852,
0.17527295649051666,
0.27132511138916016,
-0.4302845001220703,
-0.20400677621364594,
0.376686155796051,
0.33008235692977905,
-0.06391017138957977,
-0.17413929104804993,
-0.12127925455570221,
-0.08919766545295715,
0.14231178164482117,
-0.04166041687130928,
-0.010429579764604568,
-0.005618564784526825,
-0.3360025882720947,
0.32785266637802124,
0.2513456344604492,
-0.4629588723182678,
-0.18833507597446442,
0.5348602533340454,
0.08636042475700378,
0.07999943941831589,
0.3067114055156708,
0.01165902242064476,
-0.020521575585007668,
0.006657070014625788,
0.03424158692359924,
0.41890549659729004,
0.04967010021209717,
0.0034454558044672012,
-0.1116049587726593,
-0.35014772415161133,
0.12847574055194855,
0.28589093685150146,
-0.15953609347343445,
0.18626555800437927,
0.23528170585632324,
0.059660375118255615,
0.23680394887924194,
-0.1485302448272705,
-0.012449357658624649,
0.10541047900915146,
0.47871559858322144,
0.07325291633605957,
-0.3960123062133789,
-0.17273512482643127,
-0.6007121205329895,
0.3759582042694092,
0.023574646562337875,
-0.12201222777366638,
-0.06209515035152435,
-0.19164690375328064,
0.0864987000823021,
-0.00688066054135561,
-0.11068657040596008,
-0.23329558968544006,
-0.07879868149757385,
-0.07479000091552734,
0.274598091840744,
0.09383375942707062,
-0.39173901081085205,
0.12400573492050171,
0.06389769166707993,
0.10387083888053894,
-0.23785875737667084,
0.42582160234451294,
0.1885114312171936,
-0.05239237844944,
-0.015774382278323174,
0.10276426374912262,
0.058146145194768906,
-0.14430546760559082,
0.05737944319844246,
0.4777143895626068,
0.10040803253650665,
0.49868738651275635,
-0.0008360967040061951,
0.6505087614059448,
0.2698401212692261,
0.15439480543136597,
0.06433338671922684,
-0.20012609660625458,
0.12985198199748993,
0.04305233806371689,
-0.1196325495839119,
0.5084529519081116,
-0.2150072306394577,
0.09280885756015778,
0.056234270334243774,
-0.12156906723976135,
0.05626367777585983,
0.010005023330450058,
-0.10095056146383286,
-0.08547347784042358,
-0.009606018662452698,
-0.06514886021614075,
0.2624904215335846,
-0.014276774600148201,
-0.16758683323860168,
-0.18540573120117188,
0.16926854848861694,
-0.05695788934826851,
-0.02415061742067337,
0.2126927673816681,
0.0347684770822525,
-0.23954996466636658,
0.47043997049331665,
0.010867748409509659,
0.818880558013916,
0.07473374903202057,
-0.09356437623500824,
0.08062544465065002,
0.28051742911338806,
-0.18294210731983185,
0.34705641865730286,
-0.03357742726802826,
0.20052288472652435,
0.20901411771774292,
0.19198620319366455,
-0.015177744440734386,
-0.15366962552070618,
-0.18896587193012238,
0.1074608638882637,
-0.03384774178266525,
-0.3655296266078949,
0.10380025953054428,
-0.11687248200178146,
-0.22028502821922302,
0.09245508909225464,
0.010845262557268143,
0.05748903006315231,
-0.04612807184457779,
-0.19612950086593628,
0.5279960036277771,
0.05061441287398338,
-0.2689104378223419,
-0.24452872574329376,
0.5734897255897522,
-0.28636130690574646,
-0.6721558570861816,
-0.3365478515625,
0.29476407170295715,
0.15506383776664734,
0.049330707639455795,
0.22162452340126038,
-0.2377399504184723,
0.20134976506233215,
0.20606210827827454,
-0.0962040051817894,
-0.4661184549331665,
0.02377474308013916,
0.12018942087888718,
-0.20691119134426117,
0.28223398327827454,
0.3076338768005371,
0.034767813980579376,
0.22653160989284515,
0.06777336448431015,
0.10401351004838943,
-0.13193370401859283,
0.0044318921864032745,
-0.1378491222858429,
0.1445569396018982,
-0.045101720839738846,
-0.24932445585727692,
0.047480057924985886,
-0.49693137407302856,
-0.23539088666439056,
0.5294412970542908,
-0.05763115733861923,
-0.04281463474035263,
-0.023248638957738876,
0.2144814133644104,
0.11540121585130692,
0.04853646829724312,
-0.1663857251405716,
-0.13222581148147583,
-0.833169162273407,
0.2930431663990021,
-0.14858579635620117,
0.032503124326467514,
0.12339125573635101,
0.12932687997817993,
0.19463659822940826,
-0.20422379672527313,
-0.4086819887161255,
-0.36154240369796753,
-0.07737351953983307,
0.368672639131546,
-0.08442328870296478,
-0.03550843894481659,
0.4056256115436554,
-0.13361668586730957,
0.0430644229054451,
-0.07061999291181564,
-0.1324397325515747,
0.040260199457407,
0.3232825994491577,
0.1463947743177414,
0.14466361701488495,
-0.030142366886138916,
0.17912745475769043,
0.5636067390441895,
0.10345762968063354,
-0.0991956889629364,
0.6044387817382812,
-0.16283656656742096,
0.13419084250926971,
-0.05530612915754318,
-0.03205462172627449,
0.15645378828048706,
-0.3783763349056244,
-0.15077275037765503,
0.2382580041885376,
0.10333053767681122,
0.20475655794143677,
-0.2716172933578491,
-0.10306558012962341,
-0.02658100426197052,
0.006927203387022018,
0.13337622582912445,
-0.09548917412757874,
0.26384595036506653,
-0.2468327134847641,
-0.1859499216079712,
0.166041299700737,
-0.08286064118146896,
-0.12563662230968475,
0.295648455619812,
0.5074403285980225,
0.054494865238666534,
0.14442576467990875,
0.06372570246458054,
-0.7246209979057312,
0.233531191945076,
-0.05529795587062836,
-0.14469997584819794,
-0.2387784719467163,
0.14692366123199463,
0.045859456062316895,
-0.09392150491476059,
0.6537409424781799,
-0.1313883513212204,
-0.2098831981420517,
-0.17170745134353638,
-0.34371793270111084,
-0.17364710569381714,
-0.0985645204782486,
0.058786604553461075,
-0.15494146943092346,
-0.16677901148796082,
0.6044283509254456,
-0.11720968782901764,
-0.34983909130096436,
-0.22408238053321838,
-0.1622900664806366,
-0.017653971910476685,
-0.16152727603912354,
-0.13415977358818054,
-0.09715712070465088,
-0.3863862156867981,
-0.21323314309120178,
0.32101956009864807,
-0.0447438508272171,
-0.15842077136039734,
-0.07269492745399475,
-0.00839337520301342,
0.2795488238334656,
0.16681763529777527,
-0.1386195421218872,
0.1619497537612915,
0.03053027205169201,
0.013144657015800476,
0.18542030453681946,
-0.09948350489139557,
0.5122455358505249,
0.6628825664520264,
-0.03675144538283348,
-0.13085930049419403,
0.10633120685815811,
0.2592400312423706,
0.5197611451148987,
0.1869519203901291,
-0.17408569157123566,
0.2360948622226715,
0.09257042407989502,
0.15658535063266754,
-0.776096761226654,
0.07146947085857391,
0.3131783902645111,
-0.08161056041717529,
0.02622389607131481,
-0.447029173374176,
0.6969448924064636,
0.06321689486503601,
0.011856980621814728,
-0.1985459327697754,
0.2723752558231354,
-0.48092448711395264,
0.21040870249271393,
0.10123702138662338,
0.6914640665054321,
0.06098822131752968,
0.6121289730072021,
0.22909051179885864,
0.03066900372505188,
0.28176888823509216,
-0.40403997898101807,
-0.11795949935913086,
-0.04839393123984337,
-0.026687651872634888,
-0.28831589221954346,
-0.015148106962442398,
0.4395066499710083,
0.07763233780860901,
-0.27712616324424744,
0.3040391802787781,
0.09029065072536469,
0.045221999287605286,
-0.036854907870292664,
0.2953431010246277,
-0.3342592716217041,
-0.3713664412498474,
-0.3162895143032074,
0.13253499567508698,
-0.08606578409671783,
0.051361311227083206,
-0.004647375084459782,
-0.20777937769889832,
0.12635548412799835,
0.02095591276884079,
-0.2464815378189087,
0.04876379668712616,
-0.16785293817520142,
-0.011363968253135681,
-0.015466824173927307,
-0.03722769021987915,
0.4818907082080841,
0.49048569798469543,
-0.005290284752845764,
-0.12153176963329315,
-0.3628844618797302,
-0.011936265975236893,
-0.04946424067020416,
0.1091885045170784,
-0.27886995673179626,
-0.19373126327991486,
0.1654796004295349,
-0.059472620487213135,
0.11431748420000076,
-0.06161113828420639,
-0.06902352720499039,
-0.5215285420417786,
-0.007055193185806274,
-0.05454818904399872,
0.10846226662397385,
-0.37821826338768005,
-0.4291567802429199,
0.017744868993759155,
0.018204260617494583,
-0.208503857254982,
0.07141956686973572,
0.15557318925857544,
-0.16636225581169128,
0.016951967030763626,
-0.15174199640750885,
-0.01640639454126358,
-0.18255150318145752,
0.45315855741500854,
-0.4451296925544739,
0.03275890648365021,
0.28168052434921265,
-0.15668250620365143,
-0.14096012711524963,
-0.16232135891914368,
0.16299954056739807,
-0.08102826774120331,
0.07942681759595871,
0.25467631220817566,
0.3634006977081299,
-0.006767943501472473,
-0.1521986424922943,
0.4563865661621094,
0.2111983299255371,
-0.2597965598106384,
0.19219250977039337,
-0.224879652261734,
-0.05872444063425064,
-0.024172119796276093,
-0.09474818408489227,
0.3800404965877533,
0.21994245052337646,
-0.04672917351126671,
-0.003868270665407181,
-0.2695847153663635,
-0.21490374207496643,
0.16261529922485352,
-0.06821959465742111,
-0.16441114246845245,
0.3356401324272156,
0.1171664223074913,
0.42291298508644104,
-0.2486215978860855,
0.044130727648735046,
0.09482952207326889,
-0.17311017215251923,
-0.104948990046978,
-0.2509113848209381,
0.22720272839069366,
0.3641086518764496,
-0.04639878869056702,
0.006320660002529621,
-0.12586021423339844,
-0.29457175731658936,
-0.18789733946323395,
0.12105587124824524,
0.4015352725982666,
-0.028618209064006805,
0.16200853884220123,
-0.04610254243016243,
0.10040256381034851,
-0.1523279845714569,
0.0741581916809082,
0.042124781757593155,
0.16470718383789062,
0.07494110614061356,
0.1668185591697693,
-0.23746967315673828,
-0.007439248263835907,
0.21675194799900055,
0.165498286485672,
0.42339491844177246,
0.08499938249588013,
0.42641666531562805,
-0.22142009437084198,
-0.1751827448606491,
-0.14689885079860687,
0.45581895112991333,
0.018552586436271667,
-0.187482088804245,
0.20148177444934845,
0.2962510287761688,
0.10409194976091385,
0.02999090775847435,
-0.22426292300224304,
-0.17916810512542725,
0.15219765901565552,
0.10094691812992096,
0.13735558092594147,
0.5481368899345398,
0.16403289139270782,
-0.25684672594070435,
-0.044600676745176315,
0.12548786401748657,
0.38973236083984375,
0.07449090480804443,
-0.191181480884552,
0.07762299478054047,
0.19980782270431519,
0.15996363759040833,
0.16407258808612823,
0.17667165398597717,
0.10383007675409317,
-0.38883376121520996,
0.21710863709449768,
-0.1999097466468811,
0.2660709321498871,
-0.03019106388092041,
-0.3608630299568176,
0.10933732986450195,
-0.2640954852104187,
-0.21219876408576965,
0.3650389313697815,
-0.19963771104812622,
0.5145036578178406,
-0.23134265840053558,
-0.0673208087682724,
-0.17441096901893616,
0.2422715276479721,
-0.025930438190698624,
-0.26185548305511475,
0.07523757964372635,
-0.04798202961683273,
0.06096002459526062,
0.17442497611045837,
-0.09114709496498108,
-0.5442966818809509,
0.272798627614975,
0.10835322737693787,
0.3923072814941406,
-0.08240407705307007,
0.2307136058807373,
0.30930396914482117,
0.17363014817237854,
-0.12932279706001282,
0.3071034550666809,
-0.015895619988441467,
-0.09317877888679504,
0.11504711210727692,
-0.008205985650420189,
0.4083380103111267,
0.04404028132557869,
0.12821772694587708,
-0.032000262290239334,
-0.15742327272891998,
0.1231345534324646,
0.10352493077516556,
0.08217251300811768,
0.059124089777469635,
0.15101978182792664,
0.32575753331184387,
0.10189951956272125,
-0.029799800366163254,
0.16237273812294006,
-0.13386856019496918,
0.32428598403930664,
-0.5356726050376892,
0.29955849051475525,
0.13563433289527893,
-0.03561755269765854,
0.017556628212332726,
0.3310413658618927,
-0.5015016794204712,
-0.01071427296847105,
0.3973575234413147,
-0.08438315242528915,
0.16394886374473572,
0.29194292426109314,
0.015054672956466675,
0.17565296590328217,
0.3385694921016693,
-0.04399019107222557,
0.14530682563781738,
-0.39033305644989014,
0.03363579511642456,
-0.35063478350639343,
-0.3977905213832855,
0.40959852933883667,
0.05058304965496063,
-0.2117917686700821,
0.03566163033246994,
0.1907116323709488,
0.03745362162590027,
-0.07791920006275177,
-0.18883706629276276,
0.14296025037765503,
0.297289103269577,
-0.041182056069374084,
0.09266844391822815,
-0.42048871517181396,
0.2398824393749237,
0.08911965042352676,
-0.002773679792881012,
-0.11049728095531464,
0.00434030219912529,
-0.12988194823265076,
-0.23285822570323944,
0.27080038189888,
-0.20194676518440247,
-0.179800346493721,
0.4779275953769684,
-0.17651814222335815,
0.16540241241455078,
-0.23170670866966248,
0.018831340596079826,
0.10796228051185608,
0.0373307503759861,
-0.11833580583333969,
-0.14558091759681702,
-0.24952027201652527,
0.26419568061828613,
-0.43139490485191345,
0.16678200662136078,
-0.43810951709747314,
0.04386794939637184,
0.1344444900751114,
-0.5376356244087219,
-0.1944689154624939,
0.0733470618724823,
-0.21827274560928345,
0.09877120703458786,
0.059881482273340225,
0.3798559010028839,
-0.24084550142288208,
-0.006715346127748489,
-0.09953264892101288,
-0.05044965818524361,
0.4547964632511139,
-0.3410987854003906,
-0.042472489178180695,
0.2582428753376007,
0.15220049023628235,
0.1215742826461792,
0.0764937698841095,
-0.6033472418785095,
-0.005644775927066803,
0.23003892600536346,
0.014063898473978043,
0.04792125150561333,
0.42891791462898254,
-0.06262068450450897,
-0.11829796433448792,
-0.16299816966056824,
0.4900432825088501,
0.09604636579751968,
-0.05633498355746269,
-0.10322748869657516,
-0.543032169342041
] |
https://github.com/huggingface/datasets/issues/5281 | Support cloud storage in load_dataset | Thanks @dwyatte for adding support for fsspec urls
Let me just reopen this since the original issue is not resolved | Would be nice to be able to do
```python
data_files=["s3://..."] # or gs:// or any cloud storage path
storage_options = {...}
load_dataset(..., data_files=data_files, storage_options=storage_options)
```
The idea would be to use `fsspec` as in `download_and_prepare` and `save_to_disk`.
This has been requested several times already. Some users want to use their data from private cloud storage to train models
related:
https://github.com/huggingface/datasets/issues/3490
https://github.com/huggingface/datasets/issues/5244
[forum](https://discuss.huggingface.co/t/how-to-use-s3-path-with-load-dataset-with-streaming-true/25739/2) | 20 | Support cloud storage in load_dataset
Would be nice to be able to do
```python
data_files=["s3://..."] # or gs:// or any cloud storage path
storage_options = {...}
load_dataset(..., data_files=data_files, storage_options=storage_options)
```
The idea would be to use `fsspec` as in `download_and_prepare` and `save_to_disk`.
This has been requested several times already. Some users want to use their data from private cloud storage to train models
related:
https://github.com/huggingface/datasets/issues/3490
https://github.com/huggingface/datasets/issues/5244
[forum](https://discuss.huggingface.co/t/how-to-use-s3-path-with-load-dataset-with-streaming-true/25739/2)
Thanks @dwyatte for adding support for fsspec urls
Let me just reopen this since the original issue is not resolved | [
-0.1257811188697815,
-0.09776660799980164,
-0.12361013889312744,
0.10396527498960495,
0.21622490882873535,
-0.03363719582557678,
0.15729880332946777,
-0.06592392921447754,
0.15778641402721405,
0.009724751114845276,
-0.07180558890104294,
0.1858242154121399,
-0.2063719481229782,
0.817408561706543,
0.21099752187728882,
0.07254056632518768,
0.25169044733047485,
0.05694272369146347,
-0.012836940586566925,
0.3539404273033142,
-0.1947164088487625,
0.41524815559387207,
-0.1392524391412735,
-0.3010854721069336,
-0.154387965798378,
0.17400667071342468,
-0.2434406876564026,
0.1210155040025711,
-0.21573582291603088,
-0.50235515832901,
0.3498421609401703,
0.16646748781204224,
0.22856996953487396,
0.27499404549598694,
-0.0001211098933708854,
-0.03503505513072014,
-0.1254579871892929,
-0.16035224497318268,
-0.5474281311035156,
-0.43653613328933716,
-0.31345003843307495,
0.044320233166217804,
0.20859403908252716,
0.03909418731927872,
-0.17033672332763672,
0.1879606395959854,
-0.001538081094622612,
-0.4466180205345154,
0.23675818741321564,
0.32368606328964233,
0.07951630651950836,
0.3283296525478363,
-0.30942273139953613,
0.04320112243294716,
0.08957034349441528,
0.3524964451789856,
-0.28779032826423645,
0.26516959071159363,
0.1449412703514099,
-0.10475511848926544,
0.3369741141796112,
0.028014810755848885,
-0.12167488783597946,
0.029475826770067215,
0.44375187158584595,
0.2913557291030884,
-0.12921637296676636,
-0.20289182662963867,
-0.2216722071170807,
-0.03224010765552521,
0.7190593481063843,
-0.2620643675327301,
-0.5481306910514832,
-0.4178832173347473,
-0.0741218775510788,
-0.257910817861557,
0.004362441599369049,
0.1301792562007904,
-0.03245052695274353,
0.18067294359207153,
-0.3002236783504486,
-0.3662542402744293,
-0.40934255719184875,
0.14408384263515472,
0.18504753708839417,
0.052635159343481064,
-0.33542925119400024,
-0.0534631609916687,
0.26303964853286743,
0.003546282649040222,
0.04342345893383026,
-0.20948553085327148,
0.20883123576641083,
0.09993406385183334,
-0.21532012522220612,
-0.26181283593177795,
-0.2503882944583893,
-0.030586592853069305,
0.14522141218185425,
0.422177255153656,
0.3698347806930542,
-0.1799357533454895,
0.08004804700613022,
0.1594233214855194,
-0.021360401064157486,
0.05505409464240074,
-0.08865956217050552,
-0.2125425785779953,
0.1246616467833519,
0.180569589138031,
0.2587665021419525,
-0.37919026613235474,
-0.06403639167547226,
-0.15632948279380798,
-0.4995776414871216,
-0.25856107473373413,
0.08396083861589432,
-0.06767972558736801,
-0.15046866238117218,
-0.08071476221084595,
0.3637213408946991,
-0.07870950549840927,
0.11184465140104294,
0.23773670196533203,
0.13685838878154755,
0.2097916603088379,
0.08768193423748016,
0.2740875482559204,
0.09290697425603867,
-0.03125045821070671,
-0.09155573695898056,
0.023257924243807793,
-0.13118764758110046,
0.3707760274410248,
0.1125129908323288,
-0.055380675941705704,
0.34745943546295166,
-0.11932191252708435,
0.15346309542655945,
-0.06055556982755661,
-0.09199867397546768,
0.07087774574756622,
0.008483968675136566,
0.22689515352249146,
-0.17088913917541504,
-0.022209646180272102,
0.022843806073069572,
0.07076196372509003,
-0.22560322284698486,
0.08713795244693756,
-0.3272683620452881,
-0.5058423280715942,
-0.2555381953716278,
-0.0017621936276555061,
-0.26551195979118347,
-0.3283340334892273,
-0.9108150601387024,
0.11413837969303131,
-0.11907543987035751,
-0.2546960115432739,
0.10139293968677521,
0.2855979800224304,
-0.38154229521751404,
-0.20491017401218414,
0.362651526927948,
0.3280051350593567,
0.0009019114077091217,
-0.15033459663391113,
-0.10202387720346451,
-0.02270820364356041,
0.16163890063762665,
-0.011267591267824173,
-0.01290469616651535,
-0.04014216363430023,
-0.2926238179206848,
0.3559218645095825,
0.18670952320098877,
-0.47720009088516235,
-0.19918785989284515,
0.6234502196311951,
0.08100154995918274,
-0.01890135556459427,
0.27990829944610596,
0.0165725015103817,
-0.047514647245407104,
0.060190487653017044,
0.030398361384868622,
0.4684630036354065,
0.10311836004257202,
0.04154025763273239,
-0.17929458618164062,
-0.40049630403518677,
0.12462463229894638,
0.30629047751426697,
-0.15374524891376495,
0.19178999960422516,
0.2073022425174713,
0.03762051463127136,
0.3100840449333191,
-0.16232731938362122,
-0.0658038929104805,
0.16285695135593414,
0.540922999382019,
0.12273302674293518,
-0.39528119564056396,
-0.16749295592308044,
-0.554610013961792,
0.34457457065582275,
-0.018941227346658707,
-0.08994212746620178,
-0.08372654020786285,
-0.12299422174692154,
0.05286377668380737,
0.014345379546284676,
-0.09943471848964691,
-0.28089800477027893,
-0.10722171515226364,
-0.07566052675247192,
0.2818587124347687,
0.10870490968227386,
-0.3491591215133667,
0.0957455039024353,
0.09743101894855499,
0.11114741861820221,
-0.1734791100025177,
0.5203600525856018,
0.14570172131061554,
-0.06274710595607758,
0.04982654005289078,
0.12009873986244202,
0.1588197946548462,
-0.09354137629270554,
0.04684603586792946,
0.5068921446800232,
0.13660719990730286,
0.4478331208229065,
0.09470044076442719,
0.6462496519088745,
0.2950475215911865,
0.07466308772563934,
0.07275906950235367,
-0.14093302190303802,
0.127585306763649,
0.04742991179227829,
-0.06519364565610886,
0.46374720335006714,
-0.2146483212709427,
0.1439608633518219,
0.11898714303970337,
-0.09492288529872894,
-0.027572471648454666,
-0.02630920708179474,
-0.09561002254486084,
-0.04638539254665375,
0.08064071089029312,
-0.08596174418926239,
0.21899445354938507,
-0.03723256289958954,
-0.1464676558971405,
-0.17754074931144714,
0.029549583792686462,
-0.07449118047952652,
0.0036961957812309265,
0.23919865489006042,
0.008175410330295563,
-0.26168936491012573,
0.444307804107666,
0.005893778055906296,
0.7275013327598572,
0.07841960340738297,
-0.1722850799560547,
0.10850287228822708,
0.22570328414440155,
-0.22834764420986176,
0.38434675335884094,
-0.03772563487291336,
0.1749071329832077,
0.1456471085548401,
0.23289497196674347,
-0.03845874220132828,
-0.16865909099578857,
-0.23093727231025696,
0.06028645485639572,
-0.07514488697052002,
-0.39980587363243103,
0.06207109987735748,
-0.16592371463775635,
-0.25319409370422363,
0.05096687749028206,
-0.07519520074129105,
0.02313622087240219,
-0.10641340911388397,
-0.20317409932613373,
0.5481076240539551,
0.11580790579319,
-0.2638617157936096,
-0.268487811088562,
0.5863363146781921,
-0.2565528452396393,
-0.600119948387146,
-0.29928284883499146,
0.23765894770622253,
0.14617866277694702,
0.02896144986152649,
0.1722976118326187,
-0.23732200264930725,
0.12719056010246277,
0.2123151272535324,
-0.07107327878475189,
-0.4514549672603607,
0.03498077392578125,
0.05673379451036453,
-0.158386692404747,
0.2884795367717743,
0.228707954287529,
0.15444308519363403,
0.23043103516101837,
0.034128203988075256,
0.10500555485486984,
-0.10141981393098831,
0.03316168487071991,
-0.11902368068695068,
0.14964723587036133,
-0.07565539330244064,
-0.17436741292476654,
0.08829151093959808,
-0.495822012424469,
-0.15547524392604828,
0.47119277715682983,
-0.10814301669597626,
-0.041865527629852295,
0.007133768405765295,
0.18889455497264862,
0.09072103351354599,
0.03897044062614441,
-0.18459010124206543,
-0.08613049238920212,
-0.8154340386390686,
0.34014132618904114,
-0.19348537921905518,
-0.05194411799311638,
0.1446753740310669,
0.1839819699525833,
0.16381306946277618,
-0.25392889976501465,
-0.461395263671875,
-0.3778892457485199,
-0.12532015144824982,
0.30904707312583923,
-0.04203816503286362,
-0.026423705741763115,
0.3672248125076294,
-0.11314709484577179,
0.04975622147321701,
-0.06085432320833206,
-0.2145981341600418,
0.021431423723697662,
0.3484771251678467,
0.2308284044265747,
0.1428363174200058,
-0.02449280396103859,
0.19072028994560242,
0.6083937287330627,
0.1498308628797531,
-0.0681362897157669,
0.6303375959396362,
-0.2137451171875,
-0.007559437304735184,
0.008510522544384003,
-0.044820982962846756,
0.16199041903018951,
-0.3670642673969269,
-0.1466912180185318,
0.24933506548404694,
0.17010316252708435,
0.25536972284317017,
-0.30374494194984436,
-0.09894329309463501,
-0.11444062739610672,
0.010732114315032959,
0.03399170935153961,
-0.0540960431098938,
0.29498666524887085,
-0.20659540593624115,
-0.1880587637424469,
0.1877157837152481,
-0.11501184105873108,
-0.11817078292369843,
0.27951741218566895,
0.46313828229904175,
0.042105939239263535,
0.16882991790771484,
0.031093699857592583,
-0.7140085101127625,
0.25693172216415405,
-0.052094511687755585,
-0.1354236751794815,
-0.221718430519104,
0.2041526734828949,
0.07359094172716141,
-0.024728136137127876,
0.6507689356803894,
-0.1725149303674698,
-0.1564951390028,
-0.23644185066223145,
-0.36571744084358215,
-0.26475390791893005,
-0.06971725076436996,
0.12274837493896484,
-0.21976906061172485,
-0.17584310472011566,
0.5727465152740479,
-0.08672856539487839,
-0.3091711699962616,
-0.22197407484054565,
-0.16974389553070068,
-0.055747680366039276,
-0.17323708534240723,
-0.11171454191207886,
-0.1575983613729477,
-0.3584839999675751,
-0.25876662135124207,
0.25414445996284485,
0.03100050799548626,
-0.1320013850927353,
-0.05487839877605438,
0.03711694851517677,
0.19477829337120056,
0.11664048582315445,
-0.14655211567878723,
0.16533765196800232,
0.05888146534562111,
-0.016584236174821854,
0.2258480340242386,
-0.025561071932315826,
0.49968719482421875,
0.6180107593536377,
-0.06503140926361084,
-0.12395408749580383,
0.10100221633911133,
0.2713991701602936,
0.5253580212593079,
0.26975017786026,
-0.12250397354364395,
0.23944637179374695,
0.1950216442346573,
0.17936035990715027,
-0.7818512320518494,
0.03429239243268967,
0.33287322521209717,
-0.07577632367610931,
0.04492407292127609,
-0.45895469188690186,
0.6982661485671997,
-0.004507469013333321,
0.025682590901851654,
-0.2021726667881012,
0.27607738971710205,
-0.4565347731113434,
0.22073917090892792,
0.09740788489580154,
0.7866947054862976,
0.0622665211558342,
0.5999112129211426,
0.26279202103614807,
-0.009693093597888947,
0.19114729762077332,
-0.3492954969406128,
-0.041340507566928864,
-0.03851114585995674,
0.018543262034654617,
-0.2780963182449341,
-0.06978902965784073,
0.3945895731449127,
0.0924224853515625,
-0.1801701933145523,
0.28891801834106445,
0.08529140055179596,
-0.0034607239067554474,
0.018749985843896866,
0.3071900010108948,
-0.2818281650543213,
-0.30077821016311646,
-0.3225368559360504,
0.12516061961650848,
-0.06042593717575073,
0.08701124787330627,
0.008536089211702347,
-0.21892149746418,
0.13872207701206207,
-0.04067911207675934,
-0.2615307569503784,
0.0959673672914505,
-0.2661985456943512,
0.041040532290935516,
-0.06294170022010803,
-0.0332237109541893,
0.4090070128440857,
0.5039889812469482,
-0.05889682471752167,
-0.11889614164829254,
-0.41717156767845154,
0.05355376377701759,
-0.08527887612581253,
0.0298603605479002,
-0.31721746921539307,
-0.1741315871477127,
0.05985681340098381,
-0.10159137099981308,
0.10164555162191391,
-0.06134464591741562,
-0.007085456047207117,
-0.5446035861968994,
-0.03358660638332367,
-0.1058245450258255,
0.05157739296555519,
-0.36091312766075134,
-0.40857818722724915,
0.0235520638525486,
0.054993148893117905,
-0.21302606165409088,
0.049466170370578766,
0.1265995353460312,
-0.12015378475189209,
-0.023494504392147064,
-0.10354921221733093,
-0.024248655885457993,
-0.17469705641269684,
0.5042198300361633,
-0.44464653730392456,
0.03874202072620392,
0.3122052252292633,
-0.11242230236530304,
-0.14138934016227722,
-0.12357164919376373,
0.20042356848716736,
-0.1511881798505783,
0.09157837182283401,
0.2691412568092346,
0.2963709831237793,
0.05681808292865753,
-0.18540656566619873,
0.5234349370002747,
0.22424164414405823,
-0.18392008543014526,
0.24648632109165192,
-0.2715890407562256,
0.0029384586960077286,
0.028312981128692627,
-0.15779058635234833,
0.3179646134376526,
0.1489875316619873,
-0.021449606865644455,
0.03816765546798706,
-0.27252906560897827,
-0.19422009587287903,
0.2289353758096695,
-0.08302796632051468,
-0.18924011290073395,
0.2784595191478729,
0.07440075278282166,
0.4876280725002289,
-0.22579233348369598,
0.04216967523097992,
0.048400603234767914,
-0.14183755218982697,
-0.06226290762424469,
-0.25946521759033203,
0.23452293872833252,
0.4234587252140045,
-0.08126316219568253,
-0.08797324448823929,
-0.17739737033843994,
-0.2563403248786926,
-0.1309889703989029,
0.04696430638432503,
0.4385286867618561,
-0.00989348441362381,
0.154766246676445,
-0.0705614686012268,
0.042456623166799545,
-0.19281291961669922,
0.1158541664481163,
0.020872049033641815,
0.23969969153404236,
0.17932522296905518,
0.1258249431848526,
-0.16841427981853485,
-0.023223716765642166,
0.1700829565525055,
0.12025562673807144,
0.39972245693206787,
0.052779849618673325,
0.4227951467037201,
-0.29985642433166504,
-0.1995387077331543,
-0.11852744966745377,
0.42749884724617004,
0.018856599926948547,
-0.24257132411003113,
0.21931025385856628,
0.3001229763031006,
0.091498002409935,
0.05617488920688629,
-0.21139152348041534,
-0.18969181180000305,
0.14317366480827332,
0.03674086555838585,
0.0942550003528595,
0.49009475111961365,
0.1450614333152771,
-0.3047507405281067,
-0.017792092636227608,
0.10108218342065811,
0.4339905381202698,
0.08557139337062836,
-0.24504730105400085,
0.07042209804058075,
0.1339658796787262,
0.1382182389497757,
0.1967821568250656,
0.15939152240753174,
-0.00237230584025383,
-0.3458089232444763,
0.17042919993400574,
-0.2287074625492096,
0.26340022683143616,
-0.046996720135211945,
-0.285077840089798,
0.02466363087296486,
-0.28339579701423645,
-0.2305726408958435,
0.32580822706222534,
-0.27380022406578064,
0.5152570605278015,
-0.25192487239837646,
-0.06913316994905472,
-0.17850792407989502,
0.2875247895717621,
0.01936626061797142,
-0.3349495530128479,
0.07819971442222595,
-0.07933761924505234,
0.06906130909919739,
0.19841338694095612,
-0.09091067314147949,
-0.5984509587287903,
0.2440340518951416,
0.15070979297161102,
0.3791227340698242,
-0.21392856538295746,
0.19919371604919434,
0.4404677450656891,
0.20103666186332703,
-0.10143232345581055,
0.3215317726135254,
-0.03172953426837921,
-0.09145769476890564,
0.10901138186454773,
-0.05459202826023102,
0.42014726996421814,
0.0425545834004879,
0.04050911217927933,
-0.035547029227018356,
-0.15264995396137238,
0.11271490156650543,
0.16574832797050476,
0.05821051448583603,
0.15626756846904755,
0.1487758457660675,
0.4002683460712433,
0.09221598505973816,
-0.00846246536821127,
0.1973072737455368,
-0.1497373729944229,
0.37857386469841003,
-0.46899914741516113,
0.3126084804534912,
0.12043264508247375,
0.03046247363090515,
0.024658244103193283,
0.3294450640678406,
-0.5210564136505127,
-0.004648840054869652,
0.3744330108165741,
-0.14267076551914215,
0.1430833637714386,
0.2419801503419876,
0.0046568866819143295,
0.15660303831100464,
0.3709627389907837,
0.058482229709625244,
0.2127389907836914,
-0.4121406674385071,
-0.03680401295423508,
-0.310473769903183,
-0.45717594027519226,
0.3311949074268341,
0.0788683295249939,
-0.19663596153259277,
0.06646469980478287,
0.12719221413135529,
0.05364304035902023,
-0.0632937103509903,
-0.17284850776195526,
0.09189858287572861,
0.3422161042690277,
-0.07355183362960815,
0.18467408418655396,
-0.39108365774154663,
0.29435351490974426,
0.06233345717191696,
0.059009164571762085,
-0.0734923928976059,
0.035238686949014664,
-0.1436227560043335,
-0.1976282149553299,
0.309207558631897,
-0.26597198843955994,
-0.23433458805084229,
0.45668473839759827,
-0.16423535346984863,
0.1610858142375946,
-0.20600026845932007,
0.01817181147634983,
0.101377934217453,
-0.04226415231823921,
-0.030149701982736588,
-0.1773655116558075,
-0.15571396052837372,
0.18936806917190552,
-0.4125491678714752,
0.20652249455451965,
-0.46840545535087585,
0.10593904554843903,
0.10778097808361053,
-0.558510959148407,
-0.14406760036945343,
0.0012117940932512283,
-0.14336973428726196,
0.10060662031173706,
0.054044049233198166,
0.3251931369304657,
-0.30553242564201355,
0.03877023607492447,
-0.017813101410865784,
-0.07586909085512161,
0.4706607460975647,
-0.39875736832618713,
-0.036235734820365906,
0.2922929525375366,
0.21655604243278503,
0.08082949370145798,
0.1744028776884079,
-0.5286994576454163,
-0.031998276710510254,
0.240040585398674,
0.05810372531414032,
0.0006140097975730896,
0.4541415274143219,
-0.03719107061624527,
-0.11607217788696289,
-0.1279076784849167,
0.47953471541404724,
0.1248430386185646,
-0.05535237491130829,
-0.1145174652338028,
-0.5167152285575867
] |
https://github.com/huggingface/datasets/issues/5281 | Support cloud storage in load_dataset | I'm not yet understanding how to use https://github.com/huggingface/datasets/pull/5580 in order to use `load_dataset(data_files="s3://...")`. Any help/example would be much appreciated :) thanks! | Would be nice to be able to do
```python
data_files=["s3://..."] # or gs:// or any cloud storage path
storage_options = {...}
load_dataset(..., data_files=data_files, storage_options=storage_options)
```
The idea would be to use `fsspec` as in `download_and_prepare` and `save_to_disk`.
This has been requested several times already. Some users want to use their data from private cloud storage to train models
related:
https://github.com/huggingface/datasets/issues/3490
https://github.com/huggingface/datasets/issues/5244
[forum](https://discuss.huggingface.co/t/how-to-use-s3-path-with-load-dataset-with-streaming-true/25739/2) | 21 | Support cloud storage in load_dataset
Would be nice to be able to do
```python
data_files=["s3://..."] # or gs:// or any cloud storage path
storage_options = {...}
load_dataset(..., data_files=data_files, storage_options=storage_options)
```
The idea would be to use `fsspec` as in `download_and_prepare` and `save_to_disk`.
This has been requested several times already. Some users want to use their data from private cloud storage to train models
related:
https://github.com/huggingface/datasets/issues/3490
https://github.com/huggingface/datasets/issues/5244
[forum](https://discuss.huggingface.co/t/how-to-use-s3-path-with-load-dataset-with-streaming-true/25739/2)
I'm not yet understanding how to use https://github.com/huggingface/datasets/pull/5580 in order to use `load_dataset(data_files="s3://...")`. Any help/example would be much appreciated :) thanks! | [
-0.09307734668254852,
-0.14620983600616455,
-0.12993286550045013,
0.1842309981584549,
0.19940678775310516,
0.01147424429655075,
0.21903063356876373,
-0.11655628681182861,
0.13301406800746918,
-0.01619960367679596,
-0.012743466533720493,
0.14910444617271423,
-0.2301374077796936,
0.8589410781860352,
0.24966301023960114,
0.07262471318244934,
0.3365005850791931,
0.13298821449279785,
-0.022583290934562683,
0.32096773386001587,
-0.135239839553833,
0.3575010299682617,
-0.13803690671920776,
-0.32115668058395386,
-0.1576084941625595,
0.06542881578207016,
-0.2315690517425537,
0.11338113248348236,
-0.18283198773860931,
-0.4520066976547241,
0.3658127784729004,
0.1972738802433014,
0.29294705390930176,
0.3515387773513794,
-0.00012533896369859576,
0.013753503561019897,
-0.21255959570407867,
-0.19759808480739594,
-0.4691464900970459,
-0.49027037620544434,
-0.30770426988601685,
0.09072785824537277,
0.17733313143253326,
0.046329669654369354,
-0.27024590969085693,
0.1380334049463272,
-0.04399088770151138,
-0.5550416707992554,
0.33836469054222107,
0.2956332862377167,
0.03697184473276138,
0.2591041624546051,
-0.33839717507362366,
-0.017738182097673416,
0.06082672253251076,
0.4240761399269104,
-0.26352542638778687,
0.24609322845935822,
0.19117042422294617,
-0.05919743329286575,
0.3536967635154724,
0.024582209065556526,
-0.11761099100112915,
0.010464808903634548,
0.5306970477104187,
0.2552994191646576,
-0.18154430389404297,
-0.20399118959903717,
-0.2190592885017395,
-0.00031453371047973633,
0.8041530251502991,
-0.2551119029521942,
-0.49834081530570984,
-0.44814425706863403,
-0.12680569291114807,
-0.28472834825515747,
-0.039439380168914795,
0.05759836733341217,
-0.05522402003407478,
0.1414293497800827,
-0.26525014638900757,
-0.40065228939056396,
-0.4095577895641327,
0.14598624408245087,
0.13573305308818817,
0.02157893031835556,
-0.37781962752342224,
-0.014601223170757294,
0.31395190954208374,
-0.052609942853450775,
-0.031795013695955276,
-0.1938321739435196,
0.21326901018619537,
0.16329456865787506,
-0.22497613728046417,
-0.15405142307281494,
-0.24859964847564697,
-0.03182830661535263,
0.15683713555335999,
0.38332122564315796,
0.31835800409317017,
-0.13756191730499268,
-0.011147267185151577,
0.15195763111114502,
0.06178982928395271,
0.07408834993839264,
0.03379542753100395,
-0.12848468124866486,
0.02029866725206375,
0.12983381748199463,
0.2684369683265686,
-0.4014228284358978,
-0.1608186960220337,
-0.12247318029403687,
-0.4576165974140167,
-0.2843996584415436,
0.04209287464618683,
-0.10010293126106262,
-0.13040116429328918,
-0.08820909261703491,
0.39398109912872314,
-0.1230413094162941,
0.18723416328430176,
0.23381933569908142,
0.1613142043352127,
0.10121317207813263,
0.006344486027956009,
0.2918294072151184,
0.11697202175855637,
-0.06624997407197952,
-0.06373324990272522,
0.013590716756880283,
-0.1501116007566452,
0.31007397174835205,
0.08951658010482788,
-0.0958106517791748,
0.3481462001800537,
-0.11946283280849457,
0.23311534523963928,
-0.015343837440013885,
-0.031222175806760788,
0.04376006871461868,
-0.004954405128955841,
0.23917575180530548,
-0.17350563406944275,
-0.021820178255438805,
0.013447806239128113,
0.06609752029180527,
-0.2717108130455017,
0.09222359955310822,
-0.2495710551738739,
-0.4927603006362915,
-0.27942559123039246,
-0.052499715238809586,
-0.34157687425613403,
-0.2688753604888916,
-0.8938817381858826,
0.1852075159549713,
-0.07959634810686111,
-0.3038058876991272,
0.15092569589614868,
0.302510142326355,
-0.39328208565711975,
-0.17975251376628876,
0.4253003001213074,
0.34607723355293274,
-0.09544076025485992,
-0.21601563692092896,
-0.12263094633817673,
-0.03527369722723961,
0.12851884961128235,
-0.0873393714427948,
-0.03327595442533493,
-0.015902668237686157,
-0.26091915369033813,
0.329531729221344,
0.3087683320045471,
-0.4729265868663788,
-0.1540604531764984,
0.5267617106437683,
0.13484220206737518,
0.0022048670798540115,
0.3109264373779297,
0.018455374985933304,
-0.052510496228933334,
0.09447190165519714,
-0.05043822526931763,
0.47663623094558716,
0.08192808926105499,
-0.041854050010442734,
-0.06322667002677917,
-0.34770745038986206,
0.17415045201778412,
0.3124096095561981,
-0.15876854956150055,
0.17492467164993286,
0.22505134344100952,
0.06157756596803665,
0.2090160846710205,
-0.16495952010154724,
-0.0036192527040839195,
0.13578690588474274,
0.4558362364768982,
0.11202001571655273,
-0.3230103850364685,
-0.1439325213432312,
-0.6242032647132874,
0.3554720878601074,
-0.017671141773462296,
-0.13841518759727478,
-0.07369683682918549,
-0.14062227308750153,
0.0027852971106767654,
-0.01683717407286167,
-0.1395297646522522,
-0.15501126646995544,
-0.15016068518161774,
-0.08072704076766968,
0.38541412353515625,
0.03912033513188362,
-0.4022303521633148,
0.14419612288475037,
0.0958053320646286,
0.13375842571258545,
-0.3048149347305298,
0.4744700789451599,
0.17760062217712402,
-0.09011106938123703,
0.009066179394721985,
0.0853390172123909,
0.10659322887659073,
-0.17851747572422028,
0.08410108834505081,
0.47121936082839966,
0.07330458611249924,
0.4744277596473694,
0.006021607667207718,
0.6812285780906677,
0.275495707988739,
0.16181378066539764,
0.10466164350509644,
-0.21297934651374817,
0.13950705528259277,
-0.03540407866239548,
-0.13985541462898254,
0.47777849435806274,
-0.26072990894317627,
0.16881266236305237,
0.07885272800922394,
-0.10178551077842712,
-0.030185187235474586,
0.013601545244455338,
-0.13307341933250427,
-0.05577778443694115,
0.04604203253984451,
-0.19042083621025085,
0.2679661512374878,
-0.027020512148737907,
-0.15367603302001953,
-0.1968681812286377,
0.05498470366001129,
-0.0837140828371048,
0.04414992779493332,
0.19116169214248657,
-0.032916925847530365,
-0.19531363248825073,
0.49295493960380554,
-0.05378060042858124,
0.6929568648338318,
0.02243003621697426,
-0.07304707169532776,
0.06386201828718185,
0.32465261220932007,
-0.17363859713077545,
0.31731534004211426,
-0.05917404592037201,
0.23013897240161896,
0.09025898575782776,
0.11244084686040878,
-0.020373310893774033,
-0.05539560317993164,
-0.21139514446258545,
0.09305769205093384,
-0.031105192378163338,
-0.3493248522281647,
0.12343639880418777,
-0.12415801733732224,
-0.2575923204421997,
0.07361169159412384,
-0.09824880212545395,
0.04104151204228401,
0.03825339674949646,
-0.2489703744649887,
0.4244384467601776,
0.19929911196231842,
-0.2846798002719879,
-0.23541952669620514,
0.6273889541625977,
-0.2256758213043213,
-0.6007829904556274,
-0.34615591168403625,
0.24321672320365906,
0.14876362681388855,
0.004287257790565491,
0.1937047243118286,
-0.1901298463344574,
0.14477097988128662,
0.12840299308300018,
-0.10297520458698273,
-0.3176232576370239,
0.04632524400949478,
0.1098840981721878,
-0.18308372795581818,
0.25818589329719543,
0.30178868770599365,
0.13241684436798096,
0.18245373666286469,
0.07542403787374496,
0.1135784462094307,
-0.14325875043869019,
0.03899402916431427,
-0.1421358585357666,
0.09919758886098862,
-0.047968026250600815,
-0.19035892188549042,
0.0845244899392128,
-0.5204182267189026,
-0.12839184701442719,
0.5263994336128235,
0.01638847216963768,
-0.023001812398433685,
0.025212381035089493,
0.2712439298629761,
0.20118261873722076,
0.04641356319189072,
-0.08011192828416824,
-0.09522400796413422,
-0.8582739233970642,
0.28204336762428284,
-0.16747203469276428,
-0.030759919434785843,
0.18940116465091705,
0.15588833391666412,
0.1932813972234726,
-0.2575012445449829,
-0.4048277735710144,
-0.3599938154220581,
-0.0739702507853508,
0.3261183202266693,
-0.06520938128232956,
0.04727856069803238,
0.294288694858551,
-0.1281554251909256,
0.15025368332862854,
-0.08762720972299576,
-0.15629999339580536,
0.07859940826892853,
0.252498060464859,
0.1822490394115448,
0.20906317234039307,
0.003324609249830246,
0.17246466875076294,
0.567018449306488,
0.08760379254817963,
-0.130429208278656,
0.5453363060951233,
-0.14557963609695435,
0.03286454454064369,
-0.007584027945995331,
-0.0031982529908418655,
0.11565081775188446,
-0.3234948515892029,
-0.14133872091770172,
0.2627086043357849,
0.11789973080158234,
0.2470630705356598,
-0.2880069315433502,
-0.15816417336463928,
-0.09477035701274872,
0.0839335173368454,
0.09030495584011078,
-0.09528815746307373,
0.28557008504867554,
-0.25396427512168884,
-0.2560765743255615,
0.1397765725851059,
-0.11838717013597488,
-0.12707556784152985,
0.26827871799468994,
0.49849843978881836,
0.12865372002124786,
0.10735921561717987,
0.0379355251789093,
-0.6540474891662598,
0.28467515110969543,
-0.10532500594854355,
-0.2157573401927948,
-0.27564162015914917,
0.2132779061794281,
0.08295196294784546,
-0.08880501985549927,
0.6644484400749207,
-0.05223497748374939,
-0.20343394577503204,
-0.20831821858882904,
-0.3423771858215332,
-0.2097320258617401,
-0.05556652694940567,
-0.010384626686573029,
-0.10761495679616928,
-0.22458289563655853,
0.6142281293869019,
-0.10854841768741608,
-0.35710009932518005,
-0.2224457561969757,
-0.1569093018770218,
-0.03963647037744522,
-0.14544616639614105,
-0.11996395885944366,
-0.09255388379096985,
-0.3912886083126068,
-0.24074041843414307,
0.2523326873779297,
-0.008564379066228867,
-0.14040185511112213,
-0.06774113327264786,
0.0071086585521698,
0.28091248869895935,
0.22857344150543213,
-0.08237729966640472,
0.18472856283187866,
0.06071731448173523,
-0.07375790923833847,
0.28873777389526367,
-0.07592292129993439,
0.5448775291442871,
0.6399656534194946,
-0.03276341035962105,
-0.064973846077919,
0.10970114916563034,
0.3108045756816864,
0.5649492144584656,
0.18259471654891968,
-0.15511709451675415,
0.2623543441295624,
0.16325892508029938,
0.12457627058029175,
-0.7395531535148621,
0.0696641206741333,
0.32211628556251526,
-0.05629637837409973,
0.06349928677082062,
-0.5354964137077332,
0.7353564500808716,
0.08440738916397095,
-0.0042153894901275635,
-0.23343774676322937,
0.2855275869369507,
-0.44909706711769104,
0.19589883089065552,
0.06758645921945572,
0.748794674873352,
-0.021054476499557495,
0.584546685218811,
0.21303346753120422,
0.10628142952919006,
0.22405987977981567,
-0.4018317461013794,
-0.1352112740278244,
-0.017804451286792755,
0.0004609934985637665,
-0.3141604959964752,
-0.05553427338600159,
0.511447548866272,
0.20476564764976501,
-0.2877048850059509,
0.2807588577270508,
0.0360739529132843,
0.03487429767847061,
-0.04700375348329544,
0.2648034989833832,
-0.28217625617980957,
-0.3172735571861267,
-0.3594265580177307,
0.06869585067033768,
-0.05075175315141678,
0.034457817673683167,
-0.0036063343286514282,
-0.14135786890983582,
0.10303294658660889,
0.004717618227005005,
-0.19057206809520721,
0.04712463170289993,
-0.19919158518314362,
-0.07887191325426102,
0.01295001246035099,
-0.10950426757335663,
0.5494174361228943,
0.5554266571998596,
-0.006669394671916962,
-0.21175871789455414,
-0.33435285091400146,
-0.010368291288614273,
-0.06764345616102219,
-0.020236829295754433,
-0.3108521103858948,
-0.06963734328746796,
0.11806044727563858,
-0.07093100994825363,
0.03061790019273758,
0.02657580003142357,
-0.05901332199573517,
-0.4502723217010498,
-0.05039969086647034,
-0.06607680022716522,
0.11978307366371155,
-0.373847633600235,
-0.4450744092464447,
0.06107084080576897,
0.08406253159046173,
-0.12457737326622009,
0.017082741484045982,
0.23642279207706451,
-0.2098235934972763,
0.0034443289041519165,
-0.093874990940094,
0.01616179198026657,
-0.15954312682151794,
0.42524251341819763,
-0.3799103796482086,
0.07305920869112015,
0.34564265608787537,
-0.08884270489215851,
-0.07539846003055573,
-0.09426720440387726,
0.1655808687210083,
-0.027792401611804962,
0.13775956630706787,
0.22438007593154907,
0.3904283344745636,
-0.0028084367513656616,
-0.14075058698654175,
0.5259445309638977,
0.19755606353282928,
-0.24056655168533325,
0.2359761744737625,
-0.24976453185081482,
-0.01747230812907219,
-0.00533139705657959,
-0.08056572079658508,
0.3575599193572998,
0.19498184323310852,
-0.1374225616455078,
-0.020212065428495407,
-0.19296151399612427,
-0.14059658348560333,
0.18689675629138947,
-0.06720757484436035,
-0.1192282885313034,
0.3856554329395294,
0.1270706057548523,
0.4252825677394867,
-0.2078823745250702,
-0.019646160304546356,
0.03969768434762955,
-0.1428872048854828,
-0.05085441842675209,
-0.2265760600566864,
0.2642543911933899,
0.3671695590019226,
-0.10851430147886276,
-0.0013695941306650639,
-0.14886508882045746,
-0.2575007379055023,
-0.14414431154727936,
0.15643920004367828,
0.38904809951782227,
0.024593062698841095,
0.1900111436843872,
-0.039208102971315384,
0.09667325019836426,
-0.26585274934768677,
0.05292687565088272,
0.0881367176771164,
0.15844132006168365,
0.10707391798496246,
0.12094457447528839,
-0.20608091354370117,
-0.007481932640075684,
0.1901257336139679,
0.12024535238742828,
0.5249488949775696,
0.003309085965156555,
0.4250389337539673,
-0.244223490357399,
-0.1080232560634613,
-0.17362257838249207,
0.4561786949634552,
0.022537581622600555,
-0.1886722892522812,
0.2694864273071289,
0.30377012491226196,
0.0349772609770298,
0.04710254818201065,
-0.22858566045761108,
-0.14963668584823608,
0.1254267543554306,
0.08747559785842896,
0.18077142536640167,
0.524242103099823,
0.25963953137397766,
-0.2952708601951599,
-0.06055818125605583,
0.13226154446601868,
0.46831774711608887,
0.10757520794868469,
-0.1594846546649933,
0.04187069460749626,
0.12000149488449097,
0.15415281057357788,
0.25540822744369507,
0.16352567076683044,
0.01707124337553978,
-0.468106746673584,
0.20323678851127625,
-0.24717682600021362,
0.2281133234500885,
-0.021582677960395813,
-0.4082210659980774,
0.08486935496330261,
-0.19340214133262634,
-0.17380458116531372,
0.31862545013427734,
-0.331513375043869,
0.6111814975738525,
-0.2181827276945114,
-0.037518374621868134,
-0.16838997602462769,
0.20339146256446838,
0.04537564516067505,
-0.27806052565574646,
0.03890535235404968,
-0.07318590581417084,
0.018322765827178955,
0.14035382866859436,
-0.11043426394462585,
-0.5630264282226562,
0.287861168384552,
0.09493961930274963,
0.45716506242752075,
-0.08832482993602753,
0.22841522097587585,
0.3985380232334137,
0.1202441081404686,
-0.07936287671327591,
0.35642293095588684,
-0.0725027322769165,
-0.07061031460762024,
0.11462026834487915,
-0.04886307567358017,
0.3803219497203827,
0.05474058538675308,
0.0988783985376358,
-0.03145622834563255,
-0.1173175573348999,
0.07646117359399796,
0.15333274006843567,
0.08406630158424377,
0.06224651634693146,
0.10823158919811249,
0.26702722907066345,
0.04011256992816925,
-0.014324376359581947,
0.2001868635416031,
-0.11647860705852509,
0.3337748348712921,
-0.4947846829891205,
0.23047634959220886,
0.03605828434228897,
-0.033219531178474426,
0.00013929978013038635,
0.2753804922103882,
-0.5205453038215637,
-0.03479648754000664,
0.39871153235435486,
-0.09647507965564728,
0.14158159494400024,
0.26305168867111206,
-0.03191641345620155,
0.14529377222061157,
0.3606454133987427,
-0.0033751986920833588,
0.24418064951896667,
-0.36670899391174316,
-0.024419382214546204,
-0.3547171354293823,
-0.38640740513801575,
0.3482162654399872,
0.0064115021377801895,
-0.2153906673192978,
0.035139553248882294,
0.15710732340812683,
0.016156839206814766,
-0.04333987832069397,
-0.2512693405151367,
0.08565159142017365,
0.32266122102737427,
-0.026037268340587616,
0.130088672041893,
-0.405526340007782,
0.29331451654434204,
0.06865151226520538,
0.0648127943277359,
-0.10738794505596161,
-0.017333386465907097,
-0.20502400398254395,
-0.18161390721797943,
0.273172527551651,
-0.19656702876091003,
-0.23369285464286804,
0.42093226313591003,
-0.2060321569442749,
0.2451222538948059,
-0.1617710292339325,
0.08977734297513962,
0.1427631676197052,
0.051528945565223694,
-0.08887835592031479,
-0.15389487147331238,
-0.23811259865760803,
0.21213102340698242,
-0.4601202607154846,
0.17294414341449738,
-0.43100911378860474,
-0.010697719641029835,
0.12530869245529175,
-0.5960268378257751,
-0.20471826195716858,
0.03624105453491211,
-0.25647130608558655,
0.07478249818086624,
0.12591278553009033,
0.3582077920436859,
-0.2697238028049469,
-0.0055739739909768105,
-0.10346592217683792,
0.03432934731245041,
0.46578291058540344,
-0.4291379153728485,
-0.04593998193740845,
0.2706795036792755,
0.06751947104930878,
0.1111820787191391,
0.02020527981221676,
-0.6096959114074707,
0.04626048356294632,
0.23638755083084106,
0.056309670209884644,
0.08102008700370789,
0.32299351692199707,
0.004637057892978191,
-0.13844989240169525,
-0.15398649871349335,
0.47290030121803284,
0.092136450111866,
-0.0030514001846313477,
-0.13405559957027435,
-0.522456169128418
] |
https://github.com/huggingface/datasets/issues/5281 | Support cloud storage in load_dataset | It's still not officially supported x) But you can try to update `request_etag` in `file_utils.py` to use `fsspec_head` instead of `http_head`. It is responsible of getting the ETags of the remote files for caching. This change may do the trick for S3 urls | Would be nice to be able to do
```python
data_files=["s3://..."] # or gs:// or any cloud storage path
storage_options = {...}
load_dataset(..., data_files=data_files, storage_options=storage_options)
```
The idea would be to use `fsspec` as in `download_and_prepare` and `save_to_disk`.
This has been requested several times already. Some users want to use their data from private cloud storage to train models
related:
https://github.com/huggingface/datasets/issues/3490
https://github.com/huggingface/datasets/issues/5244
[forum](https://discuss.huggingface.co/t/how-to-use-s3-path-with-load-dataset-with-streaming-true/25739/2) | 43 | Support cloud storage in load_dataset
Would be nice to be able to do
```python
data_files=["s3://..."] # or gs:// or any cloud storage path
storage_options = {...}
load_dataset(..., data_files=data_files, storage_options=storage_options)
```
The idea would be to use `fsspec` as in `download_and_prepare` and `save_to_disk`.
This has been requested several times already. Some users want to use their data from private cloud storage to train models
related:
https://github.com/huggingface/datasets/issues/3490
https://github.com/huggingface/datasets/issues/5244
[forum](https://discuss.huggingface.co/t/how-to-use-s3-path-with-load-dataset-with-streaming-true/25739/2)
It's still not officially supported x) But you can try to update `request_etag` in `file_utils.py` to use `fsspec_head` instead of `http_head`. It is responsible of getting the ETags of the remote files for caching. This change may do the trick for S3 urls | [
-0.10912948101758957,
-0.17285196483135223,
-0.08976604789495468,
0.053350772708654404,
0.22264890372753143,
-0.09287692606449127,
0.2767224907875061,
0.06577999889850616,
0.1796683967113495,
0.0005551055073738098,
-0.2392396777868271,
0.2122480869293213,
-0.14371651411056519,
0.66756272315979,
0.25074508786201477,
0.17182156443595886,
0.19779475033283234,
0.05387236550450325,
-0.08116181194782257,
0.17642001807689667,
-0.1791660189628601,
0.3286721408367157,
-0.010808080434799194,
-0.30266422033309937,
-0.003953636158257723,
0.17967337369918823,
-0.18617412447929382,
0.1078873723745346,
-0.12368001788854599,
-0.42167991399765015,
0.20931540429592133,
0.26852867007255554,
0.24326249957084656,
0.4227549135684967,
-0.00010526056576054543,
-0.028574053198099136,
-0.006169050931930542,
-0.17540401220321655,
-0.5472709536552429,
-0.2822348475456238,
-0.17890378832817078,
-0.06337939202785492,
0.15555879473686218,
-0.04816778376698494,
-0.23644697666168213,
0.08813123404979706,
-0.013889232650399208,
-0.2882794737815857,
0.28341251611709595,
0.26672089099884033,
0.23125505447387695,
0.4479776918888092,
-0.18784157931804657,
0.047907955944538116,
0.17466656863689423,
0.21944597363471985,
-0.27980369329452515,
0.3915737271308899,
0.06446778774261475,
-0.0602484792470932,
0.15557736158370972,
0.23298782110214233,
-0.1328519880771637,
0.15118460357189178,
0.50031578540802,
0.32594025135040283,
-0.2271239161491394,
-0.1418609470129013,
-0.2691906988620758,
0.11336616426706314,
0.5345520973205566,
-0.29711654782295227,
-0.7646862268447876,
-0.44191521406173706,
-0.13776135444641113,
-0.4067820906639099,
0.12956078350543976,
0.1685095727443695,
-0.028560541570186615,
0.19801673293113708,
-0.3134896457195282,
-0.29525211453437805,
-0.29958105087280273,
0.12673848867416382,
0.09892553091049194,
0.05465085804462433,
-0.34033751487731934,
-0.10296406596899033,
0.1741248071193695,
-0.022437699139118195,
0.12185446918010712,
-0.1121772825717926,
0.24693626165390015,
0.02602754533290863,
-0.2863121032714844,
-0.1855730265378952,
-0.17623773217201233,
-0.03249233961105347,
0.1605319380760193,
0.39210307598114014,
0.350118488073349,
-0.03465374559164047,
0.0987488403916359,
0.2247040569782257,
-0.017275188118219376,
0.06916508078575134,
-0.17628538608551025,
-0.20271696150302887,
0.31998592615127563,
0.306520015001297,
0.2292335033416748,
-0.30679723620414734,
-0.030540738254785538,
-0.1519201546907425,
-0.21754643321037292,
-0.25273266434669495,
0.15866577625274658,
-0.025118324905633926,
0.0696110725402832,
-0.09500853717327118,
0.4105503261089325,
0.002501011360436678,
0.09304600954055786,
0.3626101016998291,
-0.08282525837421417,
0.07808984816074371,
0.05079350620508194,
0.24877096712589264,
0.046422041952610016,
0.010217337869107723,
-0.1278945505619049,
-0.04654191806912422,
0.010686099529266357,
0.32270681858062744,
0.17223872244358063,
-0.19770027697086334,
0.36280930042266846,
-0.13140538334846497,
0.1826641708612442,
0.05056682229042053,
0.11316065490245819,
0.025652848184108734,
0.20938190817832947,
0.2848067283630371,
0.00018991529941558838,
-0.05641371011734009,
-0.03275596722960472,
0.058309249579906464,
-0.18912005424499512,
-0.07271837443113327,
-0.2276991903781891,
-0.47587504982948303,
-0.19299960136413574,
0.19918954372406006,
-0.31732261180877686,
-0.2522234320640564,
-0.6439385414123535,
0.05003086477518082,
-0.09498783200979233,
-0.2785755693912506,
0.07175186276435852,
0.14788933098316193,
-0.30536046624183655,
-0.25605496764183044,
0.4238891303539276,
0.34355100989341736,
0.11022384464740753,
-0.0874929279088974,
0.018744319677352905,
-0.046525146812200546,
0.10079709440469742,
0.05067109316587448,
-0.07409937679767609,
-0.1548927128314972,
-0.27416637539863586,
0.32608842849731445,
0.17468711733818054,
-0.41263487935066223,
-0.23627439141273499,
0.46293875575065613,
-0.0530477911233902,
0.0892518162727356,
0.22562485933303833,
0.18086573481559753,
0.025577334687113762,
-0.043311942368745804,
0.06416298449039459,
0.5559971928596497,
0.13361962139606476,
0.16342315077781677,
-0.26164042949676514,
-0.33808690309524536,
-0.02707114815711975,
0.35088711977005005,
-0.16907380521297455,
0.08987996727228165,
0.12518644332885742,
0.0021655606105923653,
0.19223400950431824,
-0.10664680600166321,
0.06348257511854172,
0.20445068180561066,
0.4761089086532593,
0.10151035338640213,
-0.2559214234352112,
-0.05530885234475136,
-0.538856565952301,
0.2984864413738251,
-0.021561449393630028,
-0.06390116363763809,
-0.19182677567005157,
-0.24618053436279297,
0.10636236518621445,
-0.07167976349592209,
-0.2270403355360031,
-0.2520788609981537,
0.11935925483703613,
0.06829122453927994,
0.27215835452079773,
0.12706562876701355,
-0.29026511311531067,
0.06371596455574036,
0.10600480437278748,
0.1694607436656952,
-0.2762235403060913,
0.2812631130218506,
0.026774844154715538,
-0.09782446920871735,
0.09599240124225616,
-0.16361695528030396,
0.009063411504030228,
-0.0964052826166153,
-0.04245495796203613,
0.5304610729217529,
0.08327864855527878,
0.45102250576019287,
0.10565216839313507,
0.5085622668266296,
0.1944475769996643,
0.2240426242351532,
0.020454030483961105,
-0.016539283096790314,
0.11200399696826935,
0.1237785592675209,
-0.20665526390075684,
0.5359383225440979,
-0.11889557540416718,
0.061873942613601685,
0.20718978345394135,
-0.07750318199396133,
0.13868148624897003,
-0.002854578197002411,
-0.19681300222873688,
-0.04742370545864105,
0.0004990622401237488,
-0.11835382878780365,
0.09910869598388672,
-0.004766182973980904,
-0.24289901554584503,
-0.035177551209926605,
0.20667986571788788,
-0.08134333789348602,
0.1611306071281433,
0.2651302218437195,
-0.0983402207493782,
-0.395132452249527,
0.3632234036922455,
0.1948799043893814,
0.5500369071960449,
0.19273269176483154,
0.06173100695014,
0.08706863224506378,
0.17824861407279968,
-0.2550870180130005,
0.3413788378238678,
0.0038912594318389893,
0.06439102441072464,
0.19424968957901,
0.23137745261192322,
-0.15556207299232483,
-0.229912668466568,
-0.08903604745864868,
0.01911119557917118,
-0.055405303835868835,
-0.35315176844596863,
0.11829494684934616,
-0.13126417994499207,
-0.153521329164505,
0.08872169256210327,
-0.05591670051217079,
-0.19621248543262482,
-0.09735812991857529,
-0.023390941321849823,
0.4808477759361267,
-0.07953961193561554,
-0.21088817715644836,
-0.16663803160190582,
0.3607735335826874,
-0.0487276166677475,
-0.553250789642334,
-0.2416699379682541,
0.0014786736574023962,
0.11030389368534088,
0.14670133590698242,
0.11496923863887787,
-0.22567830979824066,
0.3064398467540741,
0.05754882097244263,
-0.12783917784690857,
-0.5042551755905151,
0.029760219156742096,
0.08910426497459412,
-0.12062457203865051,
0.3309829831123352,
0.1733575463294983,
0.1892712414264679,
0.19799396395683289,
0.1377837061882019,
0.2103588581085205,
-0.2687254250049591,
-0.04193049669265747,
-0.01024757232517004,
0.13040782511234283,
0.06334499269723892,
-0.23568931221961975,
-0.024426713585853577,
-0.42404013872146606,
-0.354037344455719,
0.39745062589645386,
-0.010969340801239014,
-0.018992900848388672,
0.1192760169506073,
0.25791171193122864,
0.14416518807411194,
-0.02835342474281788,
-0.05998513847589493,
-0.1846718192100525,
-0.7929205298423767,
0.3684714138507843,
-0.24517682194709778,
-0.2071673423051834,
0.1180008202791214,
0.1868823915719986,
0.16003359854221344,
-0.1122044026851654,
-0.38471198081970215,
-0.6067260503768921,
-0.03612666577100754,
0.27464455366134644,
-0.02491629123687744,
0.07730922102928162,
0.3267495334148407,
-0.0785205215215683,
-0.12037824094295502,
-0.09002210944890976,
-0.06618301570415497,
0.022946015000343323,
0.19246089458465576,
0.1656646579504013,
0.12131266295909882,
0.09076522290706635,
0.1819770336151123,
0.606562077999115,
0.017983894795179367,
-0.1309012919664383,
0.5953619480133057,
-0.21280944347381592,
0.16174930334091187,
-0.1083320751786232,
-0.05265900492668152,
0.0753324031829834,
-0.37444308400154114,
-0.13176989555358887,
0.21490642428398132,
0.11818071454763412,
0.19391588866710663,
-0.35935190320014954,
-0.23220889270305634,
-0.20872968435287476,
-0.11384643614292145,
0.11686050891876221,
0.09452743828296661,
0.1898859292268753,
-0.15771368145942688,
-0.18701621890068054,
0.050785284489393234,
-0.112108014523983,
0.020259715616703033,
0.1904214322566986,
0.37567034363746643,
0.04125190153717995,
0.13257357478141785,
0.034459538757801056,
-0.6766363978385925,
0.28575074672698975,
0.012379134073853493,
-0.15593907237052917,
-0.03177905082702637,
-0.12330440431833267,
0.025708116590976715,
-0.19194579124450684,
0.651835024356842,
-0.23750914633274078,
-0.13125768303871155,
-0.21501009166240692,
-0.3979811668395996,
-0.3252527713775635,
-0.07197529822587967,
0.00820249319076538,
-0.20322823524475098,
-0.15068301558494568,
0.6025944948196411,
-0.17443490028381348,
-0.22194430232048035,
-0.27785709500312805,
0.004427896812558174,
-0.11025860905647278,
-0.13660646975040436,
-0.23227868974208832,
-0.21916314959526062,
-0.46276146173477173,
-0.134556382894516,
0.16376197338104248,
-0.12401387840509415,
-0.033736057579517365,
-0.11841841042041779,
0.0396234393119812,
0.2214202582836151,
-0.019492551684379578,
0.09994730353355408,
0.25564733147621155,
-0.013485204428434372,
0.08672317862510681,
0.17295023798942566,
0.04290219023823738,
0.402051717042923,
0.6852592825889587,
-0.057698871940374374,
-0.12356671690940857,
0.02148512378334999,
0.200181245803833,
0.22307059168815613,
0.24756179749965668,
-0.07682386785745621,
0.2904132902622223,
0.21630769968032837,
0.2117195427417755,
-0.6455561518669128,
0.08828873932361603,
0.2834264039993286,
-0.13495363295078278,
0.13412663340568542,
-0.46392959356307983,
0.5744780898094177,
-0.091104656457901,
0.002157866954803467,
-0.18146397173404694,
0.10311641544103622,
-0.3409535586833954,
0.20783360302448273,
0.20649978518486023,
0.6961849331855774,
-0.003019094467163086,
0.6328723430633545,
0.33409759402275085,
-0.05278044193983078,
0.2566317617893219,
-0.2826550602912903,
-0.0004487819969654083,
-0.14385443925857544,
-0.06025364249944687,
-0.14336219429969788,
-0.03261428326368332,
0.08683235198259354,
0.02818850614130497,
-0.23623567819595337,
0.3283594250679016,
0.07038992643356323,
0.1841699630022049,
-0.14207856357097626,
0.4092251658439636,
-0.36790797114372253,
-0.3900870680809021,
-0.45455190539360046,
0.26369574666023254,
-0.05770724266767502,
0.11895349621772766,
0.03932969272136688,
-0.283814013004303,
0.08532851934432983,
-0.06566277891397476,
-0.01161317527294159,
0.11916760355234146,
-0.15222811698913574,
0.02911616489291191,
-0.2112034112215042,
-0.07167434692382812,
-0.03373347222805023,
0.2868357002735138,
-0.00937766581773758,
-0.07688349485397339,
-0.3728567659854889,
0.04972285404801369,
-0.07455045729875565,
0.07407434284687042,
-0.2917996346950531,
-0.24010013043880463,
0.22461219131946564,
-0.21089830994606018,
0.10401450842618942,
-0.016232065856456757,
0.060901790857315063,
-0.4181556701660156,
0.14703333377838135,
-0.15983451902866364,
-0.18418073654174805,
-0.25403183698654175,
-0.28811728954315186,
-0.18593695759773254,
-0.0942048579454422,
-0.26794278621673584,
0.18590441346168518,
0.11130675673484802,
-0.14834845066070557,
-0.07631149142980576,
-0.07409815490245819,
-0.009412050247192383,
-0.22186057269573212,
0.5973560214042664,
-0.346241295337677,
-0.00349527969956398,
0.36289578676223755,
0.04653426632285118,
-0.16026154160499573,
-0.20606309175491333,
0.08826189488172531,
-0.12443175166845322,
-0.08469326049089432,
0.37407293915748596,
0.1902305632829666,
0.0013025850057601929,
-0.1875845491886139,
0.31945839524269104,
0.25144124031066895,
-0.17181873321533203,
0.1329546421766281,
-0.1911570280790329,
-0.09488601237535477,
0.05557205528020859,
0.005898147821426392,
0.34602075815200806,
0.24102076888084412,
-0.17245171964168549,
0.08056116104125977,
-0.23243415355682373,
-0.39032164216041565,
0.09513887763023376,
-0.14741018414497375,
-0.07110204547643661,
0.11832398176193237,
-0.0022043436765670776,
0.5503098368644714,
-0.1230519711971283,
0.16212743520736694,
-0.03314497321844101,
-0.22038397192955017,
-0.25018465518951416,
-0.2350393682718277,
0.10671792924404144,
0.26020362973213196,
-0.05940964072942734,
-0.03649993985891342,
-0.18086731433868408,
-0.32753515243530273,
-0.14072087407112122,
0.16526977717876434,
0.27556440234184265,
-0.01617879420518875,
0.12170219421386719,
-0.06803573668003082,
-0.07416708022356033,
-0.05772271007299423,
-0.02427097037434578,
-0.09926876425743103,
0.11999161541461945,
0.06134345009922981,
0.06449435651302338,
-0.20256833732128143,
-0.08702162653207779,
0.20549218356609344,
0.14804181456565857,
0.25841182470321655,
0.0007515810430049896,
0.46602141857147217,
-0.2832677960395813,
-0.2434973567724228,
-0.11850421130657196,
0.5306720733642578,
0.12786488234996796,
-0.16337846219539642,
0.16211755573749542,
0.26660674810409546,
0.2556273639202118,
-0.10989883542060852,
-0.19718213379383087,
-0.2570156753063202,
-0.06367252767086029,
0.16167092323303223,
0.1253252476453781,
0.34331074357032776,
0.21733435988426208,
-0.24054978787899017,
0.0848553478717804,
0.22337989509105682,
0.2896524667739868,
-0.0006413450464606285,
-0.12556520104408264,
0.0322689525783062,
0.17640265822410583,
0.09896685928106308,
0.10722093284130096,
0.2507404685020447,
0.09420166909694672,
-0.35022059082984924,
0.16031625866889954,
-0.1757456362247467,
0.21201923489570618,
-0.07924555987119675,
-0.23555193841457367,
-0.024084914475679398,
-0.2650827169418335,
-0.17899635434150696,
0.36117810010910034,
-0.20150479674339294,
0.4201718270778656,
-0.26807671785354614,
-0.10529174655675888,
-0.2667950391769409,
0.38686344027519226,
0.05727539584040642,
-0.28067171573638916,
-0.053204506635665894,
-0.08473728597164154,
0.10186825692653656,
0.22357580065727234,
0.02401129901409149,
-0.4119807481765747,
0.1056288331747055,
0.23967038094997406,
0.452706515789032,
-0.19911634922027588,
0.13866794109344482,
0.24497875571250916,
0.28093838691711426,
-0.15812259912490845,
0.1852632462978363,
0.2160247266292572,
-0.12159015238285065,
-0.0028977952897548676,
0.06661923974752426,
0.5182217359542847,
0.12543614208698273,
0.00975506566464901,
0.0971798226237297,
-0.04839252308011055,
0.04657863825559616,
0.007591003552079201,
0.03801007568836212,
0.21803084015846252,
0.10013192892074585,
0.4290584623813629,
0.20892998576164246,
-0.17721112072467804,
0.2314257025718689,
-0.2726975679397583,
0.24972376227378845,
-0.2630521357059479,
0.21876254677772522,
0.1652749925851822,
-0.020069170743227005,
-0.11683975160121918,
0.18395602703094482,
-0.6085107922554016,
0.06168524548411369,
0.3909311890602112,
-0.04226875305175781,
0.17686468362808228,
0.03917510434985161,
0.11359234154224396,
0.1582152098417282,
0.5199735164642334,
0.08543632924556732,
0.2246098518371582,
-0.3356887102127075,
0.12146849930286407,
-0.42687347531318665,
-0.21149426698684692,
0.1018943339586258,
0.057616814970970154,
-0.18580475449562073,
0.19649921357631683,
0.08400674909353256,
0.11964709311723709,
-0.1491548866033554,
-0.11570560932159424,
0.06197493523359299,
0.2899371087551117,
-0.08241557329893112,
0.06298580765724182,
-0.40675997734069824,
0.15409740805625916,
0.12730222940444946,
-0.0891430452466011,
0.0003412514925003052,
-0.15819519758224487,
0.044392749667167664,
-0.08978033065795898,
0.31802159547805786,
-0.11366285383701324,
-0.1923307329416275,
0.5631630420684814,
-0.17715337872505188,
0.03362196683883667,
-0.22446268796920776,
-0.08066622912883759,
-0.07611134648323059,
-0.1113724410533905,
-0.1640356332063675,
-0.20959797501564026,
-0.16469436883926392,
0.23014646768569946,
-0.14972826838493347,
0.0408504344522953,
-0.4919653534889221,
0.20810125768184662,
0.0818009078502655,
-0.44148871302604675,
0.03918957710266113,
0.04932859539985657,
-0.0322568416595459,
0.03388345241546631,
0.10941718518733978,
0.22889313101768494,
-0.24808314442634583,
-0.07613736391067505,
-0.2752859890460968,
-0.32092902064323425,
0.5335472226142883,
-0.4610891342163086,
-0.020314902067184448,
0.2539103925228119,
0.2407560795545578,
0.16392576694488525,
0.09074211865663528,
-0.5479574799537659,
0.19055286049842834,
0.18995067477226257,
0.11945927888154984,
-0.12479780614376068,
0.4337816536426544,
0.0042897420935332775,
-0.019305486232042313,
-0.1893288642168045,
0.2816844880580902,
0.14738425612449646,
-0.16546086966991425,
-0.1614835262298584,
-0.38803601264953613
] |
https://github.com/huggingface/datasets/issues/5281 | Support cloud storage in load_dataset | Thank you for your guys help on this and merging in #5580. I manually pulled the changes to my local datasets package (datasets.utils.file_utils.py) since it only seemed to be this file that was changed in the PR and I'm getting the error:
InvalidSchema: No connection adapters were found for 's3://bucket/folder/'. I'm calling load_dataset using the S3 URI. When I use the S3 URL I get HTTPError: 403 Client Error.
Am I not supposed to use the S3 URI? How do I pull in the changes from this merge? I'm running datasets 2.10.1. | Would be nice to be able to do
```python
data_files=["s3://..."] # or gs:// or any cloud storage path
storage_options = {...}
load_dataset(..., data_files=data_files, storage_options=storage_options)
```
The idea would be to use `fsspec` as in `download_and_prepare` and `save_to_disk`.
This has been requested several times already. Some users want to use their data from private cloud storage to train models
related:
https://github.com/huggingface/datasets/issues/3490
https://github.com/huggingface/datasets/issues/5244
[forum](https://discuss.huggingface.co/t/how-to-use-s3-path-with-load-dataset-with-streaming-true/25739/2) | 92 | Support cloud storage in load_dataset
Would be nice to be able to do
```python
data_files=["s3://..."] # or gs:// or any cloud storage path
storage_options = {...}
load_dataset(..., data_files=data_files, storage_options=storage_options)
```
The idea would be to use `fsspec` as in `download_and_prepare` and `save_to_disk`.
This has been requested several times already. Some users want to use their data from private cloud storage to train models
related:
https://github.com/huggingface/datasets/issues/3490
https://github.com/huggingface/datasets/issues/5244
[forum](https://discuss.huggingface.co/t/how-to-use-s3-path-with-load-dataset-with-streaming-true/25739/2)
Thank you for your guys help on this and merging in #5580. I manually pulled the changes to my local datasets package (datasets.utils.file_utils.py) since it only seemed to be this file that was changed in the PR and I'm getting the error:
InvalidSchema: No connection adapters were found for 's3://bucket/folder/'. I'm calling load_dataset using the S3 URI. When I use the S3 URL I get HTTPError: 403 Client Error.
Am I not supposed to use the S3 URI? How do I pull in the changes from this merge? I'm running datasets 2.10.1. | [
-0.2100406289100647,
0.0872044563293457,
-0.05265483632683754,
0.14210334420204163,
0.11030708253383636,
-0.05429212749004364,
0.27416685223579407,
-0.006058700382709503,
0.0784444808959961,
-0.024943619966506958,
-0.19915413856506348,
0.19848473370075226,
-0.01397672202438116,
0.8084446787834167,
0.038324952125549316,
0.24794192612171173,
0.28937211632728577,
0.16158580780029297,
-0.20216229557991028,
0.2720620632171631,
-0.22628816962242126,
0.3680877685546875,
0.010121308267116547,
-0.23142223060131073,
-0.17688043415546417,
0.20637542009353638,
-0.2781035602092743,
0.2458067238330841,
-0.25970545411109924,
-0.32335859537124634,
0.45662808418273926,
0.343519002199173,
0.30500468611717224,
0.5118489265441895,
-0.0001255733222933486,
-0.0011245682835578918,
-0.038582101464271545,
-0.09325714409351349,
-0.4214455187320709,
-0.31094110012054443,
-0.39928460121154785,
-0.074509397149086,
0.1109749972820282,
0.08626063913106918,
-0.09369121491909027,
0.15559425950050354,
-0.17786432802677155,
-0.5501487255096436,
0.22964051365852356,
0.3929706811904907,
0.030627455562353134,
0.2598015367984772,
-0.1250244677066803,
0.056900255382061005,
0.1514207422733307,
0.3563903570175171,
-0.0979505404829979,
0.22254996001720428,
0.0525459460914135,
-0.25473731756210327,
0.4001047909259796,
0.009638560004532337,
-0.1663791984319687,
-0.11704252660274506,
0.5966567993164062,
0.15570230782032013,
-0.1133156344294548,
-0.24003642797470093,
-0.12619313597679138,
-0.02696312963962555,
0.7524368762969971,
-0.15492945909500122,
-0.5377119183540344,
-0.3340742588043213,
-0.1808422952890396,
-0.27545496821403503,
0.22240778803825378,
-0.1557094007730484,
0.019342266023159027,
0.10296708345413208,
-0.31377890706062317,
-0.5711401700973511,
-0.39965003728866577,
0.1814805567264557,
0.058492206037044525,
0.03641141951084137,
-0.20387673377990723,
-0.0038994327187538147,
0.26161354780197144,
-0.02960462123155594,
0.21159441769123077,
-0.22770899534225464,
0.14112669229507446,
0.09775775671005249,
-0.2454857975244522,
-0.08925747871398926,
-0.10509059578180313,
-0.0812268778681755,
-0.049136385321617126,
0.4204601049423218,
0.2978803515434265,
-0.18077394366264343,
-0.023755334317684174,
0.22741612792015076,
0.06224047392606735,
0.11164765059947968,
0.06311043351888657,
-0.13487154245376587,
0.1160019189119339,
0.22920893132686615,
0.3126814663410187,
-0.27572101354599,
-0.008087404072284698,
-0.24785874783992767,
-0.5458473563194275,
-0.2721370458602905,
0.22776006162166595,
-0.12641559541225433,
-0.08156768232584,
-0.05932846665382385,
0.28868210315704346,
-0.15373161435127258,
0.04761352017521858,
0.07061148434877396,
0.01663396880030632,
0.24770894646644592,
0.11315399408340454,
0.22857925295829773,
-0.017321381717920303,
0.01250497717410326,
-0.014548392966389656,
0.04502495005726814,
-0.0868186503648758,
0.29160210490226746,
0.024461809545755386,
-0.20881125330924988,
0.1650252342224121,
-0.11570531874895096,
0.22870422899723053,
0.15835681557655334,
-0.23702123761177063,
0.04285037890076637,
0.023410752415657043,
0.2751500904560089,
0.05588341876864433,
-0.07541755586862564,
0.07826311886310577,
-0.18938720226287842,
-0.15391264855861664,
-0.051654838025569916,
-0.18865633010864258,
-0.5783398151397705,
-0.44289931654930115,
-0.04774181917309761,
-0.3933737874031067,
-0.20433557033538818,
-0.7792246341705322,
0.041547227650880814,
-0.031292758882045746,
-0.4551441967487335,
-0.025933749973773956,
0.22269895672798157,
-0.31438350677490234,
-0.19361284375190735,
0.45732417702674866,
0.3653073310852051,
-0.3632453382015228,
-0.1359860599040985,
-0.18972699344158173,
0.010596858337521553,
0.08669582009315491,
0.11580899357795715,
-0.00738762691617012,
-0.05719035118818283,
-0.29103896021842957,
0.18888013064861298,
0.2462552785873413,
-0.4427156150341034,
-0.2871229648590088,
0.5078268647193909,
0.03967640548944473,
-0.07437599450349808,
0.36587095260620117,
-0.07781486213207245,
0.10139543563127518,
-0.011204095557332039,
0.047041550278663635,
0.4342067837715149,
-0.02967221476137638,
-0.18979623913764954,
-0.15640339255332947,
-0.3629951477050781,
0.1400585174560547,
0.17686201632022858,
-0.06752617657184601,
0.23723876476287842,
0.3266879916191101,
-0.19994738698005676,
0.2138596773147583,
-0.0934981107711792,
0.1785091608762741,
0.1893937736749649,
0.591200053691864,
0.18934252858161926,
-0.20984746515750885,
-0.10295862704515457,
-0.5543051362037659,
0.24185261130332947,
-0.047826219350099564,
0.09759820252656937,
-0.13352631032466888,
0.01946723833680153,
-0.12810756266117096,
-0.09234156459569931,
-0.24137862026691437,
-0.1259954869747162,
-0.13141855597496033,
0.10091519355773926,
0.31499627232551575,
0.013557307422161102,
-0.3172832727432251,
0.1997014284133911,
0.07650770246982574,
0.13595406711101532,
-0.4286324679851532,
0.6998957395553589,
0.055081553757190704,
-0.17811842262744904,
0.12630081176757812,
0.090911865234375,
0.07843450456857681,
-0.10638735443353653,
-0.051043663173913956,
0.5434489846229553,
-0.08407323062419891,
0.5681124925613403,
0.14183349907398224,
0.5231390595436096,
0.28748270869255066,
0.017500776797533035,
0.06577525287866592,
-0.19561493396759033,
0.08719126135110855,
0.03535662591457367,
-0.07493690401315689,
0.3571757674217224,
-0.2057097852230072,
0.29870063066482544,
0.12627646327018738,
0.03526908904314041,
-0.010755296796560287,
0.09514425694942474,
-0.29779353737831116,
-0.014388218522071838,
-0.09627492725849152,
-0.13064061105251312,
0.12454475462436676,
0.08556127548217773,
0.03385496884584427,
-0.1317930817604065,
0.21668484807014465,
-0.019832734018564224,
-0.19275608658790588,
0.22891220450401306,
-0.08558008819818497,
-0.21142810583114624,
0.5253821015357971,
0.19032658636569977,
0.8391525149345398,
0.08326603472232819,
-0.03185438737273216,
0.1472102403640747,
0.2695498764514923,
-0.09947247058153152,
0.32736408710479736,
0.04243908077478409,
0.2979690432548523,
0.22528380155563354,
0.12137046456336975,
0.06939712911844254,
-0.16451841592788696,
-0.15035663545131683,
0.00004399102181196213,
0.063265860080719,
-0.46868157386779785,
0.08592446893453598,
-0.2144889384508133,
-0.3803969621658325,
0.027111420407891273,
-0.13864058256149292,
-0.1972106695175171,
-0.2251729816198349,
-0.2265181690454483,
0.5288755893707275,
0.196528822183609,
-0.09465110301971436,
-0.05626692622900009,
0.4119957685470581,
-0.06954208016395569,
-0.5543894171714783,
-0.35551178455352783,
0.1985914707183838,
-0.024131689220666885,
-0.022223887965083122,
0.31904610991477966,
-0.18765470385551453,
0.09282976388931274,
0.09876412898302078,
0.05540548264980316,
-0.5252679586410522,
-0.10805925726890564,
0.02076287567615509,
-0.17324233055114746,
0.14547660946846008,
0.3016367554664612,
0.17806902527809143,
0.2154838889837265,
-0.07517176121473312,
0.16590054333209991,
-0.14317525923252106,
-0.08334904909133911,
-0.08232081681489944,
-0.02871698886156082,
-0.08336208760738373,
-0.07029692083597183,
-0.2534821033477783,
-0.41599610447883606,
-0.27929553389549255,
0.4801788926124573,
-0.004866441711783409,
-0.07533390820026398,
-0.011493089608848095,
0.34414002299308777,
0.14707860350608826,
-0.05354434251785278,
-0.16787132620811462,
-0.09661579132080078,
-0.8203371167182922,
0.2922614514827728,
-0.08869975060224533,
-0.10038028657436371,
0.3039150834083557,
0.14531932771205902,
0.2915787994861603,
-0.17011915147304535,
-0.35799479484558105,
-0.273229718208313,
-0.07960878312587738,
0.29319408535957336,
-0.05648721009492874,
0.1882244050502777,
0.5316199064254761,
0.06951688230037689,
0.10984672605991364,
-0.037555448710918427,
-0.28076356649398804,
-0.008943140506744385,
0.501088559627533,
0.4172501266002655,
0.18603631854057312,
0.28636977076530457,
0.10527285933494568,
0.6378487944602966,
0.19984640181064606,
-0.050980400294065475,
0.5658493041992188,
-0.2196999192237854,
0.24179282784461975,
0.00019189715385437012,
-0.23670586943626404,
0.07100757211446762,
-0.4394579827785492,
-0.12553521990776062,
0.20075125992298126,
0.12478208541870117,
0.14958998560905457,
-0.49959057569503784,
-0.0683867484331131,
-0.16015034914016724,
-0.08937965333461761,
-0.10058639198541641,
-0.2220289707183838,
0.21645161509513855,
-0.17339330911636353,
-0.3520078659057617,
0.05858713015913963,
-0.006779499817639589,
0.06175551936030388,
0.34444326162338257,
0.33431515097618103,
0.19236578047275543,
-0.1387213170528412,
0.0678187906742096,
-0.6190567016601562,
0.30803561210632324,
-0.021726135164499283,
-0.0366460345685482,
-0.2657416760921478,
0.005245491862297058,
-0.033625394105911255,
0.05612117797136307,
0.6289317011833191,
-0.34701940417289734,
-0.3943503499031067,
-0.14058007299900055,
-0.05218126252293587,
-0.25002437829971313,
-0.1372147798538208,
0.11835627257823944,
-0.07353658974170685,
0.007468085736036301,
0.6027770638465881,
-0.039273474365472794,
-0.23835892975330353,
-0.22811466455459595,
-0.19333171844482422,
-0.06046526879072189,
-0.15517666935920715,
-0.25343623757362366,
-0.30563145875930786,
-0.5515618324279785,
-0.3539866507053375,
0.1486625075340271,
0.05956188216805458,
-0.14277847111225128,
-0.048538245260715485,
0.18203575909137726,
0.07483822107315063,
0.1984815001487732,
-0.12832942605018616,
0.09270665794610977,
0.10089726001024246,
-0.031374819576740265,
0.29834693670272827,
0.025286246091127396,
0.7502560019493103,
0.7401729226112366,
0.059036411345005035,
-0.2820470929145813,
0.10913389176130295,
0.1763981282711029,
0.7111213803291321,
0.20239898562431335,
0.002693640533834696,
0.12549258768558502,
0.21735508739948273,
0.09677034616470337,
-0.5054342150688171,
0.14381402730941772,
0.3220546245574951,
-0.05494273826479912,
0.01912572607398033,
-0.4800448417663574,
0.5305314660072327,
0.11002105474472046,
0.017228178679943085,
-0.1147659569978714,
0.3039921820163727,
-0.3335080146789551,
0.10025160759687424,
-0.05002538114786148,
0.8801524043083191,
0.006436765193939209,
0.49039405584335327,
0.4104851186275482,
-0.16933530569076538,
0.2808818817138672,
-0.3454480767250061,
-0.15831446647644043,
-0.04350465163588524,
0.03202889859676361,
-0.28770461678504944,
-0.10682203620672226,
0.48975062370300293,
-0.04592088609933853,
-0.17584840953350067,
0.3507828712463379,
0.09205040335655212,
0.10546953976154327,
0.040994495153427124,
0.24866324663162231,
-0.35778161883354187,
-0.2905419170856476,
-0.419931024312973,
0.03924379497766495,
-0.035351186990737915,
0.1716848909854889,
0.10229413211345673,
-0.28647637367248535,
-0.07715488225221634,
-0.04436616599559784,
-0.06774047762155533,
0.060308992862701416,
-0.07312408834695816,
-0.027072742581367493,
-0.05545223876833916,
-0.13565754890441895,
0.3703904151916504,
0.6154419779777527,
-0.06042194366455078,
-0.25036105513572693,
-0.28904131054878235,
-0.09551292657852173,
0.00893494114279747,
0.10483560711145401,
-0.19246625900268555,
-0.22249028086662292,
0.11912437528371811,
-0.1440378725528717,
0.056374989449977875,
0.06854788213968277,
-0.06657857447862625,
-0.5245223045349121,
0.0007680654525756836,
-0.04236689954996109,
0.19913390278816223,
-0.44792211055755615,
-0.2858089506626129,
-0.05276854336261749,
0.05610670521855354,
-0.13241873681545258,
-0.011723728850483894,
0.11933064460754395,
-0.21911057829856873,
0.08657346665859222,
-0.20570220053195953,
0.08373415470123291,
-0.1568956822156906,
0.5755628943443298,
-0.33307263255119324,
-0.009333718568086624,
0.40046578645706177,
-0.012422855943441391,
-0.017518527805805206,
0.04275590926408768,
0.11232732981443405,
0.047638338059186935,
0.08262621611356735,
-0.016254696995019913,
0.27612343430519104,
0.04317083954811096,
-0.10108792036771774,
0.3511883318424225,
0.29671406745910645,
-0.08249194175004959,
0.2112547904253006,
-0.2464447319507599,
-0.24339495599269867,
0.07925634831190109,
-0.08533410727977753,
0.36149170994758606,
0.25068914890289307,
-0.05246729776263237,
0.030521119013428688,
-0.20193158090114594,
-0.15013334155082703,
0.10896372050046921,
-0.02401922643184662,
-0.1112077534198761,
0.37563058733940125,
0.007791303098201752,
0.31237101554870605,
-0.38079261779785156,
-0.03589059039950371,
-0.06114768236875534,
-0.15725848078727722,
0.007073059678077698,
-0.0758967250585556,
0.2252107411623001,
0.40342846512794495,
-0.20809152722358704,
-0.05655563250184059,
-0.21598587930202484,
-0.21203763782978058,
-0.029138486832380295,
0.008540114387869835,
0.23076820373535156,
-0.0875418484210968,
0.06343275308609009,
-0.017928052693605423,
-0.09567359834909439,
-0.22421731054782867,
0.13972902297973633,
0.04444877430796623,
0.10133108496665955,
0.005433396901935339,
0.2947302758693695,
-0.11138772964477539,
-0.060316525399684906,
0.20033694803714752,
0.15952932834625244,
0.431790828704834,
0.052181512117385864,
0.499732106924057,
-0.402161180973053,
-0.14221838116645813,
-0.15567146241664886,
0.5332345962524414,
0.1744038462638855,
-0.14220239222049713,
0.13947129249572754,
0.24263733625411987,
0.049847692251205444,
-0.07830394059419632,
-0.26780831813812256,
-0.02685205638408661,
0.06757902354001999,
0.02668367698788643,
0.054090581834316254,
0.45278480648994446,
0.056400686502456665,
-0.18222109973430634,
0.18505102396011353,
-0.016578644514083862,
0.31337863206863403,
0.2283066213130951,
-0.06489132344722748,
-0.07326892763376236,
0.21414834260940552,
0.16947461664676666,
0.24058562517166138,
-0.036064691841602325,
0.1419806182384491,
-0.2986438572406769,
0.18085435032844543,
-0.22432243824005127,
0.24844500422477722,
0.03407014533877373,
-0.5327438116073608,
0.0013281889259815216,
-0.42479610443115234,
-0.23005837202072144,
0.16265389323234558,
-0.0322839692234993,
0.7094622850418091,
-0.21199233829975128,
-0.09146739542484283,
-0.1414596438407898,
0.3004707992076874,
0.05777584761381149,
-0.17519940435886383,
0.0035777464509010315,
-0.1832849383354187,
0.1878584921360016,
0.16891361773014069,
-0.028594646602869034,
-0.4771427512168884,
0.3068942427635193,
0.08890585601329803,
0.24285456538200378,
-0.1628098040819168,
0.09669223427772522,
0.32000303268432617,
0.059344928711652756,
-0.0285363607108593,
0.2584512531757355,
-0.011470124125480652,
-0.13482065498828888,
0.025281840935349464,
-0.011060493066906929,
0.6269038319587708,
0.11355508863925934,
0.11403219401836395,
0.036763954907655716,
0.111239492893219,
-0.019245188683271408,
0.20382176339626312,
0.04801250994205475,
0.09525442123413086,
0.04589466750621796,
0.2583254277706146,
0.07845387607812881,
-0.024490635842084885,
0.2365267127752304,
-0.40778854489326477,
0.35993653535842896,
-0.4717709422111511,
0.3132901191711426,
-0.011598389595746994,
-0.12022288888692856,
-0.052808262407779694,
0.2549729645252228,
-0.4789535403251648,
-0.1393105536699295,
0.5883110761642456,
0.038499779999256134,
0.17276138067245483,
0.07213171571493149,
-0.03394177183508873,
0.17056845128536224,
0.2976986765861511,
0.28713810443878174,
0.08659955114126205,
-0.325519859790802,
-0.06998734176158905,
-0.41747602820396423,
-0.34757739305496216,
0.33335280418395996,
0.12884165346622467,
-0.14980588853359222,
0.11406709253787994,
0.1596270352602005,
-0.028278931975364685,
0.06742887198925018,
-0.21086467802524567,
0.13612329959869385,
0.20761166512966156,
-0.08325877040624619,
0.06667070090770721,
-0.317369282245636,
0.20312106609344482,
0.06247429549694061,
0.05769193917512894,
0.0728926733136177,
0.03627141937613487,
-0.12834112346172333,
-0.18606097996234894,
0.25391870737075806,
-0.06844876706600189,
-0.20210814476013184,
0.2100466638803482,
-0.06293315440416336,
0.3614753186702728,
-0.06217363476753235,
-0.03655239939689636,
0.13086754083633423,
-0.03684977814555168,
-0.21454012393951416,
0.03742118552327156,
-0.2887957692146301,
0.33583539724349976,
-0.45814183354377747,
0.15509524941444397,
-0.5172193050384521,
0.1284348964691162,
0.15799006819725037,
-0.3739944398403168,
-0.2587345540523529,
0.03503996878862381,
-0.18909582495689392,
0.1795414239168167,
0.15774451196193695,
0.1420181691646576,
-0.12795081734657288,
0.10427877306938171,
-0.2665644586086273,
-0.1451343148946762,
0.5035035610198975,
-0.3311360478401184,
-0.10525168478488922,
0.1804826557636261,
0.07272885739803314,
0.11662016808986664,
0.0162966325879097,
-0.5355348587036133,
-0.10115906596183777,
0.2244146764278412,
-0.08327799290418625,
0.010662514716386795,
0.3225961923599243,
-0.07981394231319427,
0.006403520703315735,
-0.1437418907880783,
0.36850041151046753,
0.06475020945072174,
-0.023241877555847168,
-0.005416691303253174,
-0.3960273861885071
] |
https://github.com/huggingface/datasets/issues/5281 | Support cloud storage in load_dataset | The current implementation depends on gcsfs/s3fs being able to authenticate through some other means e.g., environmental variables. For AWS, it looks like you can set `AWS_ACCESS_KEY_ID`, `AWS_SECRET_ACCESS_KEY`, and `AWS_SESSION_TOKEN`
Note that while testing this just now, I did note a discrepancy between gcsfs and s3fs that we might want to address where gcsfs passes the timeout from `storage_options` [here](https://github.com/huggingface/datasets/blob/3e6269979fc80ae8939294d26298897f0db5b84d/src/datasets/utils/file_utils.py#L333) down into the `aiohttp.ClientSession.request`, but s3fs does not handle this (tries to pass to the `aiobotocore.session.AioSession` constructor raising `TypeError: __init__() got an unexpected keyword argument 'requests_timeout'`).
It seems like some work trying to unify kwargs across different fsspec implementations, so if the plan is to pass down `storage_options`, I wonder if we should just let users control the timeout (and other kwargs) using that and if not specified, use the default? | Would be nice to be able to do
```python
data_files=["s3://..."] # or gs:// or any cloud storage path
storage_options = {...}
load_dataset(..., data_files=data_files, storage_options=storage_options)
```
The idea would be to use `fsspec` as in `download_and_prepare` and `save_to_disk`.
This has been requested several times already. Some users want to use their data from private cloud storage to train models
related:
https://github.com/huggingface/datasets/issues/3490
https://github.com/huggingface/datasets/issues/5244
[forum](https://discuss.huggingface.co/t/how-to-use-s3-path-with-load-dataset-with-streaming-true/25739/2) | 130 | Support cloud storage in load_dataset
Would be nice to be able to do
```python
data_files=["s3://..."] # or gs:// or any cloud storage path
storage_options = {...}
load_dataset(..., data_files=data_files, storage_options=storage_options)
```
The idea would be to use `fsspec` as in `download_and_prepare` and `save_to_disk`.
This has been requested several times already. Some users want to use their data from private cloud storage to train models
related:
https://github.com/huggingface/datasets/issues/3490
https://github.com/huggingface/datasets/issues/5244
[forum](https://discuss.huggingface.co/t/how-to-use-s3-path-with-load-dataset-with-streaming-true/25739/2)
The current implementation depends on gcsfs/s3fs being able to authenticate through some other means e.g., environmental variables. For AWS, it looks like you can set `AWS_ACCESS_KEY_ID`, `AWS_SECRET_ACCESS_KEY`, and `AWS_SESSION_TOKEN`
Note that while testing this just now, I did note a discrepancy between gcsfs and s3fs that we might want to address where gcsfs passes the timeout from `storage_options` [here](https://github.com/huggingface/datasets/blob/3e6269979fc80ae8939294d26298897f0db5b84d/src/datasets/utils/file_utils.py#L333) down into the `aiohttp.ClientSession.request`, but s3fs does not handle this (tries to pass to the `aiobotocore.session.AioSession` constructor raising `TypeError: __init__() got an unexpected keyword argument 'requests_timeout'`).
It seems like some work trying to unify kwargs across different fsspec implementations, so if the plan is to pass down `storage_options`, I wonder if we should just let users control the timeout (and other kwargs) using that and if not specified, use the default? | [
-0.22709102928638458,
0.1061171293258667,
-0.09425002336502075,
0.04079984873533249,
0.20343028008937836,
-0.008658364415168762,
0.43176454305648804,
-0.10082876682281494,
0.18912360072135925,
0.0013835504651069641,
-0.11103865504264832,
0.2538585066795349,
-0.08419501781463623,
0.7252950072288513,
0.1042880117893219,
0.17003649473190308,
0.31349796056747437,
0.04324309900403023,
-0.04034390300512314,
0.3305721879005432,
-0.16124753654003143,
0.2499798983335495,
-0.008935697376728058,
-0.2505307197570801,
-0.08037405461072922,
-0.04884575307369232,
-0.38837599754333496,
-0.00798332691192627,
-0.13942989706993103,
-0.41176819801330566,
0.3005112409591675,
0.23175187408924103,
0.20730814337730408,
0.3046940565109253,
-0.00011907875159522519,
0.012768186628818512,
-0.04895688593387604,
-0.13449274003505707,
-0.5318182110786438,
-0.31449347734451294,
-0.35946419835090637,
0.12361232936382294,
0.11063703149557114,
-0.05163212865591049,
-0.16381186246871948,
0.2329181730747223,
0.017879005521535873,
-0.6556036472320557,
0.4095977544784546,
0.3255086839199066,
0.06689464300870895,
0.4178707003593445,
-0.24981965124607086,
0.036759600043296814,
0.03317609801888466,
0.23451068997383118,
-0.3241601288318634,
0.10830554366111755,
0.14021991193294525,
-0.21306218206882477,
0.1697838008403778,
-0.012254182249307632,
-0.20056867599487305,
0.0029790569096803665,
0.5246804356575012,
0.219579815864563,
-0.12626060843467712,
-0.22441217303276062,
-0.28886112570762634,
0.03379131108522415,
0.6981642246246338,
-0.19417089223861694,
-0.7518042325973511,
-0.5079222321510315,
-0.06260453909635544,
-0.21572843194007874,
0.09329589456319809,
0.1529458612203598,
-0.09870316088199615,
0.12892811000347137,
-0.23312613368034363,
-0.1477961540222168,
-0.3736366033554077,
0.2439430058002472,
0.12701497972011566,
0.21974347531795502,
-0.2374539077281952,
0.007651850581169128,
0.257515013217926,
-0.10664120316505432,
0.10756935924291611,
-0.3277416527271271,
0.09135288000106812,
0.21303297579288483,
-0.3756284713745117,
-0.14204442501068115,
-0.07348606735467911,
0.009159363806247711,
0.11874493211507797,
0.4555434584617615,
0.29647210240364075,
-0.15561097860336304,
0.07659843564033508,
0.3009009063243866,
0.02486269176006317,
0.18202191591262817,
0.045137617737054825,
-0.0447114035487175,
-0.003272946923971176,
0.023867053911089897,
0.22603347897529602,
-0.3258398771286011,
-0.06608861684799194,
-0.2014707326889038,
-0.4260399639606476,
-0.24875065684318542,
-0.005552772432565689,
0.05216575786471367,
0.0384197011590004,
-0.12523044645786285,
0.47944337129592896,
0.07262624055147171,
0.08170611411333084,
0.12155807018280029,
0.12728732824325562,
0.18144887685775757,
0.00429670512676239,
0.30440109968185425,
0.0038948189467191696,
0.00895517598837614,
-0.09397727996110916,
-0.007591027766466141,
-0.11995705962181091,
0.38392263650894165,
0.046257663518190384,
-0.1073867529630661,
0.24530872702598572,
-0.12217919528484344,
0.17570088803768158,
0.09292729198932648,
-0.00666098203510046,
0.038168251514434814,
0.04827021434903145,
0.21614907681941986,
-0.0801481157541275,
-0.08091893792152405,
-0.06840512156486511,
0.036883704364299774,
-0.30788496136665344,
-0.12828707695007324,
-0.1678716540336609,
-0.4162936210632324,
-0.15164344012737274,
0.032896339893341064,
-0.4319607615470886,
-0.28717970848083496,
-0.867477297782898,
0.1636425405740738,
0.016557171940803528,
-0.3273119330406189,
0.17183378338813782,
0.19133727252483368,
-0.30637866258621216,
-0.2061021625995636,
0.25753724575042725,
0.35164928436279297,
0.0793074369430542,
-0.145306795835495,
-0.19562120735645294,
0.06054520606994629,
0.0034401416778564453,
-0.02506691962480545,
-0.04230483993887901,
-0.1797674298286438,
-0.226030632853508,
0.5617459416389465,
0.22785572707653046,
-0.4694817364215851,
-0.24411806464195251,
0.5736086964607239,
0.21182112395763397,
-0.04407845437526703,
0.34013786911964417,
0.011041956022381783,
-0.003959977068006992,
0.00441482849419117,
-0.12293995916843414,
0.604343056678772,
-0.019360097125172615,
0.04934453219175339,
-0.09083818644285202,
-0.5487238764762878,
0.0880175530910492,
0.3469028174877167,
-0.05537867173552513,
-0.037339188158512115,
0.17648911476135254,
-0.12336092442274094,
0.22733113169670105,
-0.18800507485866547,
-0.01996222510933876,
0.020668523386120796,
0.44745925068855286,
-0.034484028816223145,
-0.36294135451316833,
-0.036675889045000076,
-0.6318309903144836,
0.369779109954834,
0.003822270780801773,
0.03934965655207634,
-0.1818622201681137,
-0.20567893981933594,
0.19269004464149475,
0.005193313583731651,
-0.18394823372364044,
-0.12481705844402313,
-0.07164859771728516,
0.0022502392530441284,
0.3632022440433502,
0.13496051728725433,
-0.2931714653968811,
0.07363168895244598,
0.18177223205566406,
0.08018101751804352,
-0.3043784201145172,
0.3973742723464966,
0.11203383654356003,
-0.09151449054479599,
0.17185431718826294,
0.021551042795181274,
0.07649088650941849,
-0.1113768219947815,
0.04698232188820839,
0.4469888210296631,
0.10741093009710312,
0.6243824362754822,
-0.11153236776590347,
0.7647047638893127,
0.17860053479671478,
0.3149643540382385,
0.02057109959423542,
-0.17166848480701447,
0.08549917489290237,
-0.0012634769082069397,
-0.14354470372200012,
0.5931358933448792,
-0.08130846917629242,
0.22959184646606445,
0.10033096373081207,
-0.04532725363969803,
-0.04311853647232056,
-0.0656365305185318,
-0.15621665120124817,
0.01608288288116455,
-0.15310825407505035,
-0.26651912927627563,
0.3110171854496002,
0.0018898788839578629,
0.04216960817575455,
0.007727675139904022,
0.1659381240606308,
-0.030474843457341194,
0.06244097650051117,
-0.013655263930559158,
0.045647695660591125,
-0.289420485496521,
0.5243503451347351,
-0.00024823471903800964,
0.7393149733543396,
0.10303986072540283,
-0.01580243930220604,
-0.056782230734825134,
0.18083932995796204,
-0.2263968288898468,
0.35307577252388,
0.00872495025396347,
0.19617675244808197,
0.1731850951910019,
0.20283618569374084,
-0.048221658915281296,
-0.04819115623831749,
-0.2393019050359726,
0.15949536859989166,
-0.04688004404306412,
-0.33340075612068176,
0.30213606357574463,
-0.07907498627901077,
-0.26688259840011597,
0.2367001622915268,
0.08594067394733429,
-0.07825562357902527,
-0.2136070728302002,
-0.06536389887332916,
0.5025061368942261,
-0.03204458951950073,
-0.15281282365322113,
-0.39940717816352844,
0.4934808611869812,
-0.13002468645572662,
-0.5622463226318359,
-0.36738699674606323,
0.05099526420235634,
0.13138295710086823,
0.03886856511235237,
0.4224519431591034,
-0.3226712942123413,
0.20148782432079315,
0.31534844636917114,
-0.11091887950897217,
-0.3074356019496918,
-0.0835472047328949,
0.10778720676898956,
-0.15537770092487335,
0.32631558179855347,
0.08834019303321838,
-0.041819483041763306,
0.128950297832489,
-0.096405029296875,
0.09001567959785461,
-0.17286734282970428,
0.017131498083472252,
-0.09951361268758774,
0.058364562690258026,
-0.15405023097991943,
-0.19215244054794312,
0.07432042807340622,
-0.45910170674324036,
-0.15346933901309967,
0.42359745502471924,
-0.1743078976869583,
0.01670171320438385,
0.14663678407669067,
0.3204858601093292,
0.08827732503414154,
-0.018712513148784637,
-0.25688648223876953,
-0.10943666100502014,
-0.7710774540901184,
0.35742950439453125,
-0.19222389161586761,
-0.04199366644024849,
0.016720179468393326,
0.07799887657165527,
0.276212602853775,
-0.11203610152006149,
-0.404308557510376,
-0.44649428129196167,
-0.14482945203781128,
0.3116960823535919,
-0.029273875057697296,
-0.10617396235466003,
0.3660156726837158,
-0.19170789420604706,
0.0704820528626442,
-0.07975031435489655,
-0.013235368765890598,
0.0510605089366436,
0.4328540563583374,
0.07815144956111908,
0.13482064008712769,
-0.1063576266169548,
0.18025602400302887,
0.5867135524749756,
0.13519495725631714,
-0.14847078919410706,
0.3985748887062073,
-0.1477552354335785,
0.040757570415735245,
-0.0491204634308815,
-0.07193756848573685,
0.1750476062297821,
-0.29777851700782776,
-0.1306738704442978,
0.2601957321166992,
0.08477424085140228,
0.0036575011909008026,
-0.3202170133590698,
-0.16662833094596863,
-0.1611804962158203,
-0.2281944304704666,
0.09618695080280304,
-0.11857612431049347,
0.34209442138671875,
-0.16633497178554535,
-0.05301451310515404,
0.0464770682156086,
-0.09404026716947556,
-0.06097016856074333,
0.24188831448554993,
0.386947900056839,
0.09128415584564209,
0.11865006387233734,
0.07113989442586899,
-0.6001178622245789,
0.346417635679245,
-0.03014005348086357,
-0.10456634312868118,
-0.11652489006519318,
0.0760398730635643,
0.08865703642368317,
-0.15961727499961853,
0.43772292137145996,
-0.29167357087135315,
-0.10393674671649933,
-0.08322915434837341,
-0.12698131799697876,
-0.16091598570346832,
-0.09096576273441315,
0.1539696902036667,
-0.32372429966926575,
-0.20207232236862183,
0.5051877498626709,
-0.17201387882232666,
-0.26286765933036804,
-0.5119105577468872,
-0.254825234413147,
-0.011087119579315186,
-0.12991060316562653,
-0.03788818418979645,
-0.1037798672914505,
-0.31503087282180786,
-0.14690133929252625,
0.16006061434745789,
-0.017695439979434013,
-0.19400891661643982,
0.0801202803850174,
-0.1304209977388382,
0.2699650228023529,
0.23189066350460052,
0.018305685371160507,
0.09147487580776215,
-0.008762694895267487,
0.06092982366681099,
0.1658230721950531,
-0.12891662120819092,
0.5333403944969177,
0.7495154142379761,
0.08045540750026703,
-0.02784477174282074,
0.10648210346698761,
0.1253821700811386,
0.39204078912734985,
0.3104817271232605,
-0.07725690305233002,
0.23407882452011108,
0.08618423342704773,
0.07716134190559387,
-0.5584660768508911,
0.12158435583114624,
0.15303200483322144,
-0.05048886314034462,
0.05891107767820358,
-0.4456574022769928,
0.559605598449707,
0.010946396738290787,
-0.1460077166557312,
-0.20939305424690247,
0.2784298360347748,
-0.4539889097213745,
0.4560049772262573,
0.11289401352405548,
0.7636100053787231,
0.11249013990163803,
0.6482492089271545,
0.3700825870037079,
0.0950663834810257,
0.2572433054447174,
-0.28537970781326294,
0.05110882595181465,
-0.11476476490497589,
0.10075422376394272,
-0.22916875779628754,
-0.061518292874097824,
0.3766365349292755,
0.24860483407974243,
-0.20191197097301483,
0.1309259533882141,
0.14122536778450012,
0.0479218028485775,
-0.06606612354516983,
0.4623951315879822,
-0.4959370493888855,
-0.34138455986976624,
-0.4449511468410492,
0.16229723393917084,
-0.026483140885829926,
0.002164531499147415,
0.13710278272628784,
-0.34861570596694946,
0.0891440212726593,
0.018162645399570465,
-0.19037681818008423,
0.20790523290634155,
-0.2554478049278259,
0.11670679599046707,
-0.1445067673921585,
-0.06040092557668686,
0.5126680135726929,
0.41202205419540405,
-0.01514570415019989,
-0.1955752968788147,
-0.33627450466156006,
0.05356157198548317,
-0.016906119883060455,
0.04268990457057953,
-0.2697676420211792,
-0.32075539231300354,
0.28820425271987915,
-0.04230843111872673,
0.15989315509796143,
-0.008463136851787567,
0.034400712698698044,
-0.4409064054489136,
-0.07889939844608307,
-0.10777300596237183,
0.09223148226737976,
-0.337189644575119,
-0.2218417525291443,
0.055755846202373505,
-0.035034507513046265,
-0.0828874409198761,
0.0293772891163826,
0.045058898627758026,
-0.0372525230050087,
0.16616332530975342,
-0.25305354595184326,
0.05902548134326935,
-0.07123264670372009,
0.4084014892578125,
-0.39234769344329834,
0.02963908761739731,
0.4157262146472931,
-0.1027769073843956,
-0.059116993099451065,
-0.16502375900745392,
0.15220394730567932,
-0.05243804678320885,
0.07548319548368454,
0.16546161472797394,
0.2839698791503906,
0.012270823121070862,
-0.05304456874728203,
0.43907126784324646,
0.2429211139678955,
-0.1655328869819641,
0.2538211941719055,
-0.17941804230213165,
-0.01333693228662014,
0.03257361799478531,
-0.03598066046833992,
0.4335592985153198,
0.11233571916818619,
-0.096071258187294,
-0.17607304453849792,
-0.08579735457897186,
-0.20158284902572632,
0.02723798155784607,
0.02554057352244854,
-0.09445110708475113,
0.2764594852924347,
0.020939989015460014,
0.43401873111724854,
-0.2904908061027527,
0.02707606740295887,
0.05857201665639877,
-0.21448944509029388,
-0.09638093411922455,
-0.2824365794658661,
0.20912593603134155,
0.43472373485565186,
-0.11643729358911514,
-0.0066489409655332565,
-0.2615799009799957,
-0.22412045300006866,
-0.18231070041656494,
0.1923600733280182,
0.3882444202899933,
-0.14424601197242737,
0.05597400292754173,
-0.0963992327451706,
0.20145225524902344,
-0.1754765510559082,
0.009184632450342178,
-0.03757304698228836,
0.04885776713490486,
0.11253348737955093,
0.18288442492485046,
-0.12245549261569977,
0.02299824357032776,
0.4047919809818268,
0.22615572810173035,
0.31046050786972046,
0.08213423937559128,
0.5121446251869202,
-0.21154190599918365,
-0.1734640896320343,
-0.14478491246700287,
0.24368831515312195,
-0.04468752443790436,
-0.13885965943336487,
0.188656747341156,
0.2645344138145447,
0.14108289778232574,
-0.0132296122610569,
-0.21515393257141113,
-0.29106733202934265,
0.10585186630487442,
0.158076211810112,
0.1335250735282898,
0.4959426820278168,
0.1292153149843216,
-0.2607155442237854,
-0.0553758405148983,
0.1967945694923401,
0.49085402488708496,
0.07680419087409973,
-0.14790745079517365,
-0.015734080225229263,
0.09709528088569641,
0.18709993362426758,
0.02156452275812626,
0.10118463635444641,
-0.06247032433748245,
-0.5223426818847656,
0.13324984908103943,
-0.2677631080150604,
0.1517893224954605,
0.11027845740318298,
-0.32330983877182007,
-0.10787366330623627,
-0.40656185150146484,
-0.11350210011005402,
0.39869967103004456,
-0.1616538017988205,
0.5302276611328125,
-0.2609313726425171,
-0.08739665895700455,
-0.15010079741477966,
0.2796201705932617,
0.06755311787128448,
-0.28040748834609985,
-0.06325219571590424,
-0.08382212370634079,
0.06351429224014282,
0.14611926674842834,
-0.06184323504567146,
-0.6092725396156311,
0.37781819701194763,
0.2671269178390503,
0.4495775103569031,
0.0025361469015479088,
0.1441590040922165,
0.4324066638946533,
0.3429412543773651,
-0.17647559940814972,
0.2632145285606384,
0.016715705394744873,
-0.1698087751865387,
0.004166990518569946,
-0.057240307331085205,
0.5471687316894531,
-0.03529515117406845,
-0.005053987726569176,
0.06070169806480408,
-0.031157974153757095,
0.10080769658088684,
0.09090811759233475,
0.07110293209552765,
0.13180571794509888,
0.10077452659606934,
0.3930213451385498,
0.056251123547554016,
-0.0075812567956745625,
0.0556914247572422,
-0.26697465777397156,
0.22672417759895325,
-0.37341082096099854,
0.38919949531555176,
0.07373221963644028,
-0.03397780656814575,
0.01915271207690239,
0.4088907241821289,
-0.43561726808547974,
-0.13033322989940643,
0.36192476749420166,
0.02882462367415428,
0.22003385424613953,
0.08618027716875076,
0.003345200791954994,
0.08676110208034515,
0.39723750948905945,
0.0566084161400795,
0.18311887979507446,
-0.4201815724372864,
0.10785090923309326,
-0.25145643949508667,
-0.39838656783103943,
0.22856569290161133,
-0.0786023959517479,
-0.3120937943458557,
0.1278534233570099,
0.2710825800895691,
0.009297637268900871,
-0.11352686583995819,
-0.0696725994348526,
0.05207283794879913,
0.3879656493663788,
-0.12565408647060394,
0.1882832646369934,
-0.45474565029144287,
0.09428591281175613,
0.10187867283821106,
-0.09708695858716965,
-0.1381063014268875,
-0.05296935513615608,
-0.12270265072584152,
-0.0826263353228569,
0.309796005487442,
-0.012263985350728035,
-0.2502845227718353,
0.42074236273765564,
-0.10003677755594254,
0.3341901898384094,
-0.07713878154754639,
0.054370492696762085,
-0.03160019591450691,
0.04354192316532135,
-0.20090575516223907,
-0.21262407302856445,
-0.2117055058479309,
0.3529713749885559,
-0.37047556042671204,
0.13553673028945923,
-0.38036981225013733,
0.001254854490980506,
0.06455831974744797,
-0.5880966782569885,
-0.04155147448182106,
0.0889081284403801,
-0.3208843767642975,
0.21170425415039062,
0.07792317122220993,
0.2911699414253235,
-0.23597142100334167,
-0.06687633693218231,
-0.08759094774723053,
-0.23227982223033905,
0.39074844121932983,
-0.47795766592025757,
-0.08152194321155548,
0.15130124986171722,
0.08075317740440369,
0.25297755002975464,
0.21470196545124054,
-0.5459316968917847,
0.00906374305486679,
0.12452644854784012,
-0.014613393694162369,
0.10434170067310333,
0.3152901828289032,
0.06832146644592285,
-0.07758792489767075,
-0.2543654143810272,
0.2705078721046448,
0.11463550478219986,
-0.07378482818603516,
-0.1910112202167511,
-0.5009140968322754
] |
https://github.com/huggingface/datasets/issues/5281 | Support cloud storage in load_dataset | > Note that while testing this just now, I did note a discrepancy between gcsfs and s3fs that we might want to address where gcsfs passes the timeout from storage_options [here](https://github.com/huggingface/datasets/blob/3e6269979fc80ae8939294d26298897f0db5b84d/src/datasets/utils/file_utils.py#L333) down into the aiohttp.ClientSession.request, but s3fs does not handle this (tries to pass to the aiobotocore.session.AioSession constructor raising TypeError: __init__() got an unexpected keyword argument 'requests_timeout').
> It seems like some work trying to unify kwargs across different fsspec implementations, so if the plan is to pass down storage_options, I wonder if we should just let users control the timeout (and other kwargs) and if not specified, use the default?
@lhoestq here's a small PR for this: https://github.com/huggingface/datasets/pull/5673
| Would be nice to be able to do
```python
data_files=["s3://..."] # or gs:// or any cloud storage path
storage_options = {...}
load_dataset(..., data_files=data_files, storage_options=storage_options)
```
The idea would be to use `fsspec` as in `download_and_prepare` and `save_to_disk`.
This has been requested several times already. Some users want to use their data from private cloud storage to train models
related:
https://github.com/huggingface/datasets/issues/3490
https://github.com/huggingface/datasets/issues/5244
[forum](https://discuss.huggingface.co/t/how-to-use-s3-path-with-load-dataset-with-streaming-true/25739/2) | 109 | Support cloud storage in load_dataset
Would be nice to be able to do
```python
data_files=["s3://..."] # or gs:// or any cloud storage path
storage_options = {...}
load_dataset(..., data_files=data_files, storage_options=storage_options)
```
The idea would be to use `fsspec` as in `download_and_prepare` and `save_to_disk`.
This has been requested several times already. Some users want to use their data from private cloud storage to train models
related:
https://github.com/huggingface/datasets/issues/3490
https://github.com/huggingface/datasets/issues/5244
[forum](https://discuss.huggingface.co/t/how-to-use-s3-path-with-load-dataset-with-streaming-true/25739/2)
> Note that while testing this just now, I did note a discrepancy between gcsfs and s3fs that we might want to address where gcsfs passes the timeout from storage_options [here](https://github.com/huggingface/datasets/blob/3e6269979fc80ae8939294d26298897f0db5b84d/src/datasets/utils/file_utils.py#L333) down into the aiohttp.ClientSession.request, but s3fs does not handle this (tries to pass to the aiobotocore.session.AioSession constructor raising TypeError: __init__() got an unexpected keyword argument 'requests_timeout').
> It seems like some work trying to unify kwargs across different fsspec implementations, so if the plan is to pass down storage_options, I wonder if we should just let users control the timeout (and other kwargs) and if not specified, use the default?
@lhoestq here's a small PR for this: https://github.com/huggingface/datasets/pull/5673
| [
-0.11338302493095398,
-0.004142701625823975,
-0.12318012118339539,
-0.020559631288051605,
0.18401814997196198,
-0.1016637459397316,
0.46522918343544006,
-0.13734637200832367,
0.13873884081840515,
0.11933711916208267,
0.0024719564244151115,
0.19910310208797455,
-0.03207060694694519,
0.7176476120948792,
0.01762526109814644,
0.1891675740480423,
0.22916319966316223,
0.10448624938726425,
0.05931706354022026,
0.33437561988830566,
-0.31859639286994934,
0.21035701036453247,
0.009063169360160828,
-0.17356808483600616,
-0.04626412317156792,
0.0904415100812912,
-0.28691577911376953,
-0.05969911068677902,
-0.2412690669298172,
-0.41974562406539917,
0.39953672885894775,
0.22021721303462982,
0.1603260338306427,
0.1305903196334839,
-0.0001250396599061787,
0.012427359819412231,
-0.05056273192167282,
-0.15794609487056732,
-0.4867466986179352,
-0.24447263777256012,
-0.3570525348186493,
0.1784248650074005,
0.06233936548233032,
-0.08528420329093933,
-0.0834788829088211,
0.38335058093070984,
0.03496195375919342,
-0.7138528227806091,
0.2807805836200714,
0.3473922908306122,
0.041533853858709335,
0.3635707497596741,
-0.4070964455604553,
0.0666804388165474,
0.06794910132884979,
0.3344518542289734,
-0.30984625220298767,
0.1825035959482193,
0.21769437193870544,
-0.25986719131469727,
0.10471878945827484,
-0.004225589334964752,
-0.19078858196735382,
-0.024953264743089676,
0.4837595522403717,
0.23204311728477478,
0.05045704543590546,
-0.20643457770347595,
-0.2904495298862457,
0.059173569083213806,
0.7939123511314392,
-0.1311865746974945,
-0.675687849521637,
-0.6605844497680664,
-0.02454085275530815,
-0.18282514810562134,
0.05813802778720856,
0.12310940772294998,
-0.25480249524116516,
0.1857631653547287,
-0.11994738131761551,
-0.1846853792667389,
-0.35791292786598206,
0.2387963980436325,
0.1406802088022232,
0.27047455310821533,
-0.23337164521217346,
0.07109524309635162,
0.2823411524295807,
-0.014485757797956467,
0.12267552316188812,
-0.37690985202789307,
0.08832071721553802,
0.07071933895349503,
-0.29284483194351196,
-0.14711274206638336,
-0.04869909584522247,
-0.02191125601530075,
0.1503947675228119,
0.4022039771080017,
0.3526041805744171,
-0.21213814616203308,
0.09029865264892578,
0.25539103150367737,
0.15592479705810547,
0.19038717448711395,
0.10365750640630722,
-0.1421242356300354,
-0.07650880515575409,
0.05067858472466469,
0.30490127205848694,
-0.2798979878425598,
0.10834848880767822,
-0.1709519326686859,
-0.4204932153224945,
-0.3363122045993805,
0.03457491844892502,
-0.030612561851739883,
-0.06420397758483887,
-0.15925168991088867,
0.4167628288269043,
0.052777159959077835,
0.1707783341407776,
0.07891552895307541,
0.004982100799679756,
0.39657163619995117,
0.04273109883069992,
0.19476529955863953,
-0.09815660119056702,
-0.07330630719661713,
-0.07960039377212524,
-0.033767834305763245,
-0.15637058019638062,
0.36816030740737915,
-0.047768525779247284,
-0.07477295398712158,
0.28059476613998413,
-0.186987966299057,
0.4281005263328552,
0.1106209009885788,
0.038847751915454865,
0.03705699369311333,
-0.029860198497772217,
0.18046699464321136,
-0.3079540431499481,
0.033656045794487,
-0.04902863875031471,
0.024194665253162384,
-0.4112938940525055,
0.01050250232219696,
-0.22952133417129517,
-0.5611789226531982,
-0.05851294845342636,
0.02001069486141205,
-0.30768704414367676,
-0.24968263506889343,
-0.9722465872764587,
0.10396863520145416,
0.06871228665113449,
-0.3423175513744354,
0.23250964283943176,
0.22551855444908142,
-0.3034767508506775,
-0.28142428398132324,
0.24914708733558655,
0.44305068254470825,
0.02987201139330864,
-0.2012231945991516,
-0.31997933983802795,
0.09915363788604736,
0.07412776350975037,
0.025549521669745445,
-0.18823443353176117,
-0.15788161754608154,
-0.2613040804862976,
0.4027171730995178,
0.24130037426948547,
-0.4550192356109619,
-0.26661771535873413,
0.5321323871612549,
0.1711438000202179,
-0.0403737835586071,
0.38671451807022095,
0.0632399171590805,
-0.004946484230458736,
-0.07197187095880508,
-0.08272223174571991,
0.4932832717895508,
-0.14030183851718903,
0.016542917117476463,
-0.15965808928012848,
-0.581719160079956,
0.03360713645815849,
0.345946341753006,
-0.05347094312310219,
0.1584179699420929,
-0.017459742724895477,
-0.0898282378911972,
0.2329220175743103,
0.018424008041620255,
-0.005986514501273632,
0.03265036270022392,
0.5041483044624329,
0.03995814174413681,
-0.2906248867511749,
0.03761478513479233,
-0.6456452012062073,
0.34864628314971924,
0.01161302998661995,
-0.02680782973766327,
-0.06656169891357422,
-0.21988417208194733,
0.03494824469089508,
0.0022964756935834885,
-0.04003617540001869,
0.04036317393183708,
-0.12049904465675354,
-0.018336862325668335,
0.2702372968196869,
0.17871254682540894,
-0.2912176847457886,
0.11830386519432068,
0.0857304111123085,
0.11605406552553177,
-0.3164070248603821,
0.49286341667175293,
0.13828495144844055,
-0.05035988986492157,
0.0856112390756607,
-0.027775458991527557,
0.06370855122804642,
-0.038789547979831696,
0.07142146676778793,
0.45866653323173523,
0.04938774183392525,
0.5542813539505005,
-0.24201184511184692,
0.7262057662010193,
0.2798585891723633,
0.3239023983478546,
0.12092539668083191,
-0.10464295744895935,
0.060587577521800995,
-0.07734601199626923,
-0.16795337200164795,
0.5944371819496155,
-0.0493585504591465,
0.25687798857688904,
0.0978885143995285,
-0.04263719171285629,
-0.2091032862663269,
-0.010107021778821945,
-0.2190505415201187,
-0.08573751896619797,
-0.16972924768924713,
-0.2630080282688141,
0.37955084443092346,
0.12550319731235504,
-0.02478606626391411,
0.04424695298075676,
0.2845747470855713,
-0.015062655322253704,
-0.11382941156625748,
0.03646540641784668,
0.21805575489997864,
-0.26991379261016846,
0.6133708357810974,
-0.07296518981456757,
0.8490030169487,
0.10900435596704483,
-0.05976630374789238,
-0.15839584171772003,
0.23116178810596466,
-0.23880910873413086,
0.28698286414146423,
0.01674014702439308,
0.24232760071754456,
0.09005580842494965,
0.13401789963245392,
-0.08840583264827728,
-0.03707505762577057,
-0.28768378496170044,
0.09923563152551651,
-0.06630223244428635,
-0.25455787777900696,
0.2041277289390564,
-0.04577687382698059,
-0.3213418424129486,
0.24208350479602814,
0.0324186347424984,
-0.11420281231403351,
-0.3265332877635956,
-0.10068340599536896,
0.45495063066482544,
-0.06578691303730011,
-0.17348414659500122,
-0.41231271624565125,
0.5829625129699707,
-0.18574099242687225,
-0.5496339201927185,
-0.4348287582397461,
0.1569637954235077,
0.10127267241477966,
-0.04321000725030899,
0.23609186708927155,
-0.309347003698349,
0.14238758385181427,
0.381584495306015,
-0.21002082526683807,
-0.17344191670417786,
-0.027309004217386246,
0.12455927580595016,
-0.19732949137687683,
0.29956361651420593,
0.14179034531116486,
0.07189009338617325,
0.16576538980007172,
-0.05149843543767929,
0.1061205342411995,
-0.0292750746011734,
0.1181684285402298,
-0.19757099449634552,
0.1600220799446106,
0.003934667445719242,
-0.19605287909507751,
0.03995981439948082,
-0.5329228639602661,
-0.17216160893440247,
0.4010375142097473,
-0.2126881331205368,
-0.031246155500411987,
0.10463399440050125,
0.32762670516967773,
0.015783291310071945,
0.0617157407104969,
-0.2330356389284134,
-0.011517376638948917,
-0.8280941843986511,
0.34273049235343933,
-0.11092215776443481,
0.11686889827251434,
-0.1266401708126068,
0.1654983013868332,
0.1996915638446808,
-0.1716584861278534,
-0.41895925998687744,
-0.4713573455810547,
-0.2214285284280777,
0.4014394283294678,
-0.15623228251934052,
-0.17466089129447937,
0.3994946777820587,
-0.16125665605068207,
0.09669749438762665,
-0.032601915299892426,
-0.020679451525211334,
0.14534279704093933,
0.4289023280143738,
0.09137450158596039,
0.2174331545829773,
-0.007785823196172714,
0.21081185340881348,
0.5780402421951294,
0.14192697405815125,
-0.02118157222867012,
0.42809173464775085,
-0.16157092154026031,
-0.01348603144288063,
-0.11365630477666855,
0.00957200676202774,
0.17081318795681,
-0.16839918494224548,
-0.12391859292984009,
0.18575163185596466,
0.11718495190143585,
0.021630991250276566,
-0.2783380150794983,
-0.12810954451560974,
-0.06214243173599243,
-0.24170222878456116,
0.09821131080389023,
-0.06364089995622635,
0.3551856279373169,
-0.17012843489646912,
-0.07443808019161224,
-0.023220933973789215,
-0.1464526355266571,
-0.04739972949028015,
0.19682180881500244,
0.34770435094833374,
0.05582159012556076,
0.12266726791858673,
0.11793608963489532,
-0.5509354472160339,
0.192184180021286,
-0.008777291513979435,
-0.14697504043579102,
-0.10894913971424103,
0.10763479024171829,
0.12932221591472626,
-0.14436791837215424,
0.5066961646080017,
-0.16249749064445496,
-0.09152066707611084,
-0.15047939121723175,
-0.057211630046367645,
-0.1319808065891266,
-0.09161319583654404,
0.22652989625930786,
-0.21026736497879028,
-0.08446274697780609,
0.467388391494751,
-0.2083338499069214,
-0.4680309593677521,
-0.45445358753204346,
-0.24622897803783417,
-0.021891430020332336,
-0.11109111458063126,
-0.028001775965094566,
-0.01849246770143509,
-0.1622566133737564,
-0.11473044008016586,
0.21891407668590546,
0.02580871991813183,
-0.25143787264823914,
0.03782981261610985,
0.015255585312843323,
0.24441805481910706,
0.1462046056985855,
-0.06183622404932976,
0.06166253611445427,
-0.1088976189494133,
0.08193722367286682,
0.07798781245946884,
-0.09528499841690063,
0.6328032612800598,
0.7134712338447571,
0.0689702108502388,
-0.042485758662223816,
0.09900868684053421,
0.1699649691581726,
0.41387441754341125,
0.38861674070358276,
-0.1422075778245926,
0.22314462065696716,
0.11644921451807022,
0.18937212228775024,
-0.5396844148635864,
0.06691071391105652,
0.1980946660041809,
-0.15002106130123138,
0.06568130850791931,
-0.5607027411460876,
0.6090756058692932,
-0.01990382745862007,
-0.15064111351966858,
-0.1145036518573761,
0.41666197776794434,
-0.4197640120983124,
0.385361909866333,
0.15783080458641052,
0.8813295960426331,
0.17407619953155518,
0.64912348985672,
0.4284392297267914,
0.10571865737438202,
0.20244517922401428,
-0.18240638077259064,
0.0039423611015081406,
-0.07083991169929504,
0.09934085607528687,
-0.19571787118911743,
-0.07287676632404327,
0.4370099604129791,
0.3608529567718506,
-0.14910033345222473,
0.09366165101528168,
0.18722303211688995,
0.026575414463877678,
-0.07039004564285278,
0.403730183839798,
-0.6013624668121338,
-0.3268119692802429,
-0.3404754400253296,
0.0919569805264473,
-0.06936848163604736,
-0.10301467776298523,
0.21927973628044128,
-0.2658376693725586,
0.08686786890029907,
-0.035174742341041565,
-0.15517209470272064,
0.13288149237632751,
-0.2710590958595276,
0.06841084361076355,
-0.16349470615386963,
-0.043692849576473236,
0.5438252687454224,
0.49620112776756287,
-0.062281474471092224,
-0.21860186755657196,
-0.21935856342315674,
0.04193207621574402,
-0.016512729227542877,
0.11995436996221542,
-0.19636084139347076,
-0.12800192832946777,
0.2413850873708725,
-0.025875911116600037,
-0.013582505285739899,
0.0755200982093811,
-0.09485270828008652,
-0.51060950756073,
-0.26338309049606323,
-0.10865694284439087,
0.13590633869171143,
-0.4054110646247864,
-0.2688256800174713,
-0.01741132140159607,
-0.003865715116262436,
-0.07405854761600494,
-0.009078584611415863,
0.12827253341674805,
-0.018176408484578133,
0.2673891484737396,
-0.38086244463920593,
0.016176573932170868,
-0.1421259492635727,
0.45895078778266907,
-0.2899518609046936,
0.12471982836723328,
0.44748345017433167,
-0.3004378378391266,
-0.08984480798244476,
-0.12683534622192383,
0.22565963864326477,
-0.11453064531087875,
0.1025928184390068,
0.241744726896286,
0.2712183892726898,
0.04568757116794586,
-0.0032400048803538084,
0.478735089302063,
0.23305383324623108,
-0.11561582237482071,
0.18210218846797943,
-0.14150765538215637,
-0.020406024530529976,
0.08137913048267365,
-0.02659163996577263,
0.39628639817237854,
0.008226852864027023,
-0.13590727746486664,
-0.11205623298883438,
-0.22149190306663513,
-0.1703006774187088,
-0.009159197099506855,
-0.032954905182123184,
-0.14775314927101135,
0.2778286039829254,
0.06491759419441223,
0.36108243465423584,
-0.3489181399345398,
-0.045623525977134705,
0.04112841561436653,
-0.18313629925251007,
-0.028349870815873146,
-0.27828359603881836,
0.2523775100708008,
0.3982033133506775,
0.0023307998199015856,
-0.022445272654294968,
-0.33121418952941895,
-0.20294101536273956,
-0.10013514012098312,
0.22481277585029602,
0.3600601851940155,
-0.04265296459197998,
0.025214120745658875,
0.0029804371297359467,
0.22636398673057556,
-0.10279961675405502,
0.21411895751953125,
0.03247235715389252,
-0.008230701088905334,
0.17083176970481873,
0.28042760491371155,
-0.1053575798869133,
0.05091260373592377,
0.31540945172309875,
0.19849076867103577,
0.19752097129821777,
0.08412553369998932,
0.4663287401199341,
-0.2945895195007324,
-0.12274269759654999,
-0.05763617902994156,
0.21503187716007233,
0.07124020159244537,
-0.11285886913537979,
0.11226561665534973,
0.3014698624610901,
0.10913786292076111,
0.03476974368095398,
-0.22959980368614197,
-0.21579279005527496,
0.09275379031896591,
0.19238637387752533,
0.18689250946044922,
0.4817967116832733,
0.17844584584236145,
-0.1517767459154129,
-0.06751903146505356,
0.24859356880187988,
0.5217099785804749,
0.05138429254293442,
-0.11024142801761627,
-0.027018923312425613,
0.15548352897167206,
0.18313796818256378,
0.16359266638755798,
0.1330917328596115,
-0.1952577382326126,
-0.35120129585266113,
0.1253201812505722,
-0.28904101252555847,
0.21368743479251862,
0.02583521604537964,
-0.47036775946617126,
-0.18706093728542328,
-0.40695714950561523,
-0.2612214982509613,
0.4426993727684021,
-0.11290967464447021,
0.578705906867981,
-0.28073838353157043,
-0.11493640393018723,
-0.018246062099933624,
0.07773295044898987,
0.06286881119012833,
-0.29827412962913513,
-0.125877246260643,
-0.08813683688640594,
0.0006727725267410278,
0.09547211229801178,
-0.03976139798760414,
-0.5313530564308167,
0.450817346572876,
0.16843190789222717,
0.4396665096282959,
0.061246827244758606,
0.07392407953739166,
0.31773167848587036,
0.4353802502155304,
-0.14767883718013763,
0.14726704359054565,
-0.11975057423114777,
-0.20032212138175964,
0.020319391041994095,
-0.038509488105773926,
0.3077807128429413,
0.009442050009965897,
0.021833229809999466,
-0.060983870178461075,
0.08418312668800354,
0.0804927721619606,
0.06843108683824539,
-0.0018128510564565659,
0.1958773136138916,
0.1397976130247116,
0.2820683717727661,
0.04149473458528519,
-0.03394876793026924,
0.07678685337305069,
-0.1357378512620926,
0.25229257345199585,
-0.5479497313499451,
0.3523944914340973,
0.1264275312423706,
-0.1573019027709961,
0.1183629035949707,
0.2907131612300873,
-0.3847384750843048,
-0.13906048238277435,
0.26073822379112244,
-0.05167993903160095,
0.09705862402915955,
0.13068459928035736,
-0.017533153295516968,
0.11750364303588867,
0.33963024616241455,
-0.00927189365029335,
0.1528424620628357,
-0.33267828822135925,
0.018897593021392822,
-0.24203625321388245,
-0.4295177161693573,
0.13843239843845367,
-0.09949687868356705,
-0.12700258195400238,
0.09249722957611084,
0.30646225810050964,
-0.09137861430644989,
-0.13842903077602386,
-0.09991231560707092,
-0.017353054136037827,
0.41234296560287476,
-0.1153164952993393,
0.00010799616575241089,
-0.2893458604812622,
0.11543251574039459,
0.10908126831054688,
-0.20130956172943115,
-0.13336613774299622,
0.08823931962251663,
-0.1941666305065155,
-0.16570420563220978,
0.3119629919528961,
-0.013834040611982346,
-0.2767646610736847,
0.3435887396335602,
-0.1874273270368576,
0.14944988489151,
0.02775869518518448,
-0.07108061015605927,
0.05387365445494652,
0.031941428780555725,
-0.10689985752105713,
-0.34423956274986267,
-0.16439254581928253,
0.42702388763427734,
-0.4709882140159607,
0.15059421956539154,
-0.41838520765304565,
-0.03737511485815048,
0.1289609670639038,
-0.5930618643760681,
-0.030394144356250763,
0.04426854848861694,
-0.2602475583553314,
0.17408756911754608,
0.005498931743204594,
0.41820457577705383,
-0.1769319325685501,
0.013421373441815376,
-0.1016274094581604,
0.016061903908848763,
0.4420336186885834,
-0.36961162090301514,
0.012041356414556503,
0.15755228698253632,
0.07745872437953949,
0.19072231650352478,
0.06711912155151367,
-0.4837764799594879,
-0.13365492224693298,
0.20750713348388672,
0.010206695646047592,
0.08656345307826996,
0.30192017555236816,
0.11643728613853455,
-0.17999450862407684,
-0.19816923141479492,
0.4077322483062744,
0.01605428010225296,
-0.02299976535141468,
-0.09571696817874908,
-0.45516955852508545
] |
https://github.com/huggingface/datasets/issues/5281 | Support cloud storage in load_dataset | @lhoestq sorry for being a little dense here but I am very keen to use fsspec / adlfs for for a larger image dataset I have for object detection. I have to keep it on Azure storage and would also like to avoid a full download or zipping (so use `load_dataset(..., streaming=True)`. So this development is godsend :) only... I am unable to make it work.
Would you expect the setup to work for:
- azure blob storage
- image files (not the standard formats `json`, `parquet`....
? I appreciate that you mostly focus on s3 but it seems that, similar to the [remaining cloud storage functionality](https://huggingface.co/docs/datasets/filesystems#cloud-storage), it should also work for Azure blob storage.
I would imagine that something like (Streaming true or false):
```python
d = load_dataset("new_dataset.py", storage_options=storage_options, split="train")
```
would work with
```python
# new_dataset.py
....
_URL="abfs://container/image_folder```
archive_path = dl_manager.download(_URL)
split_metadata_paths = dl_manager.download(_METADATA_URLS)
return [
datasets.SplitGenerator(
name=datasets.Split.TRAIN,
gen_kwargs={
"annotation_file_path": split_metadata_paths["train"],
"files": dl_manager.iter_files(archive_path)
},
),
...
```
but I get
```
Traceback (most recent call last):
... ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "~/miniconda3/envs/hf/lib/python3.11/site-packages/datasets/load.py", line 1797, in load_dataset
builder_instance.download_and_prepare(
File "~/miniconda3/envs/hf/lib/python3.11/site-packages/datasets/builder.py", line 890, in download_and_prepare
self._download_and_prepare(
File "~/miniconda3/envs/hf/lib/python3.11/site-packages/datasets/builder.py", line 1649, in _download_and_prepare
super()._download_and_prepare(
File "~/miniconda3/envs/hf/lib/python3.11/site-packages/datasets/builder.py", line 963, in _download_and_prepare
split_generators = self._split_generators(dl_manager, **split_generators_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "~/.cache/huggingface/modules/datasets_modules/datasets/new_dataset/dd26a081eab90074f41fa2c821b458424fde393cc73d3d8241aca956d1fb3aa0/new_dataset_script.py", line 56, in _split_generators
archive_path = dl_manager.download(_URL)
^^^^^^^^^^^^^^^^^^^^^^^^^
File "~/miniconda3/envs/hf/lib/python3.11/site-packages/datasets/download/download_manager.py", line 427, in download
downloaded_path_or_paths = map_nested(
^^^^^^^^^^^
File "~/miniconda3/envs/hf/lib/python3.11/site-packages/datasets/utils/py_utils.py", line 435, in map_nested
return function(data_struct)
^^^^^^^^^^^^^^^^^^^^^
File "~/miniconda3/envs/hf/lib/python3.11/site-packages/datasets/download/download_manager.py", line 453, in _download
return cached_path(url_or_filename, download_config=download_config)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "~/miniconda3/envs/hf/lib/python3.11/site-packages/datasets/utils/file_utils.py", line 206, in cached_path
raise ValueError(f"unable to parse {url_or_filename} as a URL or as a local path")
ValueError: unable to parse abfs://container/image_folder as a URL or as a local path
```
| Would be nice to be able to do
```python
data_files=["s3://..."] # or gs:// or any cloud storage path
storage_options = {...}
load_dataset(..., data_files=data_files, storage_options=storage_options)
```
The idea would be to use `fsspec` as in `download_and_prepare` and `save_to_disk`.
This has been requested several times already. Some users want to use their data from private cloud storage to train models
related:
https://github.com/huggingface/datasets/issues/3490
https://github.com/huggingface/datasets/issues/5244
[forum](https://discuss.huggingface.co/t/how-to-use-s3-path-with-load-dataset-with-streaming-true/25739/2) | 274 | Support cloud storage in load_dataset
Would be nice to be able to do
```python
data_files=["s3://..."] # or gs:// or any cloud storage path
storage_options = {...}
load_dataset(..., data_files=data_files, storage_options=storage_options)
```
The idea would be to use `fsspec` as in `download_and_prepare` and `save_to_disk`.
This has been requested several times already. Some users want to use their data from private cloud storage to train models
related:
https://github.com/huggingface/datasets/issues/3490
https://github.com/huggingface/datasets/issues/5244
[forum](https://discuss.huggingface.co/t/how-to-use-s3-path-with-load-dataset-with-streaming-true/25739/2)
@lhoestq sorry for being a little dense here but I am very keen to use fsspec / adlfs for for a larger image dataset I have for object detection. I have to keep it on Azure storage and would also like to avoid a full download or zipping (so use `load_dataset(..., streaming=True)`. So this development is godsend :) only... I am unable to make it work.
Would you expect the setup to work for:
- azure blob storage
- image files (not the standard formats `json`, `parquet`....
? I appreciate that you mostly focus on s3 but it seems that, similar to the [remaining cloud storage functionality](https://huggingface.co/docs/datasets/filesystems#cloud-storage), it should also work for Azure blob storage.
I would imagine that something like (Streaming true or false):
```python
d = load_dataset("new_dataset.py", storage_options=storage_options, split="train")
```
would work with
```python
# new_dataset.py
....
_URL="abfs://container/image_folder```
archive_path = dl_manager.download(_URL)
split_metadata_paths = dl_manager.download(_METADATA_URLS)
return [
datasets.SplitGenerator(
name=datasets.Split.TRAIN,
gen_kwargs={
"annotation_file_path": split_metadata_paths["train"],
"files": dl_manager.iter_files(archive_path)
},
),
...
```
but I get
```
Traceback (most recent call last):
... ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "~/miniconda3/envs/hf/lib/python3.11/site-packages/datasets/load.py", line 1797, in load_dataset
builder_instance.download_and_prepare(
File "~/miniconda3/envs/hf/lib/python3.11/site-packages/datasets/builder.py", line 890, in download_and_prepare
self._download_and_prepare(
File "~/miniconda3/envs/hf/lib/python3.11/site-packages/datasets/builder.py", line 1649, in _download_and_prepare
super()._download_and_prepare(
File "~/miniconda3/envs/hf/lib/python3.11/site-packages/datasets/builder.py", line 963, in _download_and_prepare
split_generators = self._split_generators(dl_manager, **split_generators_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "~/.cache/huggingface/modules/datasets_modules/datasets/new_dataset/dd26a081eab90074f41fa2c821b458424fde393cc73d3d8241aca956d1fb3aa0/new_dataset_script.py", line 56, in _split_generators
archive_path = dl_manager.download(_URL)
^^^^^^^^^^^^^^^^^^^^^^^^^
File "~/miniconda3/envs/hf/lib/python3.11/site-packages/datasets/download/download_manager.py", line 427, in download
downloaded_path_or_paths = map_nested(
^^^^^^^^^^^
File "~/miniconda3/envs/hf/lib/python3.11/site-packages/datasets/utils/py_utils.py", line 435, in map_nested
return function(data_struct)
^^^^^^^^^^^^^^^^^^^^^
File "~/miniconda3/envs/hf/lib/python3.11/site-packages/datasets/download/download_manager.py", line 453, in _download
return cached_path(url_or_filename, download_config=download_config)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "~/miniconda3/envs/hf/lib/python3.11/site-packages/datasets/utils/file_utils.py", line 206, in cached_path
raise ValueError(f"unable to parse {url_or_filename} as a URL or as a local path")
ValueError: unable to parse abfs://container/image_folder as a URL or as a local path
```
| [
-0.20576947927474976,
-0.1730315387248993,
-0.12662512063980103,
0.02529376745223999,
0.10306788980960846,
-0.10649223625659943,
0.3078852891921997,
-0.11788056790828705,
0.09713080525398254,
-0.04736436903476715,
-0.16153837740421295,
0.07935129851102829,
-0.285468190908432,
0.8079643249511719,
0.06164209544658661,
0.20228765904903412,
0.2323455512523651,
0.19718511402606964,
0.004315957427024841,
0.16940385103225708,
-0.19362787902355194,
0.30195361375808716,
-0.15651935338974,
-0.4276530146598816,
-0.1400124579668045,
0.19500774145126343,
-0.30434930324554443,
0.15291699767112732,
-0.22077567875385284,
-0.3601829409599304,
0.2149919718503952,
0.150426983833313,
0.38207489252090454,
0.24093219637870789,
-0.0001250954665010795,
-0.046764496713876724,
-0.166470468044281,
-0.20879556238651276,
-0.3738647997379303,
-0.2961984872817993,
-0.2882015109062195,
0.0006566131487488747,
0.0774790495634079,
0.0003230273723602295,
-0.14939278364181519,
0.04528568312525749,
0.14064474403858185,
-0.5410457849502563,
0.3545258641242981,
0.3189498782157898,
0.052523378282785416,
0.1919110268354416,
-0.2577381432056427,
0.13919028639793396,
0.146755650639534,
0.19859535992145538,
-0.33590543270111084,
0.1380411982536316,
0.32573920488357544,
-0.050093017518520355,
0.09392256289720535,
0.1770518720149994,
-0.1627371907234192,
0.22418253123760223,
0.5362094640731812,
0.3521813154220581,
0.12139281630516052,
-0.3495631515979767,
-0.2101573348045349,
-0.05774090439081192,
0.49085602164268494,
-0.2023826539516449,
-0.5773694515228271,
-0.569272518157959,
-0.1456267088651657,
-0.21882201731204987,
-0.020031102001667023,
0.09881795197725296,
-0.09057730436325073,
0.05375584214925766,
-0.3608001470565796,
-0.46179336309432983,
-0.38122281432151794,
0.1674664318561554,
0.030739665031433105,
0.06803033500909805,
-0.37233874201774597,
-0.11893773823976517,
0.21790973842144012,
0.07362549006938934,
0.07933099567890167,
-0.31084880232810974,
0.10767059773206711,
0.16535893082618713,
-0.3810290992259979,
-0.19810573756694794,
-0.2542330324649811,
-0.13398456573486328,
0.16687756776809692,
0.585980236530304,
0.4732520878314972,
-0.13122737407684326,
-0.1668333262205124,
0.1664188802242279,
0.041528426110744476,
0.30373382568359375,
0.042719390243291855,
-0.09223710745573044,
0.04912525415420532,
0.1750640571117401,
0.2708888351917267,
-0.29750075936317444,
-0.15307746827602386,
-0.20250827074050903,
-0.2862025201320648,
-0.21950146555900574,
0.13795332610607147,
-0.04631270840764046,
-0.18413203954696655,
-0.0954977348446846,
0.16359975934028625,
-0.11544490605592728,
0.12490260601043701,
0.14187118411064148,
0.0800279825925827,
0.07942240685224533,
-0.0059746913611888885,
0.2268994152545929,
0.027252154424786568,
-0.033069998025894165,
-0.006609638221561909,
-0.05502365157008171,
-0.19224922358989716,
0.28526514768600464,
0.19417917728424072,
-0.2475760281085968,
0.33270299434661865,
-0.2248498648405075,
0.24023443460464478,
0.21912869811058044,
0.009844690561294556,
-0.07202491909265518,
0.2360227406024933,
0.208745539188385,
-0.1379733681678772,
-0.07228196412324905,
-0.10070857405662537,
0.032129086554050446,
-0.21139651536941528,
0.09988012909889221,
-0.16356122493743896,
-0.3636671304702759,
-0.3107437789440155,
-0.03449368104338646,
-0.3931310176849365,
-0.1625514179468155,
-0.84835284948349,
0.2950061559677124,
-0.11540473252534866,
-0.2077150195837021,
0.1924218237400055,
0.18428121507167816,
-0.3659164309501648,
-0.16578330099582672,
0.383454293012619,
0.2959350347518921,
-0.09127314388751984,
-0.15518328547477722,
-0.1676621288061142,
0.05292674899101257,
0.1666080504655838,
-0.1804180145263672,
0.05713588744401932,
-0.2162942886352539,
-0.267619788646698,
0.3635028600692749,
-0.004563950002193451,
-0.5009065270423889,
-0.17754334211349487,
0.5769346356391907,
0.16702128946781158,
0.031055031344294548,
0.23008498549461365,
0.13856683671474457,
0.22012099623680115,
-0.03723609820008278,
-0.082156240940094,
0.4376037120819092,
0.05685393512248993,
0.02471345104277134,
-0.09578236937522888,
-0.48557689785957336,
-0.012600403279066086,
0.36520496010780334,
-0.09401220083236694,
0.10329577326774597,
0.16886860132217407,
0.21660277247428894,
0.13715001940727234,
-0.13937801122665405,
0.12410687655210495,
0.06281212717294693,
0.4839799106121063,
-0.022869274020195007,
-0.22858120501041412,
-0.13426974415779114,
-0.7811819314956665,
0.38972967863082886,
-0.0939217209815979,
0.09088937938213348,
-0.027550384402275085,
-0.05212099105119705,
0.13688018918037415,
-0.12367834895849228,
-0.2502093017101288,
-0.41955438256263733,
-0.11535604298114777,
-0.18316474556922913,
0.3458689749240875,
0.007039196789264679,
-0.5058860778808594,
0.1421583890914917,
0.03321371227502823,
0.08246719837188721,
-0.004481052979826927,
0.5672059059143066,
0.259972482919693,
-0.06844295561313629,
0.04560632258653641,
0.00809045135974884,
-0.010653764009475708,
-0.06166166439652443,
0.030284175649285316,
0.4288554787635803,
0.03602159023284912,
0.3987571597099304,
-0.042247138917446136,
0.7423000335693359,
0.38123297691345215,
0.1401372104883194,
0.18456707894802094,
-0.21520476043224335,
0.025152675807476044,
-0.03256145492196083,
-0.03204472362995148,
0.30586159229278564,
-0.28361642360687256,
0.3429889380931854,
0.05497663468122482,
-0.16253410279750824,
-0.14233581721782684,
-0.06013437733054161,
-0.23565872013568878,
-0.05804552882909775,
0.007949434220790863,
-0.26333382725715637,
0.3341509699821472,
-0.058948926627635956,
-0.0820544958114624,
-0.09707621484994888,
0.059810489416122437,
-0.026169074699282646,
-0.07470280677080154,
0.2531358301639557,
-0.06873171776533127,
-0.11935852468013763,
0.6415599584579468,
0.07849064469337463,
0.8632907271385193,
0.08284228295087814,
-0.08369556069374084,
0.19318322837352753,
0.2298077642917633,
-0.14577962458133698,
0.27156975865364075,
-0.022708557546138763,
0.33298924565315247,
0.19735103845596313,
0.2234276533126831,
-0.032761842012405396,
-0.17377179861068726,
-0.28422167897224426,
0.12976551055908203,
-0.13462215662002563,
-0.26298412680625916,
0.13304749131202698,
-0.0006988067179918289,
-0.3803125023841858,
0.12719032168388367,
-0.019471973180770874,
-0.0585796944797039,
0.026516811922192574,
-0.09477438032627106,
0.47459670901298523,
0.16060754656791687,
-0.14699077606201172,
-0.28261786699295044,
0.6054902672767639,
-0.1785864382982254,
-0.7493478059768677,
-0.32485055923461914,
0.38460639119148254,
0.10968613624572754,
0.018581774085760117,
0.22122742235660553,
-0.2027871161699295,
0.09662075340747833,
0.23163162171840668,
-0.042437843978405,
-0.4231584370136261,
-0.11771456897258759,
0.1371360719203949,
-0.14222599565982819,
0.27717360854148865,
0.25222665071487427,
0.016049310564994812,
0.06521762907505035,
0.07809292525053024,
0.1415904462337494,
-0.12547004222869873,
-0.051777489483356476,
-0.2487962692975998,
0.08497565984725952,
-0.04287480190396309,
-0.16830985248088837,
0.17338021099567413,
-0.37137553095817566,
-0.131714329123497,
0.3713376522064209,
0.05363335832953453,
0.05517352372407913,
0.003073119092732668,
0.1941693276166916,
0.11154168099164963,
0.0010289032943546772,
-0.13109712302684784,
-0.07146144658327103,
-0.6301407217979431,
0.23988959193229675,
-0.15591345727443695,
-0.049648988991975784,
0.14956919848918915,
0.12623929977416992,
0.1612630933523178,
-0.11273457109928131,
-0.43429720401763916,
-0.511397659778595,
-0.15361832082271576,
0.1588355153799057,
-0.003180410712957382,
0.06366223841905594,
0.23493418097496033,
-0.18804171681404114,
0.16798844933509827,
-0.11890175193548203,
-0.09930235147476196,
0.11940961331129074,
0.2989327311515808,
0.3147967755794525,
0.2488679587841034,
-0.21116146445274353,
0.22250652313232422,
0.42847883701324463,
0.20629152655601501,
-0.17810659110546112,
0.568943977355957,
-0.15081503987312317,
0.10057859122753143,
-0.10333798080682755,
0.0012919791042804718,
0.19982697069644928,
-0.34145981073379517,
-0.21530549228191376,
0.13434995710849762,
0.17688000202178955,
0.12356492131948471,
-0.3120459318161011,
0.022920779883861542,
-0.08244763314723969,
0.03837989643216133,
0.10919949412345886,
-0.16564615070819855,
0.18899524211883545,
-0.18170450627803802,
-0.15031123161315918,
0.21785683929920197,
-0.11921806633472443,
-0.11661005020141602,
0.2205435335636139,
0.47157394886016846,
0.07548558712005615,
0.17116430401802063,
0.04140697047114372,
-0.7485965490341187,
0.21360504627227783,
-0.11671566218137741,
-0.12506741285324097,
-0.1540089100599289,
0.2750716507434845,
0.09851907938718796,
-0.18803207576274872,
0.6364189386367798,
-0.14204733073711395,
-0.15386125445365906,
-0.24926425516605377,
-0.3620806038379669,
-0.1452580690383911,
-0.09797246754169464,
0.03756500408053398,
-0.15761220455169678,
-0.14760030806064606,
0.6518720388412476,
-0.23486444354057312,
-0.21878673136234283,
-0.2244795858860016,
-0.34700432419776917,
0.02074640616774559,
-0.08892485499382019,
-0.06684545427560806,
-0.10235998034477234,
-0.3721874952316284,
-0.3550054430961609,
0.2828242778778076,
-0.06488005816936493,
-0.09082553535699844,
0.0030004382133483887,
0.006315870210528374,
0.19367897510528564,
0.29078829288482666,
-0.0517730750143528,
0.09743116796016693,
0.1053052693605423,
0.0780518651008606,
0.3087981343269348,
-0.08692771196365356,
0.4272739589214325,
0.7106673121452332,
-0.0881100744009018,
-0.13202983140945435,
0.1971990168094635,
0.2224074900150299,
0.4961451590061188,
0.3502836227416992,
-0.06018814072012901,
0.07012686878442764,
0.02111605741083622,
0.1074010357260704,
-0.7389400005340576,
0.15197809040546417,
0.3092062175273895,
0.00958957988768816,
0.222071573138237,
-0.4648779034614563,
0.7182090878486633,
0.06694073975086212,
-0.02013801783323288,
-0.1608661562204361,
0.20991548895835876,
-0.4084549844264984,
0.27057379484176636,
0.23099610209465027,
0.6672918796539307,
0.03716487064957619,
0.561309278011322,
0.18512797355651855,
0.04953881353139877,
0.17401579022407532,
-0.2436409294605255,
-0.08453503996133804,
-0.11810806393623352,
-0.025987032800912857,
-0.2338399440050125,
-0.05369365215301514,
0.42103925347328186,
0.16351714730262756,
-0.08743295818567276,
0.17495839297771454,
0.2653655409812927,
0.02593955583870411,
0.002261537127196789,
0.3590303063392639,
-0.5298845767974854,
-0.4114418029785156,
-0.4432116746902466,
0.08422894775867462,
0.0043807253241539,
0.16614539921283722,
0.05779234319925308,
-0.1950555294752121,
0.00743522122502327,
0.039220668375492096,
-0.23144522309303284,
0.16849544644355774,
-0.22217527031898499,
-0.1377299427986145,
-0.1839744746685028,
-0.01968427747488022,
0.4340241849422455,
0.4984728693962097,
-0.07353055477142334,
-0.2881147563457489,
-0.3740764856338501,
0.01874506287276745,
0.15611164271831512,
0.1033005639910698,
-0.0777335837483406,
-0.358145534992218,
0.12676392495632172,
-0.13225388526916504,
0.04600612074136734,
-0.011472679674625397,
-0.018253684043884277,
-0.3856237530708313,
-0.10510052740573883,
-0.05466194450855255,
0.14683431386947632,
-0.24006162583827972,
-0.30555516481399536,
0.09922405332326889,
-0.04242647439241409,
-0.00021359696984291077,
0.02048199623823166,
0.065951868891716,
-0.003591591492295265,
0.23079493641853333,
-0.21505816280841827,
0.05636146664619446,
-0.15326961874961853,
0.4785774350166321,
-0.36662718653678894,
0.02103567123413086,
0.2958487272262573,
-0.12713070213794708,
-0.028449445962905884,
0.02131744474172592,
0.2117253541946411,
-0.09630584716796875,
0.006209053099155426,
0.2576150596141815,
0.18537026643753052,
-0.06909362971782684,
-0.035028405487537384,
0.5909551978111267,
0.22530241310596466,
-0.1414150893688202,
0.17584654688835144,
-0.19753210246562958,
0.035427577793598175,
0.11600220948457718,
-0.177986279129982,
0.38582080602645874,
0.04546026140451431,
-0.07171352207660675,
0.060492925345897675,
-0.30328384041786194,
-0.14969444274902344,
0.15638892352581024,
0.01306564174592495,
-0.10208433866500854,
-0.030782710760831833,
0.186885803937912,
0.5257899761199951,
-0.2632754445075989,
-0.08267737925052643,
0.14138071238994598,
-0.186811164021492,
-0.04001525789499283,
-0.24077220261096954,
0.25616455078125,
0.42616987228393555,
-0.21917177736759186,
-0.10294318199157715,
-0.2967882752418518,
-0.4012455642223358,
-0.143993079662323,
0.2895487844944,
0.41817429661750793,
-0.08353187143802643,
0.03244753181934357,
-0.008347075432538986,
-0.049329087138175964,
-0.07551050186157227,
0.12392325699329376,
0.1442243605852127,
0.3156185746192932,
0.20837321877479553,
0.2722705006599426,
-0.18006011843681335,
0.05419684946537018,
0.3079800009727478,
0.14907389879226685,
0.3043844699859619,
0.05871076509356499,
0.442362517118454,
-0.2917643189430237,
-0.09868381917476654,
-0.32861652970314026,
0.528861403465271,
0.07894529402256012,
-0.24951766431331635,
0.12396995723247528,
0.18730413913726807,
0.06719030439853668,
-0.009662644937634468,
-0.11354213207960129,
-0.24536225199699402,
0.14346179366111755,
0.1737862527370453,
0.17327669262886047,
0.4817616641521454,
0.2674304246902466,
-0.33371299505233765,
0.06420421600341797,
0.13656099140644073,
0.43760204315185547,
0.03503306955099106,
-0.0893486738204956,
-0.060470715165138245,
0.29099419713020325,
0.26103898882865906,
0.05793756619095802,
0.09701478481292725,
0.08410003781318665,
-0.276922345161438,
0.32164326310157776,
-0.1188250258564949,
0.32776355743408203,
0.10629881918430328,
-0.3146967887878418,
-0.001733236014842987,
-0.06177450716495514,
-0.036860689520835876,
0.4391336143016815,
-0.2193286418914795,
0.7084571123123169,
-0.17593519389629364,
-0.08127932250499725,
-0.13905268907546997,
0.2634299099445343,
0.1367032527923584,
-0.18224479258060455,
-0.10099736601114273,
-0.05099209025502205,
0.045639194548130035,
0.17534863948822021,
-0.15309882164001465,
-0.6353990435600281,
0.3003046214580536,
0.14680591225624084,
0.3125518560409546,
-0.031937189400196075,
0.014681398868560791,
0.3145873546600342,
0.18747183680534363,
-0.06858833134174347,
0.3122997283935547,
0.0948227196931839,
-0.009391523897647858,
0.22017715871334076,
0.11281406134366989,
0.36079731583595276,
0.16600239276885986,
0.14652465283870697,
-0.12961655855178833,
-0.009386161342263222,
0.030025696381926537,
0.07228194922208786,
0.13983218371868134,
0.17812855541706085,
-0.1021142452955246,
0.34298646450042725,
0.013647755607962608,
-0.02020074613392353,
0.17196601629257202,
-0.08776427805423737,
0.122722327709198,
-0.20244243741035461,
0.29224276542663574,
0.051337048411369324,
0.1295592486858368,
0.03637227788567543,
0.21710512042045593,
-0.4386771619319916,
-0.1654793620109558,
0.2841942012310028,
-0.25528019666671753,
0.09724005311727524,
0.27084073424339294,
-0.02908989042043686,
0.02685789205133915,
0.2205178588628769,
0.03398315981030464,
0.25269269943237305,
-0.36531034111976624,
-0.036972373723983765,
-0.38456740975379944,
-0.35776203870773315,
0.23902319371700287,
-0.07547223567962646,
-0.15023478865623474,
0.15609952807426453,
0.07835455238819122,
0.1090027466416359,
-0.023671314120292664,
-0.15324877202510834,
0.055857010185718536,
0.39157333970069885,
-0.178024560213089,
0.1082291305065155,
-0.3646821975708008,
0.3321404755115509,
0.009231749922037125,
-0.14829066395759583,
-0.0009086914360523224,
0.025295134633779526,
-0.19836246967315674,
-0.03475603461265564,
0.27861908078193665,
-0.09827113151550293,
-0.22338315844535828,
0.4035372734069824,
-0.13730652630329132,
0.2668105959892273,
-0.20819136500358582,
-0.023461805656552315,
0.09744403511285782,
0.07835116982460022,
-0.12246275693178177,
-0.26810672879219055,
-0.10891872644424438,
0.3246181309223175,
-0.34269827604293823,
0.1878461241722107,
-0.37399014830589294,
0.14508932828903198,
0.1552428901195526,
-0.5883716940879822,
-0.28919747471809387,
0.20618045330047607,
-0.29021912813186646,
0.19494111835956573,
-0.0676327496767044,
0.31470155715942383,
-0.2586599588394165,
-0.070104219019413,
-0.22291797399520874,
-0.05183812975883484,
0.5156606435775757,
-0.4466582238674164,
-0.018832014873623848,
0.30966708064079285,
0.04993949830532074,
0.2336137890815735,
-0.018466008827090263,
-0.576659619808197,
-0.09572891891002655,
0.17505507171154022,
-0.04547896236181259,
-0.006304848939180374,
0.318623811006546,
0.05457713082432747,
-0.20778454840183258,
-0.20589619874954224,
0.24627411365509033,
0.043177567422389984,
-0.10650558024644852,
-0.13664373755455017,
-0.4797925353050232
] |
https://github.com/huggingface/datasets/issues/5281 | Support cloud storage in load_dataset | @lhoestq
hello, i still have problem with loading json from S3:
storage_options = {
"key": xxxx,
"secret": xxx,
"endpoint_url": xxxx
}
path = 's3://xxx/xxxxxxx.json'
dataset = load_dataset("json", data_files=path, storage_options=storage_options)
and it throws an error:
TypeError: AioSession.__init__() got an unexpected keyword argument 'hf'
and I use the lastest 2.14.4_dev0 version | Would be nice to be able to do
```python
data_files=["s3://..."] # or gs:// or any cloud storage path
storage_options = {...}
load_dataset(..., data_files=data_files, storage_options=storage_options)
```
The idea would be to use `fsspec` as in `download_and_prepare` and `save_to_disk`.
This has been requested several times already. Some users want to use their data from private cloud storage to train models
related:
https://github.com/huggingface/datasets/issues/3490
https://github.com/huggingface/datasets/issues/5244
[forum](https://discuss.huggingface.co/t/how-to-use-s3-path-with-load-dataset-with-streaming-true/25739/2) | 49 | Support cloud storage in load_dataset
Would be nice to be able to do
```python
data_files=["s3://..."] # or gs:// or any cloud storage path
storage_options = {...}
load_dataset(..., data_files=data_files, storage_options=storage_options)
```
The idea would be to use `fsspec` as in `download_and_prepare` and `save_to_disk`.
This has been requested several times already. Some users want to use their data from private cloud storage to train models
related:
https://github.com/huggingface/datasets/issues/3490
https://github.com/huggingface/datasets/issues/5244
[forum](https://discuss.huggingface.co/t/how-to-use-s3-path-with-load-dataset-with-streaming-true/25739/2)
@lhoestq
hello, i still have problem with loading json from S3:
storage_options = {
"key": xxxx,
"secret": xxx,
"endpoint_url": xxxx
}
path = 's3://xxx/xxxxxxx.json'
dataset = load_dataset("json", data_files=path, storage_options=storage_options)
and it throws an error:
TypeError: AioSession.__init__() got an unexpected keyword argument 'hf'
and I use the lastest 2.14.4_dev0 version | [
-0.07479588687419891,
-0.10796868801116943,
-0.08909515291452408,
0.1721281260251999,
0.16700851917266846,
-0.03813119977712631,
0.1875777393579483,
-0.007055513560771942,
0.20047776401042938,
-0.0032003596425056458,
-0.08756592124700546,
0.25158393383026123,
-0.1180756464600563,
0.7572133541107178,
0.11388688534498215,
0.09613333642482758,
0.31472355127334595,
0.11962199211120605,
-0.06458336114883423,
0.16242294013500214,
-0.23412925004959106,
0.4950774610042572,
-0.1863183081150055,
-0.23273541033267975,
-0.05496693029999733,
0.0913313627243042,
-0.20195531845092773,
0.11346560716629028,
-0.18865393102169037,
-0.5422664284706116,
0.3527151644229889,
0.17037059366703033,
0.3350478708744049,
0.2643537223339081,
-0.00012556534784380347,
0.02253022789955139,
-0.029417991638183594,
-0.18578150868415833,
-0.5160534977912903,
-0.45279747247695923,
-0.2081870138645172,
0.11987411975860596,
0.14657364785671234,
0.055554769933223724,
-0.19123360514640808,
0.06274142861366272,
-0.10079829394817352,
-0.5301187038421631,
0.4326896071434021,
0.29748204350471497,
0.04586663097143173,
0.25180551409721375,
-0.27130573987960815,
0.046754468232393265,
0.10857098549604416,
0.480304479598999,
-0.2702157497406006,
0.17377227544784546,
-0.028825439512729645,
-0.1392948478460312,
0.3641866147518158,
0.044495683163404465,
-0.10832981765270233,
0.12132294476032257,
0.6477600932121277,
0.1788959503173828,
-0.10572675615549088,
-0.2010679543018341,
-0.21614214777946472,
0.06193573400378227,
0.7481178045272827,
-0.16797134280204773,
-0.5712591409683228,
-0.3779039680957794,
-0.07375852763652802,
-0.25600963830947876,
0.09174907207489014,
0.023788973689079285,
-0.06740452349185944,
0.1399078071117401,
-0.02074134349822998,
-0.4067579209804535,
-0.43256551027297974,
0.20952576398849487,
0.20481571555137634,
0.10717836022377014,
-0.367857962846756,
0.02542070299386978,
0.3967384099960327,
-0.1239936500787735,
-0.011173832230269909,
-0.24592557549476624,
0.01295332983136177,
0.26088881492614746,
-0.3195633590221405,
-0.14943726360797882,
-0.19944122433662415,
-0.060139141976833344,
0.25321096181869507,
0.2686058282852173,
0.14937585592269897,
-0.16615065932273865,
-0.007157502695918083,
0.12348809838294983,
0.13365639746189117,
-0.0032585449516773224,
0.04922135919332504,
-0.23540285229682922,
0.046424489468336105,
0.13634058833122253,
0.26976388692855835,
-0.39533141255378723,
-0.11093272268772125,
-0.11920909583568573,
-0.3604094386100769,
-0.3157345652580261,
0.107789546251297,
-0.15201278030872345,
-0.13258206844329834,
-0.07928797602653503,
0.11558791249990463,
-0.24193014204502106,
0.02601286768913269,
0.2823971211910248,
0.13705414533615112,
0.20659780502319336,
0.14627325534820557,
0.3659600019454956,
-0.02864508330821991,
-0.029660340398550034,
-0.05848575010895729,
0.07884591817855835,
-0.08464746177196503,
0.3100266754627228,
0.08142878115177155,
-0.05075934901833534,
0.2948791980743408,
-0.1003212034702301,
0.3068850636482239,
-0.039649832993745804,
-0.020038152113556862,
-0.00550520233809948,
-0.04778637737035751,
0.22765782475471497,
-0.10435160994529724,
-0.023037200793623924,
0.06006864830851555,
-0.023162074387073517,
-0.2369396686553955,
0.035202160477638245,
-0.3494141399860382,
-0.43657293915748596,
-0.3913429081439972,
-0.03936876356601715,
-0.22762081027030945,
-0.20816685259342194,
-1.0538575649261475,
0.13066436350345612,
-0.1913979947566986,
-0.1486431360244751,
0.07216212153434753,
0.2594393491744995,
-0.3076247274875641,
-0.1297089010477066,
0.35676345229148865,
0.37585145235061646,
-0.0701049417257309,
-0.22288191318511963,
-0.22408172488212585,
-0.01342732459306717,
0.06941775977611542,
0.0245734341442585,
-0.10221664607524872,
0.06040879711508751,
-0.31635087728500366,
0.35201090574264526,
0.19096249341964722,
-0.5073840022087097,
-0.20581534504890442,
0.6075687408447266,
0.2243262082338333,
0.02556637115776539,
0.28363633155822754,
-0.06244147941470146,
-0.08371268957853317,
0.08565593510866165,
0.08900858461856842,
0.4241265058517456,
0.14248095452785492,
-0.08119672536849976,
-0.1220155656337738,
-0.4473666548728943,
0.08472605794668198,
0.36098748445510864,
-0.043794628232717514,
0.22966983914375305,
0.17789672315120697,
-0.0007525281980633736,
0.2777872681617737,
-0.1588302105665207,
-0.10747954249382019,
0.24355243146419525,
0.508232593536377,
0.16635775566101074,
-0.2646586000919342,
-0.043092116713523865,
-0.6052628755569458,
0.22485268115997314,
-0.06524904072284698,
-0.05596819519996643,
-0.14594683051109314,
-0.08947931230068207,
0.018755629658699036,
0.028431443497538567,
-0.12580609321594238,
-0.07346366345882416,
-0.1321539580821991,
-0.0708000659942627,
0.21414439380168915,
0.09320187568664551,
-0.319943904876709,
0.31525862216949463,
0.14664189517498016,
0.08591016381978989,
-0.2640186846256256,
0.5371695756912231,
0.08735775947570801,
-0.05855252593755722,
0.09000362455844879,
-0.011907249689102173,
0.2029651701450348,
-0.1773819625377655,
-0.013462083414196968,
0.3856584131717682,
0.0589805468916893,
0.34906917810440063,
-0.038575269281864166,
0.636342465877533,
0.19012939929962158,
0.12930279970169067,
0.03384919464588165,
-0.19889943301677704,
0.1485537737607956,
-0.05339648574590683,
0.02094419300556183,
0.4734364151954651,
-0.151624396443367,
0.15551835298538208,
0.05560111999511719,
-0.1849006563425064,
0.028221191838383675,
-0.015976548194885254,
-0.10970219224691391,
-0.10001738369464874,
0.04854952171444893,
-0.13005219399929047,
0.18371275067329407,
-0.07742788642644882,
-0.11525475978851318,
-0.32931065559387207,
0.23463280498981476,
-0.0731406956911087,
0.045680053532123566,
0.26860496401786804,
-0.03139837831258774,
-0.20955848693847656,
0.4546360671520233,
-0.14406023919582367,
0.7799329161643982,
0.0482621043920517,
-0.3039502501487732,
0.09696552902460098,
0.32998454570770264,
-0.06349539756774902,
0.3310771584510803,
-0.011033803224563599,
0.3630850911140442,
0.14676913619041443,
0.15011648833751678,
-0.05685606226325035,
-0.1834287941455841,
-0.32504284381866455,
0.04885506629943848,
-0.024056995287537575,
-0.45886722207069397,
0.0946161225438118,
-0.1710517555475235,
-0.17928218841552734,
0.18614856898784637,
-0.010696564801037312,
0.07317740470170975,
-0.12825676798820496,
-0.2787233591079712,
0.5387311577796936,
0.21496064960956573,
-0.21846577525138855,
-0.32690274715423584,
0.540154218673706,
-0.23182211816310883,
-0.5715314745903015,
-0.4066854417324066,
0.24624082446098328,
0.0846317932009697,
-0.05985331907868385,
0.11734296381473541,
-0.20539605617523193,
0.13949069380760193,
0.08121873438358307,
-0.2035008668899536,
-0.26032859086990356,
-0.05777186155319214,
0.2250049114227295,
-0.10296480357646942,
0.388154000043869,
0.2556760311126709,
0.20956206321716309,
0.10415664315223694,
-0.00031975191086530685,
0.1707809567451477,
-0.06388559192419052,
-0.033881254494190216,
-0.07592782378196716,
0.004687306471168995,
-0.08752456307411194,
-0.14056158065795898,
0.010650195181369781,
-0.42819562554359436,
-0.15538239479064941,
0.47239041328430176,
-0.014359056949615479,
-0.10638551414012909,
0.00509875500574708,
0.17029646039009094,
0.14887559413909912,
0.08979330956935883,
-0.11617584526538849,
-0.2195412516593933,
-0.7580068111419678,
0.3052314221858978,
-0.0980285182595253,
0.035362787544727325,
0.1253463178873062,
0.08934729546308517,
0.2337942272424698,
-0.3601379990577698,
-0.5541985034942627,
-0.3871448040008545,
-0.031672269105911255,
0.4374792277812958,
-0.2211131453514099,
0.0009301621466875076,
0.3428300619125366,
-0.14211605489253998,
0.1276336908340454,
-0.12804219126701355,
-0.2800791561603546,
0.12787503004074097,
0.26897135376930237,
0.21979652345180511,
0.2466566562652588,
0.22467827796936035,
0.09492704272270203,
0.6036978363990784,
0.1157531887292862,
-0.08573733270168304,
0.717266321182251,
-0.10363193601369858,
0.00867006927728653,
-0.18817928433418274,
-0.09155423194169998,
0.05954049900174141,
-0.2836707532405853,
-0.10603800415992737,
0.1493978649377823,
0.03931482881307602,
0.1154458075761795,
-0.252858430147171,
-0.18752612173557281,
-0.13339892029762268,
0.01909302920103073,
0.027542592957615852,
-0.0752251073718071,
0.20725539326667786,
-0.22520357370376587,
-0.1818627417087555,
0.06739865243434906,
-0.09646351635456085,
0.02888127788901329,
0.32041531801223755,
0.5055660605430603,
0.1428217738866806,
0.0075746625661849976,
-0.05943155288696289,
-0.6261283755302429,
0.3132699728012085,
-0.10208117961883545,
0.000595790334045887,
-0.266196072101593,
0.28524091839790344,
0.0842418372631073,
-0.12333115190267563,
0.7530951499938965,
-0.1288137137889862,
-0.2132030874490738,
-0.08381260931491852,
-0.2305116057395935,
-0.17167074978351593,
-0.1065438985824585,
0.06315350532531738,
-0.20453867316246033,
-0.08762918412685394,
0.6511998772621155,
-0.20847952365875244,
-0.47228801250457764,
-0.2667945623397827,
-0.1781555861234665,
-0.07362114638090134,
-0.24818427860736847,
-0.15288151800632477,
-0.218257874250412,
-0.47759121656417847,
-0.20210370421409607,
0.2429235726594925,
0.06008927896618843,
-0.027225056663155556,
0.007243853062391281,
0.015686366707086563,
0.19702336192131042,
0.17628198862075806,
-0.05405103415250778,
0.16057977080345154,
0.06608910858631134,
0.02155100554227829,
0.20735019445419312,
-0.01366504281759262,
0.6462346911430359,
0.6398061513900757,
0.07273314148187637,
-0.139958456158638,
0.04158934950828552,
0.24095487594604492,
0.4908720850944519,
0.11672239005565643,
-0.12382099032402039,
0.3364852964878082,
0.1065179854631424,
0.20258378982543945,
-0.6986851692199707,
-0.017384855076670647,
0.3930504620075226,
-0.13646367192268372,
0.05510704219341278,
-0.4443883001804352,
0.7694854140281677,
0.03825437277555466,
-0.07842077314853668,
-0.18666204810142517,
0.4522631764411926,
-0.3905547261238098,
0.3822796940803528,
0.025454163551330566,
0.7928305268287659,
0.1021415963768959,
0.5175219774246216,
0.30560773611068726,
-0.02354949712753296,
0.16571876406669617,
-0.4709498882293701,
-0.09824443608522415,
-0.11484033614397049,
0.10421258211135864,
-0.2650998830795288,
-0.06954018026590347,
0.4372478127479553,
0.19528529047966003,
-0.21901093423366547,
0.2930659353733063,
-0.007355190813541412,
-0.09401269257068634,
-0.10727562010288239,
0.3964507281780243,
-0.28943049907684326,
-0.34219321608543396,
-0.4041531980037689,
0.08302851766347885,
-0.0716639906167984,
0.10938766598701477,
0.02348697930574417,
-0.19954517483711243,
0.1919173300266266,
-0.05375807732343674,
-0.17945192754268646,
0.12678420543670654,
-0.15192438662052155,
0.05672391504049301,
0.10796260833740234,
0.12190455198287964,
0.5715913772583008,
0.3155314028263092,
0.08988542854785919,
-0.14035943150520325,
-0.24967992305755615,
0.018209869042038918,
-0.10177398473024368,
0.011336665600538254,
-0.27903079986572266,
-0.04984927549958229,
0.14662279188632965,
-0.07355830818414688,
-0.11414337903261185,
-0.018550172448158264,
-0.12246790528297424,
-0.5612727999687195,
-0.10086578130722046,
-0.1569114625453949,
0.016491089016199112,
-0.361402690410614,
-0.4539416432380676,
0.12473763525485992,
0.0820678323507309,
-0.11438563466072083,
0.02254839427769184,
0.1560448855161667,
-0.1329241394996643,
0.0180845744907856,
-0.028635580092668533,
-0.026486460119485855,
-0.1683037430047989,
0.4650352895259857,
-0.3377888798713684,
0.13558854162693024,
0.48102590441703796,
-0.0014935247600078583,
-0.10063914209604263,
-0.1287761628627777,
0.1317780613899231,
0.03157508373260498,
0.17872625589370728,
0.23741485178470612,
0.4232965409755707,
-0.03706710785627365,
-0.103977270424366,
0.460377037525177,
0.17888247966766357,
-0.22751587629318237,
0.3221888840198517,
-0.2716772258281708,
-0.008304278366267681,
0.10020577907562256,
-0.24698586761951447,
0.251600444316864,
0.27561822533607483,
-0.054373931139707565,
-0.07793255895376205,
-0.14099855720996857,
-0.14887315034866333,
0.08920028060674667,
-0.07794126868247986,
-0.1547580510377884,
0.29247844219207764,
0.09045490622520447,
0.43140149116516113,
-0.1656748354434967,
0.011178361251950264,
0.05280191823840141,
-0.17339567840099335,
-0.03228514641523361,
-0.33636409044265747,
0.25341692566871643,
0.3929213285446167,
-0.024329613894224167,
0.036479510366916656,
-0.2911223769187927,
-0.3061336278915405,
-0.08522520214319229,
0.19496381282806396,
0.33454909920692444,
-0.020083032548427582,
0.3100980818271637,
-0.030303489416837692,
-0.026977159082889557,
-0.22563812136650085,
0.05613059550523758,
0.121213398873806,
0.21189825236797333,
-0.021446263417601585,
0.09164024889469147,
-0.135085791349411,
0.02884073555469513,
-0.12551069259643555,
0.139961838722229,
0.33145982027053833,
0.09218710660934448,
0.40240567922592163,
-0.33164292573928833,
-0.1242271214723587,
-0.186142235994339,
0.24152502417564392,
0.022366728633642197,
-0.22292262315750122,
0.2276894599199295,
0.2536066472530365,
0.048694394528865814,
0.004368763417005539,
-0.3515135645866394,
-0.20524953305721283,
0.10156022757291794,
0.03671808913350105,
0.13649848103523254,
0.3804357051849365,
0.20834556221961975,
-0.21946276724338531,
-0.07531902194023132,
0.10992118716239929,
0.34745579957962036,
-0.006867912597954273,
-0.13243922591209412,
-0.040298059582710266,
0.16783805191516876,
0.18044662475585938,
0.20687948167324066,
0.18209794163703918,
0.12573926150798798,
-0.3951759934425354,
0.04823768138885498,
-0.14540499448776245,
0.3842652440071106,
-0.04766743630170822,
-0.34783732891082764,
-0.011668357998132706,
-0.039732590317726135,
-0.14489929378032684,
0.37700462341308594,
-0.1956181824207306,
0.4615793824195862,
-0.12057424336671829,
-0.14229092001914978,
-0.22523312270641327,
0.1911623626947403,
-0.014859948307275772,
-0.35551920533180237,
0.018208254128694534,
0.001985207200050354,
-0.06158312410116196,
0.1635025441646576,
-0.09451870620250702,
-0.5291836857795715,
0.3249557316303253,
0.21089895069599152,
0.41093242168426514,
-0.13282638788223267,
0.2109713852405548,
0.40817996859550476,
0.2585762143135071,
-0.14190079271793365,
0.35670459270477295,
-0.08057676255702972,
-0.0665103942155838,
0.039662547409534454,
-0.05109916627407074,
0.46409204602241516,
0.13601747155189514,
0.06991258263587952,
-0.15456357598304749,
-0.014162745326757431,
0.061158038675785065,
0.2100699096918106,
0.0652998685836792,
0.14395378530025482,
0.17420215904712677,
0.2784334123134613,
0.04108159989118576,
0.01370000559836626,
0.27881956100463867,
-0.1240195482969284,
0.3955177664756775,
-0.46632519364356995,
0.34974047541618347,
-0.013683151453733444,
0.04046490043401718,
-0.007169373333454132,
0.30275434255599976,
-0.4326498210430145,
0.014202892780303955,
0.3365616500377655,
-0.01821466162800789,
0.12153337150812149,
0.15017059445381165,
-0.023922549560666084,
0.05231773108243942,
0.33641526103019714,
0.03835448622703552,
0.16143718361854553,
-0.3520523011684418,
0.07867980003356934,
-0.24107766151428223,
-0.48464420437812805,
0.20691683888435364,
0.029172809794545174,
-0.045225840061903,
0.1478644460439682,
0.2512369155883789,
0.005733838304877281,
0.001841910183429718,
-0.2381109595298767,
0.01486289594322443,
0.38880735635757446,
-0.11951027810573578,
0.12263186275959015,
-0.3083280324935913,
0.36280784010887146,
0.064451664686203,
-0.03524571657180786,
-0.14427168667316437,
0.10927918553352356,
-0.19196131825447083,
-0.2746659517288208,
0.2735183835029602,
-0.09513244032859802,
-0.3597453534603119,
0.4765751361846924,
-0.16480158269405365,
0.234895259141922,
-0.20220834016799927,
-0.049596644937992096,
0.23287136852741241,
-0.11759205907583237,
-0.09729424118995667,
-0.2078133225440979,
-0.22305640578269958,
0.3955215811729431,
-0.33884933590888977,
0.1823018491268158,
-0.4465494155883789,
0.011617652140557766,
-0.02790592983365059,
-0.598473072052002,
-0.32375478744506836,
0.18443715572357178,
-0.24028697609901428,
0.19904987514019012,
-0.0032050721347332,
0.3760450482368469,
-0.2234918773174286,
0.07331100851297379,
-0.1242235079407692,
0.04271514713764191,
0.5173289179801941,
-0.46465328335762024,
-0.06660830974578857,
0.3070642650127411,
0.15711864829063416,
0.0489467978477478,
-0.14122751355171204,
-0.5565228462219238,
0.04482314735651016,
0.21128179132938385,
0.07773146033287048,
0.016498588025569916,
0.3738481104373932,
0.12894873321056366,
-0.06597992032766342,
-0.17810159921646118,
0.3892759680747986,
0.06262753158807755,
-0.045170970261096954,
-0.07479976862668991,
-0.45379096269607544
] |
https://github.com/huggingface/datasets/issues/5281 | Support cloud storage in load_dataset | Hi @lhoestq, thanks for getting back to me :) you have been busy over the summer I see... I was on `2.12.0`. I have updated to `2.14.4`.
Now `d = load_dataset("new_dataset.py", storage_options=storage_options, split="train", streaming=True)` works for Azure blob storage (with a local data loader script) when I explicitly list all blobs (I am struggling to make `fs.ls(<path>)` work in the script to make the list available to the download manager).
Any chance that it could work out-of-the-box by supplying just the image folder, not the full list of image filenames? It seems that `dl_manager.download(_URL)` always wants one or more (possibly archived) files. In my situation, where I don't want to archive or download, it would be great to just supply the folder (seems reasonably doable with fsspec).
Let me know if there is anything I can do to help.
Thanks, | Would be nice to be able to do
```python
data_files=["s3://..."] # or gs:// or any cloud storage path
storage_options = {...}
load_dataset(..., data_files=data_files, storage_options=storage_options)
```
The idea would be to use `fsspec` as in `download_and_prepare` and `save_to_disk`.
This has been requested several times already. Some users want to use their data from private cloud storage to train models
related:
https://github.com/huggingface/datasets/issues/3490
https://github.com/huggingface/datasets/issues/5244
[forum](https://discuss.huggingface.co/t/how-to-use-s3-path-with-load-dataset-with-streaming-true/25739/2) | 140 | Support cloud storage in load_dataset
Would be nice to be able to do
```python
data_files=["s3://..."] # or gs:// or any cloud storage path
storage_options = {...}
load_dataset(..., data_files=data_files, storage_options=storage_options)
```
The idea would be to use `fsspec` as in `download_and_prepare` and `save_to_disk`.
This has been requested several times already. Some users want to use their data from private cloud storage to train models
related:
https://github.com/huggingface/datasets/issues/3490
https://github.com/huggingface/datasets/issues/5244
[forum](https://discuss.huggingface.co/t/how-to-use-s3-path-with-load-dataset-with-streaming-true/25739/2)
Hi @lhoestq, thanks for getting back to me :) you have been busy over the summer I see... I was on `2.12.0`. I have updated to `2.14.4`.
Now `d = load_dataset("new_dataset.py", storage_options=storage_options, split="train", streaming=True)` works for Azure blob storage (with a local data loader script) when I explicitly list all blobs (I am struggling to make `fs.ls(<path>)` work in the script to make the list available to the download manager).
Any chance that it could work out-of-the-box by supplying just the image folder, not the full list of image filenames? It seems that `dl_manager.download(_URL)` always wants one or more (possibly archived) files. In my situation, where I don't want to archive or download, it would be great to just supply the folder (seems reasonably doable with fsspec).
Let me know if there is anything I can do to help.
Thanks, | [
-0.16544894874095917,
0.19363835453987122,
-0.14471273124217987,
0.1706695258617401,
0.19591417908668518,
-0.038629885762929916,
0.33907458186149597,
0.0681251510977745,
0.06344939768314362,
0.051087960600852966,
-0.07675474137067795,
0.15149839222431183,
-0.33743005990982056,
0.7472612857818604,
0.08950602263212204,
0.16841137409210205,
0.14898377656936646,
0.260009229183197,
-0.011000670492649078,
0.10754653811454773,
-0.22952581942081451,
0.3355191648006439,
-0.05851823836565018,
-0.4200502634048462,
-0.19642962515354156,
0.22531571984291077,
-0.2779577970504761,
0.21565598249435425,
-0.25480133295059204,
-0.4408584535121918,
0.18917807936668396,
0.1411961317062378,
0.465436726808548,
0.10208823531866074,
-0.00012470265210140496,
-0.1202363520860672,
-0.15562424063682556,
-0.29843565821647644,
-0.5328242778778076,
-0.4359970688819885,
-0.22288274765014648,
-0.06780294328927994,
0.1559453308582306,
-0.0396004393696785,
-0.06420542299747467,
0.06134163215756416,
0.1251816302537918,
-0.36907872557640076,
0.19401225447654724,
0.3312074542045593,
0.06778194010257721,
0.207696795463562,
-0.320890873670578,
0.0065564485266804695,
0.2125241458415985,
0.25057852268218994,
-0.3002607822418213,
0.14462904632091522,
0.37383320927619934,
-0.1541910469532013,
0.09002133458852768,
0.14742307364940643,
-0.20797905325889587,
0.26535603404045105,
0.5364344716072083,
0.33870789408683777,
0.19276688992977142,
-0.3697883188724518,
-0.11902081221342087,
0.016670595854520798,
0.7204924821853638,
-0.13405942916870117,
-0.4938463568687439,
-0.5376694798469543,
-0.1470896154642105,
-0.13920335471630096,
-0.04354516416788101,
0.11675634235143661,
-0.22114039957523346,
0.08215457201004028,
-0.2565665543079376,
-0.3989590108394623,
-0.3578999936580658,
0.18455258011817932,
0.05232681334018707,
-0.03715619444847107,
-0.266169011592865,
-0.1355839967727661,
0.33724868297576904,
0.10147640109062195,
0.17709366977214813,
-0.2951713800430298,
0.14449843764305115,
0.14373597502708435,
-0.24450697004795074,
-0.1466326117515564,
-0.18976634740829468,
-0.06934414058923721,
0.07446339726448059,
0.5689904093742371,
0.30868959426879883,
-0.2012757658958435,
-0.04695858806371689,
0.10662687569856644,
0.10165083408355713,
0.1898844987154007,
0.017169412225484848,
-0.031869687139987946,
0.09263794869184494,
0.17043118178844452,
0.3779737055301666,
-0.26065534353256226,
-0.2923683822154999,
-0.15703292191028595,
-0.34405195713043213,
-0.14932072162628174,
0.07005325704813004,
-0.042776599526405334,
-0.2424989640712738,
-0.13632866740226746,
0.281218558549881,
-0.11479121446609497,
0.08040723949670792,
0.24675998091697693,
0.06831123679876328,
0.13444505631923676,
0.04778790473937988,
0.11620976030826569,
0.1419575959444046,
-0.08873074501752853,
-0.03118818998336792,
0.03176269307732582,
-0.14052551984786987,
0.2339806705713272,
0.2554202675819397,
-0.1246166080236435,
0.33355143666267395,
-0.325171560049057,
0.2823210060596466,
0.128306582570076,
-0.04303731024265289,
-0.11201164126396179,
0.2754378318786621,
0.27713915705680847,
-0.09344344586133957,
-0.02548636868596077,
-0.09567688405513763,
-0.090099036693573,
-0.2499745488166809,
0.16740402579307556,
-0.25199633836746216,
-0.4527241587638855,
-0.41688844561576843,
-0.02381441369652748,
-0.30610209703445435,
-0.1038682758808136,
-0.86339271068573,
0.040063805878162384,
-0.2471892535686493,
-0.266669899225235,
0.1349593549966812,
0.19543354213237762,
-0.22590474784374237,
-0.2093145102262497,
0.4340577721595764,
0.4344949722290039,
-0.14320707321166992,
-0.06958135217428207,
-0.32917550206184387,
0.07443034648895264,
0.22958305478096008,
-0.12282800674438477,
0.004352121148258448,
-0.04355466365814209,
-0.41848739981651306,
0.27737098932266235,
0.11889182031154633,
-0.4709096848964691,
-0.1382617950439453,
0.6194511651992798,
-0.024256903678178787,
-0.042610347270965576,
0.27946707606315613,
0.20230232179164886,
0.2708084285259247,
-0.09859496355056763,
-0.132310152053833,
0.432258665561676,
-0.035349033772945404,
0.05459710955619812,
-0.0018006935715675354,
-0.4899137616157532,
0.03501099720597267,
0.39483946561813354,
0.07074464857578278,
0.2545328140258789,
0.15484729409217834,
0.2521456182003021,
0.22027644515037537,
-0.12928958237171173,
0.11157999187707901,
0.09944155067205429,
0.5122244954109192,
0.07735130935907364,
-0.29796141386032104,
-0.12591378390789032,
-0.8282616138458252,
0.4014408588409424,
0.015391763299703598,
0.0034552328288555145,
-0.1561608761548996,
-0.02133050560951233,
0.07217426598072052,
-0.10841317474842072,
-0.14853915572166443,
-0.26218920946121216,
-0.11080306768417358,
-0.05196523666381836,
0.22565609216690063,
0.06442172825336456,
-0.34841299057006836,
0.13075916469097137,
-0.023319782689213753,
0.13516323268413544,
0.04216916114091873,
0.5449211597442627,
0.17993618547916412,
-0.10861770808696747,
0.13956725597381592,
-0.1096339300274849,
0.0602596178650856,
-0.08062591403722763,
0.11327873170375824,
0.3700203597545624,
0.13654761016368866,
0.3173753619194031,
0.008222822099924088,
0.7277786135673523,
0.28478699922561646,
0.1677975207567215,
0.14712902903556824,
-0.09745627641677856,
0.13289952278137207,
-0.1152896136045456,
-0.09538251906633377,
0.2960531711578369,
-0.25916439294815063,
0.275676429271698,
0.06464850157499313,
-0.06605702638626099,
-0.15291602909564972,
-0.05888873711228371,
-0.16130928695201874,
-0.056033965200185776,
0.017735891044139862,
-0.056465934962034225,
0.2893098294734955,
-0.03563166409730911,
-0.05549351125955582,
-0.1703818142414093,
0.10364867746829987,
-0.05896281450986862,
-0.0571402832865715,
0.24961692094802856,
-0.0236060693860054,
-0.06604139506816864,
0.5720043778419495,
0.1427617073059082,
0.7377117872238159,
0.076436847448349,
-0.15257549285888672,
0.050130024552345276,
0.3260272145271301,
-0.17276015877723694,
0.2882920503616333,
-0.015352532267570496,
0.3147890269756317,
0.1869613230228424,
0.25056275725364685,
-0.07725198566913605,
-0.15711380541324615,
-0.28698375821113586,
0.12960340082645416,
-0.07207366824150085,
-0.21032266318798065,
0.06572310626506805,
-0.12078643590211868,
-0.4145645201206207,
0.23145033419132233,
-0.03351687267422676,
-0.0332479290664196,
0.013370772823691368,
-0.15282601118087769,
0.49118295311927795,
0.10871440172195435,
-0.17052164673805237,
-0.32893088459968567,
0.572062075138092,
-0.24908752739429474,
-0.7761326432228088,
-0.32082846760749817,
0.35424837470054626,
0.09915798902511597,
-0.0027740001678466797,
0.17805752158164978,
-0.28412503004074097,
0.13299702107906342,
0.09304051101207733,
-0.04740000516176224,
-0.5132166743278503,
-0.04579460620880127,
0.15400630235671997,
-0.14441043138504028,
0.20397399365901947,
0.40295636653900146,
0.21354356408119202,
0.22170476615428925,
0.0672985315322876,
0.12628553807735443,
-0.04097313433885574,
-0.01493627205491066,
-0.25850868225097656,
0.10649057477712631,
-0.06249471753835678,
-0.19918887317180634,
0.06639224290847778,
-0.45995214581489563,
-0.13844731450080872,
0.36032313108444214,
0.012951675802469254,
0.12424734979867935,
-0.11155572533607483,
0.255916565656662,
0.04987723380327225,
-0.025187989696860313,
-0.24551385641098022,
-0.02300337702035904,
-0.6661685705184937,
0.2974787950515747,
-0.09440801292657852,
-0.05290320888161659,
0.16544194519519806,
0.10354040563106537,
0.04673047736287117,
-0.22880710661411285,
-0.492825448513031,
-0.5145546793937683,
-0.07831085473299026,
0.3011879622936249,
-0.026417024433612823,
0.03691258281469345,
0.3204614520072937,
-0.05195922031998634,
0.12116029858589172,
-0.08283647149801254,
-0.1511283814907074,
0.07979586720466614,
0.329281210899353,
0.337686687707901,
0.18822818994522095,
-0.17290306091308594,
0.23734766244888306,
0.5357541441917419,
-0.002225589007139206,
-0.09754128754138947,
0.6252913475036621,
-0.19331340491771698,
0.12787580490112305,
-0.07717617601156235,
-0.08249275386333466,
0.2019423544406891,
-0.3119930624961853,
-0.3102516531944275,
0.14731524884700775,
0.08494163304567337,
0.11719989776611328,
-0.26329919695854187,
0.12166109681129456,
-0.11663742363452911,
0.031296733766794205,
0.2197861671447754,
0.001738574355840683,
0.15746411681175232,
-0.19679631292819977,
-0.1526290327310562,
0.15869185328483582,
-0.1868932545185089,
-0.10850226879119873,
0.24854934215545654,
0.49137526750564575,
0.0966302677989006,
0.19088786840438843,
0.11558468639850616,
-0.5362157821655273,
0.18906554579734802,
-0.009703625924885273,
-0.17296387255191803,
-0.19967932999134064,
0.24458664655685425,
0.01406119018793106,
-0.0935354009270668,
0.6529369354248047,
-0.12042614072561264,
-0.07237769663333893,
-0.14147955179214478,
-0.3327045142650604,
-0.07348424196243286,
-0.11760362982749939,
0.041181113570928574,
-0.149693563580513,
-0.1361638456583023,
0.5109707117080688,
-0.19313615560531616,
-0.3051105737686157,
-0.20924508571624756,
-0.15936467051506042,
-0.10231621563434601,
-0.04435856640338898,
-0.025501631200313568,
-0.13150693476200104,
-0.42275652289390564,
-0.2977291941642761,
0.32268083095550537,
0.002966658677905798,
-0.15831358730793,
-0.013830950483679771,
0.07489228248596191,
0.19897758960723877,
0.2710222601890564,
-0.15313231945037842,
0.15187114477157593,
0.1341038942337036,
0.09882798790931702,
0.2744491696357727,
0.10896189510822296,
0.6411683559417725,
0.6037508249282837,
-0.20040033757686615,
-0.05201996862888336,
0.205318421125412,
0.11260125041007996,
0.4780099391937256,
0.4564386308193207,
-0.22043617069721222,
-0.02064952254295349,
0.051712896674871445,
0.0762631967663765,
-0.8088604211807251,
0.09550567716360092,
0.3195682764053345,
-0.23581741750240326,
0.2277020663022995,
-0.4630500376224518,
0.5966367125511169,
0.054040152579545975,
-0.04796946793794632,
-0.13017669320106506,
0.17633375525474548,
-0.3983807861804962,
0.18795344233512878,
0.14476607739925385,
0.7109795808792114,
0.04835578426718712,
0.6258629560470581,
0.11944650858640671,
0.13181544840335846,
0.057180844247341156,
-0.20207469165325165,
-0.04042704403400421,
-0.11407433450222015,
-0.11901001632213593,
-0.2025381177663803,
-0.046478960663080215,
0.3399243950843811,
0.2471817284822464,
0.04340467229485512,
0.27038681507110596,
0.07010740041732788,
0.04453209787607193,
-0.02919011004269123,
0.3165144622325897,
-0.41196930408477783,
-0.41453394293785095,
-0.3238988518714905,
0.10145403444766998,
-0.0264509916305542,
0.1502898931503296,
0.0301237553358078,
-0.22931943833827972,
0.07098035514354706,
-0.17136824131011963,
-0.2699357271194458,
0.16523593664169312,
-0.39168211817741394,
-0.17679853737354279,
-0.21387553215026855,
0.058974072337150574,
0.2828636169433594,
0.5441488027572632,
-0.23865513503551483,
-0.24460412561893463,
-0.2527782917022705,
0.016704030334949493,
0.04652165248990059,
0.17063471674919128,
-0.1780514121055603,
-0.20023103058338165,
0.08447450399398804,
-0.11301004141569138,
0.1170346662402153,
-0.01946578174829483,
-0.18101206421852112,
-0.41188180446624756,
-0.1275385618209839,
-0.051066115498542786,
0.14008314907550812,
-0.1628667265176773,
-0.39210745692253113,
-0.014651134610176086,
-0.004279192537069321,
-0.0392325222492218,
0.02440476045012474,
0.13461542129516602,
-0.021729303523898125,
0.13696305453777313,
-0.18444272875785828,
0.05490374565124512,
-0.10711069405078888,
0.5022668838500977,
-0.4043779671192169,
-0.024004485458135605,
0.39377114176750183,
-0.09926211088895798,
0.017905883491039276,
-0.08912639319896698,
0.2341902256011963,
-0.1256209909915924,
0.09041617065668106,
0.34533581137657166,
0.1844046264886856,
-0.05725732445716858,
-0.08486951887607574,
0.7286475300788879,
0.2659968137741089,
-0.1970071792602539,
0.12467963993549347,
-0.24416124820709229,
0.02075607143342495,
0.15253525972366333,
-0.11441490054130554,
0.37732529640197754,
-0.06125440075993538,
-0.16351504623889923,
0.06121941655874252,
-0.3536372482776642,
-0.1817290484905243,
0.21051821112632751,
-0.12514908611774445,
-0.01083219051361084,
0.055012382566928864,
0.2622840404510498,
0.5473324656486511,
-0.22724533081054688,
-0.07201950252056122,
0.0626184493303299,
-0.18551331758499146,
-0.010746465995907784,
-0.2826749086380005,
0.25792640447616577,
0.3827770948410034,
-0.03153037279844284,
-0.04409290850162506,
-0.34507429599761963,
-0.33939868211746216,
-0.13939008116722107,
0.26003649830818176,
0.34040531516075134,
-0.028829067945480347,
0.16882863640785217,
0.027554746717214584,
-0.017714403569698334,
-0.06678659468889236,
0.14106670022010803,
0.02000632882118225,
0.43783771991729736,
0.17367911338806152,
0.20913277566432953,
-0.11143865436315536,
0.04237895458936691,
0.28827303647994995,
0.0930023193359375,
0.2797718644142151,
0.12314306944608688,
0.305499404668808,
-0.21496261656284332,
-0.19936591386795044,
-0.2025696486234665,
0.45686206221580505,
0.07712329924106598,
-0.25155723094940186,
0.20095932483673096,
0.26711899042129517,
0.094321608543396,
-0.02518128976225853,
-0.19690261781215668,
-0.3003862798213959,
0.14968839287757874,
0.14826826751232147,
0.19356703758239746,
0.4193356931209564,
0.1266719400882721,
-0.24645017087459564,
0.006101379171013832,
0.2231833040714264,
0.33160287141799927,
-0.02896944433450699,
-0.07031002640724182,
-0.0528581440448761,
0.2685058116912842,
0.19586531817913055,
0.14932088553905487,
0.03695656359195709,
0.10023686289787292,
-0.4207247495651245,
0.26329588890075684,
-0.07883409410715103,
0.25089120864868164,
0.10315978527069092,
-0.3569638133049011,
0.008758984506130219,
-0.11201435327529907,
0.00758613646030426,
0.3854828178882599,
-0.35729193687438965,
0.4769342839717865,
-0.133341982960701,
-0.017118141055107117,
-0.23894807696342468,
0.15048140287399292,
0.031996969133615494,
-0.17445944249629974,
-0.08208326995372772,
-0.1263919472694397,
-0.020731739699840546,
0.2194875180721283,
-0.08938045799732208,
-0.7362622618675232,
0.3919575810432434,
0.2046583741903305,
0.35036706924438477,
-0.15876278281211853,
-0.05788304656744003,
0.23050010204315186,
0.10472004115581512,
-0.17249783873558044,
0.25909343361854553,
0.012819238007068634,
-0.009375534951686859,
0.1856134980916977,
-0.005417326465249062,
0.34257104992866516,
0.24539202451705933,
0.20220041275024414,
-0.19164139032363892,
-0.1446184515953064,
0.06656248867511749,
-0.022532664239406586,
0.11294180154800415,
0.11549289524555206,
0.025380423292517662,
0.30515849590301514,
0.027588622644543648,
-0.03158191591501236,
0.23598194122314453,
-0.10297887027263641,
0.10218341648578644,
-0.19548992812633514,
0.5088887810707092,
0.14870871603488922,
0.06475121527910233,
-0.03997544199228287,
0.21402153372764587,
-0.44815659523010254,
-0.10796062648296356,
0.35348203778266907,
-0.10138053447008133,
0.15972688794136047,
0.32785165309906006,
-0.002072606235742569,
-0.005857350304722786,
0.18172745406627655,
0.050342850387096405,
0.21045085787773132,
-0.4083808660507202,
-0.053289446979761124,
-0.4206587076187134,
-0.3404110372066498,
0.1722591668367386,
-0.09481342136859894,
-0.13317449390888214,
0.20132064819335938,
0.19862213730812073,
0.07032077014446259,
0.028520658612251282,
-0.15075214207172394,
0.13876886665821075,
0.4515063464641571,
-0.20818451046943665,
0.10058130323886871,
-0.28532129526138306,
0.3804600238800049,
0.016427520662546158,
-0.1664237380027771,
-0.074435755610466,
-0.07664540410041809,
-0.15622708201408386,
-0.17219676077365875,
0.23675838112831116,
-0.10078039765357971,
-0.17174099385738373,
0.5061419010162354,
-0.2720649838447571,
0.18066859245300293,
-0.23117440938949585,
-0.03354449197649956,
0.026306480169296265,
0.10025101900100708,
-0.044195082038640976,
-0.33034539222717285,
0.005834819748997688,
0.2642444968223572,
-0.3879106342792511,
0.35995522141456604,
-0.5657135844230652,
0.08193714916706085,
0.1238039880990982,
-0.44142138957977295,
-0.3295040726661682,
0.11988601833581924,
-0.1995205581188202,
0.18514706194400787,
-0.04116484895348549,
0.2659936547279358,
-0.2750426232814789,
-0.05184464156627655,
-0.22007931768894196,
-0.13074356317520142,
0.5930521488189697,
-0.5059325098991394,
-0.09774672985076904,
0.25185245275497437,
0.14146459102630615,
0.055824872106313705,
0.11817649751901627,
-0.42155420780181885,
-0.043416827917099,
0.18874865770339966,
-0.010219167917966843,
-0.06825859844684601,
0.19355909526348114,
-0.013119153678417206,
-0.08524078130722046,
-0.12921403348445892,
0.23013678193092346,
0.08356945216655731,
-0.18809890747070312,
-0.26270434260368347,
-0.5200367569923401
] |
https://github.com/huggingface/datasets/issues/5281 | Support cloud storage in load_dataset | > Any chance that it could work out-of-the-box by supplying just the image folder, not the full list of image filenames? It seems that dl_manager.download(_URL) always wants one or more (possibly archived) files. In my situation, where I don't want to archive or download, it would be great to just supply the folder (seems reasonably doable with fsspec).
@mayorblock This is not supported right now, you have to use archives or implement a way to get the list by yourself
> TypeError: AioSession.init() got an unexpected keyword argument 'hf'
@hjq133 Can you update `fsspec` and try again ?
```python
pip install -U fsspec
``` | Would be nice to be able to do
```python
data_files=["s3://..."] # or gs:// or any cloud storage path
storage_options = {...}
load_dataset(..., data_files=data_files, storage_options=storage_options)
```
The idea would be to use `fsspec` as in `download_and_prepare` and `save_to_disk`.
This has been requested several times already. Some users want to use their data from private cloud storage to train models
related:
https://github.com/huggingface/datasets/issues/3490
https://github.com/huggingface/datasets/issues/5244
[forum](https://discuss.huggingface.co/t/how-to-use-s3-path-with-load-dataset-with-streaming-true/25739/2) | 104 | Support cloud storage in load_dataset
Would be nice to be able to do
```python
data_files=["s3://..."] # or gs:// or any cloud storage path
storage_options = {...}
load_dataset(..., data_files=data_files, storage_options=storage_options)
```
The idea would be to use `fsspec` as in `download_and_prepare` and `save_to_disk`.
This has been requested several times already. Some users want to use their data from private cloud storage to train models
related:
https://github.com/huggingface/datasets/issues/3490
https://github.com/huggingface/datasets/issues/5244
[forum](https://discuss.huggingface.co/t/how-to-use-s3-path-with-load-dataset-with-streaming-true/25739/2)
> Any chance that it could work out-of-the-box by supplying just the image folder, not the full list of image filenames? It seems that dl_manager.download(_URL) always wants one or more (possibly archived) files. In my situation, where I don't want to archive or download, it would be great to just supply the folder (seems reasonably doable with fsspec).
@mayorblock This is not supported right now, you have to use archives or implement a way to get the list by yourself
> TypeError: AioSession.init() got an unexpected keyword argument 'hf'
@hjq133 Can you update `fsspec` and try again ?
```python
pip install -U fsspec
``` | [
-0.12195324897766113,
0.12658937275409698,
-0.14086255431175232,
0.26538458466529846,
0.28087082505226135,
0.06839855760335922,
0.22423100471496582,
0.013140462338924408,
0.2562103569507599,
0.12566734850406647,
-0.03907793015241623,
0.22973865270614624,
-0.34713298082351685,
0.611405074596405,
0.11471987515687943,
0.07006904482841492,
0.2118334025144577,
0.2194739729166031,
-0.07855616509914398,
0.10360434651374817,
-0.20126254856586456,
0.37018001079559326,
-0.05348815768957138,
-0.3864874243736267,
-0.15486130118370056,
0.148872971534729,
-0.2910812199115753,
0.2148953676223755,
-0.3101707398891449,
-0.44794392585754395,
0.19267356395721436,
0.14592653512954712,
0.3686582148075104,
0.21551230549812317,
-0.000125229504192248,
-0.07860085368156433,
-0.08748865127563477,
-0.2733917832374573,
-0.4993157386779785,
-0.46594494581222534,
-0.3175900876522064,
-0.1275157630443573,
0.20942027866840363,
-0.09698455780744553,
-0.04833662509918213,
0.22349813580513,
0.08615917712450027,
-0.2902049124240875,
0.27526259422302246,
0.2844012677669525,
0.05697350203990936,
0.27437326312065125,
-0.24962420761585236,
0.012773968279361725,
0.19860845804214478,
0.3066036105155945,
-0.2743116617202759,
0.2100672870874405,
0.2306317836046219,
-0.15396514534950256,
0.29738548398017883,
0.15806536376476288,
-0.22588257491588593,
0.16598038375377655,
0.45820170640945435,
0.2978500723838806,
0.01565096154808998,
-0.4445798099040985,
-0.12305784970521927,
0.1334826946258545,
0.7545758485794067,
-0.16643592715263367,
-0.4793509542942047,
-0.48961761593818665,
-0.14518582820892334,
-0.252668172121048,
0.004932023584842682,
0.14084461331367493,
-0.2550470232963562,
0.08117377758026123,
-0.21908773481845856,
-0.34693238139152527,
-0.34599295258522034,
0.16870296001434326,
0.04423624277114868,
0.09993541240692139,
-0.24019742012023926,
-0.09456904977560043,
0.37299492955207825,
0.11145292222499847,
0.16791242361068726,
-0.275174617767334,
0.18969105184078217,
0.1319170892238617,
-0.18678471446037292,
-0.17295262217521667,
-0.23400330543518066,
0.000414334237575531,
0.139140784740448,
0.4103472828865051,
0.33384060859680176,
-0.2507815957069397,
0.031062733381986618,
0.13071782886981964,
0.07130911946296692,
0.21624302864074707,
-0.1437339186668396,
-0.0021267831325531006,
0.038930922746658325,
0.1635936200618744,
0.4079752564430237,
-0.32067373394966125,
-0.2546555697917938,
-0.06855201721191406,
-0.3922106623649597,
-0.22036030888557434,
-0.036092646420001984,
0.008983764797449112,
-0.18263548612594604,
-0.15930497646331787,
0.3561694324016571,
-0.08282700926065445,
0.058832798153162,
0.17468252778053284,
0.1408482939004898,
0.23934176564216614,
0.07555174827575684,
0.22297073900699615,
0.12935346364974976,
-0.03949194401502609,
-0.03472987189888954,
0.05463089421391487,
-0.1444757580757141,
0.22771920263767242,
0.1629699021577835,
-0.041926149278879166,
0.3737473785877228,
-0.21345651149749756,
0.23535382747650146,
0.08993986248970032,
0.0353291779756546,
-0.031174693256616592,
0.14789731800556183,
0.40856966376304626,
-0.05741026997566223,
0.04295346140861511,
-0.012207597494125366,
-0.10883921384811401,
-0.2635669708251953,
0.14893488585948944,
-0.25765109062194824,
-0.42481866478919983,
-0.3606105148792267,
-0.05103243514895439,
-0.24208560585975647,
-0.12728911638259888,
-0.9113475680351257,
0.06437976658344269,
-0.1891235113143921,
-0.24933959543704987,
0.15541332960128784,
0.2738662362098694,
-0.2462141215801239,
-0.19223865866661072,
0.37994101643562317,
0.45798277854919434,
-0.10425735265016556,
-0.050415825098752975,
-0.2938029170036316,
-0.027251355350017548,
0.07037276029586792,
-0.044193726032972336,
0.07030782848596573,
-0.016206704080104828,
-0.4042493402957916,
0.24226568639278412,
0.22611591219902039,
-0.6260952353477478,
-0.1888757050037384,
0.5320223569869995,
0.10263782739639282,
-0.03924906626343727,
0.29276618361473083,
0.21274740993976593,
0.11277676373720169,
-0.033543262630701065,
-0.31737011671066284,
0.4294167160987854,
-0.10510064661502838,
0.06714766472578049,
-0.03543391078710556,
-0.48428255319595337,
0.061859242618083954,
0.36059191823005676,
-0.002327408641576767,
0.25941914319992065,
0.1783047318458557,
0.11347346752882004,
0.20848608016967773,
-0.09484001994132996,
0.06427664309740067,
0.153494730591774,
0.4336249530315399,
0.12472912669181824,
-0.3652220666408539,
-0.06267352402210236,
-0.7322004437446594,
0.3823985755443573,
0.12876398861408234,
-0.032973721623420715,
-0.24519474804401398,
-0.10947909951210022,
0.08248686045408249,
-0.024880805984139442,
-0.09541556239128113,
-0.21021950244903564,
-0.13503769040107727,
-0.032106027007102966,
0.2544119954109192,
0.10094767808914185,
-0.372558057308197,
0.17995582520961761,
0.05598210543394089,
0.1450032740831375,
-0.20247238874435425,
0.4585292339324951,
0.12116305530071259,
-0.02106788009405136,
0.04200928658246994,
-0.12139206379652023,
0.14627380669116974,
-0.07977554947137833,
0.09998790919780731,
0.3989119827747345,
0.1456165313720703,
0.3374517858028412,
0.046825941652059555,
0.6815473437309265,
0.344022661447525,
0.1166309267282486,
0.16838477551937103,
-0.13665328919887543,
0.14132893085479736,
-0.06117958575487137,
-0.17594078183174133,
0.301334947347641,
-0.204618901014328,
0.24642318487167358,
0.002723138779401779,
-0.0004025604575872421,
-0.09744367748498917,
-0.03769533336162567,
-0.1179838627576828,
-0.0978843942284584,
0.037468280643224716,
0.09697483479976654,
0.24084974825382233,
-0.05143348127603531,
-0.08428403735160828,
-0.2234863042831421,
0.06947191804647446,
-0.0711185485124588,
0.01022259145975113,
0.2233969271183014,
0.02669932320713997,
-0.10026387125253677,
0.501258373260498,
0.1623757928609848,
0.7306333780288696,
0.0692879781126976,
-0.16022461652755737,
0.04267626255750656,
0.3496195673942566,
-0.16680015623569489,
0.270688533782959,
0.003183819353580475,
0.30394604802131653,
0.21411734819412231,
0.204864040017128,
-0.05846292898058891,
-0.15346959233283997,
-0.19955243170261383,
0.0626649335026741,
-0.054474540054798126,
-0.21186399459838867,
0.09408546984195709,
-0.14071981608867645,
-0.37531232833862305,
0.25732818245887756,
-0.03470896556973457,
-0.13620209693908691,
0.011630775406956673,
-0.16863669455051422,
0.41644325852394104,
0.11590994894504547,
-0.12598924338817596,
-0.22990502417087555,
0.4895954728126526,
-0.2869885563850403,
-0.6558317542076111,
-0.41716063022613525,
0.3603643476963043,
0.1413574069738388,
-0.03627414256334305,
0.15327203273773193,
-0.2633591890335083,
0.19762223958969116,
0.10567466914653778,
-0.11822989583015442,
-0.5199622511863708,
-0.02207855135202408,
0.19444410502910614,
-0.2150404006242752,
0.2725377380847931,
0.41801929473876953,
0.20034712553024292,
0.1830572783946991,
0.08681053668260574,
0.10313869267702103,
0.008619235828518867,
-0.011691189371049404,
-0.22500373423099518,
0.1466795802116394,
-0.01823815517127514,
-0.17182135581970215,
0.21559768915176392,
-0.607625424861908,
-0.1665639877319336,
0.3576490879058838,
0.08054907619953156,
0.10264435410499573,
-0.1175980493426323,
0.25762152671813965,
-0.04235412925481796,
-0.04822804033756256,
-0.2072998583316803,
-0.06773360073566437,
-0.737235963344574,
0.2864333391189575,
-0.1314501166343689,
-0.0903870016336441,
0.1807032972574234,
0.021118801087141037,
0.2119814157485962,
-0.18692387640476227,
-0.5196043848991394,
-0.6223416328430176,
0.033644236624240875,
0.32960212230682373,
-0.038466863334178925,
0.11275815218687057,
0.35827845335006714,
-0.16102327406406403,
0.14936009049415588,
-0.10229930281639099,
-0.15248771011829376,
-0.024627409875392914,
0.23843970894813538,
0.2807796895503998,
0.1753847897052765,
0.08204135298728943,
0.1706133484840393,
0.6560709476470947,
0.05791914835572243,
0.028694141656160355,
0.6508598327636719,
-0.19495180249214172,
0.19918717443943024,
-0.07326968759298325,
-0.022682785987854004,
0.1163366436958313,
-0.19770145416259766,
-0.2534830570220947,
0.12474499642848969,
0.08727104216814041,
0.0977715328335762,
-0.3146481513977051,
0.135208860039711,
-0.1866736114025116,
0.02471005544066429,
0.16972555220127106,
0.07718107849359512,
0.21558910608291626,
-0.12889359891414642,
-0.13535076379776,
0.12435312569141388,
-0.16894370317459106,
-0.15719416737556458,
0.3148922026157379,
0.4114125072956085,
0.11884415149688721,
0.27370959520339966,
0.028800522908568382,
-0.5881947875022888,
0.17119988799095154,
-0.0050008660182356834,
-0.2175205945968628,
-0.14651156961917877,
0.2200666069984436,
0.08100387454032898,
-0.04868081584572792,
0.7794925570487976,
-0.19082032144069672,
-0.1960144340991974,
-0.13189655542373657,
-0.34695833921432495,
-0.13788054883480072,
-0.07224451750516891,
0.09723401069641113,
-0.28510215878486633,
-0.14972586929798126,
0.39683595299720764,
-0.21209970116615295,
-0.3328755795955658,
-0.1854458749294281,
-0.1148756742477417,
-0.13101746141910553,
-0.10401418060064316,
-0.11877161264419556,
-0.21860218048095703,
-0.5058507323265076,
-0.29712310433387756,
0.22827719151973724,
-0.1574065387248993,
-0.04235143959522247,
-0.02059517614543438,
0.052623674273490906,
0.2256489098072052,
0.12499427795410156,
-0.15970218181610107,
0.2041514813899994,
0.11651235818862915,
0.042505260556936264,
0.23559442162513733,
0.08257054537534714,
0.5119434595108032,
0.645527184009552,
-0.25884032249450684,
0.07097256183624268,
0.15152552723884583,
0.11892767250537872,
0.40160441398620605,
0.41182684898376465,
-0.17224985361099243,
-0.02728363126516342,
0.04944249987602234,
0.16690032184123993,
-0.7345705032348633,
0.00525703327730298,
0.37549328804016113,
-0.23384928703308105,
0.11976613104343414,
-0.4190971553325653,
0.7382208108901978,
0.09212513267993927,
-0.06087429076433182,
-0.16124498844146729,
0.15669366717338562,
-0.3794037997722626,
0.13817323744297028,
0.1825958490371704,
0.8367396593093872,
-0.004556618630886078,
0.7185970544815063,
0.20359385013580322,
0.008949816226959229,
0.23896777629852295,
-0.1933726966381073,
-0.10931268334388733,
-0.06846516579389572,
-0.04228014871478081,
-0.25299423933029175,
0.0050506591796875,
0.25209885835647583,
0.22281412780284882,
-0.05642518401145935,
0.33885034918785095,
0.04277154058218002,
-0.07832178473472595,
-0.07688623666763306,
0.3824600577354431,
-0.4961313009262085,
-0.43686991930007935,
-0.27481597661972046,
0.10246254503726959,
-0.002234324812889099,
0.11731155216693878,
-0.01892789825797081,
-0.2009957879781723,
0.13455303013324738,
-0.18586848676204681,
-0.26819127798080444,
0.07162543386220932,
-0.4086320400238037,
-0.13357768952846527,
-0.11671192944049835,
-0.06895087659358978,
0.2482595443725586,
0.4706586003303528,
-0.1991756111383438,
-0.187394380569458,
-0.248637855052948,
0.0937856063246727,
0.08266689628362656,
0.14313983917236328,
-0.20449337363243103,
-0.16104884445667267,
0.0965353399515152,
-0.11129406094551086,
0.24592503905296326,
-0.07699375599622726,
-0.16170774400234222,
-0.42442041635513306,
-0.06588346511125565,
-0.0218045711517334,
0.21309515833854675,
-0.16910377144813538,
-0.3704867959022522,
-0.01850065588951111,
-0.01564778760075569,
-0.029849663376808167,
0.018946904689073563,
0.18315815925598145,
-0.044387660920619965,
0.11246101558208466,
-0.24813105165958405,
0.02503238618373871,
-0.13695105910301208,
0.4682864248752594,
-0.3873645067214966,
-0.08404050767421722,
0.3235108554363251,
-0.07679443806409836,
-0.05064303055405617,
-0.09395059943199158,
0.19396105408668518,
-0.14287608861923218,
0.06615794450044632,
0.3339534103870392,
0.24669377505779266,
-0.08287881314754486,
-0.16363373398780823,
0.610649585723877,
0.29917025566101074,
-0.3102525770664215,
0.1475154608488083,
-0.2632220983505249,
-0.05896589159965515,
0.10474075376987457,
-0.11085334420204163,
0.4318729639053345,
-0.10594002157449722,
-0.31529077887535095,
0.05097624659538269,
-0.3625922203063965,
-0.15900179743766785,
0.20874924957752228,
-0.1081932783126831,
-0.054763466119766235,
0.29015764594078064,
0.26142609119415283,
0.4951270818710327,
-0.20064735412597656,
-0.03695026412606239,
0.06014729291200638,
-0.26221561431884766,
0.00018115341663360596,
-0.2803952991962433,
0.26999998092651367,
0.3769305646419525,
-0.08011522144079208,
0.003989982418715954,
-0.31517887115478516,
-0.31917837262153625,
-0.12350809574127197,
0.18590280413627625,
0.2769131362438202,
-0.047799594700336456,
0.0588839165866375,
-0.05521057918667793,
0.04900217801332474,
-0.0670609250664711,
0.1784289926290512,
0.05763966590166092,
0.39208149909973145,
0.1248287707567215,
0.2003156691789627,
-0.1003614217042923,
0.042461246252059937,
0.28249549865722656,
0.15951651334762573,
0.2592926323413849,
-0.02201402559876442,
0.40922126173973083,
-0.19127589464187622,
-0.17240110039710999,
-0.06014290452003479,
0.4849778115749359,
-0.0013846233487129211,
-0.30021142959594727,
0.25954142212867737,
0.32236480712890625,
0.08303963392972946,
-0.009225808084011078,
-0.1804821789264679,
-0.30547982454299927,
0.15249794721603394,
0.1291540116071701,
0.2288355827331543,
0.44894084334373474,
0.10600882768630981,
-0.21174772083759308,
-0.021407827734947205,
0.3227677047252655,
0.2899843454360962,
-0.011444216594099998,
-0.12850013375282288,
-0.047740012407302856,
0.26272130012512207,
0.13110017776489258,
0.2894672155380249,
0.055168330669403076,
0.1348697990179062,
-0.4491807818412781,
0.19360820949077606,
-0.1889391839504242,
0.2096889466047287,
0.027727875858545303,
-0.36916908621788025,
0.04027513042092323,
-0.20242324471473694,
-0.06535407900810242,
0.41984823346138,
-0.324369877576828,
0.4160866439342499,
-0.18100273609161377,
-0.07541283965110779,
-0.31038931012153625,
0.24061256647109985,
0.09258747100830078,
-0.11530445516109467,
-0.09295366704463959,
-0.07232728600502014,
-0.053571172058582306,
0.28871044516563416,
-0.07852882146835327,
-0.6835178732872009,
0.28272634744644165,
0.3391661047935486,
0.39100027084350586,
-0.21162906289100647,
0.0008497759699821472,
0.25493472814559937,
0.1388901174068451,
-0.20371203124523163,
0.3222767114639282,
0.001787729561328888,
-0.04639577865600586,
0.08279452472925186,
0.041235536336898804,
0.3717392385005951,
0.1559087634086609,
0.13411784172058105,
-0.07254040241241455,
-0.140973761677742,
0.1132260262966156,
0.014725062996149063,
0.07523457705974579,
0.11447209119796753,
0.2071915864944458,
0.2064995914697647,
0.015117235481739044,
-0.038423217833042145,
0.08778830617666245,
-0.13477221131324768,
0.1613990068435669,
-0.28486108779907227,
0.41002681851387024,
0.11994385719299316,
0.047091737389564514,
-0.07985903322696686,
0.25567540526390076,
-0.5994706749916077,
0.06724240630865097,
0.31398481130599976,
-0.07921859622001648,
0.20904195308685303,
0.26586949825286865,
-0.029131120070815086,
-0.003634953871369362,
0.22051967680454254,
0.08692999184131622,
0.2927097678184509,
-0.4127689599990845,
-0.09828335046768188,
-0.4614930748939514,
-0.42232558131217957,
0.21211282908916473,
-0.11303507536649704,
-0.11863581836223602,
0.15528522431850433,
0.22664257884025574,
0.13247115910053253,
0.057090938091278076,
-0.07702860236167908,
0.16541163623332977,
0.4179524779319763,
-0.11121667921543121,
0.04303855076432228,
-0.3072216510772705,
0.2954156994819641,
0.037365615367889404,
-0.09204937517642975,
-0.11662772297859192,
-0.07887052744626999,
-0.17485585808753967,
-0.2131509929895401,
0.28633683919906616,
-0.22295229136943817,
-0.0603993758559227,
0.4684467315673828,
-0.18519148230552673,
0.14290666580200195,
-0.21088963747024536,
-0.04411662369966507,
0.05767481401562691,
0.10053599625825882,
-0.16610568761825562,
-0.32036706805229187,
-0.06677934527397156,
0.2285292148590088,
-0.4167279005050659,
0.32934796810150146,
-0.5630850195884705,
0.032275035977363586,
0.0996018797159195,
-0.42169785499572754,
-0.2982887029647827,
0.06024235486984253,
-0.1915663480758667,
0.19655603170394897,
0.10898011177778244,
0.3178255558013916,
-0.22907021641731262,
0.015852944925427437,
-0.22229747474193573,
-0.08703476190567017,
0.5453405380249023,
-0.45444273948669434,
-0.07463474571704865,
0.20274962484836578,
0.12826265394687653,
-0.013194680213928223,
0.16719040274620056,
-0.43490180373191833,
-0.031584180891513824,
0.1895887851715088,
-0.02766699343919754,
-0.11847423017024994,
0.2715475857257843,
0.009506105445325375,
-0.15067800879478455,
-0.09475083649158478,
0.27900612354278564,
0.11180508136749268,
-0.22044925391674042,
-0.21327723562717438,
-0.4941976070404053
] |
https://github.com/huggingface/datasets/issues/5281 | Support cloud storage in load_dataset | I'm seeing same problem as @hjq133 with following versions:
```
datasets==2.15.0
(venv) ➜ finetuning-llama2 git:(main) ✗ pip freeze | grep s3fs
s3fs==2023.10.0
(venv) ➜ finetuning-llama2 git:(main) ✗ pip freeze | grep fsspec
fsspec==2023.10.0
``` | Would be nice to be able to do
```python
data_files=["s3://..."] # or gs:// or any cloud storage path
storage_options = {...}
load_dataset(..., data_files=data_files, storage_options=storage_options)
```
The idea would be to use `fsspec` as in `download_and_prepare` and `save_to_disk`.
This has been requested several times already. Some users want to use their data from private cloud storage to train models
related:
https://github.com/huggingface/datasets/issues/3490
https://github.com/huggingface/datasets/issues/5244
[forum](https://discuss.huggingface.co/t/how-to-use-s3-path-with-load-dataset-with-streaming-true/25739/2) | 34 | Support cloud storage in load_dataset
Would be nice to be able to do
```python
data_files=["s3://..."] # or gs:// or any cloud storage path
storage_options = {...}
load_dataset(..., data_files=data_files, storage_options=storage_options)
```
The idea would be to use `fsspec` as in `download_and_prepare` and `save_to_disk`.
This has been requested several times already. Some users want to use their data from private cloud storage to train models
related:
https://github.com/huggingface/datasets/issues/3490
https://github.com/huggingface/datasets/issues/5244
[forum](https://discuss.huggingface.co/t/how-to-use-s3-path-with-load-dataset-with-streaming-true/25739/2)
I'm seeing same problem as @hjq133 with following versions:
```
datasets==2.15.0
(venv) ➜ finetuning-llama2 git:(main) ✗ pip freeze | grep s3fs
s3fs==2023.10.0
(venv) ➜ finetuning-llama2 git:(main) ✗ pip freeze | grep fsspec
fsspec==2023.10.0
``` | [
-0.18196022510528564,
-0.02283729612827301,
-0.11067049205303192,
0.12068100273609161,
0.24369290471076965,
-0.06892726570367813,
0.21550054848194122,
0.01004670187830925,
0.16540159285068512,
0.09179404377937317,
-0.08870052546262741,
0.3211118280887604,
-0.25414687395095825,
0.7336252331733704,
0.16530345380306244,
0.15193255245685577,
0.321372926235199,
0.14634695649147034,
-0.0687146782875061,
0.29427123069763184,
-0.13299936056137085,
0.48542946577072144,
-0.13570532202720642,
-0.32756561040878296,
-0.0769694447517395,
0.2094167172908783,
-0.13172471523284912,
0.026924017816781998,
-0.1832427978515625,
-0.47181013226509094,
0.3813249468803406,
0.1413789838552475,
0.2511642277240753,
0.2567164897918701,
-0.0001262103469343856,
0.008789479732513428,
-0.07181207835674286,
-0.17369258403778076,
-0.5046964883804321,
-0.4670715928077698,
-0.28658241033554077,
-0.009404483251273632,
0.20216618478298187,
0.13535690307617188,
-0.19915929436683655,
0.27148640155792236,
-0.008873438462615013,
-0.47426122426986694,
0.31478261947631836,
0.2596622705459595,
0.04210766404867172,
0.34912851452827454,
-0.2973593771457672,
0.04878896102309227,
0.1808166205883026,
0.2938200533390045,
-0.3827710747718811,
0.1831696480512619,
0.20841646194458008,
-0.0890108272433281,
0.3353565037250519,
0.079006627202034,
-0.21824434399604797,
0.0487917959690094,
0.39180484414100647,
0.26784420013427734,
-0.10458069294691086,
-0.20906460285186768,
-0.21669161319732666,
0.07931266725063324,
0.6465497016906738,
-0.2141496241092682,
-0.5607805252075195,
-0.4900515079498291,
-0.14477868378162384,
-0.3088202178478241,
0.020794428884983063,
0.03882211446762085,
-0.052839599549770355,
0.12513332068920135,
-0.1984695941209793,
-0.33988773822784424,
-0.3768243193626404,
0.19318798184394836,
0.14196909964084625,
0.17693397402763367,
-0.42415398359298706,
-0.009581223130226135,
0.31037387251853943,
-0.0540849044919014,
0.046569645404815674,
-0.1557927280664444,
0.18306194245815277,
0.13210003077983856,
-0.31450724601745605,
-0.11669915169477463,
-0.2102908492088318,
-0.15001827478408813,
0.11173147708177567,
0.30389589071273804,
0.33583810925483704,
-0.09605603665113449,
0.0589672215282917,
0.14979183673858643,
0.023939013481140137,
0.053658511489629745,
-0.05263664573431015,
-0.08961774408817291,
0.0967012271285057,
0.27064990997314453,
0.3298410177230835,
-0.34201034903526306,
-0.12376553565263748,
-0.22890907526016235,
-0.45477110147476196,
-0.23003804683685303,
0.10598896443843842,
-0.09567044675350189,
-0.1687161922454834,
-0.13260668516159058,
0.3331439793109894,
-0.09768276661634445,
0.1368025839328766,
0.23506876826286316,
0.11855233460664749,
0.22098562121391296,
0.044850267469882965,
0.29915475845336914,
-0.016172757372260094,
-0.013526739552617073,
-0.05358577147126198,
-0.09995001554489136,
-0.09989438951015472,
0.25400352478027344,
0.1550884246826172,
-0.08539769053459167,
0.3381046652793884,
-0.15481692552566528,
0.1646430790424347,
0.00880015641450882,
-0.051962047815322876,
0.02847188711166382,
0.059967923909425735,
0.3604499101638794,
-0.18504276871681213,
0.040052443742752075,
-0.05767514929175377,
0.10251398384571075,
-0.23691481351852417,
0.11916372179985046,
-0.19263213872909546,
-0.44985881447792053,
-0.19608455896377563,
-0.051530200988054276,
-0.3249121308326721,
-0.2826758921146393,
-0.8594804406166077,
0.1278243213891983,
-0.04074370115995407,
-0.31125569343566895,
0.13400664925575256,
0.2458498626947403,
-0.4274844825267792,
-0.1511763632297516,
0.4469482898712158,
0.32044053077697754,
-0.010545507073402405,
-0.1394006311893463,
-0.27069994807243347,
-0.030336502939462662,
0.16967542469501495,
-0.07932768762111664,
0.049453992396593094,
-0.08410751074552536,
-0.3036783039569855,
0.32109498977661133,
0.22432443499565125,
-0.559161365032196,
-0.25705498456954956,
0.574325680732727,
0.14653225243091583,
0.02322581224143505,
0.367907851934433,
0.0426957793533802,
-0.021389765664935112,
-0.004139953292906284,
-0.1336619257926941,
0.4890909790992737,
0.0295085571706295,
-0.015319458208978176,
-0.12793169915676117,
-0.42180144786834717,
0.05931783467531204,
0.31064099073410034,
-0.11961032450199127,
0.13363277912139893,
0.24236637353897095,
0.06951271742582321,
0.23397290706634521,
-0.11721071600914001,
0.019264565780758858,
0.1199483573436737,
0.6321781277656555,
0.09702801704406738,
-0.3756595253944397,
-0.1393500566482544,
-0.638114869594574,
0.3875657618045807,
-0.04464571923017502,
-0.14542098343372345,
-0.15364451706409454,
-0.08001668751239777,
0.08745606243610382,
-0.04787614569067955,
-0.1683041900396347,
-0.2709577679634094,
-0.14146040380001068,
-0.008814841508865356,
0.3104349374771118,
0.08976778388023376,
-0.26921552419662476,
0.07529573887586594,
0.17022988200187683,
0.12976950407028198,
-0.27891772985458374,
0.48282378911972046,
0.14230966567993164,
-0.16167515516281128,
0.008701670914888382,
0.06481962651014328,
0.11807151138782501,
-0.1188083067536354,
0.07164977490901947,
0.45036110281944275,
0.16769520938396454,
0.5535847544670105,
-0.0658731758594513,
0.6315528750419617,
0.21123042702674866,
0.16401775181293488,
0.05826500430703163,
-0.20423690974712372,
0.06313520669937134,
0.0050116777420043945,
-0.05295659601688385,
0.39878982305526733,
-0.23073606193065643,
0.16898100078105927,
0.08566775918006897,
-0.10608216375112534,
0.026620274409651756,
0.007236499339342117,
-0.1482093334197998,
-0.15555045008659363,
-0.010034549981355667,
-0.10510315001010895,
0.2851065397262573,
-0.08065934479236603,
-0.10347622632980347,
-0.2202252447605133,
0.12797822058200836,
-0.01039206050336361,
0.08310401439666748,
0.17564541101455688,
0.06337733566761017,
-0.17161071300506592,
0.44646862149238586,
0.0609896220266819,
0.7258605360984802,
0.016242723912000656,
-0.07626578211784363,
0.10354745388031006,
0.261089026927948,
-0.21435903012752533,
0.38679519295692444,
-0.008909083902835846,
0.36169761419296265,
0.29232168197631836,
0.20802927017211914,
-0.043364036828279495,
-0.1301625370979309,
-0.16910775005817413,
0.11161264032125473,
-0.09980560094118118,
-0.3143419325351715,
0.06854207068681717,
-0.1995486468076706,
-0.22998717427253723,
0.07997214794158936,
-0.10608881711959839,
0.023643769323825836,
-0.1214369386434555,
-0.27958589792251587,
0.5898927450180054,
0.081316277384758,
-0.15928232669830322,
-0.1910986453294754,
0.47491830587387085,
-0.2504250407218933,
-0.6229918599128723,
-0.34181225299835205,
0.2874550521373749,
0.05667351558804512,
-0.017307575792074203,
0.19996017217636108,
-0.28745096921920776,
0.1339268982410431,
0.200876384973526,
-0.13139833509922028,
-0.42667338252067566,
-0.12751716375350952,
0.0785340815782547,
-0.1840433031320572,
0.4130633473396301,
0.35624346137046814,
0.10143223404884338,
0.24975214898586273,
0.12594576179981232,
0.14608195424079895,
-0.16658830642700195,
-0.037432506680488586,
-0.07726644724607468,
0.12214981019496918,
-0.022118864580988884,
-0.1830260157585144,
0.03382674232125282,
-0.48192721605300903,
-0.22750528156757355,
0.45699042081832886,
-0.13318637013435364,
-0.048815466463565826,
0.06860924512147903,
0.20610468089580536,
0.09691223502159119,
-0.020177999511361122,
-0.18012142181396484,
-0.06378556787967682,
-0.6773245930671692,
0.34048035740852356,
-0.16493138670921326,
0.030208062380552292,
0.16397733986377716,
0.1512811779975891,
0.28387388586997986,
-0.26015424728393555,
-0.5122091174125671,
-0.2552034556865692,
-0.12509579956531525,
0.3606705963611603,
-0.04354872554540634,
-0.03483366221189499,
0.4222320318222046,
-0.1114816814661026,
0.14986571669578552,
-0.17105630040168762,
-0.18992000818252563,
0.06435276567935944,
0.3294513523578644,
0.24279865622520447,
0.14354926347732544,
0.0747537761926651,
0.2249559462070465,
0.5939548015594482,
0.1216651052236557,
-0.025472600013017654,
0.644478440284729,
-0.07957743853330612,
0.04131472855806351,
-0.12365605682134628,
-0.030272485688328743,
0.0912552997469902,
-0.33504921197891235,
-0.1973603367805481,
0.2437271922826767,
0.0951123982667923,
0.17698544263839722,
-0.3371487855911255,
-0.14255940914154053,
-0.06879952549934387,
0.013411600142717361,
0.1039755716919899,
-0.053702399134635925,
0.3261699080467224,
-0.2066851258277893,
-0.16015857458114624,
0.21475759148597717,
-0.12451816350221634,
-0.1322885900735855,
0.2682909369468689,
0.5403826832771301,
0.07506487518548965,
0.20177055895328522,
0.02416432835161686,
-0.7276739478111267,
0.2404041290283203,
-0.06341984122991562,
-0.005529527552425861,
-0.27617743611335754,
0.15730175375938416,
0.03792201727628708,
-0.08480086177587509,
0.6659752726554871,
-0.2131732553243637,
-0.10150676965713501,
-0.12889869511127472,
-0.38854479789733887,
-0.26302024722099304,
-0.16504865884780884,
0.038551513105630875,
-0.31589704751968384,
-0.16214489936828613,
0.5525654554367065,
-0.12780475616455078,
-0.33942335844039917,
-0.22996649146080017,
-0.18283507227897644,
0.027867529541254044,
-0.14094622433185577,
-0.18713051080703735,
-0.04690494388341904,
-0.33452361822128296,
-0.2795354425907135,
0.2259359508752823,
-0.061509869992733,
-0.14290207624435425,
-0.12277741730213165,
0.0033820532262325287,
0.16009604930877686,
0.07621528208255768,
-0.07916399836540222,
0.1387762427330017,
0.09533426910638809,
0.1620745062828064,
0.1687850058078766,
-0.13812853395938873,
0.5748386979103088,
0.6544843912124634,
-0.05224313214421272,
-0.13960538804531097,
0.14418020844459534,
0.28225305676460266,
0.5596113801002502,
0.2571476101875305,
-0.18779121339321136,
0.2354922890663147,
0.13950800895690918,
0.16556090116500854,
-0.6847110390663147,
-0.055407553911209106,
0.416481077671051,
-0.006215832196176052,
0.0945504754781723,
-0.35754114389419556,
0.7034452557563782,
0.07405261695384979,
-0.017417028546333313,
-0.21815133094787598,
0.11746169626712799,
-0.48528772592544556,
0.21400684118270874,
0.11979225277900696,
0.6804529428482056,
-0.0031396448612213135,
0.5891739130020142,
0.28269681334495544,
-0.018994249403476715,
0.24133306741714478,
-0.2315441071987152,
-0.039264995604753494,
-0.06881296634674072,
-0.010684278793632984,
-0.23447561264038086,
-0.05729639157652855,
0.46943795680999756,
0.10975832492113113,
-0.2823786437511444,
0.31484970450401306,
0.05807945132255554,
-0.014515984803438187,
-0.030696744099259377,
0.2515316307544708,
-0.3283778429031372,
-0.334812730550766,
-0.3531185984611511,
0.06946570426225662,
-0.11544616520404816,
0.08273892104625702,
-0.0248708538711071,
-0.22180922329425812,
0.09167760610580444,
-0.013835025951266289,
-0.19745394587516785,
0.13487300276756287,
-0.2522641718387604,
-0.03583928942680359,
-0.0022847838699817657,
-0.03155931457877159,
0.48178014159202576,
0.4792243540287018,
-0.02723565697669983,
-0.12383562326431274,
-0.33857986330986023,
0.0767759382724762,
-0.006961941719055176,
0.05619630217552185,
-0.2741309106349945,
-0.16672436892986298,
0.05995125323534012,
-0.11934148520231247,
0.09145035594701767,
-0.1224120482802391,
-0.10745541751384735,
-0.5055685639381409,
0.022669315338134766,
-0.07902820408344269,
0.20104923844337463,
-0.3032917082309723,
-0.40601393580436707,
0.04595136269927025,
0.029522452503442764,
-0.1621006280183792,
0.01918206736445427,
0.13956648111343384,
-0.16489936411380768,
-0.006489835679531097,
-0.17628729343414307,
-0.06745300441980362,
-0.1497575342655182,
0.5036326050758362,
-0.44283926486968994,
0.1242624968290329,
0.3608767092227936,
-0.04463568329811096,
-0.10069458186626434,
-0.10755715519189835,
0.15493348240852356,
-0.12598851323127747,
0.09609197825193405,
0.25670644640922546,
0.30785346031188965,
-0.0975751280784607,
-0.07840906083583832,
0.6022244691848755,
0.16654759645462036,
-0.27876681089401245,
0.1468171924352646,
-0.3254659175872803,
0.018107475712895393,
0.022529248148202896,
-0.1815449595451355,
0.3458718955516815,
0.11313460022211075,
-0.14373455941677094,
-0.0329618975520134,
-0.2619313597679138,
-0.12899887561798096,
0.1404055655002594,
-0.060327135026454926,
-0.08717597275972366,
0.24109894037246704,
0.06899283826351166,
0.51402348279953,
-0.21352438628673553,
-0.019915102049708366,
0.05439169704914093,
-0.21223017573356628,
-0.03335970267653465,
-0.18223950266838074,
0.2459060549736023,
0.3568755090236664,
-0.07965993136167526,
-0.020611267536878586,
-0.22769945859909058,
-0.2999928593635559,
-0.17134928703308105,
0.16638582944869995,
0.4210648834705353,
-0.023323751986026764,
0.16708800196647644,
-0.12716029584407806,
0.11633102595806122,
-0.14085127413272858,
0.08679996430873871,
-0.039762236177921295,
0.08865545690059662,
0.10200310498476028,
0.15098248422145844,
-0.09672045707702637,
0.028430886566638947,
0.16127929091453552,
-0.009977959096431732,
0.3673631548881531,
0.026530953124165535,
0.44650736451148987,
-0.3091909885406494,
-0.1889071762561798,
-0.1654784083366394,
0.48445823788642883,
0.05158285051584244,
-0.1535530984401703,
0.10759294033050537,
0.3323248028755188,
0.06600964069366455,
0.027138665318489075,
-0.20085909962654114,
-0.30985644459724426,
0.2475561499595642,
0.07300229370594025,
0.1603797972202301,
0.5215933918952942,
0.12946602702140808,
-0.16415277123451233,
0.08713047951459885,
0.10348653793334961,
0.3777273893356323,
0.14576417207717896,
-0.13021881878376007,
0.03329857066273689,
0.23720388114452362,
0.10953102260828018,
0.11357054114341736,
0.07851555198431015,
0.03998427093029022,
-0.3939858376979828,
0.20053793489933014,
-0.22091948986053467,
0.3386181592941284,
0.023389864712953568,
-0.3712361454963684,
0.0012001171708106995,
-0.22518649697303772,
-0.28596732020378113,
0.33830705285072327,
-0.30412381887435913,
0.5507188439369202,
-0.21067649126052856,
-0.0541963204741478,
-0.20304495096206665,
0.23579159379005432,
-0.039306074380874634,
-0.32289427518844604,
0.06424341350793839,
-0.0008097440004348755,
0.07182683050632477,
0.1526189148426056,
-0.0678827166557312,
-0.4650169610977173,
0.26822158694267273,
0.20245395600795746,
0.3652108311653137,
-0.13718639314174652,
0.14191071689128876,
0.3770357668399811,
0.22590219974517822,
-0.13902686536312103,
0.4298248291015625,
-0.09989404678344727,
-0.07657192647457123,
0.043458789587020874,
0.02924434095621109,
0.41879332065582275,
0.1088557168841362,
0.06308838725090027,
-0.04842814803123474,
-0.1087421178817749,
0.09929879009723663,
0.10749870538711548,
0.10871034860610962,
0.10902495682239532,
0.2213628888130188,
0.31342414021492004,
0.020399874076247215,
-0.004085720516741276,
0.21677266061306,
-0.15050897002220154,
0.3369331359863281,
-0.45175880193710327,
0.2597261369228363,
0.07249407470226288,
0.053919874131679535,
0.0554828867316246,
0.3725050091743469,
-0.5762158632278442,
0.06224602088332176,
0.3434739410877228,
-0.16303357481956482,
0.1759549379348755,
0.25846341252326965,
-0.027458908036351204,
0.12947502732276917,
0.3632272183895111,
0.01345745474100113,
0.15516114234924316,
-0.3834964632987976,
-0.022982917726039886,
-0.3323575556278229,
-0.45788201689720154,
0.26584938168525696,
0.05378836393356323,
-0.20988675951957703,
0.06687863171100616,
0.1482621282339096,
0.04650901257991791,
-0.0011763274669647217,
-0.23431099951267242,
0.08956130594015121,
0.38598397374153137,
-0.11957940459251404,
0.14665904641151428,
-0.3675767183303833,
0.2130369395017624,
0.0991973876953125,
-0.027058962732553482,
-0.06904685497283936,
0.004278792999684811,
-0.1802118420600891,
-0.16141632199287415,
0.26001301407814026,
-0.16326554119586945,
-0.059000253677368164,
0.47450941801071167,
-0.1238478571176529,
0.21042242646217346,
-0.19455039501190186,
-0.019244471564888954,
0.03645996004343033,
-0.0006698686629533768,
-0.014405048452317715,
-0.1376614272594452,
-0.2374173402786255,
0.29115405678749084,
-0.4264986515045166,
0.2507775127887726,
-0.527511715888977,
0.022970538586378098,
0.05110742151737213,
-0.5185845494270325,
-0.13174402713775635,
0.06490050256252289,
-0.17145207524299622,
0.2100660502910614,
0.0638350397348404,
0.36877766251564026,
-0.24224400520324707,
-0.03799813985824585,
-0.23287194967269897,
-0.1052948385477066,
0.46016812324523926,
-0.4576779901981354,
-0.05775634944438934,
0.2025252729654312,
0.1419447511434555,
0.05689622461795807,
0.03975819796323776,
-0.5968958139419556,
-0.0035210177302360535,
0.19875456392765045,
0.03564848750829697,
0.03626556321978569,
0.34083789587020874,
0.01728166826069355,
-0.13774612545967102,
-0.13535863161087036,
0.5420600175857544,
0.16196846961975098,
-0.04115939885377884,
-0.12057220935821533,
-0.5322583317756653
] |
https://github.com/huggingface/datasets/issues/5281 | Support cloud storage in load_dataset | > @lhoestq hello, i still have problem with loading json from S3:
>
> storage_options = { "key": xxxx, "secret": xxx, "endpoint_url": xxxx } path = 's3://xxx/xxxxxxx.json' dataset = load_dataset("json", data_files=path, storage_options=storage_options)
>
> and it throws an error: TypeError: AioSession.**init**() got an unexpected keyword argument 'hf' and I use the lastest 2.14.4_dev0 version
I am trying to do the same thing, but the loading is just hanging, without any error.
@lhoestq is there any documentation how to load from private s3 buckets?
| Would be nice to be able to do
```python
data_files=["s3://..."] # or gs:// or any cloud storage path
storage_options = {...}
load_dataset(..., data_files=data_files, storage_options=storage_options)
```
The idea would be to use `fsspec` as in `download_and_prepare` and `save_to_disk`.
This has been requested several times already. Some users want to use their data from private cloud storage to train models
related:
https://github.com/huggingface/datasets/issues/3490
https://github.com/huggingface/datasets/issues/5244
[forum](https://discuss.huggingface.co/t/how-to-use-s3-path-with-load-dataset-with-streaming-true/25739/2) | 83 | Support cloud storage in load_dataset
Would be nice to be able to do
```python
data_files=["s3://..."] # or gs:// or any cloud storage path
storage_options = {...}
load_dataset(..., data_files=data_files, storage_options=storage_options)
```
The idea would be to use `fsspec` as in `download_and_prepare` and `save_to_disk`.
This has been requested several times already. Some users want to use their data from private cloud storage to train models
related:
https://github.com/huggingface/datasets/issues/3490
https://github.com/huggingface/datasets/issues/5244
[forum](https://discuss.huggingface.co/t/how-to-use-s3-path-with-load-dataset-with-streaming-true/25739/2)
> @lhoestq hello, i still have problem with loading json from S3:
>
> storage_options = { "key": xxxx, "secret": xxx, "endpoint_url": xxxx } path = 's3://xxx/xxxxxxx.json' dataset = load_dataset("json", data_files=path, storage_options=storage_options)
>
> and it throws an error: TypeError: AioSession.**init**() got an unexpected keyword argument 'hf' and I use the lastest 2.14.4_dev0 version
I am trying to do the same thing, but the loading is just hanging, without any error.
@lhoestq is there any documentation how to load from private s3 buckets?
| [
0.000038076192140579224,
-0.01902710646390915,
-0.07329662144184113,
0.2648736834526062,
0.07412987947463989,
-0.0986940860748291,
0.2839660346508026,
-0.09188660979270935,
0.1530684232711792,
0.05079592019319534,
-0.1496574729681015,
0.23283538222312927,
-0.05071883648633957,
0.6841094493865967,
0.06569074094295502,
0.169749915599823,
0.2059270143508911,
0.10650520026683807,
0.014598086476325989,
0.0962015688419342,
-0.20940622687339783,
0.45999884605407715,
-0.1995476931333542,
-0.21138067543506622,
0.10134277492761612,
0.04294508695602417,
-0.17213250696659088,
0.11280743777751923,
-0.1857183873653412,
-0.5241896510124207,
0.4177643954753876,
0.18844658136367798,
0.37725937366485596,
0.33145377039909363,
-0.00012550091196317226,
-0.026617277413606644,
0.0649481937289238,
-0.14707332849502563,
-0.4651605784893036,
-0.3999640941619873,
-0.3221755921840668,
0.15383903682231903,
0.2692069411277771,
0.035934366285800934,
-0.26150259375572205,
0.1086839810013771,
-0.11369837820529938,
-0.44468340277671814,
0.5012381672859192,
0.19930025935173035,
0.045922890305519104,
0.2481364905834198,
-0.23656126856803894,
-0.03178109601140022,
0.09165468066930771,
0.31085750460624695,
-0.24601680040359497,
0.21604979038238525,
-0.053233012557029724,
-0.09693247824907303,
0.22784006595611572,
-0.02890753000974655,
-0.08773966133594513,
0.2239307016134262,
0.5797692537307739,
0.13189733028411865,
-0.10461390763521194,
-0.25913748145103455,
-0.18451529741287231,
0.11280225217342377,
0.895160436630249,
-0.0958145335316658,
-0.5399648547172546,
-0.3103334605693817,
-0.02330910786986351,
-0.22150392830371857,
0.1369185596704483,
0.1073911190032959,
-0.09542649984359741,
0.1319338083267212,
-0.09928564727306366,
-0.42558079957962036,
-0.49739450216293335,
0.21595369279384613,
0.17505715787410736,
0.029440049082040787,
-0.43243706226348877,
-0.03563693165779114,
0.33292338252067566,
-0.18082013726234436,
0.1343701034784317,
-0.24940001964569092,
0.09580999612808228,
0.29191893339157104,
-0.28416702151298523,
-0.03417685255408287,
-0.08939016610383987,
0.013500072062015533,
0.1053621843457222,
0.3192000389099121,
0.1533937305212021,
-0.09242305159568787,
-0.024170085787773132,
0.1134830191731453,
0.10293036699295044,
-0.00966113805770874,
0.06488281488418579,
-0.07009197026491165,
0.05002924054861069,
0.23709341883659363,
0.2446954846382141,
-0.3455454111099243,
-0.27854493260383606,
-0.1365865021944046,
-0.4002738893032074,
-0.32159915566444397,
0.06788523495197296,
-0.27174046635627747,
-0.12872658669948578,
-0.07107500731945038,
0.08659026771783829,
-0.17046959698200226,
-0.00035726558417081833,
0.33397313952445984,
0.1143239289522171,
0.08183646202087402,
0.11221238970756531,
0.19671182334423065,
-0.13872943818569183,
-0.03767910599708557,
-0.04086588695645332,
0.06386838853359222,
-0.12742793560028076,
0.2937139868736267,
0.1109340488910675,
-0.057357195764780045,
0.22590801119804382,
-0.09979819506406784,
0.2920343279838562,
-0.007747124880552292,
-0.025006752461194992,
0.09744620323181152,
-0.07635021954774857,
0.3107830882072449,
-0.0055058859288692474,
-0.009785997681319714,
0.04882039129734039,
-0.10822009295225143,
-0.24662446975708008,
-0.06568082422018051,
-0.2805294394493103,
-0.4526534676551819,
-0.35683000087738037,
-0.03957775607705116,
-0.2750524878501892,
-0.12818776071071625,
-0.9916864037513733,
0.028830206021666527,
-0.20480123162269592,
-0.15867185592651367,
0.11915446817874908,
0.23207847774028778,
-0.29316049814224243,
-0.18241997063159943,
0.3621007204055786,
0.443512499332428,
-0.15680062770843506,
-0.18712124228477478,
-0.32679274678230286,
0.02927134372293949,
0.18447640538215637,
0.05161963403224945,
-0.1518733650445938,
0.07009462267160416,
-0.3508167564868927,
0.3264487385749817,
0.17952413856983185,
-0.47730985283851624,
-0.17114417254924774,
0.7384018301963806,
0.22990672290325165,
0.02201804704964161,
0.309214323759079,
-0.09182476252317429,
0.08895976841449738,
0.07468551397323608,
0.12658147513866425,
0.46280455589294434,
0.15945173799991608,
-0.12083429843187332,
-0.03254770487546921,
-0.41286981105804443,
0.014976460486650467,
0.35320571064949036,
-0.0475899763405323,
0.2154911756515503,
0.22704800963401794,
0.12404537945985794,
0.25746795535087585,
-0.09513629972934723,
-0.11696895956993103,
0.312061071395874,
0.5330644845962524,
0.1720600426197052,
-0.2662564516067505,
0.012077227234840393,
-0.6467613577842712,
0.25954151153564453,
-0.16130425035953522,
-0.01105836033821106,
-0.08608311414718628,
-0.01851646974682808,
0.02728297933936119,
-0.051042590290308,
-0.15729078650474548,
-0.0675014853477478,
-0.15776506066322327,
-0.10935476422309875,
0.28647443652153015,
0.0462014265358448,
-0.2712451219558716,
0.31977611780166626,
0.08347845077514648,
0.10129134356975555,
-0.40246501564979553,
0.4917822480201721,
0.18304584920406342,
-0.061503127217292786,
0.18632087111473083,
-0.044286228716373444,
0.1979254186153412,
-0.14523853361606598,
-0.046687785536050797,
0.4178220331668854,
0.10990583151578903,
0.3560645580291748,
-0.049096040427684784,
0.6378999948501587,
0.17226490378379822,
0.17379720509052277,
0.1016259416937828,
-0.09803861379623413,
0.07081770896911621,
-0.013082042336463928,
-0.04031655192375183,
0.4736559987068176,
-0.1708870232105255,
0.19174432754516602,
0.08989167213439941,
-0.2343803346157074,
-0.002146052196621895,
0.042939621955156326,
-0.24917492270469666,
-0.05425024405121803,
0.05763551965355873,
-0.08775904774665833,
0.21988244354724884,
-0.002812398597598076,
-0.10249467939138412,
-0.25696009397506714,
0.12446127831935883,
-0.2043221890926361,
-0.003328971564769745,
0.2156132459640503,
0.010360978543758392,
-0.1722278594970703,
0.49023160338401794,
0.02432965114712715,
0.6911811232566833,
0.015196436084806919,
-0.2089560627937317,
0.005457179620862007,
0.25786638259887695,
-0.0933530405163765,
0.29909804463386536,
-0.027585618197917938,
0.3235055208206177,
0.11644022911787033,
0.0883360505104065,
-0.1292218416929245,
-0.10531479120254517,
-0.28634902834892273,
0.00787210650742054,
0.016504278406500816,
-0.4946635961532593,
0.04647517949342728,
-0.18276256322860718,
-0.20478776097297668,
0.20859065651893616,
-0.004288303665816784,
0.0665564313530922,
-0.09279551357030869,
-0.28339719772338867,
0.5329391360282898,
0.24537545442581177,
-0.19903118908405304,
-0.3263545036315918,
0.5478174686431885,
-0.12375380843877792,
-0.5473027229309082,
-0.3819439709186554,
0.23015348613262177,
0.01611931249499321,
-0.07649387419223785,
0.13072985410690308,
-0.13036684691905975,
0.05373285338282585,
0.06677085161209106,
-0.2585941553115845,
-0.24565237760543823,
-0.0537826344370842,
0.19066625833511353,
-0.023294944316148758,
0.3739776313304901,
0.31699517369270325,
0.2225056141614914,
0.12028060853481293,
0.09659117460250854,
0.07243406027555466,
-0.1541222482919693,
-0.08075640350580215,
-0.05845385789871216,
-0.06924629956483841,
-0.05689305439591408,
-0.16404733061790466,
-0.03036530315876007,
-0.41704320907592773,
-0.18519701063632965,
0.46212446689605713,
-0.028391055762767792,
-0.048985838890075684,
-0.050555143505334854,
0.18195831775665283,
0.18716828525066376,
0.10634876042604446,
-0.08030232787132263,
-0.16718575358390808,
-0.8041665554046631,
0.3542054295539856,
-0.17216826975345612,
-0.010319802910089493,
0.19318529963493347,
0.13282015919685364,
0.21058721840381622,
-0.41215837001800537,
-0.534756600856781,
-0.2993638217449188,
-0.09133348613977432,
0.3973892629146576,
-0.1521415114402771,
0.04589550942182541,
0.2616267204284668,
-0.1539572924375534,
0.1655251383781433,
-0.14739783108234406,
-0.23242975771427155,
0.07282526791095734,
0.19121688604354858,
0.18245740234851837,
0.24943873286247253,
0.21931660175323486,
0.08155457675457001,
0.6238752007484436,
0.10332302749156952,
-0.046884987503290176,
0.557929277420044,
-0.05916110426187515,
0.02626623958349228,
-0.15755155682563782,
-0.01823972910642624,
-0.031808238476514816,
-0.2547354996204376,
-0.21886371076107025,
0.19675123691558838,
0.10982196033000946,
0.08328621834516525,
-0.19055648148059845,
-0.13453631103038788,
-0.2719850540161133,
0.030625518411397934,
-0.07256521284580231,
-0.0155545175075531,
0.19720421731472015,
-0.2362983226776123,
-0.2065504491329193,
0.0468376986682415,
-0.11023378372192383,
-0.03670394420623779,
0.1999613493680954,
0.5501221418380737,
0.12915155291557312,
0.11661246418952942,
0.05648699402809143,
-0.5590966939926147,
0.30027467012405396,
-0.1497076153755188,
-0.07417736947536469,
-0.2331814020872116,
0.283657044172287,
0.1311698853969574,
-0.14749270677566528,
0.707770586013794,
-0.10281509906053543,
-0.09668315947055817,
-0.005314159207046032,
-0.24815307557582855,
-0.2318466305732727,
-0.11090841889381409,
-0.017422081902623177,
-0.19970163702964783,
-0.08989724516868591,
0.5946540236473083,
-0.2593535780906677,
-0.47184452414512634,
-0.21974562108516693,
-0.3025364875793457,
-0.08436115086078644,
-0.2550796568393707,
-0.16309179365634918,
-0.1976207196712494,
-0.4415667653083801,
-0.2102869749069214,
0.14560599625110626,
0.04960983991622925,
-0.18580400943756104,
0.018534179776906967,
0.1361696571111679,
0.2755860984325409,
0.2198779582977295,
-0.06989236176013947,
0.12617827951908112,
0.1301216036081314,
0.027747534215450287,
0.2819109261035919,
-0.08470006287097931,
0.665241539478302,
0.6472052335739136,
0.08808428794145584,
-0.15172655880451202,
0.15078315138816833,
0.28670793771743774,
0.40407848358154297,
0.1774105429649353,
-0.06480620801448822,
0.28982779383659363,
0.17681705951690674,
0.19850225746631622,
-0.5671810507774353,
-0.02665918879210949,
0.2725558578968048,
-0.11777851730585098,
0.18435204029083252,
-0.5225624442100525,
0.7667902708053589,
0.08500397205352783,
-0.09864846616983414,
-0.2725878655910492,
0.40441542863845825,
-0.4076972007751465,
0.33925580978393555,
-0.012365803122520447,
0.6884847283363342,
-0.022671043872833252,
0.5147984623908997,
0.2966988682746887,
0.0783199816942215,
0.12295237183570862,
-0.5227243900299072,
-0.1757439523935318,
-0.14220039546489716,
0.15276888012886047,
-0.23170478641986847,
-0.10153026133775711,
0.43156638741493225,
0.23542454838752747,
-0.08817410469055176,
0.3873485028743744,
-0.1101604625582695,
0.02504068613052368,
-0.05452907085418701,
0.3038525879383087,
-0.2277306169271469,
-0.33837655186653137,
-0.5049344301223755,
0.06389771401882172,
-0.062312252819538116,
0.10965900123119354,
-0.0010244408622384071,
-0.20134533941745758,
0.20466011762619019,
-0.045164067298173904,
-0.14937904477119446,
0.20517989993095398,
-0.00448143994435668,
0.02570297196507454,
0.1391572207212448,
0.09344853460788727,
0.6003502011299133,
0.3909960389137268,
-0.04487353563308716,
-0.13239753246307373,
-0.2452322542667389,
0.007369775325059891,
-0.053512655198574066,
-0.03262406960129738,
-0.23823724687099457,
-0.00864627119153738,
0.06111524999141693,
-0.06947598606348038,
-0.06161008030176163,
0.022251293063163757,
-0.13152475655078888,
-0.5303615927696228,
-0.10055749863386154,
-0.11064298450946808,
0.083711639046669,
-0.38605475425720215,
-0.41787779331207275,
0.08393806964159012,
0.08397695422172546,
-0.07473219931125641,
0.011904411017894745,
0.14661173522472382,
-0.20660658180713654,
-0.0044196173548698425,
-0.0013023242354393005,
0.04354335367679596,
-0.1498987376689911,
0.5412353873252869,
-0.3604770004749298,
0.09797032177448273,
0.445425808429718,
0.0828130692243576,
-0.0829727053642273,
-0.13772593438625336,
0.1366662085056305,
0.089616559445858,
0.23188886046409607,
0.2363799810409546,
0.41726216673851013,
0.005142867565155029,
-0.009875676594674587,
0.4106638431549072,
0.19503739476203918,
-0.24486425518989563,
0.2937254309654236,
-0.2931419014930725,
0.031212257221341133,
0.15707992017269135,
-0.24632395803928375,
0.24787160754203796,
0.19674739241600037,
-0.17922142148017883,
-0.1360478699207306,
-0.22568729519844055,
-0.13937361538410187,
0.1934645175933838,
-0.18821296095848083,
-0.1687389612197876,
0.3092089593410492,
0.06279880553483963,
0.37358585000038147,
-0.12019546329975128,
-0.0017595309764146805,
0.04487716779112816,
-0.14235027134418488,
-0.03066500835120678,
-0.29688188433647156,
0.2579992413520813,
0.2998713552951813,
0.008699812926352024,
0.06826633960008621,
-0.3815576434135437,
-0.3486331105232239,
-0.034177470952272415,
0.2974288761615753,
0.29790744185447693,
0.0059664323925971985,
0.2771938741207123,
-0.020513664931058884,
0.03821846842765808,
-0.3312041163444519,
0.16116315126419067,
0.1485721468925476,
0.22703073918819427,
-0.053205378353595734,
0.10294593870639801,
-0.17766587436199188,
0.03283112496137619,
-0.1029106006026268,
0.150356724858284,
0.3778132200241089,
0.13629940152168274,
0.488015741109848,
-0.38123542070388794,
-0.07771499454975128,
-0.27952927350997925,
0.3374972939491272,
-0.010974273085594177,
-0.12229868024587631,
0.2014143168926239,
0.20838254690170288,
0.04645907133817673,
0.017546650022268295,
-0.3093858063220978,
-0.2736934423446655,
0.08201878517866135,
0.008914969861507416,
0.15461793541908264,
0.2887539863586426,
0.1933681070804596,
-0.2513389587402344,
-0.04070523381233215,
0.14305804669857025,
0.3897545337677002,
-0.09713344275951385,
-0.16127029061317444,
-0.13173924386501312,
0.14291492104530334,
0.23452350497245789,
0.17792390286922455,
0.09922876954078674,
0.1512235552072525,
-0.250967800617218,
0.06622599810361862,
-0.1043170616030693,
0.4637586176395416,
-0.046406857669353485,
-0.5517499446868896,
-0.05672447010874748,
0.005775094032287598,
-0.06474845111370087,
0.409094899892807,
-0.2952001988887787,
0.37904876470565796,
-0.06729916483163834,
-0.08471512049436569,
-0.2735520601272583,
0.18072672188282013,
0.04778438061475754,
-0.3895260989665985,
-0.09261684119701385,
-0.046552326530218124,
0.08987808227539062,
0.1664496511220932,
-0.051548589020967484,
-0.5602747201919556,
0.3287629783153534,
0.21572154760360718,
0.4422357678413391,
-0.15553009510040283,
0.13096916675567627,
0.3717350661754608,
0.2194693684577942,
-0.1629464477300644,
0.345029354095459,
-0.17240877449512482,
-0.0979459285736084,
-0.049950260668992996,
-0.12061340361833572,
0.45006850361824036,
0.09208342432975769,
-0.01362883672118187,
-0.15583160519599915,
0.08977800607681274,
0.03151978552341461,
0.26102182269096375,
0.12128846347332001,
0.13825516402721405,
0.1509598046541214,
0.16701199114322662,
0.024530967697501183,
-0.022240925580263138,
0.3075542747974396,
-0.11770188808441162,
0.40871426463127136,
-0.4326452910900116,
0.3433293402194977,
0.03297732397913933,
0.058029450476169586,
-0.006542317569255829,
0.2817188501358032,
-0.42441752552986145,
-0.0521530918776989,
0.41514065861701965,
0.06094737723469734,
0.08748964965343475,
0.16658642888069153,
-0.02432049624621868,
-0.07196211814880371,
0.36543017625808716,
0.16181117296218872,
0.326952189207077,
-0.30556151270866394,
0.09723180532455444,
-0.22469721734523773,
-0.42256924510002136,
0.1722472608089447,
-0.05763814598321915,
-0.02176446095108986,
0.2960250973701477,
0.2518463432788849,
0.01883167400956154,
-0.048536524176597595,
-0.28264370560646057,
-0.00033593643456697464,
0.4442236125469208,
-0.05842319130897522,
0.10316093266010284,
-0.24015171825885773,
0.3181423246860504,
-0.02340386062860489,
-0.1518043875694275,
-0.17379865050315857,
-0.050785131752491,
-0.207838773727417,
-0.11908695101737976,
0.28538182377815247,
0.08980567753314972,
-0.30963802337646484,
0.4113725423812866,
-0.19178935885429382,
0.25177451968193054,
-0.08904701471328735,
-0.1242302656173706,
0.13125041127204895,
-0.11564137041568756,
0.06318196654319763,
-0.22547024488449097,
-0.28671929240226746,
0.35891640186309814,
-0.30111101269721985,
0.2665727436542511,
-0.46914634108543396,
-0.04274524748325348,
-0.04444845765829086,
-0.4927155077457428,
-0.2712000012397766,
0.2060035765171051,
-0.38099080324172974,
0.20214231312274933,
-0.08026529103517532,
0.3779434561729431,
-0.2504868507385254,
0.07032426446676254,
-0.10455244034528732,
0.10199421644210815,
0.5033731460571289,
-0.7105252146720886,
-0.0769704282283783,
0.33023592829704285,
0.20627395808696747,
0.007542997598648071,
-0.23777198791503906,
-0.4350758492946625,
0.12786051630973816,
0.2040455937385559,
-0.011921197175979614,
-0.05833590775728226,
0.3164300322532654,
0.06962521374225616,
-0.06674595922231674,
-0.20698000490665436,
0.4021764397621155,
0.027685388922691345,
-0.03353641554713249,
-0.134780153632164,
-0.5075353980064392
] |
https://github.com/huggingface/datasets/issues/5281 | Support cloud storage in load_dataset | Hi ! S3 support is still experimental. It seems like there is an extra `hf` field passed to the `s3fs` storage_options that causes this error. I just check the source code of `_prepare_single_hop_path_and_storage_options` and I think you can try passing explicitly your own `storage_options={"s3": {...}}`. Also note that it's generally better to load datasets from HF (we run extensive tests and benchmarks for speed and robustness) | Would be nice to be able to do
```python
data_files=["s3://..."] # or gs:// or any cloud storage path
storage_options = {...}
load_dataset(..., data_files=data_files, storage_options=storage_options)
```
The idea would be to use `fsspec` as in `download_and_prepare` and `save_to_disk`.
This has been requested several times already. Some users want to use their data from private cloud storage to train models
related:
https://github.com/huggingface/datasets/issues/3490
https://github.com/huggingface/datasets/issues/5244
[forum](https://discuss.huggingface.co/t/how-to-use-s3-path-with-load-dataset-with-streaming-true/25739/2) | 66 | Support cloud storage in load_dataset
Would be nice to be able to do
```python
data_files=["s3://..."] # or gs:// or any cloud storage path
storage_options = {...}
load_dataset(..., data_files=data_files, storage_options=storage_options)
```
The idea would be to use `fsspec` as in `download_and_prepare` and `save_to_disk`.
This has been requested several times already. Some users want to use their data from private cloud storage to train models
related:
https://github.com/huggingface/datasets/issues/3490
https://github.com/huggingface/datasets/issues/5244
[forum](https://discuss.huggingface.co/t/how-to-use-s3-path-with-load-dataset-with-streaming-true/25739/2)
Hi ! S3 support is still experimental. It seems like there is an extra `hf` field passed to the `s3fs` storage_options that causes this error. I just check the source code of `_prepare_single_hop_path_and_storage_options` and I think you can try passing explicitly your own `storage_options={"s3": {...}}`. Also note that it's generally better to load datasets from HF (we run extensive tests and benchmarks for speed and robustness) | [
-0.24600493907928467,
-0.1542782485485077,
-0.04496544599533081,
0.038176171481609344,
0.33450716733932495,
0.0012636259198188782,
0.22305093705654144,
0.08378458023071289,
0.19387361407279968,
0.058323830366134644,
-0.18344491720199585,
0.17693760991096497,
-0.21696114540100098,
0.6514803171157837,
0.06520223617553711,
0.055278606712818146,
0.20666202902793884,
0.06208454445004463,
-0.029496215283870697,
0.24249164760112762,
-0.18264158070087433,
0.47488194704055786,
-0.02354377508163452,
-0.13962127268314362,
-0.18207883834838867,
0.09726123511791229,
-0.23745283484458923,
0.1855853796005249,
-0.23944924771785736,
-0.4365652799606323,
0.3367479741573334,
0.19239799678325653,
0.3484532833099365,
0.29259204864501953,
-0.00010765655315481126,
0.0375480130314827,
-0.028966151177883148,
-0.1880003958940506,
-0.4808402359485626,
-0.4618993401527405,
-0.2128296196460724,
0.04339205473661423,
0.13286443054676056,
0.03672366589307785,
-0.18726801872253418,
0.1245734766125679,
-0.0815848559141159,
-0.33637863397598267,
0.2839096486568451,
0.32242467999458313,
0.258868545293808,
0.38564613461494446,
-0.15863804519176483,
-0.2400284856557846,
0.2524304687976837,
0.28486186265945435,
-0.30886080861091614,
0.3561914563179016,
0.002523548901081085,
-0.0983060821890831,
0.21701602637767792,
0.14471650123596191,
-0.2171996831893921,
0.18673379719257355,
0.4697531759738922,
0.10134048014879227,
-0.07682745903730392,
-0.16253721714019775,
-0.2021816074848175,
0.11635249853134155,
0.6118009090423584,
-0.18242597579956055,
-0.5464434027671814,
-0.3405665159225464,
-0.07682046294212341,
-0.3242921233177185,
0.1536596566438675,
0.08035358041524887,
-0.013804038055241108,
0.10491883754730225,
-0.13117800652980804,
-0.23225653171539307,
-0.25614210963249207,
0.13517475128173828,
0.138871967792511,
0.06916702538728714,
-0.3497985601425171,
0.03160282224416733,
0.339652955532074,
-0.04404674470424652,
0.042013540863990784,
-0.025722768157720566,
0.15087147057056427,
0.007633218076080084,
-0.3970147967338562,
-0.09896127879619598,
-0.23605170845985413,
-0.1529996693134308,
0.17830556631088257,
0.25280675292015076,
0.2517547011375427,
-0.1295367181301117,
0.19580073654651642,
0.24566611647605896,
0.026839079335331917,
0.004553802311420441,
-0.14700698852539062,
-0.12648171186447144,
0.04784313961863518,
0.290733277797699,
0.28534090518951416,
-0.3712093234062195,
-0.09869614988565445,
-0.3017689883708954,
-0.3240572512149811,
-0.16496390104293823,
0.17048460245132446,
-0.09459196031093597,
-0.2185620665550232,
0.0653969794511795,
0.3148835599422455,
0.06951473653316498,
0.05653604865074158,
0.33037069439888,
0.17744746804237366,
0.047967907041311264,
0.14104101061820984,
0.3042489290237427,
-0.03645424172282219,
0.029932912439107895,
-0.16322803497314453,
0.08780041337013245,
-0.07779549062252045,
0.21425260603427887,
0.12164144217967987,
-0.12667903304100037,
0.3777239918708801,
-0.06455083191394806,
0.1945081204175949,
0.06751135736703873,
-0.02654752880334854,
-0.05191635712981224,
-0.05744997411966324,
0.37422290444374084,
0.06207004562020302,
0.03206617385149002,
0.16319309175014496,
0.10111135244369507,
-0.15746787190437317,
-0.0316166952252388,
-0.21237748861312866,
-0.6008678078651428,
-0.40560585260391235,
0.15466934442520142,
-0.19033773243427277,
-0.17379623651504517,
-0.7733429074287415,
0.03861476108431816,
-0.06234560161828995,
-0.26536867022514343,
0.06925701349973679,
0.08736400306224823,
-0.38980650901794434,
-0.1788230538368225,
0.2978720963001251,
0.3494829833507538,
-0.012785851955413818,
-0.03861381486058235,
-0.17627829313278198,
-0.11896981298923492,
0.2028428465127945,
0.06956545263528824,
-0.05072834715247154,
-0.05208372324705124,
-0.3417806327342987,
0.44698774814605713,
0.08841124922037125,
-0.3385413587093353,
-0.15234063565731049,
0.497566819190979,
0.043474093079566956,
0.03491918742656708,
0.10289405286312103,
-0.04042346403002739,
-0.03261548653244972,
-0.00496368994936347,
0.025541290640830994,
0.3430238962173462,
0.04237629100680351,
-0.0006669480353593826,
-0.27399003505706787,
-0.27633070945739746,
0.05397780239582062,
0.24560867249965668,
-0.04027663543820381,
0.1649235486984253,
0.1379166692495346,
0.1754680871963501,
0.09626873582601547,
-0.10174666345119476,
0.02074071206152439,
0.282650351524353,
0.5533015131950378,
0.21030673384666443,
-0.29878532886505127,
-0.08138514310121536,
-0.5476887226104736,
0.3200035095214844,
-0.026092328131198883,
0.025333242490887642,
-0.026394471526145935,
-0.0663866251707077,
-0.01200056727975607,
-0.027412174269557,
-0.1647902876138687,
-0.1563960313796997,
0.1088726669549942,
0.013122066855430603,
0.1557333767414093,
-0.05304470658302307,
-0.23254786431789398,
0.17186953127384186,
0.06434833258390427,
0.12723858654499054,
-0.2126661241054535,
0.3801831305027008,
-0.16030646860599518,
-0.15616808831691742,
0.1459192931652069,
-0.08138295263051987,
0.1592516154050827,
-0.08422169834375381,
-0.11984729021787643,
0.4740699529647827,
0.07687778025865555,
0.3063783347606659,
-0.06596609205007553,
0.43379873037338257,
0.027039483189582825,
0.07750023901462555,
-0.006759563460946083,
-0.17965289950370789,
0.1513434499502182,
0.04665021598339081,
0.02190406247973442,
0.3615695834159851,
-0.2259036749601364,
-0.034487850964069366,
0.014210738241672516,
-0.00236516073346138,
0.14834226667881012,
0.004193861037492752,
-0.02009919285774231,
-0.07056235522031784,
0.1714319884777069,
-0.13994616270065308,
0.1400706171989441,
-0.046043477952480316,
-0.1578565537929535,
-0.2382056713104248,
0.16520313918590546,
0.004628527909517288,
0.0077279359102249146,
0.253562867641449,
0.04140288010239601,
-0.2647509276866913,
0.4683026075363159,
0.047403398901224136,
0.7258862257003784,
0.11685824394226074,
-0.13443902134895325,
0.11172632873058319,
0.11552340537309647,
-0.14643657207489014,
0.3011024296283722,
0.009462065994739532,
0.36479490995407104,
0.25693702697753906,
0.1052890494465828,
0.06922665238380432,
-0.32871004939079285,
-0.23770463466644287,
0.04848653823137283,
0.08085784316062927,
-0.4413110315799713,
0.07810711115598679,
-0.13734528422355652,
-0.16164351999759674,
0.17606687545776367,
-0.048827458173036575,
-0.10058505833148956,
-0.19830885529518127,
-0.07792463898658752,
0.5098159909248352,
-0.01837151311337948,
-0.16675341129302979,
-0.16343775391578674,
0.34562551975250244,
-0.11421750485897064,
-0.3512263000011444,
-0.3284604549407959,
0.18697012960910797,
-0.04296412318944931,
0.10270866751670837,
0.17640884220600128,
-0.17836780846118927,
0.20181135833263397,
0.10979064553976059,
-0.1607314795255661,
-0.4817439615726471,
-0.0782906636595726,
0.16988176107406616,
-0.25725042819976807,
0.3657233417034149,
0.3758811056613922,
0.27196183800697327,
0.09430988132953644,
-0.021200384944677353,
0.275409460067749,
-0.2443680316209793,
-0.034085821360349655,
0.11840231716632843,
0.07329125702381134,
-0.162202388048172,
-0.24895919859409332,
0.0010327249765396118,
-0.3628121614456177,
-0.359709233045578,
0.27326256036758423,
-0.16126248240470886,
-0.04738917946815491,
0.18116183578968048,
0.22802771627902985,
0.1793481558561325,
0.04523856192827225,
-0.1510850191116333,
-0.33422183990478516,
-0.7050473690032959,
0.21907874941825867,
-0.2534022033214569,
-0.1687714159488678,
0.21997392177581787,
0.20926648378372192,
0.2391737550497055,
-0.291032075881958,
-0.5080760717391968,
-0.3739956021308899,
-0.0032089464366436005,
0.21335464715957642,
-0.16602404415607452,
-0.12284453213214874,
0.4066143333911896,
-0.1027824655175209,
-0.11180611699819565,
-0.24664649367332458,
-0.19795995950698853,
0.05279570817947388,
0.1902371644973755,
0.22362574934959412,
-0.021064992994070053,
0.19454768300056458,
0.20746637880802155,
0.510261058807373,
0.15242160856723785,
0.0118032805621624,
0.736405611038208,
-0.07067093253135681,
0.1282496303319931,
-0.1729205846786499,
-0.1372530162334442,
0.17280474305152893,
-0.3931816518306732,
-0.15114820003509521,
0.21171125769615173,
-0.06624957919120789,
0.11681647598743439,
-0.23740461468696594,
-0.09810814261436462,
-0.09258123487234116,
-0.11489000916481018,
0.07682644575834274,
-0.07866689562797546,
0.17702999711036682,
-0.14476242661476135,
-0.22331717610359192,
0.07997909188270569,
-0.039866745471954346,
0.05730238929390907,
0.33466967940330505,
0.3757980465888977,
0.17307527363300323,
0.11846688389778137,
0.0009614916052669287,
-0.7044834494590759,
0.32373854517936707,
-0.10029809921979904,
0.06175334006547928,
-0.3211148977279663,
0.15577611327171326,
0.03422637656331062,
-0.12854743003845215,
0.6843635439872742,
-0.2940238416194916,
-0.16954977810382843,
-0.08670926094055176,
-0.2895379066467285,
-0.3409557640552521,
-0.26653751730918884,
-0.06766301393508911,
-0.10548631101846695,
-0.12130679190158844,
0.47656524181365967,
-0.21676191687583923,
-0.30373767018318176,
-0.15168969333171844,
-0.218886598944664,
-0.03596069663763046,
-0.24162812530994415,
-0.23161914944648743,
-0.25708743929862976,
-0.4347824454307556,
-0.20843401551246643,
0.27432963252067566,
0.019959677010774612,
-0.06809739768505096,
-0.05843310058116913,
0.034744955599308014,
0.2536800801753998,
0.11940605193376541,
-0.07129670679569244,
0.19171851873397827,
0.10971590876579285,
0.0681016743183136,
0.16572976112365723,
-0.035873062908649445,
0.5258018374443054,
0.7533340454101562,
0.028928250074386597,
-0.1309695690870285,
0.2318495810031891,
0.24174568057060242,
0.2749079167842865,
0.1953868567943573,
-0.09314347058534622,
0.2209101915359497,
0.12045569717884064,
0.2828649878501892,
-0.6294596791267395,
0.10523463040590286,
0.39839714765548706,
-0.1649419367313385,
0.08034959435462952,
-0.23020736873149872,
0.612430214881897,
-0.008586663752794266,
0.09286282956600189,
-0.17445197701454163,
0.28702598810195923,
-0.28347155451774597,
0.3303673267364502,
0.1666557490825653,
0.6968739628791809,
-0.07938507199287415,
0.3962850272655487,
0.3854356110095978,
-0.026523074135184288,
0.17668108642101288,
-0.2904297709465027,
-0.07414238154888153,
-0.13035130500793457,
-0.11352868378162384,
-0.18700838088989258,
-0.036753058433532715,
0.2622286081314087,
0.06887989491224289,
-0.24615100026130676,
0.23259460926055908,
0.02677663415670395,
0.016147879883646965,
-0.12235015630722046,
0.3069848120212555,
-0.3870949149131775,
-0.38843151926994324,
-0.3228892683982849,
0.28672581911087036,
-0.1772093027830124,
0.17797856032848358,
-0.06679558008909225,
-0.19447031617164612,
0.08512088656425476,
-0.15194199979305267,
-0.2777843475341797,
0.12342149764299393,
-0.13281714916229248,
0.06012224033474922,
-0.038060788065195084,
0.10461591184139252,
0.38438117504119873,
0.19227726757526398,
-0.018136486411094666,
-0.0757140964269638,
-0.3175920844078064,
-0.022320494055747986,
0.0037900134921073914,
-0.05305752530694008,
-0.32960715889930725,
-0.19559672474861145,
0.29827436804771423,
-0.19788622856140137,
0.034398116171360016,
-0.0888989046216011,
-0.15235665440559387,
-0.40401148796081543,
0.1555895209312439,
-0.1381060779094696,
0.0025587566196918488,
-0.32077908515930176,
-0.3455868661403656,
-0.09200802445411682,
0.04901837930083275,
-0.25371411442756653,
0.17769873142242432,
0.07222112268209457,
-0.15172943472862244,
-0.09182371944189072,
-0.0022200308740139008,
-0.052391257137060165,
-0.16132709383964539,
0.4198872447013855,
-0.43349480628967285,
0.105977863073349,
0.38378962874412537,
0.07206490635871887,
-0.17940597236156464,
-0.17068332433700562,
0.023255571722984314,
-0.04989633709192276,
-0.06056278944015503,
0.2512802183628082,
0.23116977512836456,
-0.09699435532093048,
-0.06199339032173157,
0.41751906275749207,
0.3713187575340271,
-0.2119428515434265,
0.3293614983558655,
-0.3052758574485779,
-0.05745595693588257,
0.018207401037216187,
-0.2578641176223755,
0.3837504982948303,
0.23409217596054077,
-0.03642163425683975,
0.01698906533420086,
-0.13679055869579315,
-0.3598690927028656,
0.08978679031133652,
-0.28100112080574036,
-0.04095349460840225,
0.13355936110019684,
-0.09746170789003372,
0.38645052909851074,
-0.22461746633052826,
0.16589808464050293,
0.17267000675201416,
-0.22257943451404572,
-0.21462100744247437,
-0.2718731760978699,
0.13538897037506104,
0.3323882222175598,
-0.0949215516448021,
0.11084556579589844,
-0.14162814617156982,
-0.4277293384075165,
-0.07321986556053162,
0.15523137152194977,
0.4425005614757538,
-0.07845528423786163,
0.17168183624744415,
0.019559018313884735,
-0.04117658734321594,
-0.02723463624715805,
-0.04024045914411545,
0.11024051904678345,
0.10017183423042297,
-0.060752540826797485,
0.04885251447558403,
-0.11943965405225754,
-0.03403651341795921,
0.08827431499958038,
0.15962019562721252,
0.3181862235069275,
0.07457153499126434,
0.35035252571105957,
-0.36992835998535156,
-0.069523885846138,
-0.14537915587425232,
0.5048514604568481,
0.026119962334632874,
-0.23075050115585327,
0.1753038763999939,
0.2922171950340271,
0.2443336397409439,
-0.15686635673046112,
-0.20730186998844147,
-0.3238854706287384,
0.11315983533859253,
0.07426808774471283,
0.0998675525188446,
0.47038599848747253,
0.1635170429944992,
-0.17130933701992035,
0.13436150550842285,
0.17532046139240265,
0.3475568890571594,
0.05237814411520958,
-0.17815828323364258,
-0.13281720876693726,
0.245204895734787,
0.17747914791107178,
0.048746418207883835,
0.225678950548172,
0.20684249699115753,
-0.306170254945755,
0.11776364594697952,
-0.20276322960853577,
0.302873820066452,
-0.04965483397245407,
-0.503783106803894,
0.049388986080884933,
-0.18188074231147766,
-0.13912004232406616,
0.2511836886405945,
-0.26868826150894165,
0.45756447315216064,
-0.3415670394897461,
-0.2195274531841278,
-0.20766468346118927,
0.2838074564933777,
-0.17795318365097046,
-0.1789342761039734,
0.02234375849366188,
0.08010043948888779,
-0.06095054745674133,
0.15137572586536407,
-0.0501507930457592,
-0.4004135727882385,
0.36351874470710754,
0.18857917189598083,
0.32695668935775757,
-0.12934152781963348,
0.15973025560379028,
0.3755617141723633,
0.07348628342151642,
-0.19926652312278748,
0.3765314221382141,
0.057718198746442795,
-0.1823902726173401,
0.07810640335083008,
0.1655678153038025,
0.670503556728363,
0.167484313249588,
0.022123731672763824,
-0.07158926129341125,
-0.045078475028276443,
0.10454055666923523,
0.18780821561813354,
0.03416432440280914,
0.15505896508693695,
0.21945129334926605,
0.41937392950057983,
0.1835980862379074,
-0.13749125599861145,
0.13680630922317505,
-0.22547318041324615,
0.38732412457466125,
-0.29933735728263855,
0.2321590781211853,
-0.009700354188680649,
0.13798204064369202,
-0.06488567590713501,
0.28316450119018555,
-0.5675542950630188,
0.12380513548851013,
0.35259008407592773,
-0.036280307918787,
0.23637518286705017,
0.12193708121776581,
0.10267143696546555,
0.0901104062795639,
0.40851399302482605,
0.1422424018383026,
0.03674955293536186,
-0.45082345604896545,
0.07370220124721527,
-0.40737879276275635,
-0.25763848423957825,
0.05793483555316925,
0.07568879425525665,
-0.010414933785796165,
0.1094752848148346,
0.12665629386901855,
-0.04645128548145294,
0.006963089108467102,
-0.12666605412960052,
0.03454968333244324,
0.3379744291305542,
-0.13578076660633087,
0.055040862411260605,
-0.3357829451560974,
0.028768200427293777,
0.17847812175750732,
-0.10347061604261398,
-0.02522222325205803,
0.030864380300045013,
-0.0012040995061397552,
-0.2398085743188858,
0.2097168266773224,
-0.05282307416200638,
-0.2333770990371704,
0.4445336163043976,
-0.14866968989372253,
0.17462658882141113,
-0.25550585985183716,
-0.029683098196983337,
-0.04889998212456703,
-0.13035325706005096,
-0.09765823930501938,
-0.11987491697072983,
-0.2056262344121933,
0.39733925461769104,
-0.20754216611385345,
0.10852411389350891,
-0.5073944926261902,
0.08525460958480835,
0.0012112930417060852,
-0.3467462658882141,
-0.28982529044151306,
0.24892306327819824,
-0.24218305945396423,
0.29349595308303833,
0.1312863975763321,
0.2225494086742401,
-0.11374442279338837,
0.08540558815002441,
-0.3012458086013794,
-0.2868768274784088,
0.5885028839111328,
-0.35780489444732666,
-0.1242956668138504,
0.25316715240478516,
0.136710986495018,
0.13215352594852448,
-0.04105135053396225,
-0.6821624040603638,
0.08052311092615128,
0.11094707250595093,
0.07728858292102814,
-0.08374335616827011,
0.34377649426460266,
-0.07868406176567078,
-0.09977144002914429,
-0.09309421479701996,
0.5074912309646606,
0.08747687190771103,
-0.10866141319274902,
0.0006095953285694122,
-0.3982490301132202
] |
https://github.com/huggingface/datasets/issues/5281 | Support cloud storage in load_dataset | @lhoestq Would this work either with an Azure Blob Storage Container or its respective Azure Machine Learning Datastore? If yes, what would that look like in code? I've tried a couple of combinations but no success so far, on the latest version of `datasets`. I need to migrate a dataset to the Azure cloud, `load_dataset("path_to_data")` worked perfectly while the files were local only. Thank you!
@mayorblock would you mind sharing how you got it to work? What did you pass as `storage_options`? Would it maybe work without a custom data loader script? | Would be nice to be able to do
```python
data_files=["s3://..."] # or gs:// or any cloud storage path
storage_options = {...}
load_dataset(..., data_files=data_files, storage_options=storage_options)
```
The idea would be to use `fsspec` as in `download_and_prepare` and `save_to_disk`.
This has been requested several times already. Some users want to use their data from private cloud storage to train models
related:
https://github.com/huggingface/datasets/issues/3490
https://github.com/huggingface/datasets/issues/5244
[forum](https://discuss.huggingface.co/t/how-to-use-s3-path-with-load-dataset-with-streaming-true/25739/2) | 92 | Support cloud storage in load_dataset
Would be nice to be able to do
```python
data_files=["s3://..."] # or gs:// or any cloud storage path
storage_options = {...}
load_dataset(..., data_files=data_files, storage_options=storage_options)
```
The idea would be to use `fsspec` as in `download_and_prepare` and `save_to_disk`.
This has been requested several times already. Some users want to use their data from private cloud storage to train models
related:
https://github.com/huggingface/datasets/issues/3490
https://github.com/huggingface/datasets/issues/5244
[forum](https://discuss.huggingface.co/t/how-to-use-s3-path-with-load-dataset-with-streaming-true/25739/2)
@lhoestq Would this work either with an Azure Blob Storage Container or its respective Azure Machine Learning Datastore? If yes, what would that look like in code? I've tried a couple of combinations but no success so far, on the latest version of `datasets`. I need to migrate a dataset to the Azure cloud, `load_dataset("path_to_data")` worked perfectly while the files were local only. Thank you!
@mayorblock would you mind sharing how you got it to work? What did you pass as `storage_options`? Would it maybe work without a custom data loader script? | [
-0.15654821693897247,
0.009563177824020386,
-0.11528204381465912,
0.011856067925691605,
0.04420924931764603,
-0.08809709548950195,
0.2413681000471115,
-0.06805340945720673,
0.08408209681510925,
-0.008036300539970398,
-0.05647017061710358,
0.2682783603668213,
-0.2457059770822525,
0.8005300164222717,
0.19414564967155457,
0.22782284021377563,
0.274042010307312,
0.22071459889411926,
0.04470726102590561,
0.157469242811203,
-0.17566506564617157,
0.3087151348590851,
-0.10987497866153717,
-0.3641354441642761,
-0.07736508548259735,
0.23691385984420776,
-0.3389265835285187,
0.11014074087142944,
-0.16536548733711243,
-0.35845187306404114,
0.2852521538734436,
0.06870172172784805,
0.45538651943206787,
0.2644006609916687,
-0.00012244380195625126,
-0.010926853865385056,
-0.30255913734436035,
-0.22287072241306305,
-0.4274786114692688,
-0.4768577218055725,
-0.19636285305023193,
-0.06598460674285889,
0.14844341576099396,
0.005785241723060608,
-0.20469212532043457,
0.08399784564971924,
0.03496136516332626,
-0.6289756894111633,
0.3193698227405548,
0.33709853887557983,
0.07122579962015152,
0.22631889581680298,
-0.2650846540927887,
0.016197241842746735,
0.10797455906867981,
0.21766850352287292,
-0.29416781663894653,
0.2438250482082367,
0.38038259744644165,
-0.08032294362783432,
0.1844959855079651,
0.02566022053360939,
-0.12422020733356476,
0.17074671387672424,
0.5953394174575806,
0.36571845412254333,
0.16726014018058777,
-0.25018981099128723,
-0.2160281240940094,
-0.0439908429980278,
0.7277546525001526,
-0.2565857172012329,
-0.4390741288661957,
-0.47051721811294556,
-0.13448286056518555,
-0.1524072140455246,
0.013951051980257034,
0.1625262200832367,
-0.10536304116249084,
0.030969854444265366,
-0.2397003024816513,
-0.4926488697528839,
-0.46533823013305664,
0.16685208678245544,
0.02810085564851761,
0.06473648548126221,
-0.3744813799858093,
-0.11276423186063766,
0.21753370761871338,
-0.0033399388194084167,
0.23373901844024658,
-0.2261740267276764,
0.21781744062900543,
0.2698008418083191,
-0.3052580952644348,
-0.21558015048503876,
-0.355055570602417,
-0.21029919385910034,
0.045983508229255676,
0.4776254892349243,
0.48301640152931213,
-0.191261887550354,
-0.05692937225103378,
0.1856003701686859,
0.06281238794326782,
0.22384540736675262,
0.027369752526283264,
-0.09977987408638,
0.020315129309892654,
0.046622488647699356,
0.35374170541763306,
-0.31246817111968994,
-0.24555914103984833,
-0.17598344385623932,
-0.3094378113746643,
-0.2825450301170349,
0.14227309823036194,
-0.045524612069129944,
-0.21037524938583374,
0.03036797046661377,
0.23878931999206543,
-0.054058223962783813,
0.11732770502567291,
0.2596830725669861,
0.09095162153244019,
0.01623999886214733,
0.0048361532390117645,
0.16768911480903625,
0.09704262018203735,
-0.12298120558261871,
-0.04352640360593796,
0.08414145559072495,
-0.12152649462223053,
0.24645262956619263,
0.21271781623363495,
-0.09414118528366089,
0.28670886158943176,
-0.19141943752765656,
0.2562456727027893,
0.014658119529485703,
-0.019735345616936684,
0.02909599244594574,
0.24222546815872192,
0.22157667577266693,
-0.08993834257125854,
-0.09285448491573334,
-0.015214275568723679,
-0.07145830243825912,
-0.2918460965156555,
0.16685868799686432,
-0.25716185569763184,
-0.47626999020576477,
-0.3338029086589813,
0.0013650748878717422,
-0.36420994997024536,
-0.27061009407043457,
-0.8120735287666321,
0.1669706255197525,
-0.07574006170034409,
-0.3200279176235199,
0.15637096762657166,
0.13857465982437134,
-0.3033202290534973,
-0.1930581033229828,
0.4143814444541931,
0.2478713095188141,
-0.23929864168167114,
-0.11337623745203018,
-0.17740076780319214,
0.09128490090370178,
0.2619081735610962,
-0.22404031455516815,
0.006891068071126938,
-0.10440563410520554,
-0.2325802594423294,
0.41722047328948975,
0.07383193075656891,
-0.3759314715862274,
-0.0756402313709259,
0.5772944688796997,
0.049036905169487,
-0.06091298162937164,
0.11859392374753952,
0.11644953489303589,
0.1753125786781311,
-0.03222937881946564,
0.069764144718647,
0.43746358156204224,
0.1357792466878891,
-0.024395225569605827,
-0.07305680960416794,
-0.38948386907577515,
0.06818151473999023,
0.3386555016040802,
-0.045588161796331406,
0.1107853353023529,
0.11520834267139435,
0.18024064600467682,
0.08183188736438751,
-0.10108974575996399,
0.1004694327712059,
0.09524063766002655,
0.5015972852706909,
0.02416548877954483,
-0.2920657694339752,
-0.17743757367134094,
-0.7718721628189087,
0.3343263268470764,
-0.13269145786762238,
-0.0665057823061943,
0.024992920458316803,
-0.008836083114147186,
0.04945002496242523,
-0.005702212452888489,
-0.2872227430343628,
-0.1974077671766281,
-0.09675014764070511,
-0.2159288227558136,
0.3241511583328247,
-0.01972116157412529,
-0.4613367021083832,
0.027622997760772705,
0.06059103459119797,
0.09858081489801407,
-0.05412645265460014,
0.5393792390823364,
0.23577918112277985,
-0.16950687766075134,
0.09285633265972137,
0.022861890494823456,
0.044430479407310486,
-0.07611245661973953,
0.07569063454866409,
0.4272455871105194,
-0.07175147533416748,
0.4390975832939148,
-0.07519108802080154,
0.6407034397125244,
0.27440470457077026,
0.23385298252105713,
0.2506648898124695,
-0.12706467509269714,
0.07400447130203247,
-0.10571794211864471,
-0.11670156568288803,
0.36426275968551636,
-0.36981356143951416,
0.24141168594360352,
0.05158340185880661,
-0.12398368865251541,
-0.11512647569179535,
-0.03664010390639305,
-0.22432614862918854,
0.015979252755641937,
0.061405278742313385,
-0.2552416920661926,
0.3097900450229645,
-0.03292495757341385,
-0.15425607562065125,
-0.16327419877052307,
-0.08174292743206024,
-0.08139205724000931,
0.027547016739845276,
0.2152089774608612,
-0.12577193975448608,
-0.1919938027858734,
0.563377857208252,
0.013689171522855759,
0.8009248971939087,
0.02123856171965599,
-0.08533407747745514,
0.14815686643123627,
0.2175343930721283,
-0.20630484819412231,
0.30102288722991943,
-0.08444929122924805,
0.2716169059276581,
0.212480366230011,
0.13306978344917297,
-0.015080978162586689,
-0.10903490334749222,
-0.1861412078142166,
0.10330810397863388,
-0.058923132717609406,
-0.35113197565078735,
0.1307481825351715,
-0.014554494991898537,
-0.23345637321472168,
0.07714290916919708,
-0.19817037880420685,
0.0068108029663562775,
0.028647704049944878,
-0.16191817820072174,
0.511822521686554,
0.15688824653625488,
-0.3350922763347626,
-0.2634830176830292,
0.6535276770591736,
-0.2597615122795105,
-0.8128546476364136,
-0.23485951125621796,
0.3114674389362335,
0.05769205093383789,
0.04496127739548683,
0.1947791576385498,
-0.1835414171218872,
0.03542807325720787,
0.2615542709827423,
-0.0645001232624054,
-0.4032225012779236,
0.07436162978410721,
0.0931893065571785,
-0.08749696612358093,
0.26705822348594666,
0.18167605996131897,
0.11448623985052109,
0.15431123971939087,
0.04197832569479942,
0.10562976449728012,
-0.09011151641607285,
-0.0027160458266735077,
-0.1528758555650711,
0.08941446244716644,
-0.11137983947992325,
-0.15719552338123322,
-0.009923361241817474,
-0.5143240690231323,
-0.09313416481018066,
0.36022132635116577,
0.002656206488609314,
0.0595460869371891,
-0.14200465381145477,
0.23598390817642212,
0.15871821343898773,
0.09512176364660263,
-0.20788410305976868,
-0.07292293757200241,
-0.7659754753112793,
0.3344912827014923,
-0.1722494512796402,
0.015332363545894623,
0.2293432354927063,
0.20574620366096497,
0.18584460020065308,
-0.3122529983520508,
-0.3663654327392578,
-0.32835978269577026,
-0.08397851139307022,
0.26374804973602295,
-0.1093677431344986,
0.012930713593959808,
0.2993202805519104,
-0.14095546305179596,
0.14427784085273743,
-0.06058049201965332,
-0.0563400574028492,
0.15029093623161316,
0.4454164505004883,
0.20547060668468475,
0.18650954961776733,
-0.2144007682800293,
0.16280190646648407,
0.48804157972335815,
0.09529164433479309,
-0.1496538519859314,
0.548324465751648,
-0.08904685080051422,
0.015125911682844162,
-0.05270860344171524,
0.015554504469037056,
0.12679550051689148,
-0.4735906422138214,
-0.3542707562446594,
0.2405078113079071,
0.0964013859629631,
0.15990132093429565,
-0.31201034784317017,
-0.0892593041062355,
-0.045915637165308,
0.060236912220716476,
0.156410351395607,
-0.18120400607585907,
0.21130609512329102,
-0.20261885225772858,
-0.19838011264801025,
0.14701960980892181,
-0.14296290278434753,
-0.12122829258441925,
0.19392651319503784,
0.45900869369506836,
0.12485233694314957,
0.02991006150841713,
-0.018542956560850143,
-0.6736155152320862,
0.24483244121074677,
-0.20407840609550476,
-0.17894120514392853,
-0.254569411277771,
0.24555560946464539,
0.061353959143161774,
-0.13809341192245483,
0.491388201713562,
0.01390724815428257,
-0.1258712261915207,
-0.16199937462806702,
-0.29440730810165405,
-0.07687258720397949,
-0.2148369997739792,
0.041614826768636703,
-0.06547173857688904,
-0.11220225691795349,
0.6149250268936157,
-0.06494530290365219,
-0.22603213787078857,
-0.2478364109992981,
-0.20272424817085266,
0.007317010313272476,
-0.0854543074965477,
-0.045482851564884186,
-0.07812241464853287,
-0.34093329310417175,
-0.2120954692363739,
0.3426457643508911,
0.02371831238269806,
-0.18462981283664703,
-0.012831082567572594,
0.009713464416563511,
0.2652018964290619,
0.30053216218948364,
-0.08519388735294342,
0.09156578779220581,
0.0814380869269371,
0.03595541790127754,
0.30841150879859924,
-0.008445613086223602,
0.5499663352966309,
0.6355217695236206,
-0.045076582580804825,
-0.269043505191803,
0.1606295108795166,
0.17872071266174316,
0.5940825939178467,
0.2285006046295166,
-0.12393515557050705,
0.03120892494916916,
0.17262601852416992,
-0.004642978310585022,
-0.7891483306884766,
0.10427267849445343,
0.1497012972831726,
0.006809083744883537,
0.11308874189853668,
-0.5206396579742432,
0.7545367479324341,
0.08215385675430298,
0.005675651133060455,
-0.24330288171768188,
0.149605393409729,
-0.4330439567565918,
0.26125043630599976,
0.19414708018302917,
0.5843439102172852,
-0.011069677770137787,
0.5839170217514038,
0.17520791292190552,
0.3023274540901184,
0.08636698871850967,
-0.3195648193359375,
-0.07875778526067734,
-0.08447308093309402,
-0.009776708669960499,
-0.277743399143219,
-0.07286744564771652,
0.46334609389305115,
0.2166568636894226,
-0.18371476233005524,
0.2919612228870392,
0.10610753297805786,
0.09333956241607666,
0.06100185215473175,
0.21373620629310608,
-0.3071928024291992,
-0.370400607585907,
-0.2644815444946289,
0.11199989914894104,
-0.11558964848518372,
0.13542023301124573,
0.04404529184103012,
-0.1850256770849228,
-0.011923644691705704,
0.08978287875652313,
-0.16523176431655884,
0.18271133303642273,
-0.214629665017128,
-0.14063763618469238,
-0.165829598903656,
-0.06219308450818062,
0.5101581811904907,
0.5602429509162903,
-0.04889817535877228,
-0.26268842816352844,
-0.35976219177246094,
-0.05864686891436577,
0.12245014309883118,
0.028725840151309967,
-0.14346018433570862,
-0.21126404404640198,
0.12112866342067719,
-0.10678587853908539,
0.07851823419332504,
0.110102578997612,
-0.07796209305524826,
-0.4331153631210327,
-0.10679283738136292,
-0.0013125836849212646,
0.1943652331829071,
-0.2874816060066223,
-0.4792148470878601,
0.034647151827812195,
0.05146987363696098,
-0.039115313440561295,
0.04049484431743622,
0.16927631199359894,
-0.13504549860954285,
0.08639112114906311,
-0.1186528205871582,
0.020440980792045593,
-0.11018969118595123,
0.3954372704029083,
-0.3396330773830414,
-0.02189759537577629,
0.3939770758152008,
-0.13305781781673431,
0.011337295174598694,
-0.048717159777879715,
0.2826007008552551,
-0.08049289137125015,
0.19324073195457458,
0.2523879408836365,
0.20946137607097626,
0.012960582971572876,
-0.0832073837518692,
0.6804426908493042,
0.2797858715057373,
-0.16904407739639282,
0.13516201078891754,
-0.2605496644973755,
0.09639360755681992,
0.021491967141628265,
-0.024020593613386154,
0.3587299883365631,
0.19026532769203186,
-0.1184237003326416,
0.011937027797102928,
-0.3293446898460388,
-0.1551380455493927,
0.17658019065856934,
-0.12184394896030426,
-0.08729054778814316,
0.018517514690756798,
0.23337507247924805,
0.3339070975780487,
-0.24064970016479492,
-0.05517875403165817,
0.012953370809555054,
-0.11344709992408752,
-0.06550954282283783,
-0.1704673320055008,
0.24058976769447327,
0.3645890951156616,
-0.05868521332740784,
-0.13165490329265594,
-0.3378322720527649,
-0.34682193398475647,
-0.1427294909954071,
0.15214020013809204,
0.4241015315055847,
-0.06031157076358795,
0.15384171903133392,
0.021156761795282364,
0.06921428442001343,
-0.21314866840839386,
0.1442866027355194,
0.14464733004570007,
0.2173309326171875,
0.04785348102450371,
0.25376659631729126,
-0.13701331615447998,
0.03917752951383591,
0.16617673635482788,
0.14110322296619415,
0.347048819065094,
0.024385880678892136,
0.3723922371864319,
-0.3247891068458557,
-0.11825330555438995,
-0.2584737241268158,
0.36218518018722534,
0.15806566178798676,
-0.22311444580554962,
0.23651085793972015,
0.23995596170425415,
0.08374432474374771,
0.03038891777396202,
-0.2077442854642868,
-0.2673024535179138,
0.150200754404068,
0.1369442641735077,
0.09196441620588303,
0.5284650921821594,
0.23621916770935059,
-0.38107413053512573,
0.08504026383161545,
0.1653049886226654,
0.42168229818344116,
0.030372433364391327,
-0.06969460844993591,
0.006096649914979935,
0.3038956820964813,
0.16797493398189545,
0.13525177538394928,
0.03058503568172455,
0.08949357271194458,
-0.30117636919021606,
0.20595020055770874,
0.0934855192899704,
0.2777632474899292,
0.04114256799221039,
-0.3541700839996338,
-0.022019151598215103,
-0.18948578834533691,
-0.12330475449562073,
0.3529054820537567,
-0.2348676323890686,
0.5580482482910156,
-0.2375745177268982,
-0.08847912400960922,
-0.21918413043022156,
0.1580488383769989,
0.004975752905011177,
-0.23043689131736755,
-0.15214180946350098,
-0.0999472439289093,
0.14343729615211487,
0.15730148553848267,
-0.10456109046936035,
-0.6067894101142883,
0.24185049533843994,
0.11957705020904541,
0.36286383867263794,
0.051126785576343536,
0.21929395198822021,
0.3345085680484772,
0.04354075714945793,
-0.10878013074398041,
0.25383472442626953,
-0.05237188935279846,
-0.09758374094963074,
0.1520290970802307,
-0.1322445273399353,
0.41268008947372437,
0.25454872846603394,
0.07814979553222656,
0.015453385189175606,
-0.17925295233726501,
0.019612828269600868,
0.07351019978523254,
0.06898828595876694,
0.11746977269649506,
-0.043063532561063766,
0.35451778769493103,
0.06833819299936295,
0.009454167447984219,
0.24095518887043,
-0.01461411640048027,
0.3322426378726959,
-0.33411189913749695,
0.369713693857193,
0.13800495862960815,
-0.04370921105146408,
0.052068501710891724,
0.2294456660747528,
-0.35761526226997375,
-0.07092113047838211,
0.37306249141693115,
-0.09836230427026749,
0.10397877544164658,
0.344525545835495,
-0.011016923934221268,
0.09846360981464386,
0.3119541108608246,
0.010576009750366211,
0.1757798194885254,
-0.41059935092926025,
0.008631780743598938,
-0.4185689687728882,
-0.37254443764686584,
0.2412802129983902,
-0.012319618836045265,
-0.11250564455986023,
0.13860827684402466,
0.19340285658836365,
0.13181085884571075,
-0.14310552179813385,
-0.16768871247768402,
0.04206317663192749,
0.4094580113887787,
-0.1166461855173111,
0.12222529947757721,
-0.3066830635070801,
0.423565536737442,
0.053938381373882294,
-0.10289699584245682,
-0.09206974506378174,
-0.02134711667895317,
-0.19344723224639893,
-0.08335216343402863,
0.23088055849075317,
-0.05285097658634186,
-0.133588969707489,
0.4460197985172272,
-0.32015177607536316,
0.20885854959487915,
-0.14121437072753906,
0.11353246122598648,
0.11671601235866547,
0.170700341463089,
-0.10986220836639404,
-0.2196037471294403,
-0.15821626782417297,
0.2277190089225769,
-0.39274877309799194,
0.31238365173339844,
-0.35955810546875,
0.004221328534185886,
0.13131363689899445,
-0.5980026721954346,
-0.2868204414844513,
0.09752822667360306,
-0.19830629229545593,
0.1973184496164322,
0.031487975269556046,
0.2954216003417969,
-0.30231180787086487,
0.0246304739266634,
-0.15304780006408691,
0.0037439819425344467,
0.4738772511482239,
-0.4636248052120209,
-0.07817219197750092,
0.210351824760437,
0.016721181571483612,
0.060597896575927734,
0.061815500259399414,
-0.42259928584098816,
-0.08983215689659119,
0.2512958347797394,
-0.020296387374401093,
0.05114509537816048,
0.20541232824325562,
-0.019298896193504333,
-0.1163189560174942,
-0.2147277444601059,
0.4003699719905853,
0.10292548686265945,
-0.058973364531993866,
-0.2891598343849182,
-0.604625940322876
] |
https://github.com/huggingface/datasets/issues/5281 | Support cloud storage in load_dataset | @lhoestq I've been using this feature for the last year on GCS without problem, but I think we need to fix an issue with S3 and then document the supported calling patterns to reduce confusion
It looks like `datasets` uses a default `DownloadConfig` which is where some potentially unintended storage options are getting passed to fsspec
```
DownloadConfig(
cache_dir=None,
force_download=False,
resume_download=False,
local_files_only=False,
proxies=None,
user_agent=None,
extract_compressed_file=False,
force_extract=False,
delete_extracted=False,
use_etag=True,
num_proc=None,
max_retries=1,
token=None,
ignore_url_params=False,
storage_options={'hf': {'token': None, 'endpoint': 'https://huggingface.co'}},
download_desc=None
)
```
(specifically the `storage_options={'hf': {'token': None, 'endpoint': 'https://huggingface.co'}}` part)
`gcsfs` is robust to the extra key in storage options for whatever reason, but `s3fs` is not (haven't dug into why). I'm unable to test `adlfs` but it looks like people here got it working
Is this an issue that needs fixed with s3fs? Or can we avoid passing these default storage options in some cases?
Update: I think probably https://github.com/huggingface/datasets/pull/6127 is where these default storage options were introduced | Would be nice to be able to do
```python
data_files=["s3://..."] # or gs:// or any cloud storage path
storage_options = {...}
load_dataset(..., data_files=data_files, storage_options=storage_options)
```
The idea would be to use `fsspec` as in `download_and_prepare` and `save_to_disk`.
This has been requested several times already. Some users want to use their data from private cloud storage to train models
related:
https://github.com/huggingface/datasets/issues/3490
https://github.com/huggingface/datasets/issues/5244
[forum](https://discuss.huggingface.co/t/how-to-use-s3-path-with-load-dataset-with-streaming-true/25739/2) | 157 | Support cloud storage in load_dataset
Would be nice to be able to do
```python
data_files=["s3://..."] # or gs:// or any cloud storage path
storage_options = {...}
load_dataset(..., data_files=data_files, storage_options=storage_options)
```
The idea would be to use `fsspec` as in `download_and_prepare` and `save_to_disk`.
This has been requested several times already. Some users want to use their data from private cloud storage to train models
related:
https://github.com/huggingface/datasets/issues/3490
https://github.com/huggingface/datasets/issues/5244
[forum](https://discuss.huggingface.co/t/how-to-use-s3-path-with-load-dataset-with-streaming-true/25739/2)
@lhoestq I've been using this feature for the last year on GCS without problem, but I think we need to fix an issue with S3 and then document the supported calling patterns to reduce confusion
It looks like `datasets` uses a default `DownloadConfig` which is where some potentially unintended storage options are getting passed to fsspec
```
DownloadConfig(
cache_dir=None,
force_download=False,
resume_download=False,
local_files_only=False,
proxies=None,
user_agent=None,
extract_compressed_file=False,
force_extract=False,
delete_extracted=False,
use_etag=True,
num_proc=None,
max_retries=1,
token=None,
ignore_url_params=False,
storage_options={'hf': {'token': None, 'endpoint': 'https://huggingface.co'}},
download_desc=None
)
```
(specifically the `storage_options={'hf': {'token': None, 'endpoint': 'https://huggingface.co'}}` part)
`gcsfs` is robust to the extra key in storage options for whatever reason, but `s3fs` is not (haven't dug into why). I'm unable to test `adlfs` but it looks like people here got it working
Is this an issue that needs fixed with s3fs? Or can we avoid passing these default storage options in some cases?
Update: I think probably https://github.com/huggingface/datasets/pull/6127 is where these default storage options were introduced | [
-0.04143977165222168,
-0.10600677132606506,
-0.07206203043460846,
0.10603194683790207,
0.23607735335826874,
-0.17956870794296265,
0.24351844191551208,
-0.1231687068939209,
0.058073025196790695,
-0.008839413523674011,
0.0329861119389534,
0.2888803482055664,
-0.2181895524263382,
0.7569690942764282,
0.08790642023086548,
0.2492959201335907,
0.2588348686695099,
0.04262600839138031,
-0.078650563955307,
0.3368847370147705,
-0.16564561426639557,
0.483386367559433,
-0.0671832263469696,
-0.3215629458427429,
-0.13585227727890015,
0.12734660506248474,
-0.18723933398723602,
0.07496295869350433,
-0.1811046153306961,
-0.46961984038352966,
0.34032994508743286,
0.2616342604160309,
0.14727886021137238,
0.35681620240211487,
-0.00012252479791641235,
-0.058589089661836624,
-0.08314463496208191,
-0.2610831558704376,
-0.5411081314086914,
-0.3534374237060547,
-0.25323113799095154,
0.15950803458690643,
0.22439493238925934,
-0.0030738115310668945,
-0.20926523208618164,
0.21468256413936615,
-0.1070721447467804,
-0.5585979223251343,
0.30095362663269043,
0.2731894254684448,
0.09253935515880585,
0.3563709259033203,
-0.4262373447418213,
0.0035778493620455265,
0.14822112023830414,
0.3309609293937683,
-0.28575485944747925,
0.2924286425113678,
0.26470205187797546,
-0.04411812871694565,
0.1848280280828476,
0.0730026513338089,
-0.27057644724845886,
-0.0045521073043346405,
0.4871191084384918,
0.20625457167625427,
-0.023208774626255035,
-0.2079465687274933,
-0.23607447743415833,
0.03594469279050827,
0.7856840491294861,
-0.24256086349487305,
-0.5436776876449585,
-0.5577653050422668,
-0.1474742889404297,
-0.21696078777313232,
0.10168399661779404,
-0.0015576304867863655,
-0.11981064081192017,
0.10827189683914185,
-0.18684160709381104,
-0.2940584719181061,
-0.22406962513923645,
0.09410712122917175,
0.14796443283557892,
0.021741561591625214,
-0.38334372639656067,
-0.05936157703399658,
0.2787341773509979,
-0.00141148641705513,
0.01749793067574501,
-0.314875066280365,
0.07383065670728683,
0.025856375694274902,
-0.27444612979888916,
-0.20173783600330353,
0.026888985186815262,
0.02189451828598976,
0.06279762834310532,
0.47386443614959717,
0.2512863576412201,
-0.08101800084114075,
0.14007768034934998,
0.19972950220108032,
0.01925165206193924,
0.07715627551078796,
0.023428302258253098,
-0.11799708753824234,
0.07027361541986465,
0.1972195953130722,
0.38557612895965576,
-0.3351312577724457,
-0.004960499703884125,
-0.25406646728515625,
-0.41188088059425354,
-0.18272560834884644,
0.0661848857998848,
-0.011056054383516312,
-0.11743950843811035,
-0.07162320613861084,
0.5367642641067505,
0.0005394788458943367,
0.210813969373703,
0.2596665620803833,
0.14389997720718384,
0.1868876814842224,
-0.01999918930232525,
0.2632337808609009,
0.055193208158016205,
0.013751504011452198,
-0.0757870152592659,
-0.103838711977005,
-0.22501732409000397,
0.32867151498794556,
0.19390346109867096,
-0.04862326756119728,
0.30007442831993103,
0.022046465426683426,
0.18608835339546204,
0.10659828782081604,
-0.1548221856355667,
0.06154824420809746,
0.08333773165941238,
0.19301025569438934,
-0.324760764837265,
0.08941210061311722,
0.014324652031064034,
0.08337219059467316,
-0.3099675476551056,
-0.03891051560640335,
-0.29298585653305054,
-0.46872955560684204,
-0.28331103920936584,
-0.005202237516641617,
-0.35879456996917725,
-0.2354244887828827,
-0.7495071887969971,
0.17915281653404236,
-0.00038689374923706055,
-0.3134905695915222,
0.2799772322177887,
0.1642937809228897,
-0.31429874897003174,
-0.23756103217601776,
0.2476474642753601,
0.4453015923500061,
-0.06512914597988129,
-0.2497275322675705,
-0.09758961945772171,
-0.023514751344919205,
0.24060824513435364,
-0.11512258648872375,
-0.14722484350204468,
-0.2583737075328827,
-0.333364874124527,
0.4056618809700012,
0.11234655976295471,
-0.43152374029159546,
-0.22353459894657135,
0.5514401197433472,
0.13161936402320862,
0.12814849615097046,
0.34554818272590637,
-0.11420228332281113,
0.009993036277592182,
-0.03866754472255707,
-0.059430018067359924,
0.3863403797149658,
0.05762067437171936,
0.10879624634981155,
-0.11565528810024261,
-0.40090009570121765,
0.07405108958482742,
0.17912150919437408,
-0.13038906455039978,
0.11182806640863419,
0.07232017815113068,
-0.11434298008680344,
0.2489129602909088,
-0.23260417580604553,
-0.03858969360589981,
0.10936538130044937,
0.5958706736564636,
0.07712695002555847,
-0.262628972530365,
-0.026033036410808563,
-0.7894529700279236,
0.3942202925682068,
0.0064849816262722015,
-0.09794658422470093,
-0.17394517362117767,
-0.16184298694133759,
0.10145056247711182,
-0.0890388935804367,
-0.08833931386470795,
-0.1815560758113861,
-0.054565802216529846,
0.0029428601264953613,
0.22904285788536072,
0.04853116348385811,
-0.30870944261550903,
0.09118183702230453,
0.13832741975784302,
0.16012193262577057,
-0.14408361911773682,
0.42425429821014404,
0.12679773569107056,
-0.2135622650384903,
0.13150599598884583,
-0.029239729046821594,
0.20862406492233276,
-0.15512651205062866,
0.006636225618422031,
0.5426880717277527,
0.18506795167922974,
0.5946119427680969,
-0.16226685047149658,
0.6715661287307739,
0.19363124668598175,
0.17706909775733948,
0.03826025128364563,
-0.21756838262081146,
0.08474307507276535,
0.0048065707087516785,
-0.12278135865926743,
0.4542093276977539,
-0.20362138748168945,
0.17121577262878418,
0.10308922827243805,
-0.10632232576608658,
-0.11061397939920425,
-0.09331132471561432,
-0.18981164693832397,
-0.05756106600165367,
-0.02998177334666252,
-0.08391332626342773,
0.2696048617362976,
0.10084165632724762,
-0.15869140625,
0.027426980435848236,
0.20491202175617218,
-0.07268333435058594,
-0.014118321239948273,
0.15280947089195251,
0.08572886884212494,
-0.2866649031639099,
0.5911945700645447,
0.03600421920418739,
0.7461504340171814,
0.08301051706075668,
-0.13567668199539185,
-0.0002865791320800781,
0.2300519347190857,
-0.22749461233615875,
0.40597230195999146,
0.015940722078084946,
0.22058019042015076,
0.181778222322464,
0.1713775247335434,
-0.050006669014692307,
-0.1615934669971466,
-0.20969796180725098,
0.0902382880449295,
-0.2116519957780838,
-0.3931468725204468,
0.251651793718338,
-0.22294914722442627,
-0.21863654255867004,
0.1629626452922821,
0.018747007474303246,
0.016245108097791672,
-0.07720166444778442,
-0.21804754436016083,
0.4761880338191986,
-0.0035091396421194077,
-0.18368762731552124,
-0.3068113923072815,
0.49765753746032715,
-0.21715325117111206,
-0.6800038814544678,
-0.3188459873199463,
0.24200861155986786,
0.03968460112810135,
-0.021156931295990944,
0.21827663481235504,
-0.3214232623577118,
0.16352242231369019,
0.18730907142162323,
-0.14864051342010498,
-0.35580208897590637,
-0.05304500460624695,
0.26056596636772156,
-0.10915602743625641,
0.287683367729187,
0.30425673723220825,
-0.02644745260477066,
0.03324015438556671,
0.0570613369345665,
0.05328965187072754,
-0.14650189876556396,
0.05869022011756897,
-0.07983222603797913,
0.08750736713409424,
-0.09337754547595978,
-0.30030104517936707,
0.06497001647949219,
-0.3928603231906891,
-0.1481105089187622,
0.3242047429084778,
-0.0944627970457077,
-0.002803109586238861,
0.14852285385131836,
0.1603671759366989,
0.09576877951622009,
0.02278662845492363,
-0.12867534160614014,
-0.16354382038116455,
-0.7494986653327942,
0.3107968270778656,
-0.07564657926559448,
0.01075698807835579,
0.09447939693927765,
0.06749110668897629,
0.19572670757770538,
-0.20646074414253235,
-0.3869748115539551,
-0.30260103940963745,
-0.14311358332633972,
0.42220041155815125,
0.0008001290261745453,
-0.04656189680099487,
0.42178797721862793,
-0.059608686715364456,
0.06722196191549301,
-0.13128408789634705,
-0.1804056316614151,
0.009220167994499207,
0.40335968136787415,
0.1567126214504242,
0.11901672929525375,
-0.16011637449264526,
0.2130884826183319,
0.5483136177062988,
0.10085104405879974,
-0.11441347002983093,
0.619597315788269,
-0.08089976757764816,
0.10794574022293091,
0.043485067784786224,
0.006218938156962395,
0.15657369792461395,
-0.4050515592098236,
-0.17345267534255981,
0.18187949061393738,
0.02529340237379074,
0.04988695681095123,
-0.24973711371421814,
0.0835532397031784,
-0.10001127421855927,
-0.15714900195598602,
0.12769360840320587,
-0.13495168089866638,
0.2955144941806793,
-0.20858468115329742,
-0.09499114006757736,
0.14344553649425507,
0.001162719912827015,
-0.044093627482652664,
0.27246350049972534,
0.4979951083660126,
0.07193966209888458,
0.09019000828266144,
0.11286315321922302,
-0.7453279495239258,
0.2295653373003006,
-0.08693293482065201,
-0.1456945836544037,
-0.17535772919654846,
0.12914064526557922,
-0.059189096093177795,
-0.10331431031227112,
0.6177619099617004,
-0.20423099398612976,
-0.22093446552753448,
-0.04202253371477127,
-0.2501087784767151,
-0.268159955739975,
-0.2405770868062973,
0.09402133524417877,
-0.2140139937400818,
-0.1593993902206421,
0.6223477125167847,
-0.21211324632167816,
-0.31265386939048767,
-0.3645945191383362,
-0.2238999605178833,
0.04437665268778801,
-0.1508268415927887,
-0.0948919951915741,
-0.13967183232307434,
-0.3122684061527252,
-0.2773292064666748,
0.294251412153244,
-0.0858827605843544,
-0.2641618847846985,
0.04162630811333656,
0.17742928862571716,
0.2705989181995392,
0.25978970527648926,
-0.06464777886867523,
0.19643810391426086,
0.04361611604690552,
-0.011430138722062111,
0.21962754428386688,
-0.0784071832895279,
0.51200932264328,
0.7209526896476746,
0.017923081293702126,
-0.05482517182826996,
0.20553061366081238,
0.25474071502685547,
0.453088641166687,
0.3353007733821869,
-0.1406690776348114,
0.1981026530265808,
0.019837314262986183,
0.19764164090156555,
-0.6557371616363525,
0.020446164533495903,
0.35166841745376587,
-0.13600942492485046,
0.05952873080968857,
-0.43394774198532104,
0.6124767065048218,
0.056132640689611435,
-0.1608162522315979,
-0.20291918516159058,
0.32522058486938477,
-0.42049553990364075,
0.24130219221115112,
0.11841253936290741,
0.7053936719894409,
0.20320017635822296,
0.5127113461494446,
0.4294179379940033,
-0.044143229722976685,
0.2302190661430359,
-0.25087660551071167,
-0.07575497776269913,
-0.01883169263601303,
0.01749027892947197,
-0.2191779911518097,
-0.15379083156585693,
0.4745486080646515,
0.19405488669872284,
-0.35716068744659424,
0.30447205901145935,
-0.044604938477277756,
0.017482349649071693,
-0.023746294900774956,
0.16685546934604645,
-0.3352459967136383,
-0.4475548267364502,
-0.25029829144477844,
0.1313677728176117,
-0.02593941241502762,
0.09016027301549911,
0.03867463394999504,
-0.19069397449493408,
0.05944008752703667,
-0.08672107011079788,
-0.2726736068725586,
0.14834827184677124,
-0.1710435301065445,
-0.10888950526714325,
0.07047022879123688,
-0.017995737493038177,
0.5374929308891296,
0.4370518624782562,
-0.05089208483695984,
-0.1433098316192627,
-0.2816609740257263,
0.02096661739051342,
-0.061748676002025604,
0.20332537591457367,
-0.20083338022232056,
-0.27703621983528137,
0.19600172340869904,
0.0037824250757694244,
0.07235529273748398,
-0.00023173540830612183,
0.0012730713933706284,
-0.28245809674263,
-0.0858536884188652,
-0.17612890899181366,
-0.06467832624912262,
-0.33548346161842346,
-0.3910503089427948,
0.024599488824605942,
0.0868731141090393,
-0.15681801736354828,
0.046387478709220886,
0.05602863430976868,
-0.08388767391443253,
0.195388525724411,
-0.3090486228466034,
0.0850164145231247,
-0.24401859939098358,
0.4646152853965759,
-0.4091280698776245,
0.010631151497364044,
0.25288712978363037,
-0.029617710039019585,
-0.15703079104423523,
-0.13931769132614136,
0.051248081028461456,
-0.1520845890045166,
0.09806584566831589,
0.2675212025642395,
0.1890449970960617,
-0.13879938423633575,
-0.11420874297618866,
0.49226486682891846,
0.30723440647125244,
-0.20580577850341797,
0.23965202271938324,
-0.07082592695951462,
0.007526809349656105,
-0.011694952845573425,
-0.06355580687522888,
0.34091588854789734,
0.047922588884830475,
-0.19345253705978394,
-0.04540592432022095,
-0.23110860586166382,
-0.19077077507972717,
0.1678353250026703,
-0.0071160998195409775,
-0.12517470121383667,
0.2409074306488037,
0.009547140449285507,
0.4184280037879944,
-0.34418368339538574,
0.02388579584658146,
0.08264601230621338,
-0.13082483410835266,
-0.08209985494613647,
-0.3036598265171051,
0.20450037717819214,
0.3492712080478668,
-0.11779385060071945,
0.052122995257377625,
-0.16083261370658875,
-0.24002614617347717,
-0.18518078327178955,
0.24573206901550293,
0.45805278420448303,
0.002747766673564911,
0.24204765260219574,
-0.24875016510486603,
0.01617230474948883,
-0.0544971264898777,
0.08900946378707886,
0.056873515248298645,
0.1916053593158722,
0.14842425286769867,
0.20017515122890472,
-0.18960297107696533,
-0.04482614994049072,
0.16403929889202118,
0.2294149398803711,
0.31775617599487305,
0.14868421852588654,
0.4200406074523926,
-0.2655758261680603,
-0.18383124470710754,
-0.1552155762910843,
0.40653008222579956,
0.02789938822388649,
-0.21309350430965424,
0.09816312789916992,
0.2633693814277649,
0.13575837016105652,
0.06914795935153961,
-0.3086000084877014,
-0.24564501643180847,
0.24309875071048737,
0.1721601039171219,
0.19679448008537292,
0.6039573550224304,
0.09436094760894775,
-0.21455435454845428,
-0.035956788808107376,
0.19510090351104736,
0.5378097295761108,
0.24483788013458252,
-0.1337996870279312,
-0.013341449201107025,
0.19021925330162048,
0.30029305815696716,
0.12145626544952393,
0.23820427060127258,
-0.04165235161781311,
-0.3022833466529846,
0.11900178343057632,
-0.21294254064559937,
0.2917848825454712,
0.03526725247502327,
-0.42557352781295776,
0.05656543746590614,
-0.24970975518226624,
-0.17552807927131653,
0.40299922227859497,
-0.14673897624015808,
0.4429389238357544,
-0.2580663859844208,
-0.14197836816310883,
-0.19594810903072357,
0.224028542637825,
-0.0601760596036911,
-0.31703630089759827,
0.13347016274929047,
-0.09958868473768234,
0.0431956946849823,
0.2190341353416443,
-0.23258939385414124,
-0.5027586221694946,
0.3512568771839142,
0.16035684943199158,
0.35636675357818604,
-0.08674034476280212,
0.13762012124061584,
0.2509262263774872,
0.27124419808387756,
-0.15963485836982727,
0.28447791934013367,
-0.12605781853199005,
-0.10852594673633575,
-0.026811201125383377,
-0.04066042602062225,
0.3949573040008545,
0.06680060923099518,
0.08446039259433746,
-0.20871007442474365,
-0.016073230654001236,
0.15753653645515442,
0.04267898201942444,
0.02674768678843975,
-0.019024290144443512,
0.12232533097267151,
0.3016001582145691,
0.08831527084112167,
-0.0442681610584259,
0.1216123104095459,
-0.21666036546230316,
0.274621844291687,
-0.43968698382377625,
0.24485930800437927,
0.0719776526093483,
0.09980121999979019,
0.18352660536766052,
0.31084561347961426,
-0.46316298842430115,
-0.065755195915699,
0.46396389603614807,
0.03811665624380112,
0.27654096484184265,
0.20162828266620636,
0.0220535546541214,
0.19056436419487,
0.2869318425655365,
-0.14739082753658295,
0.129598468542099,
-0.357858270406723,
-0.0010330304503440857,
-0.29939424991607666,
-0.41553476452827454,
0.36272531747817993,
-0.027289630845189095,
-0.056692302227020264,
0.10251730680465698,
0.16335445642471313,
-0.04922854155302048,
-0.004630222916603088,
-0.09928067773580551,
0.07319793850183487,
0.29616236686706543,
-0.06071179732680321,
0.11858750879764557,
-0.5162718892097473,
0.16057588160037994,
0.11039900779724121,
-0.10530991852283478,
-0.06368967890739441,
0.07638248801231384,
-0.1341935247182846,
-0.32901448011398315,
0.27119719982147217,
-0.09253254532814026,
-0.1748933047056198,
0.47664475440979004,
-0.08565881103277206,
0.2283950299024582,
-0.21974414587020874,
-0.12196187674999237,
0.08577431738376617,
0.001456958707422018,
-0.06174299865961075,
-0.22762927412986755,
-0.36256495118141174,
0.2659353017807007,
-0.35880303382873535,
0.29630517959594727,
-0.5453127026557922,
0.024039605632424355,
0.2626059651374817,
-0.4762081801891327,
-0.2203625589609146,
0.08904602378606796,
-0.28631553053855896,
0.11772098392248154,
0.008265539072453976,
0.33562391996383667,
-0.2502521574497223,
0.10940511524677277,
-0.10450944304466248,
-0.09884408861398697,
0.5185035467147827,
-0.33615899085998535,
-0.030937524512410164,
0.1508781760931015,
0.1902402639389038,
0.16050280630588531,
0.14855660498142242,
-0.4801786541938782,
0.014276742935180664,
0.16991640627384186,
-0.031243126839399338,
0.0016206912696361542,
0.3890433609485626,
0.026970526203513145,
-0.16046087443828583,
-0.18567639589309692,
0.5200215578079224,
0.152088463306427,
-0.034726228564977646,
-0.07220348715782166,
-0.46431708335876465
] |
https://github.com/huggingface/datasets/issues/5281 | Support cloud storage in load_dataset | Hmm not sure, maybe it has to do with `_prepare_single_hop_path_and_storage_options` returning the "hf" storage options when it shouldn't | Would be nice to be able to do
```python
data_files=["s3://..."] # or gs:// or any cloud storage path
storage_options = {...}
load_dataset(..., data_files=data_files, storage_options=storage_options)
```
The idea would be to use `fsspec` as in `download_and_prepare` and `save_to_disk`.
This has been requested several times already. Some users want to use their data from private cloud storage to train models
related:
https://github.com/huggingface/datasets/issues/3490
https://github.com/huggingface/datasets/issues/5244
[forum](https://discuss.huggingface.co/t/how-to-use-s3-path-with-load-dataset-with-streaming-true/25739/2) | 18 | Support cloud storage in load_dataset
Would be nice to be able to do
```python
data_files=["s3://..."] # or gs:// or any cloud storage path
storage_options = {...}
load_dataset(..., data_files=data_files, storage_options=storage_options)
```
The idea would be to use `fsspec` as in `download_and_prepare` and `save_to_disk`.
This has been requested several times already. Some users want to use their data from private cloud storage to train models
related:
https://github.com/huggingface/datasets/issues/3490
https://github.com/huggingface/datasets/issues/5244
[forum](https://discuss.huggingface.co/t/how-to-use-s3-path-with-load-dataset-with-streaming-true/25739/2)
Hmm not sure, maybe it has to do with `_prepare_single_hop_path_and_storage_options` returning the "hf" storage options when it shouldn't | [
-0.1713862121105194,
-0.1215299442410469,
-0.13658471405506134,
0.06388726830482483,
0.21852919459342957,
-0.003932259976863861,
0.19721341133117676,
-0.009359832853078842,
0.22520862519741058,
0.05114622414112091,
-0.1244749054312706,
0.19488286972045898,
-0.20609353482723236,
0.8063645958900452,
0.17732375860214233,
0.15885943174362183,
0.29230594635009766,
0.12455356121063232,
0.0018569231033325195,
0.18843457102775574,
-0.1875111609697342,
0.41132768988609314,
-0.0583450011909008,
-0.29984861612319946,
-0.1927933692932129,
0.1234302967786789,
-0.2439204752445221,
0.052090682089328766,
-0.22982503473758698,
-0.46433117985725403,
0.347609281539917,
0.25144797563552856,
0.2589697241783142,
0.18785279989242554,
-0.00012059044820489362,
0.006489947438240051,
-0.2444688230752945,
-0.19727063179016113,
-0.5904608964920044,
-0.4588168263435364,
-0.272097110748291,
0.06040637940168381,
0.17308658361434937,
0.0629144236445427,
-0.1751839816570282,
0.1345086693763733,
-0.03498775511980057,
-0.5203016400337219,
0.18218693137168884,
0.30929964780807495,
0.10189079493284225,
0.2719644010066986,
-0.36284318566322327,
-0.006089662201702595,
0.18200188875198364,
0.48406392335891724,
-0.3284958600997925,
0.2394307255744934,
0.05535919591784477,
-0.09343721717596054,
0.28276094794273376,
0.00824523065239191,
-0.19170503318309784,
0.10397617518901825,
0.42927244305610657,
0.344377338886261,
-0.07911082357168198,
-0.18735162913799286,
-0.21593254804611206,
0.08898652344942093,
0.7342239618301392,
-0.21883359551429749,
-0.533140242099762,
-0.45910438895225525,
-0.10825108736753464,
-0.2535421550273895,
-0.029240868985652924,
0.14251470565795898,
-0.07124180346727371,
0.17183418571949005,
-0.1559286266565323,
-0.3663278818130493,
-0.31976327300071716,
0.14147096872329712,
0.07928232848644257,
0.12519694864749908,
-0.35638871788978577,
0.012992724776268005,
0.3064051568508148,
0.0627785176038742,
0.04736621305346489,
-0.21902169287204742,
0.1491498351097107,
0.12487772107124329,
-0.31281182169914246,
-0.16546475887298584,
-0.21097904443740845,
-0.08525221794843674,
0.1944350302219391,
0.31414175033569336,
0.39799562096595764,
-0.17250031232833862,
0.04244351387023926,
0.16503342986106873,
0.00808388739824295,
-0.01867271028459072,
-0.09667185693979263,
-0.1962869018316269,
0.04340541362762451,
0.13836325705051422,
0.3299614191055298,
-0.41230690479278564,
-0.049923691898584366,
-0.08481252193450928,
-0.3929905295372009,
-0.284891813993454,
0.061557069420814514,
-0.08110016584396362,
-0.23224931955337524,
-0.030499491840600967,
0.35923945903778076,
-0.11896087974309921,
0.06436135619878769,
0.2301865518093109,
0.12438580393791199,
0.18092095851898193,
0.0867176502943039,
0.32965314388275146,
0.06392280012369156,
-0.0127182612195611,
-0.1157454326748848,
0.010823867283761501,
-0.08595049381256104,
0.292237788438797,
0.11574985086917877,
-0.00790458358824253,
0.33714625239372253,
-0.0278756245970726,
0.26015704870224,
0.0052999891340732574,
-0.034208379685878754,
-0.007825524546205997,
0.08951272070407867,
0.3220868706703186,
-0.14856773614883423,
0.014465076848864555,
0.05401214212179184,
0.10206131637096405,
-0.2526395618915558,
0.10585850477218628,
-0.33418846130371094,
-0.5214270949363708,
-0.2843942940235138,
0.00366402929648757,
-0.2501290440559387,
-0.26961684226989746,
-0.9338371157646179,
0.1727363020181656,
-0.10257414728403091,
-0.2066049724817276,
0.12233300507068634,
0.21785792708396912,
-0.3441759943962097,
-0.2043313831090927,
0.3705030381679535,
0.2880355715751648,
-0.08157526701688766,
-0.1264321506023407,
-0.1588737517595291,
-0.04739490523934364,
0.21738994121551514,
-0.06386323273181915,
-0.03256966173648834,
-0.03672434389591217,
-0.3809710741043091,
0.40218180418014526,
0.28466346859931946,
-0.45594626665115356,
-0.15428245067596436,
0.5559327006340027,
0.13486120104789734,
0.039444051682949066,
0.32473883032798767,
0.0054247104562819,
-0.05723745375871658,
0.11062052845954895,
0.0015520527958869934,
0.42054277658462524,
0.07388037443161011,
0.027553165331482887,
-0.1406724750995636,
-0.35999664664268494,
0.12604941427707672,
0.2895210087299347,
-0.06543216109275818,
0.20815853774547577,
0.19808432459831238,
0.05816446989774704,
0.33027181029319763,
-0.09142087399959564,
-0.06315124034881592,
0.10371208190917969,
0.49756357073783875,
0.10392864048480988,
-0.355896532535553,
-0.12913641333580017,
-0.5784076452255249,
0.334211528301239,
-0.03986422345042229,
-0.0694628357887268,
-0.030197113752365112,
-0.1540558934211731,
0.01656666398048401,
-0.017349962145090103,
-0.14647996425628662,
-0.24416807293891907,
-0.06887135654687881,
-0.04067268967628479,
0.2098597288131714,
0.050960931926965714,
-0.34602782130241394,
0.2110763043165207,
0.13968804478645325,
0.09796695411205292,
-0.17126043140888214,
0.5405865907669067,
0.13319730758666992,
-0.06735646724700928,
0.019908003509044647,
0.06948793679475784,
0.0882255807518959,
-0.08464576303958893,
0.024073585867881775,
0.44207072257995605,
0.07767672836780548,
0.39048099517822266,
-0.036128632724285126,
0.6216759085655212,
0.17364798486232758,
0.18958300352096558,
0.06848122924566269,
-0.24121306836605072,
0.11613539606332779,
-0.008719120174646378,
-0.07490292936563492,
0.49961012601852417,
-0.1687423288822174,
0.1270008087158203,
0.0212332084774971,
-0.11254904419183731,
-0.008175650611519814,
-0.0006224289536476135,
-0.04704347252845764,
-0.12899747490882874,
0.06937636435031891,
-0.15699157118797302,
0.2723895311355591,
-0.022652259096503258,
-0.17592120170593262,
-0.1518329381942749,
0.23076018691062927,
-0.07886400818824768,
0.023511208593845367,
0.20309481024742126,
0.02254706621170044,
-0.2742772102355957,
0.5018463730812073,
-0.03262940049171448,
0.7986552119255066,
0.0641634464263916,
-0.12951047718524933,
0.07111555337905884,
0.17084291577339172,
-0.18356183171272278,
0.33517250418663025,
-0.08063524961471558,
0.329655259847641,
0.21764275431632996,
0.23463796079158783,
-0.04982418194413185,
-0.22256308794021606,
-0.21900373697280884,
0.059588439762592316,
-0.06436748802661896,
-0.3862212002277374,
0.09718421846628189,
-0.182546004652977,
-0.151449054479599,
0.08878139406442642,
-0.05797522887587547,
-0.031577546149492264,
-0.1446780264377594,
-0.16404764354228973,
0.5229746699333191,
0.15895171463489532,
-0.27819788455963135,
-0.3374314308166504,
0.5133622288703918,
-0.2957766652107239,
-0.6338582038879395,
-0.38276222348213196,
0.336239755153656,
0.09481935203075409,
0.03458559885621071,
0.05421091616153717,
-0.24346531927585602,
0.1700340211391449,
0.1777890920639038,
-0.19898106157779694,
-0.4452589750289917,
0.05778072029352188,
0.1655912697315216,
-0.2148716002702713,
0.27808889746665955,
0.34755221009254456,
0.20483997464179993,
0.234676793217659,
0.08672845363616943,
0.16612780094146729,
-0.07650619745254517,
0.019577087834477425,
-0.09316342324018478,
0.14709562063217163,
-0.05861174315214157,
-0.1811029016971588,
0.053638022392988205,
-0.47626158595085144,
-0.18382641673088074,
0.4278472661972046,
-0.04785899072885513,
-0.03875292092561722,
0.006076212972402573,
0.2225756198167801,
0.08343921601772308,
0.07806994765996933,
-0.13571609556674957,
-0.2105737030506134,
-0.7792372703552246,
0.29277580976486206,
-0.14133872091770172,
0.05479942262172699,
0.07777225971221924,
0.11247041821479797,
0.22886495292186737,
-0.27954792976379395,
-0.5173830986022949,
-0.3184437155723572,
-0.08673222362995148,
0.39929237961769104,
-0.1827000081539154,
-0.05407577008008957,
0.4270380735397339,
-0.11705943942070007,
0.0582004189491272,
-0.13766449689865112,
-0.19010978937149048,
0.07312111556529999,
0.32204174995422363,
0.21397361159324646,
0.0959688201546669,
-0.009544003754854202,
0.17253488302230835,
0.5611416101455688,
0.07882608473300934,
0.012744046747684479,
0.6561034917831421,
-0.1602969765663147,
0.06149881333112717,
-0.1457514464855194,
-0.049436017870903015,
0.1424003541469574,
-0.3668069541454315,
-0.14545899629592896,
0.2363409548997879,
0.06519075483083725,
0.21095924079418182,
-0.24003097414970398,
-0.0714508593082428,
-0.02128659375011921,
-0.0232480987906456,
0.13399578630924225,
-0.17362000048160553,
0.22080528736114502,
-0.2220863550901413,
-0.15507690608501434,
0.1308760643005371,
-0.0935945063829422,
-0.09352816641330719,
0.30671119689941406,
0.5009588599205017,
0.1130925640463829,
0.16964216530323029,
0.054401032626628876,
-0.7337728142738342,
0.25663894414901733,
-0.07589884847402573,
-0.1360471248626709,
-0.2763674557209015,
0.22120186686515808,
0.07334969192743301,
-0.04849180206656456,
0.7044979929924011,
-0.11740759760141373,
-0.23922578990459442,
-0.1411384493112564,
-0.3107401728630066,
-0.18617196381092072,
-0.2388981580734253,
-0.017250346019864082,
-0.14003130793571472,
-0.21787559986114502,
0.5524576902389526,
-0.13886770606040955,
-0.4138548672199249,
-0.22639736533164978,
-0.1264437586069107,
-0.0426553338766098,
-0.18843992054462433,
-0.15892763435840607,
-0.07959315925836563,
-0.3795706629753113,
-0.2450425624847412,
0.2714020907878876,
-0.048428088426589966,
-0.22045987844467163,
-0.12127546966075897,
0.033407703042030334,
0.25090616941452026,
0.19031479954719543,
-0.13179844617843628,
0.13722872734069824,
0.028703151270747185,
-0.025743916630744934,
0.14458723366260529,
-0.07173337042331696,
0.5727532505989075,
0.6634058952331543,
-0.05638893321156502,
-0.05935010313987732,
0.19877493381500244,
0.19996291399002075,
0.5223634243011475,
0.19437560439109802,
-0.21022950112819672,
0.31542760133743286,
0.12945468723773956,
0.1986260712146759,
-0.7679702043533325,
0.0756675973534584,
0.42586809396743774,
-0.16657377779483795,
0.01947236806154251,
-0.4142213463783264,
0.7713087201118469,
0.0038543082773685455,
0.0004586651921272278,
-0.24587535858154297,
0.3283895254135132,
-0.4279647469520569,
0.30478745698928833,
0.1305934339761734,
0.6848425269126892,
0.06279306858778,
0.6064543724060059,
0.2758263945579529,
0.057982683181762695,
0.14373789727687836,
-0.4037353992462158,
-0.08724936842918396,
-0.04829901084303856,
0.005192711483687162,
-0.28976380825042725,
-0.06264674663543701,
0.41165605187416077,
0.13889387249946594,
-0.2009604275226593,
0.2993105947971344,
0.06674392521381378,
0.01992136798799038,
-0.04938879609107971,
0.256805419921875,
-0.3255836069583893,
-0.3505023121833801,
-0.25675225257873535,
0.14107458293437958,
-0.11360253393650055,
0.09471457451581955,
-0.01947036199271679,
-0.1443546563386917,
0.09467959403991699,
0.013543989509344101,
-0.23796766996383667,
0.048437751829624176,
-0.21501263976097107,
0.02604689821600914,
-0.013709228485822678,
-0.03362653777003288,
0.4295799434185028,
0.3792836368083954,
-0.022728540003299713,
-0.11439047753810883,
-0.33054909110069275,
-0.07170100510120392,
-0.004451058804988861,
0.09248345345258713,
-0.3056335747241974,
-0.16301879286766052,
0.21233171224594116,
-0.09502232074737549,
-0.009105972945690155,
-0.1100773736834526,
-0.15006323158740997,
-0.47120606899261475,
0.004408925771713257,
-0.12698055803775787,
0.14849358797073364,
-0.37845927476882935,
-0.3381292223930359,
0.0014627203345298767,
0.10873886942863464,
-0.19210752844810486,
0.06092159450054169,
0.1505998969078064,
-0.1289844810962677,
0.01245829463005066,
-0.04990248754620552,
-0.05516500771045685,
-0.25066396594047546,
0.41229018568992615,
-0.34981468319892883,
0.09119388461112976,
0.33021607995033264,
-0.13628292083740234,
-0.1421785056591034,
-0.14709565043449402,
0.14155885577201843,
-0.11832191795110703,
0.1087891086935997,
0.28195640444755554,
0.33021867275238037,
-0.05665721744298935,
-0.19565537571907043,
0.5084793567657471,
0.2447187304496765,
-0.23246142268180847,
0.20593596994876862,
-0.26647937297821045,
0.009918838739395142,
-0.02119050920009613,
-0.2027810662984848,
0.35817280411720276,
0.2140141725540161,
-0.04899812117218971,
0.02182099036872387,
-0.24701687693595886,
-0.20394256711006165,
0.09075485169887543,
-0.11050374060869217,
-0.13488292694091797,
0.2246498465538025,
0.13198624551296234,
0.4346264898777008,
-0.19294202327728271,
0.05737881362438202,
0.029925432056188583,
-0.16089977324008942,
-0.09902653098106384,
-0.2938971519470215,
0.22347265481948853,
0.39254581928253174,
0.032755590975284576,
0.06515621393918991,
-0.15443508327007294,
-0.3340815305709839,
-0.17802214622497559,
0.13344308733940125,
0.428251177072525,
0.01240726187825203,
0.1918686181306839,
0.016513675451278687,
0.013959374278783798,
-0.17444096505641937,
0.05011562258005142,
0.07431374490261078,
0.13442522287368774,
0.011518619954586029,
0.13100659847259521,
-0.23031148314476013,
-0.02011248841881752,
0.1694500893354416,
0.15105637907981873,
0.374176561832428,
0.08009660989046097,
0.4028656482696533,
-0.23308305442333221,
-0.12429928779602051,
-0.20035238564014435,
0.4347617030143738,
-0.023962080478668213,
-0.1503053456544876,
0.19598866999149323,
0.27524250745773315,
0.09748173505067825,
-0.001336377114057541,
-0.25224000215530396,
-0.22012938559055328,
0.17419888079166412,
0.12250496447086334,
0.2246393859386444,
0.5816681981086731,
0.1899300515651703,
-0.19862426817417145,
-0.016070839017629623,
0.10434354841709137,
0.40401458740234375,
0.0419667512178421,
-0.1670379489660263,
0.003301408141851425,
0.23938588798046112,
0.22638003528118134,
0.1091693639755249,
0.1623227745294571,
0.08147204667329788,
-0.3883780241012573,
0.15523062646389008,
-0.1825108528137207,
0.20004838705062866,
-0.013829939067363739,
-0.36830249428749084,
0.08201932907104492,
-0.2800261974334717,
-0.24850785732269287,
0.3194671869277954,
-0.25925424695014954,
0.4575440585613251,
-0.2872791886329651,
-0.08854016661643982,
-0.20099318027496338,
0.21906208992004395,
-0.08824159950017929,
-0.2526696026325226,
0.1079750806093216,
-0.04411404952406883,
-0.025132950395345688,
0.13584761321544647,
-0.09950628876686096,
-0.5425685048103333,
0.3135758638381958,
0.11094687134027481,
0.43404507637023926,
-0.10778513550758362,
0.29464516043663025,
0.3573217988014221,
0.18435460329055786,
-0.11610962450504303,
0.316831111907959,
-0.09695050120353699,
-0.0794418454170227,
0.09227454662322998,
-0.022104715928435326,
0.4382674992084503,
0.13326874375343323,
0.1123521625995636,
-0.1341078132390976,
-0.0925508439540863,
0.09182394295930862,
0.12945520877838135,
0.01553765032440424,
0.0879657119512558,
0.11827674508094788,
0.37187960743904114,
0.09020604938268661,
-0.033909428864717484,
0.2303689867258072,
-0.17589245736598969,
0.34738653898239136,
-0.4940127730369568,
0.31369784474372864,
0.1165495365858078,
0.012498453259468079,
0.02693721279501915,
0.3059840500354767,
-0.5029295086860657,
0.009767667390406132,
0.3631153404712677,
-0.10830151289701462,
0.2064725160598755,
0.27729934453964233,
0.009110786020755768,
0.13419048488140106,
0.3300286829471588,
-0.05212812498211861,
0.15438242256641388,
-0.4034213721752167,
0.09177277982234955,
-0.27271801233291626,
-0.45019200444221497,
0.3082982897758484,
0.04983903467655182,
-0.18286819756031036,
0.06325288116931915,
0.2410518229007721,
0.024661637842655182,
0.06696130335330963,
-0.22104699909687042,
0.1511479765176773,
0.3927420973777771,
-0.05584857240319252,
0.0732007697224617,
-0.38433676958084106,
0.22993417084217072,
0.06915970146656036,
0.01544109731912613,
-0.0760045051574707,
0.07419580221176147,
-0.14264121651649475,
-0.22250981628894806,
0.24637651443481445,
-0.06667347252368927,
-0.2591763436794281,
0.46942102909088135,
-0.13831821084022522,
0.1624811291694641,
-0.2621232569217682,
0.020581139251589775,
0.13148489594459534,
0.022545121610164642,
-0.0838044136762619,
-0.21802112460136414,
-0.2954505383968353,
0.33030301332473755,
-0.3519526422023773,
0.1678214818239212,
-0.4591509997844696,
0.06368427723646164,
0.17259332537651062,
-0.5450542569160461,
-0.2166999876499176,
0.13396453857421875,
-0.2077612280845642,
0.13672354817390442,
0.07985363900661469,
0.31808018684387207,
-0.21062424778938293,
0.016823915764689445,
-0.12875203788280487,
-0.10907629132270813,
0.4755132794380188,
-0.25464197993278503,
-0.08970794826745987,
0.22001512348651886,
0.1582115888595581,
0.07496000826358795,
0.08130678534507751,
-0.6550973057746887,
-0.043916359543800354,
0.24569010734558105,
0.028820857405662537,
0.06473445892333984,
0.3708703815937042,
-0.011119119822978973,
-0.07944835722446442,
-0.12216790020465851,
0.5270497798919678,
0.08334498852491379,
-0.05804886668920517,
-0.10683196783065796,
-0.5415205359458923
] |
https://github.com/huggingface/datasets/issues/5281 | Support cloud storage in load_dataset | Also running into this issue downloading a parquet dataset from S3 (Upload worked fine using [current main branch](https://github.com/huggingface/datasets/commit/90b896193a0a315789022580eb4c80305d168d4d)).
`dataset = Dataset.from_parquet('s3://path-to-file')`
raises
`TypeError: AioSession.__init__() got an unexpected keyword argument 'hf'`
Found that the issue is introduced in [#6028](https://github.com/huggingface/datasets/commit/14f6edd9222e577dccb962ed5338b79b73502fa5#diff-8a868b8c1127c5cbe7870bbeec30bd2cbec6696a378e65b66782a6935e3f412e)
When commenting out the __post_init__ part to set 'hf', I am able to download the dataset. | Would be nice to be able to do
```python
data_files=["s3://..."] # or gs:// or any cloud storage path
storage_options = {...}
load_dataset(..., data_files=data_files, storage_options=storage_options)
```
The idea would be to use `fsspec` as in `download_and_prepare` and `save_to_disk`.
This has been requested several times already. Some users want to use their data from private cloud storage to train models
related:
https://github.com/huggingface/datasets/issues/3490
https://github.com/huggingface/datasets/issues/5244
[forum](https://discuss.huggingface.co/t/how-to-use-s3-path-with-load-dataset-with-streaming-true/25739/2) | 54 | Support cloud storage in load_dataset
Would be nice to be able to do
```python
data_files=["s3://..."] # or gs:// or any cloud storage path
storage_options = {...}
load_dataset(..., data_files=data_files, storage_options=storage_options)
```
The idea would be to use `fsspec` as in `download_and_prepare` and `save_to_disk`.
This has been requested several times already. Some users want to use their data from private cloud storage to train models
related:
https://github.com/huggingface/datasets/issues/3490
https://github.com/huggingface/datasets/issues/5244
[forum](https://discuss.huggingface.co/t/how-to-use-s3-path-with-load-dataset-with-streaming-true/25739/2)
Also running into this issue downloading a parquet dataset from S3 (Upload worked fine using [current main branch](https://github.com/huggingface/datasets/commit/90b896193a0a315789022580eb4c80305d168d4d)).
`dataset = Dataset.from_parquet('s3://path-to-file')`
raises
`TypeError: AioSession.__init__() got an unexpected keyword argument 'hf'`
Found that the issue is introduced in [#6028](https://github.com/huggingface/datasets/commit/14f6edd9222e577dccb962ed5338b79b73502fa5#diff-8a868b8c1127c5cbe7870bbeec30bd2cbec6696a378e65b66782a6935e3f412e)
When commenting out the __post_init__ part to set 'hf', I am able to download the dataset. | [
-0.0993228331208229,
-0.09167934954166412,
0.005515158176422119,
0.15895980596542358,
0.2513149380683899,
-0.027243029326200485,
0.1024014949798584,
-0.07242538034915924,
0.15689998865127563,
-0.022419676184654236,
-0.030340461060404778,
0.20717450976371765,
-0.09602717310190201,
0.7470210790634155,
0.11928612738847733,
0.1417733132839203,
0.3083762228488922,
0.030234403908252716,
-0.11747530102729797,
0.1520412117242813,
-0.2140851467847824,
0.5198973417282104,
-0.07078488916158676,
-0.18347741663455963,
0.0022215733770281076,
0.09073914587497711,
-0.24139142036437988,
0.24551966786384583,
-0.22457073628902435,
-0.5116044282913208,
0.3546554446220398,
0.14974345266819,
0.19807425141334534,
0.1863327920436859,
-0.00012754670751746744,
0.0023056790232658386,
-0.09445883333683014,
-0.22352150082588196,
-0.5151039361953735,
-0.5184358358383179,
-0.14596205949783325,
0.09149695187807083,
0.2079262137413025,
0.03445889800786972,
-0.18614652752876282,
0.21274347603321075,
-0.0715552344918251,
-0.5390852689743042,
0.3646770715713501,
0.3744560182094574,
0.03263929486274719,
0.36836928129196167,
-0.32323750853538513,
-0.052275609225034714,
0.23940512537956238,
0.3739047050476074,
-0.2772493362426758,
0.19668197631835938,
0.050870005041360855,
-0.13658413290977478,
0.31320562958717346,
0.02085801772773266,
-0.05879649892449379,
0.07839176058769226,
0.6823081970214844,
0.20869198441505432,
-0.1040211096405983,
-0.1599455177783966,
-0.19429343938827515,
0.06770972907543182,
0.5868169665336609,
-0.238610178232193,
-0.5424029231071472,
-0.46838587522506714,
-0.09314309805631638,
-0.32191285490989685,
0.19211189448833466,
0.10106341540813446,
-0.12696963548660278,
0.07144773006439209,
0.0632685124874115,
-0.32578957080841064,
-0.31834840774536133,
0.15752457082271576,
0.182521253824234,
0.15319204330444336,
-0.3239096403121948,
0.0797133594751358,
0.32755059003829956,
-0.15571725368499756,
-0.14223511517047882,
-0.16606053709983826,
0.02449915185570717,
0.1762544959783554,
-0.3320865035057068,
-0.04474818333983421,
-0.17091631889343262,
0.043448880314826965,
0.13967761397361755,
0.1751234382390976,
0.21469977498054504,
-0.1497112214565277,
0.10687065124511719,
0.13750715553760529,
0.18911799788475037,
-0.051490504294633865,
0.03863249719142914,
-0.2544974684715271,
-0.1255308985710144,
0.26035481691360474,
0.2664986550807953,
-0.436165452003479,
-0.07064852863550186,
-0.11986624449491501,
-0.3573630154132843,
-0.36836183071136475,
0.17723554372787476,
-0.16580834984779358,
-0.31500113010406494,
0.0009735859930515289,
0.2515951097011566,
-0.1043776348233223,
0.03278035670518875,
0.2858128845691681,
0.18854518234729767,
0.07556703686714172,
0.1415788233280182,
0.4789532423019409,
-0.10864046961069107,
-0.1651686131954193,
-0.09954597800970078,
0.07910296320915222,
-0.13719533383846283,
0.25106918811798096,
0.03846495971083641,
-0.14350920915603638,
0.2730913758277893,
-0.0025839079171419144,
0.3737536668777466,
0.005278468132019043,
-0.05198244750499725,
-0.019281825050711632,
-0.01875433325767517,
0.18026530742645264,
-0.1459924429655075,
0.050754010677337646,
0.21768301725387573,
-0.1325669288635254,
-0.20375284552574158,
-0.04568751901388168,
-0.24959638714790344,
-0.3900694251060486,
-0.34224435687065125,
-0.04764971137046814,
-0.2368481308221817,
-0.22745686769485474,
-0.9506363272666931,
0.14129120111465454,
-0.11921290308237076,
-0.20755626261234283,
0.023206017911434174,
0.21581153571605682,
-0.3561026453971863,
-0.11008946597576141,
0.36096492409706116,
0.454628586769104,
-0.08288567513227463,
-0.19860047101974487,
-0.1802368313074112,
0.00037730857729911804,
0.1370120495557785,
0.00002197176218032837,
-0.10316143929958344,
0.018415361642837524,
-0.33293867111206055,
0.42629581689834595,
0.13322000205516815,
-0.42154744267463684,
-0.15727229416370392,
0.5450453162193298,
0.12449030578136444,
0.03846968710422516,
0.3891567289829254,
-0.16240240633487701,
0.0673816055059433,
0.00815826840698719,
-0.00032364577054977417,
0.34344422817230225,
0.06522864103317261,
-0.07454174757003784,
-0.17950306832790375,
-0.3547809422016144,
-0.021097034215927124,
0.2689759433269501,
-0.052931856364011765,
0.22121402621269226,
0.17535412311553955,
0.0422174371778965,
0.27040907740592957,
-0.1538028120994568,
-0.031543388962745667,
0.23409497737884521,
0.43291839957237244,
0.2750880718231201,
-0.30571484565734863,
0.0311499685049057,
-0.5678606033325195,
0.32430776953697205,
-0.03755263611674309,
0.004252798855304718,
-0.27645063400268555,
-0.15571895241737366,
-0.09711767733097076,
0.09993750602006912,
-0.05058249458670616,
-0.14188401401042938,
-0.13822200894355774,
-0.019517898559570312,
0.14508265256881714,
0.1037931740283966,
-0.3259377181529999,
0.28886163234710693,
0.1164117157459259,
0.15302319824695587,
-0.20182551443576813,
0.48985588550567627,
0.11000025272369385,
-0.10734974592924118,
0.10012766718864441,
-0.033863142132759094,
0.21668386459350586,
-0.15772400796413422,
0.0018300144001841545,
0.5453080534934998,
0.13243569433689117,
0.4482525587081909,
-0.05245686322450638,
0.5007349252700806,
0.16186083853244781,
0.15573789179325104,
-0.0060105156153440475,
-0.27131298184394836,
0.1520816683769226,
-0.028637122362852097,
-0.10272393375635147,
0.4214365482330322,
-0.19051186740398407,
0.19677025079727173,
0.06276936084032059,
-0.09482115507125854,
0.07033753395080566,
0.007738091051578522,
-0.0721890777349472,
-0.19876648485660553,
0.12588758766651154,
-0.13637670874595642,
0.20041142404079437,
-0.07878421992063522,
-0.16704773902893066,
-0.24715471267700195,
0.17707081139087677,
0.022335100919008255,
-0.058501169085502625,
0.2130247950553894,
0.11589139699935913,
-0.20274165272712708,
0.47509101033210754,
-0.061404019594192505,
0.7299178838729858,
0.04221906140446663,
-0.16376832127571106,
0.17046284675598145,
0.22967372834682465,
-0.11700372397899628,
0.3488280177116394,
0.026052940636873245,
0.25708872079849243,
0.12917682528495789,
0.10620961338281631,
-0.01904871314764023,
-0.21761304140090942,
-0.20722660422325134,
0.14297185838222504,
-0.0681716799736023,
-0.5199239253997803,
0.1671219766139984,
-0.20213060081005096,
-0.19125896692276,
0.04454880952835083,
0.1359313577413559,
-0.07172352075576782,
-0.22985254228115082,
-0.2701326608657837,
0.5449216365814209,
0.07894423604011536,
-0.19267334043979645,
-0.359761118888855,
0.46840038895606995,
-0.273957759141922,
-0.5928160548210144,
-0.3146510720252991,
0.19798849523067474,
0.04633172228932381,
-0.08300391584634781,
0.11758005619049072,
-0.1930321455001831,
0.1924467831850052,
0.10321644693613052,
-0.1602991670370102,
-0.4244275391101837,
-0.13471931219100952,
0.27493569254875183,
-0.11101999878883362,
0.3615378141403198,
0.3448736369609833,
0.17144128680229187,
0.07856304943561554,
-0.09368280321359634,
0.20234528183937073,
-0.05698802322149277,
0.04044564068317413,
-0.0179582666605711,
0.050243161618709564,
-0.11987099796533585,
-0.1463170200586319,
0.03329205513000488,
-0.2929951846599579,
-0.19407373666763306,
0.3662346601486206,
0.006315357983112335,
-0.1381322294473648,
0.00461775716394186,
0.10230419039726257,
0.13274165987968445,
-0.01197836548089981,
-0.13378332555294037,
-0.23817811906337738,
-0.6959437727928162,
0.25597214698791504,
-0.060201048851013184,
-0.008964691311120987,
0.17201583087444305,
0.0721767246723175,
0.2940971255302429,
-0.09706342220306396,
-0.5720404982566833,
-0.33397814631462097,
0.03046431764960289,
0.3493414521217346,
-0.22011959552764893,
-0.056616030633449554,
0.3376101851463318,
-0.17070771753787994,
0.10602633655071259,
-0.2303970754146576,
-0.2592540383338928,
0.22704610228538513,
0.2772120237350464,
0.2159748077392578,
0.17507195472717285,
0.30678078532218933,
0.18089744448661804,
0.6337752938270569,
0.04532904550433159,
0.04198514297604561,
0.8343623876571655,
-0.1007918193936348,
0.13562370836734772,
-0.13787055015563965,
-0.008652020245790482,
0.05244852229952812,
-0.2747005224227905,
-0.1767246276140213,
0.25576508045196533,
0.042811691761016846,
0.13230843842029572,
-0.21279729902744293,
-0.03506626561284065,
-0.07814569026231766,
-0.07092562317848206,
0.05492246896028519,
-0.12202073633670807,
0.2871975898742676,
-0.0801200121641159,
-0.05219114571809769,
0.014656398445367813,
-0.029299912974238396,
0.03066282346844673,
0.2570421099662781,
0.4593432545661926,
0.14465972781181335,
0.14420489966869354,
0.06996680796146393,
-0.7181414365768433,
0.25832170248031616,
-0.14594364166259766,
-0.021265126764774323,
-0.33063825964927673,
0.11328927427530289,
0.14614704251289368,
-0.09455021470785141,
0.8026735782623291,
-0.07921872287988663,
-0.19790713489055634,
-0.13753581047058105,
-0.2699344754219055,
-0.3362768590450287,
-0.17260700464248657,
0.007824625819921494,
-0.19600383937358856,
-0.02109958603978157,
0.7036930918693542,
-0.42645263671875,
-0.30875563621520996,
-0.27102625370025635,
-0.29718324542045593,
0.005041234195232391,
-0.10651087760925293,
-0.07570537179708481,
-0.24771425127983093,
-0.4899950921535492,
-0.12895458936691284,
0.30031150579452515,
0.058014724403619766,
0.07435072213411331,
0.22125165164470673,
0.046617455780506134,
0.3054663836956024,
0.17297494411468506,
-0.09308740496635437,
0.2100573480129242,
0.08099367469549179,
0.08142970502376556,
0.13490790128707886,
-0.016080930829048157,
0.5171180963516235,
0.8345240950584412,
0.030477354303002357,
-0.23396289348602295,
0.057175252586603165,
0.15602849423885345,
0.4785383343696594,
0.2921648919582367,
-0.10344988852739334,
0.2806628942489624,
0.07533939182758331,
0.23565146327018738,
-0.7012119293212891,
0.17103292047977448,
0.42192262411117554,
-0.23943330347537994,
0.08404909819364548,
-0.36263948678970337,
0.7246370315551758,
-0.004346899688243866,
-0.14719921350479126,
-0.18419137597084045,
0.6135712265968323,
-0.4157683551311493,
0.46620190143585205,
0.10614389926195145,
0.8167210221290588,
0.02326156571507454,
0.5002342462539673,
0.3499484658241272,
-0.144669771194458,
0.2364002913236618,
-0.3020758032798767,
-0.2162010818719864,
-0.0732775628566742,
-0.03491168096661568,
-0.23198562860488892,
-0.02679656818509102,
0.3155754804611206,
0.2107682228088379,
-0.2210625410079956,
0.30041152238845825,
0.03476923704147339,
0.049236446619033813,
-0.0354299396276474,
0.30548641085624695,
-0.39991408586502075,
-0.3948289155960083,
-0.38004380464553833,
0.07793217152357101,
-0.10893285274505615,
0.11743573844432831,
0.016055302694439888,
-0.21764038503170013,
0.1493244618177414,
-0.11309170722961426,
-0.20218147337436676,
0.16208761930465698,
-0.2013484239578247,
-0.008241316303610802,
0.04609483480453491,
0.07780948281288147,
0.5858887434005737,
0.24124932289123535,
0.07319045066833496,
-0.1340414583683014,
-0.2233027070760727,
0.09807716310024261,
-0.04450244456529617,
-0.044108230620622635,
-0.21445481479167938,
-0.08928381651639938,
0.16567417979240417,
-0.04676949977874756,
0.03296852856874466,
-0.1952323019504547,
-0.13804991543293,
-0.4424505829811096,
-0.03375419229269028,
-0.26014477014541626,
0.13210025429725647,
-0.4206225872039795,
-0.44145238399505615,
0.045262303203344345,
0.12962456047534943,
-0.14756247401237488,
-0.017919350415468216,
0.03668959066271782,
-0.05965384095907211,
-0.14755839109420776,
-0.05926943197846413,
-0.06989987194538116,
-0.21887899935245514,
0.4583674967288971,
-0.47136345505714417,
0.09304073452949524,
0.5558398962020874,
0.07044139504432678,
-0.10721613466739655,
-0.07147619128227234,
0.0007872134447097778,
-0.008378459140658379,
0.011214002966880798,
0.25440168380737305,
0.3590273857116699,
-0.022501841187477112,
-0.13417160511016846,
0.4004713296890259,
0.3034480810165405,
-0.2774292230606079,
0.2841423451900482,
-0.23291818797588348,
0.08040722459554672,
0.04300228878855705,
-0.2503032088279724,
0.2598734498023987,
0.24217042326927185,
-0.10046009719371796,
-0.06072896718978882,
-0.2246946394443512,
-0.1433388590812683,
0.12656264007091522,
-0.059038206934928894,
-0.11820757389068604,
0.5005316138267517,
0.11056748777627945,
0.41670164465904236,
-0.20099616050720215,
-0.010984432883560658,
0.09082157909870148,
-0.16698507964611053,
-0.0046642981469631195,
-0.3571414649486542,
0.24153776466846466,
0.37332025170326233,
-0.028025751933455467,
0.05703910440206528,
-0.25847548246383667,
-0.3250042796134949,
-0.15313534438610077,
0.2212284505367279,
0.4167909622192383,
-0.06406818330287933,
0.1432446390390396,
0.20804378390312195,
0.0803203135728836,
-0.29930996894836426,
-0.04460538923740387,
0.15943318605422974,
0.18267884850502014,
-0.10594167560338974,
0.14763326942920685,
-0.27222171425819397,
-0.012495167553424835,
0.0006756717339158058,
0.22065067291259766,
0.3404635488986969,
0.05100899934768677,
0.41366270184516907,
-0.28382498025894165,
-0.13508246839046478,
-0.08476997166872025,
0.35948166251182556,
0.07646829634904861,
-0.12599621713161469,
0.05333036184310913,
0.269984632730484,
0.03808610886335373,
0.018239926546812057,
-0.2386918067932129,
-0.24578052759170532,
0.13347722589969635,
0.07990820705890656,
0.1855776607990265,
0.4533737599849701,
0.1521783173084259,
-0.2449312061071396,
-0.05148887634277344,
0.26765814423561096,
0.3153536319732666,
0.01639677956700325,
-0.0831843763589859,
-0.07815009355545044,
0.21717500686645508,
0.19536453485488892,
0.16218046844005585,
0.23464983701705933,
0.20859117805957794,
-0.29363560676574707,
0.13658832013607025,
-0.07960743457078934,
0.29001596570014954,
0.0055550262331962585,
-0.38623449206352234,
-0.011180538684129715,
-0.012319952249526978,
-0.041025400161743164,
0.3294549286365509,
-0.17617082595825195,
0.4770912528038025,
-0.08757602423429489,
-0.20152457058429718,
-0.2659946084022522,
0.235459104180336,
-0.035236671566963196,
-0.3215675354003906,
-0.0014072619378566742,
-0.06718863546848297,
-0.14573714137077332,
0.17030851542949677,
-0.1465611457824707,
-0.484558641910553,
0.3359869718551636,
0.18776965141296387,
0.4664396643638611,
-0.07012525945901871,
0.08273178339004517,
0.23751118779182434,
0.2289140522480011,
-0.2227846086025238,
0.3794144093990326,
-0.04769803583621979,
-0.06955172121524811,
0.17781122028827667,
-0.01385919563472271,
0.5967518091201782,
0.10891926288604736,
0.06240583211183548,
-0.1292373090982437,
0.01758456788957119,
0.13452376425266266,
0.1976751834154129,
0.005992075428366661,
0.08046047389507294,
0.3882022202014923,
0.41006797552108765,
0.006458938121795654,
-0.014506724663078785,
0.06204350292682648,
-0.1469251811504364,
0.3611607253551483,
-0.4818510413169861,
0.30699604749679565,
0.007811231538653374,
0.09231773763895035,
-0.04830402880907059,
0.28681740164756775,
-0.49080994725227356,
-0.027091018855571747,
0.23324786126613617,
0.010216893628239632,
0.18779319524765015,
0.23127375543117523,
-0.03131864219903946,
0.16557621955871582,
0.3523211181163788,
0.07882478088140488,
0.030311107635498047,
-0.4687906503677368,
-0.02314057946205139,
-0.438982218503952,
-0.37055104970932007,
0.14169199764728546,
-0.0719713568687439,
0.05073338747024536,
0.14413686096668243,
0.3120259642601013,
-0.01149970293045044,
-0.009471029043197632,
-0.1268661469221115,
-0.1617315411567688,
0.34140661358833313,
-0.0612020418047905,
-0.0011996738612651825,
-0.3414548635482788,
0.1573154777288437,
0.04071604460477829,
0.024767503142356873,
-0.07978042960166931,
0.0922735333442688,
-0.185604989528656,
-0.19502274692058563,
0.1561453491449356,
-0.09853474795818329,
-0.44488784670829773,
0.360020250082016,
-0.13337907195091248,
0.2124856561422348,
-0.21921011805534363,
-0.07312030345201492,
0.1148824617266655,
-0.1798006147146225,
-0.14875592291355133,
-0.10376063734292984,
-0.37330061197280884,
0.41612961888313293,
-0.3092809021472931,
0.02254771813750267,
-0.41852355003356934,
0.013966208323836327,
0.04369214177131653,
-0.5037551522254944,
-0.3221369683742523,
0.22967153787612915,
-0.25045618414878845,
0.24322667717933655,
0.05468697473406792,
0.37171781063079834,
-0.16501915454864502,
0.14369943737983704,
-0.11032844334840775,
-0.16390003263950348,
0.5085797905921936,
-0.3433625102043152,
-0.13914673030376434,
0.19720278680324554,
0.1850993037223816,
0.046913791447877884,
-0.07914615422487259,
-0.5659304857254028,
0.05101390928030014,
0.16405504941940308,
-0.004847463220357895,
-0.027305250987410545,
0.27817851305007935,
0.009413286112248898,
-0.0874304324388504,
-0.16527815163135529,
0.4092575013637543,
0.057367272675037384,
-0.17752063274383545,
-0.02334076166152954,
-0.42521631717681885
] |
https://github.com/huggingface/datasets/issues/5280 | Import error | Hi,
3.8.13
Get Outlook for Android<https://aka.ms/AAb9ysg>
________________________________
From: Quentin Lhoest ***@***.***>
Sent: Tuesday, November 22, 2022 2:37:02 PM
To: huggingface/datasets ***@***.***>
Cc: feketedavid1012 ***@***.***>; Author ***@***.***>
Subject: Re: [huggingface/datasets] Import error (Issue #5280)
Hi ! Can you
import platform
print(platform.python_version())
to see that it returns ?
—
Reply to this email directly, view it on GitHub<https://github.com/huggingface/datasets/issues/5280#issuecomment-1323691385>, or unsubscribe<https://github.com/notifications/unsubscribe-auth/AJW7F5YGG32W6WABYC25NJTWJTD75ANCNFSM6AAAAAASHZJ2AU>.
You are receiving this because you authored the thread.Message ID: ***@***.***>
| https://github.com/huggingface/datasets/blob/cd3d8e637cfab62d352a3f4e5e60e96597b5f0e9/src/datasets/__init__.py#L28
Hy,
I have error at the above line. I have python version 3.8.13, the message says I need python>=3.7, which is True, but I think the if statement not working properly (or the message wrong) | 69 | Import error
https://github.com/huggingface/datasets/blob/cd3d8e637cfab62d352a3f4e5e60e96597b5f0e9/src/datasets/__init__.py#L28
Hy,
I have error at the above line. I have python version 3.8.13, the message says I need python>=3.7, which is True, but I think the if statement not working properly (or the message wrong)
Hi,
3.8.13
Get Outlook for Android<https://aka.ms/AAb9ysg>
________________________________
From: Quentin Lhoest ***@***.***>
Sent: Tuesday, November 22, 2022 2:37:02 PM
To: huggingface/datasets ***@***.***>
Cc: feketedavid1012 ***@***.***>; Author ***@***.***>
Subject: Re: [huggingface/datasets] Import error (Issue #5280)
Hi ! Can you
import platform
print(platform.python_version())
to see that it returns ?
—
Reply to this email directly, view it on GitHub<https://github.com/huggingface/datasets/issues/5280#issuecomment-1323691385>, or unsubscribe<https://github.com/notifications/unsubscribe-auth/AJW7F5YGG32W6WABYC25NJTWJTD75ANCNFSM6AAAAAASHZJ2AU>.
You are receiving this because you authored the thread.Message ID: ***@***.***>
| [
-0.09654326736927032,
-0.7863262295722961,
-0.11001822352409363,
0.4207393527030945,
0.2069006711244583,
0.1251608431339264,
-0.06425079703330994,
0.2611984610557556,
0.2554006576538086,
0.0638369545340538,
0.08255617320537567,
0.010273336432874203,
-0.18947285413742065,
0.1399582475423813,
-0.2051723748445511,
-0.2655257284641266,
0.03609436750411987,
0.06898388266563416,
0.056249670684337616,
-0.1358327716588974,
-0.40576472878456116,
0.5009958744049072,
-0.21609774231910706,
-0.046472594141960144,
-0.017379293218255043,
-0.012545550242066383,
0.02520538680255413,
0.4309290647506714,
-0.5562209486961365,
-0.2675001323223114,
0.14993087947368622,
-0.13910157978534698,
0.22216039896011353,
0.13096395134925842,
-0.00011805933172581717,
-0.09272588044404984,
0.12193352729082108,
-0.07396495342254639,
0.0874081701040268,
-0.48519062995910645,
0.08954445272684097,
-0.17963655292987823,
0.11225119233131409,
-0.19819293916225433,
-0.003572702407836914,
-0.09409845620393753,
-0.005147727206349373,
-0.08342510461807251,
0.7297213673591614,
0.5542342662811279,
0.17982839047908783,
0.4305535852909088,
0.702180802822113,
0.12516720592975616,
-0.017638929188251495,
-0.17125645279884338,
0.022102316841483116,
0.5635398626327515,
0.12840640544891357,
0.34698107838630676,
0.5284258723258972,
0.400113970041275,
-0.0688064694404602,
-0.08580651879310608,
0.30101287364959717,
-0.09707818925380707,
0.548083484172821,
-0.5745046138763428,
0.04638994485139847,
-0.23454615473747253,
0.18325024843215942,
-0.12862685322761536,
-0.2968114912509918,
-0.088631771504879,
-0.08903566002845764,
-0.6139729022979736,
0.29904475808143616,
-0.05652976036071777,
-0.18220019340515137,
0.25530633330345154,
0.07501593977212906,
-0.18784989416599274,
-0.2588297128677368,
0.1797107309103012,
-0.2140774428844452,
0.41798222064971924,
-0.32969143986701965,
0.0979868620634079,
0.12992063164710999,
-0.09303684532642365,
0.10895859450101852,
0.06704213470220566,
0.003875352442264557,
0.1907939463853836,
-0.012267585843801498,
-0.19457882642745972,
0.12111644446849823,
0.32987192273139954,
-0.10242055356502533,
0.2730901837348938,
-0.32579371333122253,
0.03380943834781647,
0.1470828354358673,
0.046751223504543304,
0.27728843688964844,
-0.035007573664188385,
0.2536981999874115,
0.21456129848957062,
0.03870105743408203,
0.18392722308635712,
0.07529810070991516,
-0.12549665570259094,
-0.20325790345668793,
-0.2290095090866089,
0.07110528647899628,
0.014701005071401596,
0.5946940779685974,
-0.2386961728334427,
-0.2062893956899643,
0.3137845993041992,
-0.45566239953041077,
-0.16172677278518677,
0.041493549942970276,
0.3209204375743866,
-0.08973878622055054,
0.14824071526527405,
0.09856164455413818,
0.17978554964065552,
-0.1938672959804535,
0.13687199354171753,
0.0394887812435627,
0.27849480509757996,
-0.22404733300209045,
-0.09380829334259033,
-0.12983646988868713,
-0.43306979537010193,
0.057534657418727875,
-0.09576279670000076,
0.19421064853668213,
-0.3995562493801117,
-0.233725443482399,
-0.18811064958572388,
0.28538861870765686,
0.2075227051973343,
-0.045829109847545624,
0.10009964555501938,
0.4098981022834778,
-0.26659661531448364,
-0.16736853122711182,
0.08738648891448975,
-0.19553688168525696,
-0.2014765441417694,
-0.23566050827503204,
0.17007297277450562,
0.06883469969034195,
0.06725572049617767,
0.02256321907043457,
0.07945707440376282,
-0.1759009063243866,
-0.0460488423705101,
0.15131622552871704,
-0.1026427298784256,
-0.007923036813735962,
-0.023484066128730774,
0.24764439463615417,
0.4449095129966736,
-0.13856270909309387,
-0.03857945650815964,
-0.041180312633514404,
-0.33201056718826294,
-0.17357927560806274,
0.09867183864116669,
0.10175476223230362,
0.04736999049782753,
-0.3037548363208771,
-0.14369449019432068,
0.06960858404636383,
-0.39412882924079895,
-0.21130265295505524,
0.07213595509529114,
-0.28301239013671875,
0.12235269695520401,
0.01333693414926529,
0.08403998613357544,
-0.06970050185918808,
-0.07401201874017715,
0.2604278028011322,
-0.17639486491680145,
0.00967361032962799,
-0.10806625336408615,
-0.1057763397693634,
0.022115344181656837,
-0.32587820291519165,
0.0635882169008255,
0.1985241025686264,
0.13946107029914856,
0.25040093064308167,
0.2951755225658417,
0.31366899609565735,
-0.05687492713332176,
-0.36597487330436707,
0.09328468143939972,
0.5333283543586731,
0.22351479530334473,
-0.3910636901855469,
-0.20272904634475708,
-0.3544037938117981,
0.02881713956594467,
0.2289300560951233,
0.004803244024515152,
-0.02703803777694702,
0.06746317446231842,
-0.45918402075767517,
0.12870588898658752,
-0.00901537761092186,
-0.06225771829485893,
0.08509491384029388,
-0.11142277717590332,
0.32416433095932007,
0.020029965788125992,
-0.1993890404701233,
0.31860965490341187,
-0.19006437063217163,
0.291799396276474,
-0.20448438823223114,
0.3140789270401001,
-0.2206878811120987,
-0.05498407036066055,
0.03561338782310486,
0.1793082058429718,
0.23169153928756714,
-0.10775040835142136,
0.04222051054239273,
0.11942605674266815,
-0.13423311710357666,
0.20610091090202332,
-0.3146287500858307,
0.21395592391490936,
-0.11377192288637161,
-0.28923362493515015,
0.0366690456867218,
-0.09215840697288513,
0.1608981043100357,
0.02077772468328476,
0.22862297296524048,
0.42477500438690186,
0.33019915223121643,
0.07219583541154861,
0.05409540981054306,
-0.1534200757741928,
-0.07515596598386765,
0.012438561767339706,
-0.2126099020242691,
-0.4411911964416504,
0.12502571940422058,
-0.12698079645633698,
0.33052048087120056,
-0.1666913479566574,
-0.41435229778289795,
-0.2714819014072418,
0.32970041036605835,
0.14931322634220123,
0.06228803098201752,
-0.07854249328374863,
-0.01489269733428955,
0.2454630732536316,
-0.025818249210715294,
-0.11848696321249008,
0.310170441865921,
0.15683889389038086,
-0.26837295293807983,
0.4155808091163635,
0.27020034193992615,
-0.29251086711883545,
0.2706027925014496,
0.1147317886352539,
0.20268294215202332,
0.17437274754047394,
-0.1488194316625595,
0.08818129450082779,
-0.27599745988845825,
-0.09104074537754059,
-0.298126757144928,
0.110866978764534,
-0.44920963048934937,
0.07612364739179611,
0.09541185200214386,
-0.6219618916511536,
-0.5074247717857361,
-0.1171490028500557,
-0.2959563136100769,
-0.3480808734893799,
-0.18639720976352692,
0.2656576335430145,
0.15925945341587067,
-0.07937683910131454,
0.057394545525312424,
-0.001489102840423584,
-0.22079071402549744,
-0.13333091139793396,
-0.03994829207658768,
0.06660815328359604,
0.07144036889076233,
0.07585784792900085,
0.09545397758483887,
-0.047169823199510574,
0.45518091320991516,
-0.5715298056602478,
0.008639808744192123,
-0.13031716644763947,
-0.39366140961647034,
0.2285395860671997,
-0.35261350870132446,
0.10327707231044769,
0.11069053411483765,
0.2978963255882263,
0.013547558337450027,
-0.0215531624853611,
0.32608312368392944,
-0.21577617526054382,
-0.17380720376968384,
-0.16093307733535767,
0.2348298728466034,
0.03617166727781296,
0.06685122847557068,
-0.287540078163147,
-0.13466297090053558,
-0.18412703275680542,
0.3135693073272705,
0.20097821950912476,
0.1754237711429596,
0.34299835562705994,
0.023447208106517792,
0.2815685272216797,
-0.18884806334972382,
-0.01589512638747692,
0.06420163810253143,
-0.2647683024406433,
0.09587925672531128,
0.07848654687404633,
-0.17351481318473816,
0.23108184337615967,
0.3234351873397827,
-0.13227373361587524,
-0.48682671785354614,
-0.2598172426223755,
-0.5628264546394348,
-0.15588736534118652,
0.1508234143257141,
-0.013956021517515182,
0.2648200988769531,
0.14776337146759033,
-0.24167516827583313,
0.006228970363736153,
-0.1872720718383789,
-0.16659431159496307,
-0.12150808423757553,
-0.16444841027259827,
-0.12653356790542603,
0.07272927463054657,
0.5982745289802551,
-0.36507511138916016,
0.4810587167739868,
0.3483872711658478,
-0.01635836437344551,
0.27574074268341064,
-0.1435628980398178,
0.40528538823127747,
-0.10810334235429764,
-0.466683030128479,
0.12661175429821014,
0.21103979647159576,
-0.05023060739040375,
0.2816212773323059,
-0.11205040663480759,
0.13996769487857819,
-0.3707065284252167,
-0.12323464453220367,
-0.5188711881637573,
-0.26817628741264343,
-0.01677599735558033,
-0.025293558835983276,
0.032021235674619675,
-0.20460927486419678,
-0.1691378504037857,
-0.0705980584025383,
-0.05666385218501091,
0.016708163544535637,
0.5192040205001831,
-0.11878729611635208,
0.11617255955934525,
-0.05822271853685379,
-0.2507610619068146,
-0.4894741177558899,
0.48262643814086914,
0.15572655200958252,
0.07664357870817184,
-0.029540937393903732,
0.11366579681634903,
0.06707123667001724,
-0.11200321465730667,
0.1320146769285202,
0.09060059487819672,
0.12385169416666031,
-0.029409579932689667,
-0.20242564380168915,
0.01238412968814373,
0.13969337940216064,
-0.529496431350708,
0.16742557287216187,
0.3725351393222809,
0.1655815839767456,
-0.3006705939769745,
-0.08542024344205856,
0.34980565309524536,
-0.07755130529403687,
-0.009996216744184494,
-0.17740823328495026,
-0.312477171421051,
-0.19567495584487915,
-0.39399614930152893,
0.08944912999868393,
0.4120939373970032,
0.26514917612075806,
0.0991242527961731,
0.23240818083286285,
0.1757054179906845,
-0.16646602749824524,
0.23295561969280243,
0.1613386571407318,
0.053583547472953796,
-0.03636736795306206,
-0.22299058735370636,
0.15126784145832062,
0.17492204904556274,
0.5408673286437988,
0.5788612961769104,
-0.05204872414469719,
-0.16191044449806213,
-0.17883720993995667,
0.22015999257564545,
0.17626890540122986,
0.23767048120498657,
-0.2054711878299713,
0.0222618505358696,
0.03798844292759895,
0.26897579431533813,
-0.18290704488754272,
-0.25169816613197327,
0.37496456503868103,
0.36989572644233704,
-0.3342101573944092,
-0.16317816078662872,
0.26186347007751465,
0.17172116041183472,
0.1615593284368515,
0.07804224640130997,
0.6699281930923462,
-0.30132409930229187,
-0.23758627474308014,
-0.058488719165325165,
0.9005113244056702,
0.1505703628063202,
-0.1508406698703766,
0.08979283273220062,
-0.13298743963241577,
0.3947967290878296,
0.3310842514038086,
0.082787424325943,
-0.4191325008869171,
0.13749365508556366,
0.0022073127329349518,
-0.03497951105237007,
0.38775235414505005,
0.015639975666999817,
-0.08817853033542633,
0.06312358379364014,
-0.02806934341788292,
-0.15272682905197144,
-0.1453172266483307,
0.33339014649391174,
-0.5521734356880188,
0.19359448552131653,
-0.9959697723388672,
0.08010394126176834,
0.14149810373783112,
0.49494725465774536,
-0.4004150927066803,
0.0662565603852272,
-0.040483325719833374,
-0.5235161781311035,
-0.3932521343231201,
-0.11990479379892349,
-0.34611591696739197,
-0.16841313242912292,
0.20155911147594452,
0.04728126525878906,
0.2969886362552643,
0.048976119607686996,
0.5376635193824768,
0.15517623722553253,
-0.11892098188400269,
-0.10404737293720245,
-0.0022886693477630615,
-0.4286269545555115,
-0.025415314361453056,
0.02006509155035019,
0.3385632336139679,
-0.18866467475891113,
-0.2709965705871582,
0.09863375127315521,
0.025505702942609787,
-0.04494701698422432,
-0.005502060055732727,
-0.06222330033779144,
0.2995463013648987,
-0.0184702780097723,
-0.140620619058609,
-0.1471508890390396,
-0.06631334125995636,
-0.21750450134277344,
0.07163058966398239,
-0.03130769729614258,
0.16939714550971985,
-0.17533668875694275,
0.0780428871512413,
-0.19296711683273315,
-0.05245722457766533,
0.2642805278301239,
-0.21466565132141113,
-0.21808011829853058,
0.4159427881240845,
0.33355504274368286,
-0.15624970197677612,
-0.2231857180595398,
0.2536298334598541,
0.030059369280934334,
-0.3081717789173126,
0.07693425565958023,
0.3495657444000244,
0.14280225336551666,
0.0427517332136631,
0.6284382343292236,
0.3429329991340637,
0.22518390417099,
0.268780380487442,
-0.5503880977630615,
-0.025212014093995094,
0.27620553970336914,
0.0018396750092506409,
0.04044061526656151,
0.1259312629699707,
0.25359657406806946,
0.3778277635574341,
-0.22749361395835876,
-0.31641721725463867,
-0.04149269312620163,
-0.24547605216503143,
-0.07463973760604858,
0.3131323754787445,
0.13447266817092896,
0.25513967871665955,
-0.04450523108243942,
0.056147441267967224,
0.24325218796730042,
-0.27527719736099243,
-0.1486915647983551,
0.05797720327973366,
0.13167303800582886,
0.18635320663452148,
-0.4240160882472992,
0.28270280361175537,
0.006114620715379715,
0.028668897226452827,
-0.029970083385705948,
0.07486699521541595,
0.49648839235305786,
0.10390927642583847,
-0.01128321047872305,
0.39680877327919006,
0.33007755875587463,
-0.3779006600379944,
-0.06539028137922287,
0.11112166941165924,
0.29751041531562805,
-0.05046190321445465,
0.08212385326623917,
-0.14517605304718018,
0.11578932404518127,
0.12522269785404205,
0.1938556432723999,
0.28397858142852783,
0.1438450813293457,
0.1463475525379181,
-0.20300330221652985,
-0.033096086233854294,
0.181234210729599,
0.26866206526756287,
0.2350744754076004,
-0.29907435178756714,
0.04745680093765259,
0.029537776485085487,
0.15369382500648499,
-0.19874319434165955,
0.21250304579734802,
0.022308409214019775,
-0.21767210960388184,
-0.029909353703260422,
0.4398540258407593,
-0.11349122226238251,
0.2755166292190552,
-0.05021432042121887,
0.09087872505187988,
0.13284768164157867,
0.2209504246711731,
0.18126411736011505,
-0.010446276515722275,
0.018271323293447495,
0.08194728195667267,
0.3658852279186249,
0.047133032232522964,
0.17138653993606567,
0.05515005439519882,
-0.2568003237247467,
0.014485146850347519,
-0.3285180330276489,
0.11872932314872742,
0.11284812539815903,
-0.1718262881040573,
0.24363279342651367,
-0.1073567271232605,
0.005950212478637695,
0.08223866671323776,
-0.07804003357887268,
0.23885205388069153,
-0.1494341790676117,
0.11150867491960526,
-0.12389760464429855,
0.30427786707878113,
-0.14018800854682922,
-0.05952249839901924,
0.14603431522846222,
-0.18465213477611542,
-0.19363150000572205,
-0.09601050615310669,
-0.0280914343893528,
-0.44182759523391724,
0.06788651645183563,
0.01653658226132393,
-0.22273878753185272,
-0.2448769062757492,
-0.39018186926841736,
0.04850383847951889,
0.19676756858825684,
-0.33514919877052307,
0.36093562841415405,
0.17414861917495728,
0.08641458302736282,
0.026433065533638,
0.3502863049507141,
0.40767019987106323,
0.2367669641971588,
0.41691941022872925,
-0.05976395681500435,
0.10989528894424438,
-0.12148889899253845,
0.09624535590410233,
-0.02048305794596672,
0.07375651597976685,
0.526748776435852,
0.17845749855041504,
0.1987234503030777,
-0.24463878571987152,
0.08785660564899445,
0.09685845673084259,
0.3457935154438019,
-0.2563897669315338,
0.34021198749542236,
-0.3578265309333801,
0.05753429979085922,
-0.5053088665008545,
0.2678837776184082,
-0.4030909538269043,
0.004181164316833019,
-0.13554222881793976,
0.08767160773277283,
-0.07577954232692719,
-0.09398205578327179,
0.044455498456954956,
0.013401859439909458,
0.29641643166542053,
0.5510653257369995,
0.09410513937473297,
-0.17053765058517456,
-0.20538535714149475,
-0.5706589818000793,
0.12795738875865936,
0.14389321208000183,
-0.09382788091897964,
-0.05112358555197716,
-0.3208390772342682,
0.09260326623916626,
0.312350869178772,
0.13194887340068817,
0.05453677102923393,
-0.12721657752990723,
-0.19143737852573395,
-0.11640125513076782,
0.08810120820999146,
-0.04715739190578461,
-0.19947117567062378,
0.160265251994133,
0.07894868403673172,
0.12103481590747833,
-0.3617211878299713,
0.035821132361888885,
-0.37761497497558594,
0.16146042943000793,
-0.32790786027908325,
-0.33223631978034973,
0.1961948573589325,
0.14970411360263824,
0.4681192636489868,
-0.08576524257659912,
-0.26391637325286865,
0.16482844948768616,
-0.1131104901432991,
-0.36559954285621643,
0.4400806128978729,
-0.009410414844751358,
0.6843351125717163,
-0.14966438710689545,
-0.43207383155822754,
-0.27879011631011963,
0.15871037542819977,
-0.07538799941539764,
-0.40475019812583923,
-0.1191534698009491,
0.1471877098083496,
0.051736414432525635,
0.042910028249025345,
0.1267787218093872,
0.20090699195861816,
0.038862958550453186,
0.11263586580753326,
-0.4265637993812561,
-0.4290321469306946,
0.318002313375473,
-0.24791687726974487,
-0.015285290777683258,
-0.02856077253818512,
0.36509445309638977,
-0.010404221713542938,
-0.3332601487636566,
-0.8478980660438538,
0.33249032497406006,
0.23201626539230347,
0.11170883476734161,
-0.13191361725330353,
0.06019335240125656,
-0.18118233978748322,
-0.04761166498064995,
0.08046756684780121,
0.18436697125434875,
0.16173619031906128,
-0.07089322805404663,
0.22253203392028809,
0.005438711494207382
] |
https://github.com/huggingface/datasets/issues/5280 | Import error | Then it should work as expected if you use the same python when using `datasets`
Please make sure you're running your code in the right environment | https://github.com/huggingface/datasets/blob/cd3d8e637cfab62d352a3f4e5e60e96597b5f0e9/src/datasets/__init__.py#L28
Hy,
I have error at the above line. I have python version 3.8.13, the message says I need python>=3.7, which is True, but I think the if statement not working properly (or the message wrong) | 26 | Import error
https://github.com/huggingface/datasets/blob/cd3d8e637cfab62d352a3f4e5e60e96597b5f0e9/src/datasets/__init__.py#L28
Hy,
I have error at the above line. I have python version 3.8.13, the message says I need python>=3.7, which is True, but I think the if statement not working properly (or the message wrong)
Then it should work as expected if you use the same python when using `datasets`
Please make sure you're running your code in the right environment | [
-0.2534981369972229,
-0.4373350143432617,
-0.18320977687835693,
0.3004246950149536,
0.2493928223848343,
0.22554424405097961,
0.03226657956838608,
0.4504213333129883,
0.23203414678573608,
0.024222426116466522,
-0.04509653151035309,
-0.061574000865221024,
-0.1873689889907837,
0.33630090951919556,
-0.02900835871696472,
-0.1402565985918045,
0.06605586409568787,
0.23868270218372345,
-0.07140107452869415,
-0.12534071505069733,
-0.24337591230869293,
0.31728723645210266,
-0.3435205817222595,
-0.07276679575443268,
-0.05643550306558609,
0.01714073307812214,
0.06685256212949753,
0.2651757299900055,
-0.3718390166759491,
-0.4592300057411194,
0.23000268638134003,
0.021673813462257385,
0.4047764539718628,
0.27999988198280334,
-0.0001037132678902708,
-0.13718608021736145,
0.14953038096427917,
-0.13764268159866333,
-0.1097605973482132,
-0.42268693447113037,
-0.12228872627019882,
-0.35814911127090454,
-0.022428002208471298,
-0.14713406562805176,
-0.07199457287788391,
-0.24733825027942657,
-0.047014303505420685,
-0.20904554426670074,
0.4146679639816284,
0.3848477900028229,
0.3157769739627838,
0.4023333489894867,
0.4410102367401123,
-0.012990460731089115,
0.202372208237648,
-0.04582873731851578,
0.052286818623542786,
0.2309526652097702,
-0.02424917370080948,
0.02966531552374363,
0.43317466974258423,
0.3373211622238159,
-0.034602608531713486,
0.03572743013501167,
0.2869523763656616,
-0.1604786068201065,
-0.02720671147108078,
-0.4138951897621155,
-0.05329102277755737,
-0.023277461528778076,
0.44036442041397095,
-0.30272144079208374,
-0.2698112428188324,
-0.10099643468856812,
-0.009530865587294102,
-0.42773568630218506,
0.17228980362415314,
0.08618870377540588,
0.004451140761375427,
0.19141866266727448,
-0.0025998183991760015,
-0.10149868577718735,
-0.13680699467658997,
0.1706632673740387,
-0.10821583867073059,
0.1519942581653595,
-0.28368768095970154,
0.039598628878593445,
0.22017860412597656,
-0.10523897409439087,
-0.012316686101257801,
-0.027182213962078094,
-0.17116008698940277,
0.21892574429512024,
-0.23552502691745758,
-0.24525193870067596,
-0.014917358756065369,
0.35048776865005493,
0.12312544137239456,
0.11081894487142563,
-0.36856719851493835,
0.03478432074189186,
0.02988104522228241,
0.2094581425189972,
0.1947118192911148,
0.10535769164562225,
0.25982606410980225,
0.2028525024652481,
0.21220871806144714,
0.15781642496585846,
0.0015537180006504059,
-0.10756809264421463,
-0.08084767311811447,
-0.5156934857368469,
0.17220567166805267,
-0.00010883435606956482,
0.5401912927627563,
-0.2776508927345276,
-0.29515302181243896,
0.24942466616630554,
-0.08715203404426575,
-0.2172030657529831,
0.04323212057352066,
0.33509984612464905,
-0.23167747259140015,
-0.11429958790540695,
0.13012517988681793,
0.22854797542095184,
-0.09987939894199371,
-0.0872420221567154,
-0.1226053535938263,
0.25421178340911865,
-0.10422950983047485,
-0.07121283560991287,
-0.025039317086338997,
-0.3069755733013153,
0.11103291064500809,
0.04962000995874405,
0.04558664560317993,
-0.13622473180294037,
0.012925243005156517,
-0.24847419559955597,
0.07963001728057861,
0.29390567541122437,
0.1277819126844406,
0.027745848521590233,
0.467194527387619,
-0.2817119359970093,
-0.08604166656732559,
-0.04165685176849365,
-0.21593210101127625,
-0.20598550140857697,
-0.30712106823921204,
0.30648311972618103,
-0.1899411529302597,
-0.05618342012166977,
-0.29907193779945374,
-0.042516421526670456,
-0.06809204071760178,
-0.23428456485271454,
0.0856318473815918,
-0.22785736620426178,
0.04728832468390465,
-0.10114738345146179,
0.25411880016326904,
0.4343053102493286,
-0.2924431264400482,
0.07582679390907288,
0.01941484585404396,
-0.27093425393104553,
-0.07809258252382278,
0.09791630506515503,
-0.07886051386594772,
0.11116506159305573,
-0.2749480903148651,
0.10804668068885803,
0.2943026125431061,
-0.3157200515270233,
-0.09726380556821823,
0.16429607570171356,
0.024601779878139496,
-0.1677388697862625,
-0.06584154814481735,
-0.020650383085012436,
-0.09718184918165207,
-0.11053532361984253,
0.05165988579392433,
0.03296282887458801,
0.05140300095081329,
-0.12684527039527893,
-0.12754176557064056,
-0.023910604417324066,
-0.026074863970279694,
0.14050927758216858,
0.10013119876384735,
0.14696532487869263,
0.20005284249782562,
0.1083616092801094,
0.14974573254585266,
-0.07814142107963562,
-0.1150919646024704,
0.2612813115119934,
0.4796387553215027,
0.18812069296836853,
-0.22707180678844452,
-0.27643564343452454,
-0.31110039353370667,
0.1530379354953766,
0.19941553473472595,
-0.0397876501083374,
-0.17112062871456146,
-0.11745201051235199,
-0.4157637059688568,
0.03429868817329407,
-0.19672150909900665,
0.020430125296115875,
0.24245384335517883,
0.002283923327922821,
0.2969147264957428,
0.07564428448677063,
-0.24920181930065155,
0.25579893589019775,
-0.13556241989135742,
0.14139094948768616,
-0.2199784517288208,
0.39786309003829956,
-0.2417977899312973,
0.04709576070308685,
0.13912031054496765,
0.068271704018116,
0.14359813928604126,
-0.09575758129358292,
0.00010882318019866943,
0.23653027415275574,
-0.031022893264889717,
0.013587996363639832,
-0.03319697827100754,
-0.11470283567905426,
-0.13198240101337433,
-0.3655568063259125,
-0.015878727659583092,
-0.04368008300662041,
0.1700230985879898,
-0.004704628139734268,
0.15384387969970703,
0.2461874783039093,
-0.14048747718334198,
0.052239999175071716,
0.07760989665985107,
-0.08496351540088654,
0.12789319455623627,
0.028065409511327744,
-0.12846827507019043,
-0.33480679988861084,
0.0721619501709938,
-0.12921470403671265,
0.41616907715797424,
-0.05437389016151428,
-0.31285494565963745,
-0.15710893273353577,
0.4609062671661377,
0.16968664526939392,
0.06392226368188858,
0.025409813970327377,
0.0472298264503479,
0.2415456771850586,
0.1600833386182785,
0.24536572396755219,
0.37195396423339844,
0.29146915674209595,
-0.2045382857322693,
0.2754342555999756,
0.06714063882827759,
-0.11509484052658081,
0.2036239206790924,
-0.010030493140220642,
0.20382407307624817,
0.22779208421707153,
-0.17408150434494019,
-0.0007355930283665657,
-0.3264997601509094,
-0.2766081988811493,
-0.22225694358348846,
0.28571370244026184,
-0.3179563283920288,
0.14995922148227692,
-0.12121248990297318,
-0.45451265573501587,
-0.29258137941360474,
-0.14556829631328583,
-0.3242057263851166,
-0.29932960867881775,
-0.2996945381164551,
0.1745232194662094,
0.1155489832162857,
0.06348733603954315,
0.10859499871730804,
-0.10754872858524323,
-0.076850526034832,
-0.2774156332015991,
-0.03154093027114868,
-0.029418423771858215,
-0.04031500220298767,
0.152766615152359,
0.19708015024662018,
0.018692851066589355,
0.4363888204097748,
-0.5280516743659973,
0.05421849340200424,
-0.20131123065948486,
-0.21506637334823608,
0.10544901341199875,
-0.41305625438690186,
0.2106228470802307,
0.25885912775993347,
0.4637414813041687,
-0.011838840320706367,
-0.03750636428594589,
0.3758290708065033,
-0.027412882074713707,
-0.06572145223617554,
0.019881654530763626,
0.23970980942249298,
-0.20955243706703186,
-0.02074316516518593,
-0.23510858416557312,
-0.3869960308074951,
-0.35662055015563965,
0.04376072436571121,
0.13786523044109344,
0.07267261296510696,
0.32309088110923767,
0.16164907813072205,
0.25225168466567993,
0.12102559208869934,
0.01987616717815399,
-0.06775975227355957,
-0.28362688422203064,
0.20779259502887726,
-0.12984606623649597,
-0.3134544789791107,
0.26217663288116455,
0.25922590494155884,
0.08831454813480377,
-0.2705596685409546,
-0.42156583070755005,
-0.31115299463272095,
-0.10849164426326752,
0.21565505862236023,
-0.0940513163805008,
0.36173632740974426,
0.12586718797683716,
-0.03559480980038643,
-0.019370045512914658,
-0.20957425236701965,
-0.10230560600757599,
-0.15332722663879395,
-0.1754414439201355,
0.0429801270365715,
0.011598286218941212,
0.5010076761245728,
-0.2670314908027649,
0.4964345097541809,
0.37136387825012207,
-0.11203138530254364,
0.5453692674636841,
-0.12625494599342346,
0.5833175182342529,
-0.11222224682569504,
-0.4799129366874695,
-0.09550242125988007,
0.21173252165317535,
0.08830535411834717,
0.2657676935195923,
-0.14112910628318787,
0.0720432847738266,
-0.3537456691265106,
-0.0796969085931778,
-0.3088812530040741,
-0.10871095955371857,
-0.1367412805557251,
0.10287833213806152,
0.02190420776605606,
-0.08589311689138412,
-0.18406082689762115,
-0.09072962403297424,
-0.02353125810623169,
-0.11835385859012604,
0.46937334537506104,
-0.0270446315407753,
0.17165055871009827,
-0.21829453110694885,
-0.28444918990135193,
-0.24740201234817505,
0.3985910415649414,
-0.00036313850432634354,
0.16474443674087524,
-0.051657699048519135,
0.0075075142085552216,
-0.06335689127445221,
0.02375754900276661,
0.3333737254142761,
-0.2355586141347885,
-0.0259186252951622,
0.03270459175109863,
-0.1179644912481308,
-0.25328707695007324,
0.0362531803548336,
-0.2501518726348877,
0.22878782451152802,
0.23283681273460388,
0.2448021024465561,
-0.23627811670303345,
-0.12009164690971375,
0.3469100296497345,
0.3380599319934845,
-0.010463543236255646,
-0.28450337052345276,
-0.3137831687927246,
-0.24895209074020386,
-0.508558988571167,
0.014315292239189148,
0.18369659781455994,
0.2436147779226303,
0.17678682506084442,
0.08625964820384979,
-0.07232968509197235,
-0.21808895468711853,
0.3013553321361542,
0.273701548576355,
0.16081112623214722,
0.051578789949417114,
-0.00437677837908268,
0.01696680299937725,
0.11182022094726562,
0.416385293006897,
0.6153832674026489,
-0.21178868412971497,
-0.32575520873069763,
-0.2276354730129242,
0.09171885997056961,
0.18435272574424744,
-0.01574721932411194,
-0.16786304116249084,
0.14054280519485474,
-0.04524847865104675,
0.2599596381187439,
-0.24084800481796265,
0.006336025428026915,
0.17057251930236816,
0.4221568703651428,
-0.45307809114456177,
-0.26704373955726624,
0.36681801080703735,
0.014972250908613205,
0.13448448479175568,
0.19093866646289825,
0.5378364324569702,
-0.24380390346050262,
0.010366912931203842,
-0.22866711020469666,
0.6620784401893616,
0.08225986361503601,
-0.1755865216255188,
0.11755581200122833,
0.025722630321979523,
0.39746931195259094,
0.12751778960227966,
-0.023611102253198624,
-0.4093798100948334,
-0.03896249830722809,
-0.025467993691563606,
-0.058006010949611664,
0.3660411536693573,
-0.02333837002515793,
-0.3081766664981842,
0.25988098978996277,
-0.20051896572113037,
0.07032857835292816,
-0.24686013162136078,
0.2699592113494873,
-0.29204443097114563,
0.10883030295372009,
-0.6295872330665588,
0.2421925663948059,
-0.019577443599700928,
0.5285311937332153,
-0.3408600091934204,
0.013690955005586147,
0.07730986177921295,
-0.25815412402153015,
-0.22663599252700806,
-0.02386554889380932,
-0.12479463964700699,
0.023336436599493027,
0.05593667924404144,
-0.017446815967559814,
0.31902188062667847,
0.3996240198612213,
0.5799635648727417,
0.3198821544647217,
-0.22225897014141083,
-0.15989597141742706,
-0.08608611673116684,
-0.27808138728141785,
-0.17872962355613708,
0.10045415908098221,
0.2483161836862564,
-0.2153295874595642,
-0.3948116898536682,
0.11912432312965393,
-0.02229463681578636,
-0.07299833744764328,
0.06262889504432678,
0.002466551959514618,
-0.024342365562915802,
-0.3183189034461975,
-0.2402353435754776,
-0.1297227293252945,
0.08501793444156647,
-0.24383707344532013,
0.20060953497886658,
0.07406872510910034,
0.09884067624807358,
-0.021368160843849182,
0.22922134399414062,
-0.17245006561279297,
-0.12849445641040802,
0.20228618383407593,
-0.16811183094978333,
0.16810287535190582,
0.3643333315849304,
0.25968268513679504,
-0.1873224824666977,
-0.33707770705223083,
0.1883091926574707,
0.053456325083971024,
-0.263392835855484,
0.08470803499221802,
0.2852947413921356,
0.24560581147670746,
0.05814700573682785,
0.3232058584690094,
0.2974361181259155,
0.04641180858016014,
0.24900032579898834,
-0.5240862369537354,
-0.12918682396411896,
0.17461423575878143,
0.05928077921271324,
0.240576833486557,
0.1342080533504486,
0.13646842539310455,
0.19226793944835663,
-0.10430184006690979,
-0.4299110174179077,
-0.023902539163827896,
-0.3039742112159729,
0.028254786506295204,
0.22065824270248413,
0.18247434496879578,
0.09446842223405838,
-0.18218116462230682,
0.16019316017627716,
0.09107353538274765,
-0.4090571403503418,
-0.2730754315853119,
-0.025694187730550766,
0.07899079471826553,
0.10041294246912003,
-0.2649249732494354,
0.22035148739814758,
-0.17723029851913452,
-0.10892985761165619,
-0.17933981120586395,
-0.047549858689308167,
0.17264306545257568,
-0.0018351227045059204,
0.2537221610546112,
0.3712502419948578,
-0.1616392731666565,
-0.30537742376327515,
0.00241151824593544,
0.12850207090377808,
0.18799883127212524,
-0.049212027341127396,
0.12236521393060684,
0.020212417468428612,
-0.010544553399085999,
-0.10063745081424713,
0.12806685268878937,
0.14224544167518616,
-0.028023995459079742,
0.1215181052684784,
-0.36661267280578613,
0.20517145097255707,
0.12438821792602539,
0.4088224470615387,
0.25014227628707886,
-0.2647465169429779,
0.1726800799369812,
0.10743308812379837,
0.2597334384918213,
-0.43965035676956177,
0.07738177478313446,
0.0023009926080703735,
-0.08740753680467606,
0.08917394280433655,
0.34627798199653625,
0.04129955545067787,
0.16946366429328918,
0.13253027200698853,
0.13983872532844543,
0.34895434975624084,
0.07849740982055664,
0.20195314288139343,
0.2238144725561142,
-0.08265732228755951,
0.026401333510875702,
0.2876480519771576,
0.2082824409008026,
0.07810897380113602,
0.27968645095825195,
-0.4193595051765442,
0.19665972888469696,
-0.18217012286186218,
-0.030017931014299393,
-0.06798204034566879,
-0.4593656659126282,
0.5044851899147034,
0.1467955857515335,
-0.01127433031797409,
-0.19198516011238098,
-0.043612703680992126,
0.284466028213501,
-0.28172996640205383,
0.005370806436985731,
-0.06273295730352402,
0.2355792373418808,
-0.09646237641572952,
-0.0706278532743454,
0.11962917447090149,
-0.11528434604406357,
-0.0687108039855957,
-0.10712222754955292,
0.10374617576599121,
-0.4533522129058838,
0.13431254029273987,
0.05537763983011246,
-0.14243553578853607,
-0.4070607125759125,
0.013270001858472824,
0.09453189373016357,
-0.017455309629440308,
-0.2285022884607315,
0.18150153756141663,
0.16174086928367615,
0.00449458509683609,
0.1323256492614746,
0.3258654773235321,
0.5498517155647278,
0.1912921816110611,
0.3278579115867615,
-0.021959394216537476,
-0.10196958482265472,
-0.10848379135131836,
0.046518005430698395,
-0.07013916224241257,
-0.1397504061460495,
0.3473585247993469,
0.3218599557876587,
0.28414681553840637,
-0.21435533463954926,
-0.04579286649823189,
0.10738851130008698,
0.02409210242331028,
-0.2788606286048889,
0.24338597059249878,
-0.21879586577415466,
0.01984664797782898,
-0.4571053981781006,
0.2109224796295166,
-0.46889570355415344,
0.12386078387498856,
0.3356882631778717,
0.0682157352566719,
0.03863990679383278,
-0.06510671973228455,
0.12298943102359772,
-0.05723315849900246,
0.3971003293991089,
0.4691254794597626,
0.19257095456123352,
-0.1853398084640503,
-0.12945303320884705,
-0.7362632155418396,
-0.004074946045875549,
-0.009267531335353851,
-0.07494675368070602,
0.025779075920581818,
-0.19550812244415283,
0.08558927476406097,
0.25606685876846313,
0.14734454452991486,
0.06470738351345062,
-0.05954955518245697,
-0.2610166668891907,
-0.2748505473136902,
-0.18581131100654602,
-0.2048916071653366,
-0.040879592299461365,
0.04623042047023773,
-0.14263278245925903,
0.12549425661563873,
-0.3665243983268738,
0.15768706798553467,
-0.3337000012397766,
0.25827738642692566,
-0.13440455496311188,
-0.404079407453537,
0.43148094415664673,
0.007438059896230698,
0.5654551982879639,
-0.0635615736246109,
0.029274119064211845,
0.09972181916236877,
-0.31951671838760376,
-0.25040000677108765,
0.40637481212615967,
0.10368864238262177,
0.5379177331924438,
-0.16607342660427094,
-0.39278578758239746,
-0.32151564955711365,
0.2878987491130829,
0.10695676505565643,
0.00690997950732708,
-0.008790720254182816,
0.13284403085708618,
0.04930170625448227,
0.051893457770347595,
0.15330317616462708,
0.12928853929042816,
-0.031614601612091064,
0.2516911029815674,
-0.35597312450408936,
-0.44034281373023987,
0.5083827972412109,
-0.27868953347206116,
-0.22469860315322876,
0.0038675032556056976,
0.31992465257644653,
0.1817210614681244,
-0.4279387891292572,
-0.7288030982017517,
0.2969090938568115,
0.33339977264404297,
0.03569510206580162,
-0.20878644287586212,
0.28777241706848145,
-0.1254286915063858,
0.13161034882068634,
0.13498324155807495,
0.2527317404747009,
-0.03530340641736984,
-0.2330048680305481,
0.2203504741191864,
-0.09280581027269363
] |
https://github.com/huggingface/datasets/issues/5280 | Import error | It's the right environment. But in if statement I have
"3.8.13" < 3.7
And in the error message is Python>=3.7 which is true in my case (3.8.13 is greater then 3.7), so I don't understand my python should be below the 3.7 which case the if statement is right, but the message is wrong, or above 3.7 which case if statement is wrong, error message is right.
Get Outlook for Android<https://aka.ms/AAb9ysg>
________________________________
From: Quentin Lhoest ***@***.***>
Sent: Tuesday, November 22, 2022 2:41:43 PM
To: huggingface/datasets ***@***.***>
Cc: feketedavid1012 ***@***.***>; Author ***@***.***>
Subject: Re: [huggingface/datasets] Import error (Issue #5280)
Then it should work as expected if you use the same python when using datasets
Please make sure you're running your code in the right environment
—
Reply to this email directly, view it on GitHub<https://github.com/huggingface/datasets/issues/5280#issuecomment-1323697094>, or unsubscribe<https://github.com/notifications/unsubscribe-auth/AJW7F54JURTAJJWWDO2QGI3WJTERPANCNFSM6AAAAAASHZJ2AU>.
You are receiving this because you authored the thread.Message ID: ***@***.***>
| https://github.com/huggingface/datasets/blob/cd3d8e637cfab62d352a3f4e5e60e96597b5f0e9/src/datasets/__init__.py#L28
Hy,
I have error at the above line. I have python version 3.8.13, the message says I need python>=3.7, which is True, but I think the if statement not working properly (or the message wrong) | 147 | Import error
https://github.com/huggingface/datasets/blob/cd3d8e637cfab62d352a3f4e5e60e96597b5f0e9/src/datasets/__init__.py#L28
Hy,
I have error at the above line. I have python version 3.8.13, the message says I need python>=3.7, which is True, but I think the if statement not working properly (or the message wrong)
It's the right environment. But in if statement I have
"3.8.13" < 3.7
And in the error message is Python>=3.7 which is true in my case (3.8.13 is greater then 3.7), so I don't understand my python should be below the 3.7 which case the if statement is right, but the message is wrong, or above 3.7 which case if statement is wrong, error message is right.
Get Outlook for Android<https://aka.ms/AAb9ysg>
________________________________
From: Quentin Lhoest ***@***.***>
Sent: Tuesday, November 22, 2022 2:41:43 PM
To: huggingface/datasets ***@***.***>
Cc: feketedavid1012 ***@***.***>; Author ***@***.***>
Subject: Re: [huggingface/datasets] Import error (Issue #5280)
Then it should work as expected if you use the same python when using datasets
Please make sure you're running your code in the right environment
—
Reply to this email directly, view it on GitHub<https://github.com/huggingface/datasets/issues/5280#issuecomment-1323697094>, or unsubscribe<https://github.com/notifications/unsubscribe-auth/AJW7F54JURTAJJWWDO2QGI3WJTERPANCNFSM6AAAAAASHZJ2AU>.
You are receiving this because you authored the thread.Message ID: ***@***.***>
| [
-0.04788173735141754,
-0.7668336629867554,
-0.12649737298488617,
0.33807075023651123,
0.16299687325954437,
0.03349868953227997,
-0.06797128915786743,
0.2466147094964981,
0.29136043787002563,
-0.024381011724472046,
-0.0549495592713356,
-0.1026594266295433,
-0.0633687824010849,
0.21890458464622498,
-0.10188643634319305,
-0.3490993082523346,
0.005725160241127014,
0.020663157105445862,
0.09934192150831223,
-0.15454870462417603,
-0.3945593237876892,
0.40699413418769836,
-0.3369407653808594,
0.0036472827196121216,
-0.0010161157697439194,
0.02100987173616886,
-0.0009564366191625595,
0.40561872720718384,
-0.503645658493042,
-0.3648760914802551,
0.18126316368579865,
-0.07109217345714569,
0.38790011405944824,
0.12817607820034027,
-0.00011465291754575446,
-0.0898200124502182,
0.19057625532150269,
-0.1225317120552063,
0.008182236924767494,
-0.44840580224990845,
-0.17119714617729187,
-0.3177925944328308,
0.053311556577682495,
-0.1586572378873825,
0.043026603758335114,
-0.20216502249240875,
-0.027786338701844215,
-0.1540919542312622,
0.6219618320465088,
0.5339619517326355,
0.18746908009052277,
0.4472596049308777,
0.5046698451042175,
0.12590228021144867,
-0.05548926442861557,
-0.15742118656635284,
0.06381680816411972,
0.42638781666755676,
0.04769819229841232,
0.3059130907058716,
0.38418611884117126,
0.20203176140785217,
0.03602675348520279,
0.036196622997522354,
0.33453112840652466,
-0.049603722989559174,
0.21289148926734924,
-0.4397295117378235,
-0.03813815116882324,
-0.26477915048599243,
0.32691702246665955,
-0.2013740837574005,
-0.429004967212677,
-0.12257049977779388,
-0.1606162190437317,
-0.6620236039161682,
0.21823257207870483,
-0.011650929227471352,
-0.05326864868402481,
0.33457547426223755,
-0.12001128494739532,
-0.02889317087829113,
-0.2695087790489197,
0.2717902660369873,
-0.3351762592792511,
0.28097963333129883,
-0.3899509906768799,
0.054228704422712326,
0.016884807497262955,
-0.09856049716472626,
-0.02706584706902504,
0.023717263713479042,
-0.061576809734106064,
0.2171262949705124,
-0.14438344538211823,
-0.20264194905757904,
0.1385801136493683,
0.47028568387031555,
-0.02083422802388668,
0.21399185061454773,
-0.33479607105255127,
0.06103689968585968,
0.08865004032850266,
0.07043618708848953,
0.26155954599380493,
0.06238478794693947,
0.357854962348938,
0.11272241920232773,
0.11510234326124191,
0.19936801493167877,
0.04190180078148842,
-0.20793792605400085,
-0.03423920273780823,
-0.4243113100528717,
0.06966052949428558,
0.039360761642456055,
0.4710431694984436,
-0.3227783441543579,
-0.30909204483032227,
0.27864107489585876,
-0.2986815273761749,
-0.2376633584499359,
0.13824452459812164,
0.33953940868377686,
-0.1632600724697113,
-0.008616015315055847,
0.038391873240470886,
0.23423990607261658,
-0.10873980075120926,
0.015883266925811768,
-0.03928045555949211,
0.2680961489677429,
-0.3735155761241913,
-0.03465183079242706,
-0.046502336859703064,
-0.2928553521633148,
0.27253878116607666,
-0.03178976848721504,
0.20290011167526245,
-0.34152188897132874,
-0.11129670590162277,
-0.17628957331180573,
0.26659825444221497,
0.21994110941886902,
-0.03810873255133629,
0.1544911414384842,
0.3491761386394501,
-0.18324656784534454,
-0.06859949231147766,
-0.050211310386657715,
-0.15652993321418762,
-0.24723120033740997,
-0.13730230927467346,
0.19334033131599426,
-0.1362592875957489,
0.044179148972034454,
-0.09104190021753311,
-0.05064092203974724,
-0.09389471262693405,
-0.1754637360572815,
0.1643161028623581,
-0.08357906341552734,
0.051604870706796646,
-0.08618078380823135,
0.3144476115703583,
0.4608766436576843,
-0.2672998011112213,
0.19446057081222534,
-0.12536567449569702,
-0.2072763442993164,
-0.17017176747322083,
0.01657007448375225,
-0.019224345684051514,
0.18158161640167236,
-0.32829558849334717,
-0.12410704046487808,
0.10995692759752274,
-0.3858257830142975,
-0.3511269986629486,
0.16582277417182922,
-0.14156565070152283,
-0.035827286541461945,
0.002857781946659088,
0.02049010619521141,
-0.19101426005363464,
-0.026183489710092545,
0.20844034850597382,
-0.043770164251327515,
0.0887845978140831,
-0.13606420159339905,
-0.1498318761587143,
0.15062221884727478,
-0.19760020077228546,
0.012342788279056549,
0.13251060247421265,
0.07831805944442749,
0.2071634829044342,
0.2417566329240799,
0.2737399935722351,
0.009115800261497498,
-0.31028857827186584,
0.15714067220687866,
0.34259775280952454,
0.2871074676513672,
-0.30636486411094666,
-0.17446359992027283,
-0.37029844522476196,
0.07292700558900833,
0.0967947393655777,
-0.06001530587673187,
-0.1417737603187561,
-0.000782158225774765,
-0.5399985313415527,
-0.0038556084036827087,
-0.12685322761535645,
-0.19446738064289093,
0.11319011449813843,
0.06212593987584114,
0.4788731336593628,
-0.10886488854885101,
-0.22271202504634857,
0.3728208839893341,
-0.21219485998153687,
0.23027342557907104,
-0.20344814658164978,
0.287002295255661,
-0.21995088458061218,
0.04255706071853638,
0.06463845819234848,
0.09547324478626251,
0.21843448281288147,
-0.08585358411073685,
0.015902122482657433,
0.27826112508773804,
0.05572422966361046,
0.14898326992988586,
-0.3674871623516083,
0.041072383522987366,
-0.10914375633001328,
-0.28510603308677673,
0.13827666640281677,
-0.07650409638881683,
0.10842566937208176,
0.09414147585630417,
-0.02874806523323059,
0.42389142513275146,
0.15321236848831177,
0.06703981757164001,
0.051132649183273315,
-0.18631185591220856,
0.014868514612317085,
-0.02067941427230835,
-0.22763869166374207,
-0.3986527919769287,
0.009491872042417526,
0.01740289106965065,
0.46798455715179443,
-0.059471406042575836,
-0.35077232122421265,
-0.16607517004013062,
0.278097540140152,
0.09328016638755798,
0.03144621104001999,
-0.03462719917297363,
0.1117684543132782,
0.14325502514839172,
0.08707373589277267,
0.08332940936088562,
0.48167556524276733,
0.21913360059261322,
-0.3207574188709259,
0.34556692838668823,
0.13791704177856445,
-0.3086826205253601,
0.20677900314331055,
0.11655578017234802,
0.08883261680603027,
0.16009294986724854,
-0.1635330319404602,
0.07362230122089386,
-0.235698401927948,
-0.160408616065979,
-0.27350708842277527,
0.2651045620441437,
-0.46605321764945984,
0.13762567937374115,
-0.006777346134185791,
-0.6412289142608643,
-0.37390729784965515,
-0.08637704700231552,
-0.16147348284721375,
-0.3739611804485321,
-0.283438503742218,
0.0916753038764,
0.05022147670388222,
-0.1479421705007553,
0.027823828160762787,
-0.05425061285495758,
-0.2609288692474365,
-0.09953524172306061,
-0.03735113888978958,
0.15321089327335358,
0.055470287799835205,
0.04521932825446129,
0.15941719710826874,
0.07361900806427002,
0.4180401861667633,
-0.6422433257102966,
-0.03858132287859917,
-0.10810689628124237,
-0.41586893796920776,
0.15037059783935547,
-0.32120829820632935,
0.2989312708377838,
0.20160029828548431,
0.39024102687835693,
-0.08956414461135864,
0.000287618488073349,
0.39432480931282043,
-0.06927234679460526,
-0.2266121208667755,
-0.17956635355949402,
0.3135841190814972,
0.011358199641108513,
0.06408944725990295,
-0.35842660069465637,
-0.2303345650434494,
-0.3127883970737457,
0.19270341098308563,
0.10043524205684662,
0.09908176958560944,
0.32495957612991333,
-0.007259532809257507,
0.322334349155426,
-0.13384349644184113,
0.14852991700172424,
0.07842668890953064,
-0.322375625371933,
0.18354679644107819,
-0.08738462626934052,
-0.25205689668655396,
0.08636435866355896,
0.23655785620212555,
0.06271310895681381,
-0.4307500720024109,
-0.24977636337280273,
-0.5298781394958496,
-0.3367828130722046,
0.18070924282073975,
0.14500564336776733,
0.2867353856563568,
0.14391624927520752,
-0.21979761123657227,
-0.02718045562505722,
-0.2593819797039032,
-0.201768159866333,
-0.06401488929986954,
-0.18954095244407654,
-0.10487986356019974,
0.05074673891067505,
0.46029001474380493,
-0.40456342697143555,
0.49926185607910156,
0.40140604972839355,
-0.06082645431160927,
0.4380660057067871,
-0.04630628973245621,
0.4519454538822174,
-0.0527346208691597,
-0.40727612376213074,
0.0481950044631958,
0.30418604612350464,
0.018706034868955612,
0.33128291368484497,
-0.03334282711148262,
0.23366524279117584,
-0.3185631036758423,
-0.2912943363189697,
-0.5320813059806824,
-0.1851619929075241,
-0.08112285286188126,
0.19721679389476776,
0.02354086935520172,
-0.15311971306800842,
-0.188522607088089,
-0.03446617349982262,
0.001668986864387989,
-0.011219457723200321,
0.55679851770401,
-0.07593896239995956,
0.2062942087650299,
-0.13410092890262604,
-0.3497033715248108,
-0.35389649868011475,
0.3996836543083191,
0.10176170617341995,
0.21760284900665283,
-0.02401876077055931,
0.1750035583972931,
0.013249978423118591,
-0.020411482080817223,
0.16172371804714203,
-0.0357508659362793,
0.0868365615606308,
-0.17927692830562592,
-0.19736143946647644,
-0.16360460221767426,
0.16691403090953827,
-0.3821749687194824,
0.23904545605182648,
0.21111935377120972,
0.313632607460022,
-0.19502362608909607,
-0.1537061631679535,
0.3902498483657837,
0.16784009337425232,
-0.025364182889461517,
-0.33864855766296387,
-0.3055499196052551,
-0.2854013741016388,
-0.3798012137413025,
0.01531982421875,
0.36660468578338623,
0.28026628494262695,
0.2117869257926941,
0.1357918083667755,
0.1604519635438919,
-0.14261245727539062,
0.2898237705230713,
0.16008321940898895,
0.16515299677848816,
-0.06032738834619522,
-0.15707702934741974,
0.13225343823432922,
0.24258002638816833,
0.451983243227005,
0.5777296423912048,
-0.12066349387168884,
-0.143050879240036,
-0.17008870840072632,
0.22487297654151917,
0.26404833793640137,
0.17977304756641388,
-0.17869262397289276,
0.04079311713576317,
-0.12232398986816406,
0.2441193014383316,
-0.1859469711780548,
-0.15314581990242004,
0.28445982933044434,
0.4252292215824127,
-0.2146196961402893,
-0.29118993878364563,
0.29207655787467957,
0.05283988639712334,
0.10122479498386383,
0.17954514920711517,
0.7560290098190308,
-0.31015002727508545,
-0.1395871341228485,
-0.030107110738754272,
0.8226372599601746,
0.29670482873916626,
-0.11067114770412445,
0.168523907661438,
0.013160020112991333,
0.35203054547309875,
0.3030943274497986,
0.15438584983348846,
-0.3291876018047333,
0.06024116650223732,
0.035741373896598816,
-0.14892354607582092,
0.38987842202186584,
-0.035166338086128235,
-0.1794382929801941,
0.2116193175315857,
-0.18289849162101746,
-0.2698739469051361,
-0.10516092926263809,
0.3794768154621124,
-0.4834868311882019,
0.18875017762184143,
-0.8423026204109192,
0.07819494605064392,
0.10231322050094604,
0.5509721040725708,
-0.43311479687690735,
0.056933946907520294,
-0.06515932828187943,
-0.3401949405670166,
-0.29054978489875793,
-0.13336306810379028,
-0.15116004645824432,
-0.11914953589439392,
0.04302607849240303,
0.11763350665569305,
0.29927924275398254,
0.35797691345214844,
0.5414531230926514,
0.2705807685852051,
-0.1573236733675003,
-0.0896405428647995,
-0.13806504011154175,
-0.4147622287273407,
-0.027430016547441483,
-0.012934373691678047,
0.31905972957611084,
-0.13979622721672058,
-0.3981121778488159,
0.05352696776390076,
0.011109705083072186,
0.08052903413772583,
0.004934221506118774,
-0.030716702342033386,
0.2476862072944641,
-0.17246855795383453,
-0.2036253958940506,
-0.08443892002105713,
-0.11490178108215332,
-0.2044735699892044,
0.12488056719303131,
0.09554111212491989,
0.24647915363311768,
-0.079116590321064,
0.10683827102184296,
-0.35177165269851685,
-0.1288272738456726,
0.29471510648727417,
-0.24212366342544556,
-0.06881962716579437,
0.45647379755973816,
0.30337369441986084,
-0.26365232467651367,
-0.19204822182655334,
0.2971014678478241,
0.03726454824209213,
-0.35934948921203613,
0.09546720236539841,
0.2765658497810364,
0.23110957443714142,
0.09149523079395294,
0.5292317867279053,
0.40347886085510254,
0.051309701055288315,
0.15658211708068848,
-0.5272949934005737,
-0.09602334350347519,
0.2599717378616333,
0.05095501244068146,
0.12569297850131989,
0.05240949988365173,
0.1486346423625946,
0.453713595867157,
-0.21823181211948395,
-0.3340167999267578,
-0.17403745651245117,
-0.16796371340751648,
-0.0602315217256546,
0.20628708600997925,
0.16338518261909485,
0.16778329014778137,
-0.1335718035697937,
0.04223116487264633,
0.23616844415664673,
-0.2967015206813812,
-0.15306946635246277,
0.004609661176800728,
0.14656028151512146,
0.22853237390518188,
-0.49537938833236694,
0.3317808508872986,
-0.08285284787416458,
0.04514210298657417,
-0.07829543948173523,
0.026650261133909225,
0.433474600315094,
0.12364736199378967,
0.0792965367436409,
0.3251471221446991,
0.10406307876110077,
-0.2892225980758667,
-0.05302099883556366,
0.096941739320755,
0.216826394200325,
-0.03565843030810356,
0.1213294044137001,
0.0074080657213926315,
-0.007447473704814911,
0.10410278290510178,
0.17840400338172913,
0.12658844888210297,
0.14251065254211426,
0.09238085150718689,
-0.221042200922966,
0.048324618488550186,
0.008121456950902939,
0.3751896023750305,
0.19213388860225677,
-0.19742491841316223,
0.1429291069507599,
0.04023578390479088,
0.1843501776456833,
-0.2847629189491272,
0.22591917216777802,
-0.05973299220204353,
-0.1266283541917801,
0.03490869328379631,
0.4146304428577423,
-0.08464621007442474,
0.2427501082420349,
-0.0018014758825302124,
0.10884422808885574,
0.14824675023555756,
0.2496185600757599,
0.14664442837238312,
0.18516702950000763,
-0.038058482110500336,
0.1036854088306427,
0.49229511618614197,
0.14403341710567474,
0.18911445140838623,
0.054231178015470505,
-0.19477519392967224,
0.11650002747774124,
-0.4108258783817291,
0.12195282429456711,
0.011945806443691254,
-0.3004728853702545,
0.3528139591217041,
0.01154819130897522,
-0.027059271931648254,
-0.09685701876878738,
-0.11766329407691956,
0.26353710889816284,
-0.24294866621494293,
0.1426246464252472,
-0.002574833109974861,
0.27359944581985474,
-0.13881513476371765,
-0.07372364401817322,
0.08545085787773132,
-0.22280660271644592,
-0.19061896204948425,
-0.0216821301728487,
-0.04362945631146431,
-0.49875694513320923,
0.1277683973312378,
-0.08474251627922058,
-0.21824301779270172,
-0.31096965074539185,
-0.1809844672679901,
0.07005934417247772,
0.07071743905544281,
-0.2836114168167114,
0.4318998157978058,
0.23047016561031342,
-0.0524698942899704,
0.07501046359539032,
0.46212998032569885,
0.3770434558391571,
0.3917522728443146,
0.5139308571815491,
0.0012405733577907085,
0.18954800069332123,
-0.13378161191940308,
0.02490333467721939,
0.017169183120131493,
-0.16615885496139526,
0.3787759244441986,
0.252899169921875,
0.24734556674957275,
-0.2270825356245041,
0.10024488717317581,
0.13455641269683838,
0.15572112798690796,
-0.23133713006973267,
0.3489219546318054,
-0.25931912660598755,
0.024349026381969452,
-0.27940845489501953,
0.21111899614334106,
-0.6141271591186523,
-0.033383384346961975,
0.04902520775794983,
0.041245248168706894,
0.008669871836900711,
-0.14824439585208893,
0.06594179570674896,
0.034120187163352966,
0.42041653394699097,
0.617627739906311,
0.2804781496524811,
-0.3890717923641205,
-0.17403027415275574,
-0.6143764853477478,
0.02840539813041687,
0.06011419743299484,
-0.041081734001636505,
-0.00038537755608558655,
-0.26723435521125793,
-0.0349830687046051,
0.23392249643802643,
0.25816893577575684,
0.15536990761756897,
-0.25964847207069397,
-0.22966605424880981,
-0.147955521941185,
0.04601932689547539,
-0.005974985659122467,
-0.05293477326631546,
0.07146809995174408,
0.06640943139791489,
0.23400811851024628,
-0.4116326868534088,
0.06851711869239807,
-0.46554702520370483,
0.2978565990924835,
-0.17160660028457642,
-0.3467065989971161,
0.17109660804271698,
0.13888727128505707,
0.48944130539894104,
-0.1400235891342163,
-0.15621653199195862,
0.16577430069446564,
-0.07015394419431686,
-0.3211230933666229,
0.40177813172340393,
0.0696358010172844,
0.6268725395202637,
-0.14919917285442352,
-0.3833029270172119,
-0.31226518750190735,
0.18203361332416534,
-0.03282392770051956,
-0.3007313907146454,
-0.045874230563640594,
0.1406448930501938,
-0.01173236221075058,
-0.08570326864719391,
0.19875286519527435,
0.17484566569328308,
-0.031475745141506195,
0.17863096296787262,
-0.3480478525161743,
-0.4329836070537567,
0.43611645698547363,
-0.36088451743125916,
0.061558451503515244,
0.13547082245349884,
0.2694815397262573,
0.156899094581604,
-0.32722610235214233,
-0.7290664911270142,
0.2800397276878357,
0.28135356307029724,
0.1363145262002945,
-0.18853504955768585,
0.13787347078323364,
-0.12031739950180054,
-0.02623356692492962,
0.06453095376491547,
0.2879199981689453,
0.13133424520492554,
-0.16132137179374695,
0.3052487075328827,
0.006491243839263916
] |
https://github.com/huggingface/datasets/issues/5278 | load_dataset does not read jsonl metadata file properly | Can you try to remove "drop_labels=false" ? It may force the loader to infer the labels instead of reading the metadata | ### Describe the bug
Hi, I'm following [this page](https://huggingface.co/docs/datasets/image_dataset) to create a dataset of images and captions via an image folder and a metadata.json file, but I can't seem to get the dataloader to recognize the "text" column. It just spits out "image" and "label" as features.
Below is code to reproduce my exact example/problem.
### Steps to reproduce the bug
```ruby
dataset_link="19Unu89Ih_kP6zsE7f9Mkw8dy3NwHopRF"
id = dataset_link
output = 'Godardv01.zip'
gdown.download(id=id, output=output, quiet=False)
ds = load_dataset("imagefolder", data_dir="/kaggle/working/Volumes/TOSHIBA/Godard_imgs/Volumes/TOSHIBA/Godard_imgs/Full/train", split="train", drop_labels=False)
print(ds)
```
### Expected behavior
I would expect that it returned "image" and "text" columns from the code above.
### Environment info
- `datasets` version: 2.1.0
- Platform: Linux-5.15.65+-x86_64-with-debian-bullseye-sid
- Python version: 3.7.12
- PyArrow version: 5.0.0
- Pandas version: 1.3.5 | 21 | load_dataset does not read jsonl metadata file properly
### Describe the bug
Hi, I'm following [this page](https://huggingface.co/docs/datasets/image_dataset) to create a dataset of images and captions via an image folder and a metadata.json file, but I can't seem to get the dataloader to recognize the "text" column. It just spits out "image" and "label" as features.
Below is code to reproduce my exact example/problem.
### Steps to reproduce the bug
```ruby
dataset_link="19Unu89Ih_kP6zsE7f9Mkw8dy3NwHopRF"
id = dataset_link
output = 'Godardv01.zip'
gdown.download(id=id, output=output, quiet=False)
ds = load_dataset("imagefolder", data_dir="/kaggle/working/Volumes/TOSHIBA/Godard_imgs/Volumes/TOSHIBA/Godard_imgs/Full/train", split="train", drop_labels=False)
print(ds)
```
### Expected behavior
I would expect that it returned "image" and "text" columns from the code above.
### Environment info
- `datasets` version: 2.1.0
- Platform: Linux-5.15.65+-x86_64-with-debian-bullseye-sid
- Python version: 3.7.12
- PyArrow version: 5.0.0
- Pandas version: 1.3.5
Can you try to remove "drop_labels=false" ? It may force the loader to infer the labels instead of reading the metadata | [
0.008629031479358673,
0.2975691556930542,
0.0013801846653223038,
0.8008166551589966,
0.3934635519981384,
0.05997196584939957,
0.39974090456962585,
0.21833297610282898,
0.06595310568809509,
-0.09075051546096802,
-0.08651738613843918,
0.5651577711105347,
-0.14891023933887482,
0.12042156606912613,
-0.03941282629966736,
-0.008690319955348969,
-0.04301691800355911,
0.020770713686943054,
-0.19189533591270447,
-0.13213497400283813,
-0.28098607063293457,
0.15592296421527863,
-0.053250543773174286,
0.039793360978364944,
-0.2790224552154541,
0.11959695816040039,
0.1617819368839264,
0.3888036012649536,
-0.31766223907470703,
-0.0973215103149414,
-0.16830362379550934,
0.059264473617076874,
0.07557833939790726,
0.34846994280815125,
-0.00012514741683844477,
0.04466906934976578,
0.3900296688079834,
-0.22541257739067078,
-0.2196579873561859,
-0.4739258289337158,
-0.2962993383407593,
-0.17899416387081146,
0.26280727982521057,
-0.17760688066482544,
0.0020949803292751312,
-0.15865683555603027,
-0.04097452759742737,
-0.008785400539636612,
0.12904539704322815,
0.07640797644853592,
0.10127110034227371,
0.03736721724271774,
0.2742423117160797,
0.5140096545219421,
0.4330762028694153,
0.5765582919120789,
-0.11981309950351715,
0.48852044343948364,
-0.100287526845932,
-0.11408699303865433,
-0.2726422846317291,
0.3938642740249634,
-0.1898883432149887,
-0.006519818678498268,
0.29998135566711426,
0.41668206453323364,
-0.2564355432987213,
-0.005033943802118301,
-0.010989360511302948,
0.035226769745349884,
0.8382694721221924,
-0.328686386346817,
-0.4614441692829132,
-0.3150152862071991,
-0.05180726572871208,
-0.14276301860809326,
0.49358904361724854,
0.2727471590042114,
-0.0994914323091507,
-0.04206550493836403,
-0.31932494044303894,
-0.24035531282424927,
-0.22524110972881317,
0.028355009853839874,
-0.031683385372161865,
0.3609907329082489,
-0.1948048323392868,
0.14464357495307922,
0.03321082144975662,
0.027797874063253403,
-0.09362568706274033,
-0.06034298986196518,
-0.013674277812242508,
0.1523585170507431,
-0.012467797845602036,
0.12105593085289001,
-0.22268864512443542,
-0.30682530999183655,
0.2972096800804138,
0.3475767970085144,
-0.12983821332454681,
-0.10372743755578995,
-0.5966538190841675,
0.31404468417167664,
0.22066128253936768,
0.11726537346839905,
0.3585367202758789,
0.11464296281337738,
0.2741026282310486,
0.038546495139598846,
0.022261273115873337,
-0.08218375593423843,
-0.3101607859134674,
0.20767095685005188,
0.14738450944423676,
-0.2681763768196106,
0.19473253190517426,
-0.12318366765975952,
-0.16137391328811646,
0.0003340672701597214,
-0.24523723125457764,
-0.21396400034427643,
0.04247377812862396,
0.07945898175239563,
-0.07211865484714508,
0.07729846239089966,
0.2773876190185547,
0.3464892506599426,
0.08659406006336212,
-0.19439728558063507,
-0.043242353945970535,
0.08041669428348541,
0.018163222819566727,
0.12501849234104156,
0.0829882025718689,
-0.016035031527280807,
0.5094349384307861,
0.1050620898604393,
-0.13913695514202118,
-0.16237232089042664,
-0.21750961244106293,
-0.16863499581813812,
-0.25996291637420654,
0.26715391874313354,
-0.04748864844441414,
0.30208757519721985,
0.2393827885389328,
-0.2785162329673767,
-0.16449260711669922,
0.20077314972877502,
-0.38435930013656616,
0.146590918302536,
0.09499053657054901,
0.03414224088191986,
-0.23698022961616516,
-0.1392921358346939,
-0.8557852506637573,
0.12571439146995544,
-0.03772871941328049,
0.08586925268173218,
-0.015746869146823883,
0.25119417905807495,
-0.12998709082603455,
-0.25844648480415344,
0.03348105400800705,
0.4778887629508972,
-0.5202168822288513,
-0.07819453626871109,
0.33555859327316284,
-0.06369763612747192,
0.11895862966775894,
0.14458277821540833,
-0.014225628226995468,
0.1527784913778305,
0.00984637625515461,
0.1323266178369522,
-0.04896935075521469,
-0.4326700270175934,
-0.11619904637336731,
0.3858240246772766,
0.019285373389720917,
0.20438209176063538,
0.16545964777469635,
0.11418350040912628,
-0.2503712773323059,
0.12272711098194122,
-0.03978658467531204,
0.2318149358034134,
0.08158841729164124,
0.15473002195358276,
-0.04797161743044853,
-0.19773761928081512,
0.31385570764541626,
0.33902353048324585,
-0.15974391996860504,
0.22555992007255554,
-0.1440228521823883,
-0.011068888008594513,
0.3651075065135956,
0.13384464383125305,
0.165296271443367,
0.2162499725818634,
-0.034200605005025864,
0.10130582749843597,
0.08713319152593613,
0.09280019998550415,
-0.44299691915512085,
0.10442859679460526,
0.5703655481338501,
0.18647482991218567,
-0.45867466926574707,
0.10250881314277649,
-0.3471390902996063,
0.09465500712394714,
-0.32451891899108887,
-0.0975799709558487,
-0.02627481333911419,
0.12373898178339005,
-0.2475121021270752,
0.20980998873710632,
-0.183530792593956,
0.6534364223480225,
-0.09766276925802231,
0.32059431076049805,
-0.4687802195549011,
0.17012088000774384,
0.24193674325942993,
0.042030610144138336,
0.19699059426784515,
-0.022597946226596832,
0.01345960795879364,
-0.028292186558246613,
-0.09410561621189117,
0.40462714433670044,
0.2542550563812256,
0.1605907380580902,
-0.0140046626329422,
0.12381204962730408,
0.17389251291751862,
-0.028760727494955063,
-0.031096970662474632,
-0.02384238690137863,
0.42114734649658203,
-0.18893256783485413,
-0.4173775911331177,
0.18541476130485535,
-0.08926716446876526,
0.16853560507297516,
-0.06706240773200989,
-0.16292493045330048,
0.1434769630432129,
0.033146779984235764,
-0.24534712731838226,
-0.11587701737880707,
-0.04498434439301491,
-0.030898723751306534,
0.09664824604988098,
0.08980783820152283,
-0.3711380064487457,
-0.11959167569875717,
0.4220768213272095,
0.06208876892924309,
0.018445026129484177,
0.21948334574699402,
-0.14755958318710327,
0.03769915550947189,
0.06914463639259338,
0.0335102342069149,
0.28028082847595215,
0.026165667921304703,
-0.12719950079917908,
0.12409792840480804,
-0.18718743324279785,
-0.1285349726676941,
0.02639128267765045,
-0.04177193343639374,
0.4719441533088684,
0.020563267171382904,
0.0676131546497345,
-0.11602664738893509,
-0.3202635645866394,
-0.04422749951481819,
0.08492422848939896,
0.2948170602321625,
-0.469496488571167,
0.16575202345848083,
-0.2946156859397888,
-0.0936715379357338,
-0.005211799405515194,
-0.29697728157043457,
-0.48751765489578247,
-0.19623228907585144,
-0.20581260323524475,
0.35328149795532227,
0.09610392153263092,
-0.2128596156835556,
-0.1806865781545639,
0.034282684326171875,
0.32862240076065063,
-0.3637738823890686,
-0.28826820850372314,
-0.12977726757526398,
-0.16710826754570007,
-0.0618448443710804,
0.15829245746135712,
0.02447330206632614,
0.22036616504192352,
-0.21814562380313873,
-0.017888713628053665,
-0.12663941085338593,
-0.31324130296707153,
0.2287372648715973,
-0.281164288520813,
0.2969377636909485,
0.04009826108813286,
0.08528513461351395,
0.012345537543296814,
0.12056861817836761,
0.3509804904460907,
0.11416825652122498,
-0.3320402204990387,
0.06366591155529022,
0.19529923796653748,
0.022576360031962395,
-0.18346840143203735,
-0.2513265311717987,
-0.023931795731186867,
-0.24261610209941864,
0.43706727027893066,
0.32450634241104126,
0.13909703493118286,
0.48984265327453613,
0.051797907799482346,
-0.028771650046110153,
0.14745858311653137,
0.19402553141117096,
-0.17143842577934265,
-0.5983890891075134,
0.3160271644592285,
-0.06831241399049759,
-0.1694362908601761,
-0.07067669183015823,
0.12864002585411072,
0.2103540301322937,
0.16742272675037384,
-0.45761728286743164,
-0.3571116626262665,
0.12506966292858124,
-0.06174766644835472,
0.02352125011384487,
0.15065798163414001,
-0.16278129816055298,
0.06644680351018906,
0.19114330410957336,
-0.24566316604614258,
-0.3715803325176239,
0.3251793086528778,
-0.08405178040266037,
0.2465830147266388,
0.15929141640663147,
0.47741204500198364,
-0.11704300343990326,
-0.0068555474281311035,
-0.19637171924114227,
0.09200054407119751,
0.31558239459991455,
-0.35205650329589844,
0.21210677921772003,
0.0978756695985794,
-0.09223727881908417,
-0.14513994753360748,
-0.11753606796264648,
0.1732178032398224,
0.09999505430459976,
0.2161191701889038,
0.06855025142431259,
-0.25088179111480713,
0.2281738519668579,
-0.5782060623168945,
-0.10673384368419647,
0.10709457844495773,
0.07389035075902939,
-0.07676046341657639,
-0.008957665413618088,
0.08494950085878372,
0.051262613385915756,
-0.11177314072847366,
0.013809453696012497,
0.3032115399837494,
0.33993813395500183,
0.02376900054514408,
-0.26784756779670715,
0.049189310520887375,
-0.05050566792488098,
-0.0629441887140274,
-0.06236545369029045,
0.36050382256507874,
0.1165638267993927,
-0.0998200848698616,
0.08015000075101852,
-0.06916895508766174,
0.7689729332923889,
-0.15125691890716553,
0.03650078549981117,
0.04629214480519295,
-0.07173103094100952,
-0.5336785912513733,
0.07383599877357483,
-0.11223837733268738,
-0.010743800550699234,
-0.011898130178451538,
0.7263482213020325,
-0.4253774881362915,
0.07093844562768936,
0.05396023020148277,
0.08596707135438919,
-0.1394091546535492,
-0.33134347200393677,
-0.32361504435539246,
-0.24698838591575623,
-0.24870730936527252,
-0.3008459508419037,
-0.016115210950374603,
0.12446751445531845,
0.05051814764738083,
0.19604890048503876,
0.16214987635612488,
-0.0835801213979721,
0.11061427742242813,
0.15034610033035278,
0.31092122197151184,
-0.2189030796289444,
0.1902601271867752,
0.3558567762374878,
0.23336724936962128,
0.08181945234537125,
0.8146402835845947,
0.03861601650714874,
-0.33990877866744995,
0.04388773813843727,
-0.43017587065696716,
0.38189682364463806,
0.0416763573884964,
-0.05564190819859505,
-0.0022019147872924805,
-0.09487244486808777,
-0.10187637805938721,
-0.5417462587356567,
0.007980301976203918,
0.316485196352005,
-0.15882840752601624,
-0.1497187614440918,
-0.5697619318962097,
0.7507583498954773,
0.020930718630552292,
0.08738774061203003,
-0.07929904758930206,
0.07961507886648178,
-0.3276112973690033,
0.12666134536266327,
-0.0016631484031677246,
0.7785363793373108,
-0.04665038734674454,
0.07955074310302734,
0.42579764127731323,
-0.26320570707321167,
0.5017299652099609,
-0.6418977379798889,
0.058698903769254684,
-0.492026686668396,
0.1000739112496376,
-0.12291491776704788,
0.022329043596982956,
0.1809113323688507,
0.4082469344139099,
0.1003803163766861,
0.09859561175107956,
-0.12669168412685394,
0.12386059761047363,
-0.000009432435035705566,
0.09628033638000488,
-0.22183562815189362,
-0.2482326328754425,
-0.4086376130580902,
0.018533412367105484,
-0.13798201084136963,
0.09672562777996063,
0.15824204683303833,
-0.09029098600149155,
-0.36591970920562744,
-0.2684636414051056,
-0.1997980773448944,
0.11907576769590378,
0.10130024701356888,
-0.13154859840869904,
0.32346677780151367,
-0.024927280843257904,
-0.04904422163963318,
-0.023775208741426468,
0.15062320232391357,
0.021573852747678757,
-0.11819253861904144,
0.05393877997994423,
-0.42821529507637024,
0.29599204659461975,
-0.08131957799196243,
0.06616603583097458,
0.22603760659694672,
0.05123377591371536,
0.0032531991600990295,
-0.18720898032188416,
-0.18335935473442078,
-0.23690290749073029,
-0.18018020689487457,
-0.06652708351612091,
-0.043073005974292755,
-0.1598806232213974,
-0.022278450429439545,
-0.04241958260536194,
0.1736713945865631,
-0.12754862010478973,
-0.009422186762094498,
0.2224377542734146,
0.042959097772836685,
0.023314934223890305,
-0.01527830958366394,
-0.2475414276123047,
-0.13311925530433655,
0.40767964720726013,
0.10111841559410095,
0.15457724034786224,
0.1760142743587494,
0.36573362350463867,
-0.07377125322818756,
-0.03938590735197067,
0.1939208209514618,
0.44508934020996094,
-0.36672666668891907,
0.10748034715652466,
0.09889212250709534,
0.01253269612789154,
-0.0855630412697792,
-0.16648973524570465,
-0.06901492178440094,
-0.21923920512199402,
0.1422230303287506,
-0.6705334782600403,
-0.22124387323856354,
0.39180511236190796,
-0.14221905171871185,
-0.13990847766399384,
-0.006470728665590286,
-0.13987337052822113,
-0.01566668041050434,
-0.09389915317296982,
-0.11572229117155075,
-0.031483933329582214,
0.014670813456177711,
0.05369662493467331,
0.7017415761947632,
0.30473393201828003,
0.3533329665660858,
-0.024180887266993523,
0.06929493695497513,
0.19750119745731354,
0.005699269473552704,
0.02835020050406456,
-0.3746342360973358,
0.17094764113426208,
0.18129578232765198,
0.05245209485292435,
-0.010837562382221222,
-0.14006784558296204,
-0.3453240394592285,
-0.06946265697479248,
0.26497483253479004,
0.05598602443933487,
0.04042339324951172,
0.32952430844306946,
-0.24974893033504486,
0.27950599789619446,
0.005648810416460037,
-0.022871680557727814,
-0.21696656942367554,
0.41617006063461304,
0.28975701332092285,
-0.07322759926319122,
-0.07659459859132767,
0.045455947518348694,
-0.35679757595062256,
0.12448067218065262,
-0.2223052829504013,
-0.10162035375833511,
0.5415171980857849,
-0.3178406357765198,
0.42962008714675903,
-0.001098042819648981,
0.44961783289909363,
0.3050672113895416,
-0.14428287744522095,
-0.09423457831144333,
0.18711987137794495,
0.04164211079478264,
-0.14836665987968445,
-0.15265800058841705,
0.0036298809573054314,
-0.13311845064163208,
-0.02755202353000641,
0.3733885884284973,
-0.016459137201309204,
0.3618609607219696,
-0.3783390522003174,
-0.1053447276353836,
0.7311241626739502,
0.05247442051768303,
-0.2978408932685852,
0.270677775144577,
-0.4039296507835388,
0.2576058804988861,
0.34609922766685486,
0.30493855476379395,
0.06599266827106476,
0.39187222719192505,
0.2507973313331604,
0.14295989274978638,
0.08612091839313507,
0.10251152515411377,
-0.02671448141336441,
-0.4534049332141876,
-0.09623081982135773,
0.4330475926399231,
0.04191320016980171,
0.17352202534675598,
-0.15937434136867523,
0.34716495871543884,
0.07819083333015442,
0.2173832654953003,
0.0003824625164270401,
0.1218649297952652,
-0.02716204524040222,
-0.10620906949043274,
-0.21308265626430511,
-0.4573110044002533,
-0.3509504795074463,
0.1123604029417038,
-0.24027004837989807,
-0.388217031955719,
0.08285903185606003,
0.009874820709228516,
-0.044599637389183044,
-0.7166213393211365,
-0.27837643027305603,
-0.01504068449139595,
-0.022644609212875366,
-0.28652578592300415,
0.2903411388397217,
-0.014649055898189545,
-0.00694303959608078,
0.3544228672981262,
0.05813183635473251,
0.2952359914779663,
0.36347153782844543,
0.40146759152412415,
-0.12555049359798431,
-0.3798117935657501,
-0.14342118799686432,
-0.14042511582374573,
0.4420129358768463,
0.24272403120994568,
-0.11224150657653809,
0.17058348655700684,
0.022923307493329048,
-0.011043764650821686,
0.16864478588104248,
0.26265501976013184,
0.1267862766981125,
0.026182152330875397,
0.13530242443084717,
-0.1892147958278656,
-0.04190123826265335,
-0.07853663712739944,
-0.24305576086044312,
-0.29758700728416443,
-0.38869592547416687,
0.302368700504303,
0.33720114827156067,
0.3296547532081604,
-0.06552961468696594,
-0.014737389050424099,
0.0300244502723217,
0.29504942893981934,
0.437377393245697,
-0.03664809465408325,
0.019879121333360672,
0.0805671364068985,
-0.5609011650085449,
-0.01573682576417923,
-0.05481165274977684,
-0.4485911428928375,
-0.04364439472556114,
0.07243135571479797,
0.5149548053741455,
0.16054582595825195,
-0.09868349134922028,
0.045002419501543045,
0.11535461992025375,
-0.02694932371377945,
-0.3201460838317871,
-0.2739538550376892,
0.1334490180015564,
0.21730634570121765,
-0.28145816922187805,
-0.2207566499710083,
0.1767384260892868,
0.039764512330293655,
-0.023724881932139397,
-0.3786519169807434,
0.19145485758781433,
-0.09920574724674225,
0.22735360264778137,
0.25424835085868835,
0.01885123923420906,
0.482575386762619,
-0.08117561787366867,
-0.23212169110774994,
-0.35376402735710144,
-0.1979237049818039,
-0.22117874026298523,
0.14273901283740997,
0.08186586946249008,
0.6235368251800537,
-0.11955845355987549,
-0.03502524271607399,
-0.374625563621521,
0.18809166550636292,
-0.2442842572927475,
-0.037878625094890594,
-0.41825103759765625,
0.220229372382164,
-0.12153858691453934,
-0.06721977889537811,
-0.03473221883177757,
0.09089770168066025,
0.04732264578342438,
0.10787931084632874,
-0.22136527299880981,
-0.22403477132320404,
0.38434362411499023,
-0.2800678312778473,
-0.341223806142807,
0.3035098910331726,
-0.17285731434822083,
0.020853370428085327,
0.07306946069002151,
-0.6263709664344788,
0.2054976224899292,
0.3147698640823364,
-0.14077821373939514,
-0.1938064694404602,
0.10783955454826355,
0.18169079720973969,
0.03920798376202583,
-0.07194450497627258,
-0.1128348708152771,
0.018162989988923073,
-0.24583329260349274,
0.16253423690795898,
-0.11035745590925217
] |
https://github.com/huggingface/datasets/issues/5278 | load_dataset does not read jsonl metadata file properly | Okay, now it seems to actually load the metadata and create the train_split, but it still says only returns "image" and "label", which is always 0 since all images are from same folder | ### Describe the bug
Hi, I'm following [this page](https://huggingface.co/docs/datasets/image_dataset) to create a dataset of images and captions via an image folder and a metadata.json file, but I can't seem to get the dataloader to recognize the "text" column. It just spits out "image" and "label" as features.
Below is code to reproduce my exact example/problem.
### Steps to reproduce the bug
```ruby
dataset_link="19Unu89Ih_kP6zsE7f9Mkw8dy3NwHopRF"
id = dataset_link
output = 'Godardv01.zip'
gdown.download(id=id, output=output, quiet=False)
ds = load_dataset("imagefolder", data_dir="/kaggle/working/Volumes/TOSHIBA/Godard_imgs/Volumes/TOSHIBA/Godard_imgs/Full/train", split="train", drop_labels=False)
print(ds)
```
### Expected behavior
I would expect that it returned "image" and "text" columns from the code above.
### Environment info
- `datasets` version: 2.1.0
- Platform: Linux-5.15.65+-x86_64-with-debian-bullseye-sid
- Python version: 3.7.12
- PyArrow version: 5.0.0
- Pandas version: 1.3.5 | 33 | load_dataset does not read jsonl metadata file properly
### Describe the bug
Hi, I'm following [this page](https://huggingface.co/docs/datasets/image_dataset) to create a dataset of images and captions via an image folder and a metadata.json file, but I can't seem to get the dataloader to recognize the "text" column. It just spits out "image" and "label" as features.
Below is code to reproduce my exact example/problem.
### Steps to reproduce the bug
```ruby
dataset_link="19Unu89Ih_kP6zsE7f9Mkw8dy3NwHopRF"
id = dataset_link
output = 'Godardv01.zip'
gdown.download(id=id, output=output, quiet=False)
ds = load_dataset("imagefolder", data_dir="/kaggle/working/Volumes/TOSHIBA/Godard_imgs/Volumes/TOSHIBA/Godard_imgs/Full/train", split="train", drop_labels=False)
print(ds)
```
### Expected behavior
I would expect that it returned "image" and "text" columns from the code above.
### Environment info
- `datasets` version: 2.1.0
- Platform: Linux-5.15.65+-x86_64-with-debian-bullseye-sid
- Python version: 3.7.12
- PyArrow version: 5.0.0
- Pandas version: 1.3.5
Okay, now it seems to actually load the metadata and create the train_split, but it still says only returns "image" and "label", which is always 0 since all images are from same folder | [
0.009905148297548294,
0.3267071843147278,
0.018782731145620346,
0.821053147315979,
0.37091660499572754,
0.02410472184419632,
0.4215976297855377,
0.23792299628257751,
0.018688693642616272,
-0.12908156216144562,
-0.09945625811815262,
0.5441843271255493,
-0.15521135926246643,
0.10858703404664993,
-0.025636695325374603,
-0.02489740401506424,
-0.015431046485900879,
0.03908460587263107,
-0.21093431115150452,
-0.18270455300807953,
-0.24366433918476105,
0.17611724138259888,
-0.05358882248401642,
0.01329454779624939,
-0.3525770604610443,
0.14390148222446442,
0.11625117063522339,
0.4335404932498932,
-0.31533119082450867,
-0.044885940849781036,
-0.13668622076511383,
0.06742973625659943,
0.04826376587152481,
0.3753528594970703,
-0.00012581369082909077,
0.05835366249084473,
0.36824291944503784,
-0.2332412749528885,
-0.19592911005020142,
-0.5092436075210571,
-0.24404793977737427,
-0.17882511019706726,
0.25524622201919556,
-0.18361103534698486,
-0.003811269998550415,
-0.1679730862379074,
-0.04918768256902695,
0.03176239877939224,
0.14403080940246582,
0.10445468127727509,
0.08214758336544037,
0.0336533784866333,
0.22623957693576813,
0.48533928394317627,
0.4262700080871582,
0.6183045506477356,
-0.14645609259605408,
0.45179784297943115,
-0.10784116387367249,
-0.15335018932819366,
-0.28891801834106445,
0.35626494884490967,
-0.15142591297626495,
0.003962140530347824,
0.2550833523273468,
0.4489663243293762,
-0.3462778627872467,
-0.013788186013698578,
0.0016829818487167358,
0.04831765964627266,
0.7730668187141418,
-0.3060663044452667,
-0.4397084712982178,
-0.3122829496860504,
-0.057822439819574356,
-0.17162840068340302,
0.5102150440216064,
0.31417152285575867,
-0.1147611141204834,
-0.05626792833209038,
-0.3100711405277252,
-0.20248037576675415,
-0.21876035630702972,
0.04534454643726349,
-0.05688049644231796,
0.36211803555488586,
-0.18553955852985382,
0.1566944420337677,
0.041063159704208374,
0.07566126435995102,
-0.1281534880399704,
-0.04654238373041153,
-0.008547656238079071,
0.18462353944778442,
-0.019795473664999008,
0.14697474241256714,
-0.14050167798995972,
-0.3291913568973541,
0.29105034470558167,
0.3404843807220459,
-0.13874506950378418,
-0.10560479015111923,
-0.5866624712944031,
0.2818942666053772,
0.24126388132572174,
0.13913019001483917,
0.3153653144836426,
0.14353401958942413,
0.27451837062835693,
0.023827148601412773,
-0.019666774198412895,
-0.07452663034200668,
-0.3314724862575531,
0.2166629135608673,
0.11532238125801086,
-0.25324535369873047,
0.19889183342456818,
-0.06512397527694702,
-0.15596257150173187,
0.01671060547232628,
-0.25044694542884827,
-0.21942061185836792,
0.0241747684776783,
0.06457895785570145,
-0.05285533145070076,
0.07551413774490356,
0.24803002178668976,
0.34505730867385864,
0.026319222524762154,
-0.13507695496082306,
-0.05787517502903938,
0.07857000082731247,
-0.034616079181432724,
0.12495233118534088,
0.11084495484828949,
-0.024947375059127808,
0.4951949417591095,
0.11964801698923111,
-0.14291274547576904,
-0.19250686466693878,
-0.1761029213666916,
-0.19235266745090485,
-0.2245975136756897,
0.2649897634983063,
-0.01835472323000431,
0.33788061141967773,
0.24340224266052246,
-0.2556453347206116,
-0.15911969542503357,
0.17866602540016174,
-0.3505376875400543,
0.12775558233261108,
0.08815724402666092,
0.02054717391729355,
-0.252429336309433,
-0.10217198729515076,
-0.8394931554794312,
0.18304802477359772,
-0.0683605894446373,
0.09401905536651611,
0.00044561177492141724,
0.26253122091293335,
-0.12621890008449554,
-0.23799733817577362,
0.10284562408924103,
0.502788782119751,
-0.5123347043991089,
-0.07303842157125473,
0.3155609369277954,
-0.08781272172927856,
0.09513120353221893,
0.16897155344486237,
-0.009873497299849987,
0.19834379851818085,
-0.006774526089429855,
0.15282003581523895,
-0.0009002983570098877,
-0.3858082592487335,
-0.11863596737384796,
0.3850612938404083,
-0.017302799969911575,
0.1982044279575348,
0.16587752103805542,
0.12314697355031967,
-0.26983559131622314,
0.19159603118896484,
-0.030263207852840424,
0.2301577925682068,
0.03965934365987778,
0.14456336200237274,
-0.03488355875015259,
-0.18845847249031067,
0.27910661697387695,
0.35281887650489807,
-0.11808961629867554,
0.19743618369102478,
-0.1397053301334381,
0.0008532162755727768,
0.3900245130062103,
0.11416959762573242,
0.18376445770263672,
0.19913040101528168,
-0.004760276526212692,
0.10291913151741028,
0.07410405576229095,
0.08208253234624863,
-0.45823681354522705,
0.12357848137617111,
0.6188502311706543,
0.18592269718647003,
-0.425420880317688,
0.1054147481918335,
-0.365567147731781,
0.06969891488552094,
-0.3460153639316559,
-0.1346079707145691,
-0.029792899265885353,
0.13320709764957428,
-0.17567646503448486,
0.22377963364124298,
-0.23757705092430115,
0.6585924625396729,
-0.07504727691411972,
0.3035479485988617,
-0.4562317430973053,
0.2234119027853012,
0.24240343272686005,
0.007999193854629993,
0.17659708857536316,
-0.004114426672458649,
-0.0664939358830452,
-0.05785911902785301,
-0.07018890976905823,
0.3963508903980255,
0.2457692176103592,
0.15197330713272095,
-0.01996128261089325,
0.10377342253923416,
0.16668319702148438,
-0.0016947276890277863,
-0.027326589450240135,
-0.036311469972133636,
0.40262559056282043,
-0.18591272830963135,
-0.4383957087993622,
0.21933242678642273,
-0.10973109304904938,
0.15782411396503448,
-0.011463280767202377,
-0.19011393189430237,
0.14284323155879974,
0.025193270295858383,
-0.24394607543945312,
-0.1173807755112648,
-0.04522639885544777,
-0.013977978378534317,
0.10255879163742065,
0.09760425239801407,
-0.37577223777770996,
-0.11910054832696915,
0.43415316939353943,
0.06501023471355438,
0.03864651173353195,
0.19446885585784912,
-0.1140618845820427,
0.019785121083259583,
0.029705604538321495,
0.05722024664282799,
0.30559206008911133,
0.008933687582612038,
-0.07929804921150208,
0.1455787569284439,
-0.18832193315029144,
-0.12100948393344879,
-0.007313065230846405,
-0.07362329959869385,
0.4653512239456177,
0.09446536004543304,
0.06321461498737335,
-0.12405530363321304,
-0.378662645816803,
-0.050674498081207275,
0.12194589525461197,
0.3146231770515442,
-0.43987223505973816,
0.1559886485338211,
-0.2531295120716095,
-0.09890061616897583,
-0.02785777673125267,
-0.2899860143661499,
-0.45918789505958557,
-0.1552117019891739,
-0.20517323911190033,
0.36102503538131714,
0.09722378849983215,
-0.19240087270736694,
-0.2265445441007614,
0.03788687288761139,
0.313076913356781,
-0.37601470947265625,
-0.2923589050769806,
-0.1404784768819809,
-0.18795424699783325,
-0.06492249667644501,
0.16741912066936493,
0.045594722032547,
0.21737046539783478,
-0.21717070043087006,
-0.010970104485750198,
-0.13474516570568085,
-0.31549131870269775,
0.24991638958454132,
-0.2990413308143616,
0.2798681855201721,
0.05332999676465988,
0.06774076819419861,
-0.016134459525346756,
0.08666426688432693,
0.4020583927631378,
0.1239420473575592,
-0.35280025005340576,
0.0795271024107933,
0.21403725445270538,
0.036749083548784256,
-0.2081286460161209,
-0.3264322280883789,
0.010531521402299404,
-0.23928594589233398,
0.4692012667655945,
0.2676556706428528,
0.14044447243213654,
0.44898122549057007,
0.07394581288099289,
-0.006681461818516254,
0.14971986413002014,
0.13743625581264496,
-0.15712884068489075,
-0.568058967590332,
0.32398301362991333,
-0.07403940707445145,
-0.21053051948547363,
-0.08102262020111084,
0.11192350089550018,
0.1808317005634308,
0.17237555980682373,
-0.459867000579834,
-0.34992465376853943,
0.10723412036895752,
-0.06233956664800644,
0.028227195143699646,
0.16515210270881653,
-0.11660516262054443,
0.022701149806380272,
0.19833102822303772,
-0.2588776648044586,
-0.37188512086868286,
0.3169664442539215,
-0.06861967593431473,
0.2489713430404663,
0.09815521538257599,
0.4993172585964203,
-0.09835876524448395,
0.060166068375110626,
-0.15587426722049713,
0.09638383984565735,
0.3105955123901367,
-0.3851277828216553,
0.25519755482673645,
0.053767573088407516,
-0.12256980687379837,
-0.09559227526187897,
-0.08682700991630554,
0.126390740275383,
0.12773126363754272,
0.24705132842063904,
0.03284938633441925,
-0.2785038352012634,
0.2528654932975769,
-0.5911008715629578,
-0.12502598762512207,
0.13678720593452454,
0.08418061584234238,
-0.07736658304929733,
-0.019395653158426285,
0.09067460149526596,
0.08613088726997375,
-0.08315086364746094,
-0.008270857855677605,
0.3129066228866577,
0.3365824818611145,
0.0040730698965489864,
-0.28632107377052307,
0.03550150245428085,
-0.05625387281179428,
-0.08834335207939148,
-0.04531991854310036,
0.34008994698524475,
0.1227431446313858,
-0.1376204788684845,
0.08282969146966934,
-0.10089340806007385,
0.796305775642395,
-0.1310013234615326,
0.002524871379137039,
0.054218072444200516,
-0.10456811636686325,
-0.5362212061882019,
0.05877908691763878,
-0.13111189007759094,
-0.017161713913083076,
0.018430154770612717,
0.7438947558403015,
-0.4282483160495758,
0.051590804010629654,
0.07540612667798996,
0.06574656069278717,
-0.15373656153678894,
-0.29679349064826965,
-0.32490530610084534,
-0.26977628469467163,
-0.19904421269893646,
-0.2502782940864563,
-0.029995296150445938,
0.1285683810710907,
0.03948330879211426,
0.16484591364860535,
0.177183598279953,
-0.11125494539737701,
0.12335766851902008,
0.13611727952957153,
0.3300541639328003,
-0.21649044752120972,
0.20423397421836853,
0.3496495187282562,
0.21600152552127838,
0.07565389573574066,
0.8050349354743958,
0.01063835434615612,
-0.3037490248680115,
0.11185574531555176,
-0.45320427417755127,
0.39541295170783997,
0.07577893882989883,
-0.05409916862845421,
-0.043969593942165375,
-0.09356304258108139,
-0.07895012199878693,
-0.5497857928276062,
0.05520354211330414,
0.34439945220947266,
-0.16691820323467255,
-0.12407854199409485,
-0.5503973364830017,
0.728524386882782,
0.0506398044526577,
0.11158128082752228,
-0.07025236636400223,
0.06861203163862228,
-0.3393327593803406,
0.1177821159362793,
-0.06523331254720688,
0.720001220703125,
-0.025370530784130096,
0.13429512083530426,
0.43931353092193604,
-0.2616671919822693,
0.5041938424110413,
-0.6758548021316528,
0.08521919697523117,
-0.49962592124938965,
0.08709856867790222,
-0.12263937294483185,
0.025408100336790085,
0.13605812191963196,
0.41650527715682983,
0.11823974549770355,
0.09274298697710037,
-0.12270178645849228,
0.17328202724456787,
-0.011671386659145355,
0.09019091725349426,
-0.26192477345466614,
-0.23225438594818115,
-0.4077478349208832,
0.001666005700826645,
-0.1153792142868042,
0.10601203143596649,
0.15215766429901123,
-0.06895710527896881,
-0.40641453862190247,
-0.2644866108894348,
-0.20447689294815063,
0.1359286904335022,
0.07609035819768906,
-0.10225603729486465,
0.30614179372787476,
-0.04923843592405319,
-0.12225475907325745,
-0.014974508434534073,
0.13567836582660675,
-0.018731027841567993,
-0.11491765081882477,
0.06599529832601547,
-0.4057343900203705,
0.3315235376358032,
-0.08807976543903351,
0.006129860877990723,
0.23218905925750732,
0.08179166913032532,
0.01432635635137558,
-0.23198837041854858,
-0.2203887403011322,
-0.17976033687591553,
-0.16779859364032745,
-0.052216216921806335,
-0.02987300604581833,
-0.15812590718269348,
0.013704180717468262,
0.0018853992223739624,
0.17731550335884094,
-0.11757330596446991,
-0.019618801772594452,
0.22247660160064697,
0.037119559943675995,
0.03709306940436363,
-0.040665190666913986,
-0.24429675936698914,
-0.13775420188903809,
0.3936914801597595,
0.11057434231042862,
0.12517070770263672,
0.16876889765262604,
0.3877733051776886,
-0.03175139054656029,
-0.04174108803272247,
0.2202702760696411,
0.5023943781852722,
-0.38063839077949524,
0.11663071066141129,
0.06198418140411377,
0.01191854476928711,
-0.03589463606476784,
-0.15062646567821503,
-0.057877250015735626,
-0.2205953299999237,
0.12358547747135162,
-0.6286988854408264,
-0.1956515610218048,
0.398174524307251,
-0.1178189367055893,
-0.12354058027267456,
-0.03384774178266525,
-0.11806771159172058,
0.028026001527905464,
-0.12009209394454956,
-0.10238463431596756,
-0.018699035048484802,
0.016177566722035408,
0.05671878159046173,
0.6828315258026123,
0.27995333075523376,
0.3965919017791748,
-0.022465620189905167,
0.06817176938056946,
0.18385767936706543,
-0.016736777499318123,
0.035997696220874786,
-0.3704231083393097,
0.18444351851940155,
0.19937804341316223,
0.08787127584218979,
-0.0014989194460213184,
-0.13443425297737122,
-0.35175976157188416,
-0.08383948355913162,
0.294280081987381,
0.05709918588399887,
0.020204216241836548,
0.32593199610710144,
-0.22873859107494354,
0.27414393424987793,
-0.004146266728639603,
-0.03609424829483032,
-0.21631073951721191,
0.4098163843154907,
0.3092232942581177,
-0.08240145444869995,
-0.05974102392792702,
0.06879265606403351,
-0.34444352984428406,
0.12302884459495544,
-0.22973699867725372,
-0.09975522011518478,
0.5364777445793152,
-0.310943067073822,
0.4108544886112213,
-0.0599362775683403,
0.50390625,
0.3691636919975281,
-0.11486067622900009,
-0.09473954141139984,
0.18613523244857788,
0.041178520768880844,
-0.11960611492395401,
-0.11794234067201614,
-0.0019749384373426437,
-0.1470874547958374,
-0.021351072937250137,
0.38045307993888855,
-0.041842371225357056,
0.3449097275733948,
-0.42086923122406006,
-0.09101808816194534,
0.6976824998855591,
0.04968405142426491,
-0.24531897902488708,
0.290098637342453,
-0.4117698073387146,
0.2746132016181946,
0.3255046010017395,
0.22675959765911102,
0.04301951080560684,
0.4164315462112427,
0.2576572299003601,
0.13798250257968903,
0.0766102522611618,
0.13580986857414246,
-0.01657652109861374,
-0.42556625604629517,
-0.12002937495708466,
0.397874653339386,
0.050983209162950516,
0.162938192486763,
-0.2246132791042328,
0.3927610516548157,
0.051800090819597244,
0.21784646809101105,
-0.03765984624624252,
0.13312704861164093,
-0.03614712506532669,
-0.11960066854953766,
-0.22735553979873657,
-0.4827730357646942,
-0.3602801561355591,
0.14238479733467102,
-0.20881175994873047,
-0.3663618564605713,
0.08137483894824982,
0.03662411868572235,
-0.05473548173904419,
-0.7137781977653503,
-0.25299519300460815,
-0.025855213403701782,
-0.04562736302614212,
-0.2649693191051483,
0.3112504184246063,
-0.005120284855365753,
-0.037902191281318665,
0.314093679189682,
0.05762742459774017,
0.24511432647705078,
0.37509453296661377,
0.38460060954093933,
-0.12278827279806137,
-0.33563467860221863,
-0.1384764462709427,
-0.1589699387550354,
0.44286486506462097,
0.2360697090625763,
-0.09980040788650513,
0.14055269956588745,
0.02112186886370182,
-0.010780665092170238,
0.17252947390079498,
0.21611244976520538,
0.11546315252780914,
-0.0007231482304632664,
0.17061160504817963,
-0.2175217568874359,
-0.03707565367221832,
-0.0766264796257019,
-0.23661577701568604,
-0.2993527948856354,
-0.4202156364917755,
0.29985570907592773,
0.3520577847957611,
0.3262781500816345,
-0.08679179847240448,
-0.021773751825094223,
0.034037861973047256,
0.27709320187568665,
0.41826581954956055,
-0.04437703639268875,
0.0067168232053518295,
0.04838387668132782,
-0.5856264233589172,
-0.01905588060617447,
-0.04644643887877464,
-0.4421152174472809,
-0.09165308624505997,
0.14200937747955322,
0.4916129410266876,
0.11603061854839325,
-0.08653154969215393,
0.03557024523615837,
0.13417522609233856,
-0.02498825639486313,
-0.3458046615123749,
-0.2549726366996765,
0.06531064212322235,
0.22679726779460907,
-0.28248006105422974,
-0.22956416010856628,
0.15881024301052094,
0.032630324363708496,
-0.045190367847681046,
-0.33473873138427734,
0.14347754418849945,
-0.10009774565696716,
0.2244817465543747,
0.24969054758548737,
0.04881557077169418,
0.48502153158187866,
-0.05292093753814697,
-0.24253854155540466,
-0.42192310094833374,
-0.20374390482902527,
-0.21289388835430145,
0.15998908877372742,
0.09053613990545273,
0.6318358182907104,
-0.15746116638183594,
-0.029812823981046677,
-0.377956360578537,
0.16508811712265015,
-0.2023477405309677,
-0.06866902112960815,
-0.3588032126426697,
0.20808027684688568,
-0.13017480075359344,
-0.0474868081510067,
0.020376943051815033,
0.16235896944999695,
0.02176806330680847,
0.09451442956924438,
-0.22406090795993805,
-0.24728545546531677,
0.34751760959625244,
-0.3221645653247833,
-0.3370791971683502,
0.2645607590675354,
-0.1552242934703827,
0.07307087630033493,
0.04982396215200424,
-0.6254028081893921,
0.1925467848777771,
0.30008214712142944,
-0.1478370726108551,
-0.2175440788269043,
0.09128862619400024,
0.1932706981897354,
0.009941194206476212,
-0.06661167740821838,
-0.12567532062530518,
0.03692619875073433,
-0.30801987648010254,
0.21277731657028198,
-0.11481891572475433
] |
https://github.com/huggingface/datasets/issues/5278 | load_dataset does not read jsonl metadata file properly | > Can you try updating `datasets` ? Metadata support was added in `datasets` 2.4
Update: This was the issue. | ### Describe the bug
Hi, I'm following [this page](https://huggingface.co/docs/datasets/image_dataset) to create a dataset of images and captions via an image folder and a metadata.json file, but I can't seem to get the dataloader to recognize the "text" column. It just spits out "image" and "label" as features.
Below is code to reproduce my exact example/problem.
### Steps to reproduce the bug
```ruby
dataset_link="19Unu89Ih_kP6zsE7f9Mkw8dy3NwHopRF"
id = dataset_link
output = 'Godardv01.zip'
gdown.download(id=id, output=output, quiet=False)
ds = load_dataset("imagefolder", data_dir="/kaggle/working/Volumes/TOSHIBA/Godard_imgs/Volumes/TOSHIBA/Godard_imgs/Full/train", split="train", drop_labels=False)
print(ds)
```
### Expected behavior
I would expect that it returned "image" and "text" columns from the code above.
### Environment info
- `datasets` version: 2.1.0
- Platform: Linux-5.15.65+-x86_64-with-debian-bullseye-sid
- Python version: 3.7.12
- PyArrow version: 5.0.0
- Pandas version: 1.3.5 | 19 | load_dataset does not read jsonl metadata file properly
### Describe the bug
Hi, I'm following [this page](https://huggingface.co/docs/datasets/image_dataset) to create a dataset of images and captions via an image folder and a metadata.json file, but I can't seem to get the dataloader to recognize the "text" column. It just spits out "image" and "label" as features.
Below is code to reproduce my exact example/problem.
### Steps to reproduce the bug
```ruby
dataset_link="19Unu89Ih_kP6zsE7f9Mkw8dy3NwHopRF"
id = dataset_link
output = 'Godardv01.zip'
gdown.download(id=id, output=output, quiet=False)
ds = load_dataset("imagefolder", data_dir="/kaggle/working/Volumes/TOSHIBA/Godard_imgs/Volumes/TOSHIBA/Godard_imgs/Full/train", split="train", drop_labels=False)
print(ds)
```
### Expected behavior
I would expect that it returned "image" and "text" columns from the code above.
### Environment info
- `datasets` version: 2.1.0
- Platform: Linux-5.15.65+-x86_64-with-debian-bullseye-sid
- Python version: 3.7.12
- PyArrow version: 5.0.0
- Pandas version: 1.3.5
> Can you try updating `datasets` ? Metadata support was added in `datasets` 2.4
Update: This was the issue. | [
-0.00625208392739296,
0.3133273422718048,
0.008775461465120316,
0.7784017324447632,
0.385869562625885,
0.06175412982702255,
0.37528473138809204,
0.24541564285755157,
0.0358828566968441,
-0.13153040409088135,
-0.09185982495546341,
0.5690751075744629,
-0.15033259987831116,
0.10185908526182175,
-0.017555080354213715,
-0.01808074116706848,
-0.03905344754457474,
0.021488584578037262,
-0.22262555360794067,
-0.10276086628437042,
-0.26781797409057617,
0.17166590690612793,
-0.058434464037418365,
0.015506774187088013,
-0.2647324800491333,
0.15604914724826813,
0.13115964829921722,
0.39236950874328613,
-0.30523183941841125,
-0.10659130662679672,
-0.1611238270998001,
0.07241109758615494,
0.10939115285873413,
0.32930243015289307,
-0.00012511550448834896,
0.02883632481098175,
0.3943168520927429,
-0.19801512360572815,
-0.2215709388256073,
-0.5051523447036743,
-0.25506865978240967,
-0.20426629483699799,
0.27535781264305115,
-0.16909098625183105,
0.006629735231399536,
-0.1788710057735443,
-0.023169470950961113,
0.005479540675878525,
0.12577898800373077,
0.08337915688753128,
0.10191531479358673,
0.04042240232229233,
0.2883215546607971,
0.4874314069747925,
0.3966401219367981,
0.6175553798675537,
-0.14461326599121094,
0.46526747941970825,
-0.08879946172237396,
-0.12517282366752625,
-0.25744542479515076,
0.3702194094657898,
-0.17120933532714844,
0.006517453119158745,
0.29329031705856323,
0.4122246205806732,
-0.30052730441093445,
0.013166386634111404,
0.03295716643333435,
0.028490282595157623,
0.8566043376922607,
-0.3310944139957428,
-0.45145800709724426,
-0.2821321487426758,
-0.06633859127759933,
-0.14116333425045013,
0.5161716341972351,
0.2712225914001465,
-0.06185533106327057,
-0.0258176289498806,
-0.29699334502220154,
-0.2336130291223526,
-0.21941909193992615,
0.044843919575214386,
-0.027385540306568146,
0.35476434230804443,
-0.20484672486782074,
0.15892288088798523,
0.022746672853827477,
0.012193353846669197,
-0.11125381290912628,
-0.025514546781778336,
-0.0036200806498527527,
0.17583544552326202,
-0.001431237906217575,
0.12323649227619171,
-0.19650086760520935,
-0.3636114001274109,
0.3005571663379669,
0.3298289179801941,
-0.1482178121805191,
-0.11350106447935104,
-0.610811173915863,
0.28674522042274475,
0.22393916547298431,
0.05512493476271629,
0.34622934460639954,
0.08870033174753189,
0.2977418303489685,
0.03216378390789032,
0.02352055534720421,
-0.10017118602991104,
-0.32459720969200134,
0.20130939781665802,
0.11621108651161194,
-0.26650214195251465,
0.2058352828025818,
-0.09749194979667664,
-0.15763291716575623,
0.01080155186355114,
-0.24545589089393616,
-0.20083379745483398,
0.03051076829433441,
0.07933228462934494,
-0.0890713781118393,
0.04895826429128647,
0.28518974781036377,
0.354326069355011,
0.11618456989526749,
-0.17839103937149048,
-0.03365097567439079,
0.07985193282365799,
0.027696531265974045,
0.11479441076517105,
0.10298782587051392,
-0.0374959260225296,
0.4818592667579651,
0.12979060411453247,
-0.14972661435604095,
-0.1813458949327469,
-0.2040577083826065,
-0.1637974977493286,
-0.26278871297836304,
0.2726067900657654,
-0.043396759778261185,
0.306955486536026,
0.20724011957645416,
-0.23315882682800293,
-0.16713644564151764,
0.19106802344322205,
-0.37516307830810547,
0.14799764752388,
0.036542586982250214,
0.026790548115968704,
-0.22215977311134338,
-0.14768603444099426,
-0.8462281227111816,
0.15835437178611755,
-0.07358073443174362,
0.05567765608429909,
-0.022390924394130707,
0.26852256059646606,
-0.14894206821918488,
-0.25621041655540466,
0.05266007035970688,
0.450278639793396,
-0.4985896944999695,
-0.04812326282262802,
0.30344074964523315,
-0.06314241886138916,
0.0952008068561554,
0.14991407096385956,
-0.010028162971138954,
0.13256970047950745,
-0.0035343151539564133,
0.12680992484092712,
-0.05038239806890488,
-0.43180227279663086,
-0.11805325746536255,
0.3871384263038635,
0.03487399220466614,
0.18459340929985046,
0.1481071561574936,
0.0927593931555748,
-0.2695925533771515,
0.12577931582927704,
-0.055026575922966,
0.24414245784282684,
0.10303226858377457,
0.17429308593273163,
-0.04593203216791153,
-0.1955212652683258,
0.29823869466781616,
0.35676872730255127,
-0.1412370204925537,
0.21257615089416504,
-0.12040489166975021,
0.005633308552205563,
0.37541091442108154,
0.1256301999092102,
0.18192942440509796,
0.20062556862831116,
0.027886949479579926,
0.08983266353607178,
0.07966578751802444,
0.055688150227069855,
-0.4556198716163635,
0.08835100382566452,
0.6062648296356201,
0.18964409828186035,
-0.45998620986938477,
0.10365207493305206,
-0.3303501605987549,
0.08867517858743668,
-0.30581000447273254,
-0.0769728422164917,
-0.022295640781521797,
0.10388690233230591,
-0.2121736854314804,
0.22147773206233978,
-0.19263577461242676,
0.6729830503463745,
-0.08592113107442856,
0.30656275153160095,
-0.45177534222602844,
0.18898335099220276,
0.2581067979335785,
0.02503637596964836,
0.21195954084396362,
-0.001115165650844574,
-0.015825077891349792,
-0.05150230601429939,
-0.10482416301965714,
0.4150906503200531,
0.23277997970581055,
0.14283913373947144,
0.001536291092634201,
0.13227619230747223,
0.1604268103837967,
-0.026171106845140457,
-0.03460114449262619,
-0.03334377706050873,
0.39688053727149963,
-0.18866097927093506,
-0.42704981565475464,
0.19122043251991272,
-0.06857961416244507,
0.12801861763000488,
-0.04806004837155342,
-0.16480445861816406,
0.17201544344425201,
0.036352988332509995,
-0.25655505061149597,
-0.12279339134693146,
-0.052002307027578354,
-0.0082860067486763,
0.08329544961452484,
0.06536656618118286,
-0.3811822533607483,
-0.15621024370193481,
0.4057663381099701,
0.08125177025794983,
0.057364415377378464,
0.23635023832321167,
-0.1422969102859497,
0.026815790683031082,
0.029027948155999184,
0.02067168429493904,
0.29808521270751953,
0.014781967736780643,
-0.12345094978809357,
0.13651305437088013,
-0.20209185779094696,
-0.11643166840076447,
0.015199802815914154,
-0.08554254472255707,
0.4504130780696869,
0.033348485827445984,
0.1001567393541336,
-0.11377418786287308,
-0.329723596572876,
-0.0424770712852478,
0.08389519155025482,
0.30980879068374634,
-0.441815048456192,
0.13266466557979584,
-0.3085431158542633,
-0.09448355436325073,
0.010459690354764462,
-0.2719036340713501,
-0.48307734727859497,
-0.16130144894123077,
-0.2372632473707199,
0.37824979424476624,
0.0972575843334198,
-0.19223903119564056,
-0.1738930493593216,
0.04879768192768097,
0.3137938976287842,
-0.35872289538383484,
-0.30323436856269836,
-0.11940914392471313,
-0.17006835341453552,
-0.05608109012246132,
0.1595635712146759,
0.01016106829047203,
0.23461414873600006,
-0.20600800216197968,
0.013959046453237534,
-0.16115844249725342,
-0.3349103331565857,
0.20564968883991241,
-0.2733883261680603,
0.28570452332496643,
0.05354216322302818,
0.0837274119257927,
-0.003323215991258621,
0.14260081946849823,
0.3863354027271271,
0.09697936475276947,
-0.3282031714916229,
0.0905069038271904,
0.17324477434158325,
0.009819522500038147,
-0.16960574686527252,
-0.23986652493476868,
-0.02644469030201435,
-0.24008437991142273,
0.4769490957260132,
0.3019650876522064,
0.13582462072372437,
0.497324138879776,
0.0694158598780632,
-0.03597079589962959,
0.12692159414291382,
0.16806703805923462,
-0.17458873987197876,
-0.6004747152328491,
0.3089297115802765,
-0.09294328093528748,
-0.2149646133184433,
-0.04621724784374237,
0.16602833569049835,
0.1944887638092041,
0.16531243920326233,
-0.43400490283966064,
-0.3727182447910309,
0.10447023063898087,
-0.05415359511971474,
0.017336657270789146,
0.12302404642105103,
-0.17390945553779602,
0.039308100938797,
0.19502145051956177,
-0.23104992508888245,
-0.3942685127258301,
0.2999028265476227,
-0.028609436005353928,
0.23941045999526978,
0.15761294960975647,
0.4990934133529663,
-0.09510928392410278,
-0.021127283573150635,
-0.14857728779315948,
0.067729651927948,
0.3371427655220032,
-0.3403685688972473,
0.2177770435810089,
0.07375741004943848,
-0.10859301686286926,
-0.13873566687107086,
-0.10364672541618347,
0.18897773325443268,
0.08624435216188431,
0.22997021675109863,
0.06636741757392883,
-0.26826417446136475,
0.23336482048034668,
-0.5787144899368286,
-0.09151263535022736,
0.12686865031719208,
0.07575131952762604,
-0.0446353405714035,
-0.0008707139641046524,
0.06450174003839493,
0.060798440128564835,
-0.11959702521562576,
0.00967840664088726,
0.3516186475753784,
0.3312763273715973,
0.010733537375926971,
-0.26103508472442627,
0.0422063022851944,
-0.051854051649570465,
-0.06616002321243286,
-0.08740877360105515,
0.3820061981678009,
0.10177983343601227,
-0.06462104618549347,
0.08639371395111084,
-0.05309370160102844,
0.7723912000656128,
-0.17054373025894165,
0.014611124992370605,
0.03158317878842354,
-0.08383658528327942,
-0.5311965942382812,
0.06650136411190033,
-0.11167480051517487,
-0.002473419066518545,
-0.007472291588783264,
0.7569804787635803,
-0.40204980969429016,
0.05477995425462723,
0.07825379818677902,
0.05721615254878998,
-0.12237779796123505,
-0.3624698519706726,
-0.31563419103622437,
-0.2332204282283783,
-0.24964189529418945,
-0.2841282784938812,
-0.007880857214331627,
0.12916627526283264,
0.06130286306142807,
0.16261160373687744,
0.15710598230361938,
-0.10315030813217163,
0.08389252424240112,
0.13654650747776031,
0.2974682152271271,
-0.19621992111206055,
0.2086496502161026,
0.3426719307899475,
0.19581109285354614,
0.11560030281543732,
0.767695426940918,
0.06110253930091858,
-0.3312598466873169,
0.041293323040008545,
-0.4299408793449402,
0.3656056523323059,
0.03188131004571915,
-0.07132182270288467,
0.005452081561088562,
-0.0797242596745491,
-0.1091604083776474,
-0.5699504613876343,
0.0003782748244702816,
0.3563247323036194,
-0.16949161887168884,
-0.12039247155189514,
-0.5637801885604858,
0.7445870041847229,
0.028134960681200027,
0.11341345310211182,
-0.083880215883255,
0.02661832794547081,
-0.315528005361557,
0.09963589161634445,
-0.03286983072757721,
0.7355166077613831,
-0.0700925886631012,
0.0641389936208725,
0.4047751724720001,
-0.2999046742916107,
0.5062070488929749,
-0.6513234376907349,
0.042079050093889236,
-0.49760717153549194,
0.09909572452306747,
-0.11217928677797318,
0.032403696328401566,
0.18674132227897644,
0.39871954917907715,
0.08786627650260925,
0.08142071962356567,
-0.0980260968208313,
0.1471301019191742,
-0.01856420934200287,
0.11153706908226013,
-0.2473219633102417,
-0.23015733063220978,
-0.41699111461639404,
0.018281061202287674,
-0.15437360107898712,
0.08506510406732559,
0.14495354890823364,
-0.10580845922231674,
-0.36579176783561707,
-0.2574046850204468,
-0.24472828209400177,
0.12763658165931702,
0.12281734496355057,
-0.11627233028411865,
0.36067989468574524,
-0.01671728491783142,
-0.047452814877033234,
-0.021358463913202286,
0.1491912454366684,
0.013970555737614632,
-0.13127917051315308,
0.056231267750263214,
-0.4574577212333679,
0.2908408045768738,
-0.08975081890821457,
0.07049243152141571,
0.2050517499446869,
0.04769127070903778,
0.013779915869235992,
-0.17656701803207397,
-0.17281971871852875,
-0.22632816433906555,
-0.13911844789981842,
-0.06983289122581482,
-0.044477105140686035,
-0.14726673066616058,
-0.03533855825662613,
-0.06051895022392273,
0.17636944353580475,
-0.11751843988895416,
-0.007169121876358986,
0.2571201026439667,
0.07958994805812836,
0.022574476897716522,
-0.009132161736488342,
-0.22723369300365448,
-0.12156058847904205,
0.40875929594039917,
0.047521479427814484,
0.13583271205425262,
0.1616535186767578,
0.4164249300956726,
-0.064507856965065,
-0.03234512358903885,
0.21238842606544495,
0.4344472289085388,
-0.3511124849319458,
0.10988432914018631,
0.10845522582530975,
0.044668689370155334,
-0.07552776485681534,
-0.18162721395492554,
-0.07872836291790009,
-0.2527361512184143,
0.1262325495481491,
-0.6600354313850403,
-0.2026364505290985,
0.3829416036605835,
-0.1542995572090149,
-0.13325825333595276,
-0.020491663366556168,
-0.12444786727428436,
0.006329087540507317,
-0.11365321278572083,
-0.11561452597379684,
-0.02211705595254898,
0.049623891711235046,
0.04280401021242142,
0.6815211772918701,
0.2924899160861969,
0.3567720055580139,
-0.026655811816453934,
0.07308191806077957,
0.20533883571624756,
-0.017493920400738716,
0.029510386288166046,
-0.3739713132381439,
0.17407119274139404,
0.22171291708946228,
0.03831447660923004,
-0.015866421163082123,
-0.15680687129497528,
-0.3652591109275818,
-0.0759490430355072,
0.24635547399520874,
0.04110528528690338,
0.029231801629066467,
0.34345874190330505,
-0.2209119349718094,
0.265067458152771,
0.0350789800286293,
-0.03341088443994522,
-0.22346895933151245,
0.4080730676651001,
0.28248777985572815,
-0.0799160897731781,
-0.06802922487258911,
0.04054644703865051,
-0.34659644961357117,
0.12881505489349365,
-0.2231636792421341,
-0.11950404196977615,
0.5566585659980774,
-0.30629611015319824,
0.4139995276927948,
0.00036121299490332603,
0.4636927843093872,
0.33848729729652405,
-0.15465836226940155,
-0.09510673582553864,
0.19217732548713684,
0.0447210855782032,
-0.12833461165428162,
-0.14913904666900635,
0.0019558630883693695,
-0.07932569831609726,
-0.0368177704513073,
0.3452131748199463,
-0.005960986018180847,
0.3430337905883789,
-0.36856216192245483,
-0.09047886729240417,
0.7333725690841675,
0.037362828850746155,
-0.2995184659957886,
0.2772117555141449,
-0.3688981831073761,
0.27704861760139465,
0.32918116450309753,
0.30304214358329773,
0.06867098063230515,
0.4086703062057495,
0.26571422815322876,
0.10974574089050293,
0.09851135313510895,
0.1230001300573349,
0.0009446591138839722,
-0.4625600278377533,
-0.08114564418792725,
0.4120631217956543,
0.034584030508995056,
0.1717870831489563,
-0.1716802418231964,
0.36887580156326294,
0.0722942128777504,
0.24254226684570312,
-0.043909113854169846,
0.12399539351463318,
-0.03821520507335663,
-0.1262720823287964,
-0.20949527621269226,
-0.43686407804489136,
-0.3373095691204071,
0.13836774230003357,
-0.253179132938385,
-0.35493916273117065,
0.06695722043514252,
0.011227719485759735,
-0.035190731287002563,
-0.7454878091812134,
-0.2700408399105072,
-0.020978953689336777,
-0.044275738298892975,
-0.271781325340271,
0.28294628858566284,
-0.015395522117614746,
-0.03691890835762024,
0.33590176701545715,
0.06529426574707031,
0.28896400332450867,
0.3864787220954895,
0.37912502884864807,
-0.09900632500648499,
-0.3929610848426819,
-0.13546982407569885,
-0.12888064980506897,
0.46930623054504395,
0.24624432623386383,
-0.08212880790233612,
0.13365648686885834,
0.021578142419457436,
-0.006449669599533081,
0.14954179525375366,
0.24037054181098938,
0.137454092502594,
0.022464694455266,
0.1280064880847931,
-0.216063991189003,
-0.038963451981544495,
-0.06932206451892853,
-0.2219828963279724,
-0.28283414244651794,
-0.4085339605808258,
0.31849244236946106,
0.34536856412887573,
0.3148217797279358,
-0.08017944544553757,
-0.016327830031514168,
0.04056305065751076,
0.2793799638748169,
0.45190921425819397,
-0.03736570477485657,
0.048618417233228683,
0.05320814251899719,
-0.5648036003112793,
-0.01166941225528717,
-0.05526941642165184,
-0.40532273054122925,
-0.06443868577480316,
0.0958355963230133,
0.5082620978355408,
0.13668674230575562,
-0.08246280252933502,
0.013958783820271492,
0.12697884440422058,
-0.01909618079662323,
-0.314958393573761,
-0.2879887521266937,
0.1288464367389679,
0.22769582271575928,
-0.286396324634552,
-0.18701282143592834,
0.17441825568675995,
0.058392029255628586,
-0.024996155872941017,
-0.42149925231933594,
0.1690853387117386,
-0.11000610888004303,
0.2058800607919693,
0.2935766279697418,
0.024943260475993156,
0.47042518854141235,
-0.08949363231658936,
-0.23435154557228088,
-0.40244144201278687,
-0.18285024166107178,
-0.19241228699684143,
0.16900895535945892,
0.07523055374622345,
0.6228424310684204,
-0.12949401140213013,
-0.046041395515203476,
-0.36950770020484924,
0.18969713151454926,
-0.27002301812171936,
-0.06571386009454727,
-0.4087114632129669,
0.21349069476127625,
-0.10914988815784454,
-0.060181133449077606,
-0.02477947250008583,
0.10235226154327393,
0.02790708653628826,
0.10548178851604462,
-0.21106794476509094,
-0.24962441623210907,
0.35650187730789185,
-0.2930105924606323,
-0.33876705169677734,
0.2948569357395172,
-0.17634588479995728,
0.0034173578023910522,
0.0691503956913948,
-0.6323832869529724,
0.20114678144454956,
0.3115672171115875,
-0.12821891903877258,
-0.1768593192100525,
0.09413942694664001,
0.21008510887622833,
0.023768913000822067,
-0.07044590264558792,
-0.09024299681186676,
0.031124377623200417,
-0.248905748128891,
0.18587101995944977,
-0.09073756635189056
] |
https://github.com/huggingface/datasets/issues/5276 | Bug in downloading common_voice data and snall chunk of it to one's own hub | Sounds like one of the file is not a valid one, can you make sure you uploaded valid mp3 files ? | ### Describe the bug
I'm trying to load the common voice dataset. Currently there is no implementation to download just par tof the data, and I need just one part of it, without downloading the entire dataset
Help please?
### Steps to reproduce the bug
So here is what I have done:
1. Download common_voice data
2. Trim part of it and publish it to my own repo.
3. Download data from my own repo, but am getting this error.
### Expected behavior
There shouldn't be an error in downloading part of the data and publishing it to one's own repo
### Environment info
common_voice 11 | 21 | Bug in downloading common_voice data and snall chunk of it to one's own hub
### Describe the bug
I'm trying to load the common voice dataset. Currently there is no implementation to download just par tof the data, and I need just one part of it, without downloading the entire dataset
Help please?
### Steps to reproduce the bug
So here is what I have done:
1. Download common_voice data
2. Trim part of it and publish it to my own repo.
3. Download data from my own repo, but am getting this error.
### Expected behavior
There shouldn't be an error in downloading part of the data and publishing it to one's own repo
### Environment info
common_voice 11
Sounds like one of the file is not a valid one, can you make sure you uploaded valid mp3 files ? | [
-0.38217172026634216,
-0.3993585407733917,
0.08247441053390503,
0.36758357286453247,
0.2125951647758484,
0.09103462845087051,
0.0915212631225586,
0.35187700390815735,
-0.08702731132507324,
0.3265089690685272,
-0.37073057889938354,
0.09929084032773972,
0.1315544992685318,
-0.09991680085659027,
-0.07724599540233612,
-0.08827926218509674,
-0.05102493613958359,
0.11351985484361649,
0.45588409900665283,
-0.3251146674156189,
-0.010260798037052155,
0.14093321561813354,
-0.15854841470718384,
0.38915950059890747,
-0.11180876940488815,
0.07209983468055725,
0.05966264009475708,
0.32900044322013855,
-0.27121827006340027,
-0.028063826262950897,
0.2928513288497925,
0.029491040855646133,
0.19487372040748596,
0.45323845744132996,
-0.00011930156324524432,
-0.21958127617835999,
0.3343968987464905,
-0.15956363081932068,
0.04412258043885231,
-0.18271081149578094,
-0.31110379099845886,
0.3617067039012909,
-0.18646416068077087,
-0.03521820530295372,
0.16695502400398254,
0.28464239835739136,
-0.021228233352303505,
-0.000263802707195282,
0.49084508419036865,
0.2857171297073364,
0.14872656762599945,
-0.15202365815639496,
-0.12867283821105957,
-0.23494544625282288,
0.42138710618019104,
0.019174128770828247,
0.10656950622797012,
0.45682114362716675,
0.3294139802455902,
0.21315418183803558,
0.36746153235435486,
-0.03992331027984619,
-0.25044628977775574,
0.057054948061704636,
-0.255997896194458,
0.09450974315404892,
0.03445816412568092,
-0.5372028350830078,
0.23828929662704468,
0.3756939768791199,
0.7367125749588013,
-0.23525464534759521,
-0.10961408913135529,
0.000849500298500061,
0.10133622586727142,
-0.26609912514686584,
0.18202713131904602,
0.4456653296947479,
-0.3178565800189972,
0.3901655972003937,
-0.016629444435238838,
-0.1338159441947937,
-0.09787103533744812,
0.10820671916007996,
-0.03719695657491684,
0.03490306809544563,
-0.04092893749475479,
0.18536683917045593,
-0.0817197859287262,
0.17628978192806244,
0.023223835974931717,
-0.03323758766055107,
-0.09434764087200165,
0.35255131125450134,
-0.1524345427751541,
-0.05258997157216072,
-0.3049604892730713,
-0.3159320056438446,
0.40917742252349854,
0.10743395239114761,
0.2505236864089966,
0.06723377108573914,
-0.33855557441711426,
0.16086530685424805,
0.4158909022808075,
-0.09533323347568512,
0.03589628264307976,
0.26639750599861145,
0.3005920648574829,
0.07177630811929703,
0.2987511456012726,
-0.0998302772641182,
-0.3862527012825012,
0.22234384715557098,
-0.045886050909757614,
-0.004206547513604164,
0.23126162588596344,
-0.596545934677124,
-0.37481868267059326,
0.11747913062572479,
0.11149979382753372,
0.29733145236968994,
-0.026356399059295654,
0.16995877027511597,
0.1397961527109146,
0.12009671330451965,
0.008179306983947754,
0.21842142939567566,
-0.013503660447895527,
-0.16493187844753265,
-0.061324309557676315,
0.028492165729403496,
0.1399383246898651,
-0.05936369299888611,
0.06816649436950684,
-0.2643307149410248,
0.20309984683990479,
0.09380088001489639,
0.35982614755630493,
-0.403791606426239,
-0.3481876254081726,
0.09428156912326813,
-0.4037903845310211,
0.13437508046627045,
0.0638895183801651,
0.40753379464149475,
0.0029433071613311768,
0.034741610288619995,
-0.2928173840045929,
0.31031158566474915,
-0.6005753874778748,
-0.36848005652427673,
-0.22881858050823212,
0.13274693489074707,
-0.28116852045059204,
0.3082438111305237,
-0.22607433795928955,
-0.10272212326526642,
0.2612510025501251,
-0.5319451093673706,
0.13853669166564941,
0.0241263285279274,
-0.2824784219264984,
-0.15497741103172302,
0.1620274782180786,
0.16759304702281952,
-0.05480083078145981,
-0.04671511799097061,
-0.1860673427581787,
-0.17036953568458557,
0.44776275753974915,
0.20866082608699799,
-0.08241161704063416,
-0.05723125487565994,
-0.37982094287872314,
0.6512389183044434,
0.42134496569633484,
-0.48552340269088745,
-0.7452189922332764,
0.3634311556816101,
-0.25936514139175415,
-0.014195377007126808,
-0.07643844932317734,
-0.04526021331548691,
0.21729522943496704,
-0.09303639829158783,
0.31235599517822266,
0.399222731590271,
0.04413934051990509,
-0.03575688600540161,
-0.18895235657691956,
-0.21263904869556427,
-0.21993421018123627,
0.1270396113395691,
-0.027062978595495224,
0.19320181012153625,
0.23556986451148987,
0.3232169449329376,
0.40576377511024475,
0.06402481347322464,
0.3950261175632477,
0.15868473052978516,
0.3229838013648987,
-0.5561606884002686,
0.09601953625679016,
-0.3321416676044464,
-0.1896996796131134,
0.198508620262146,
-0.09920329600572586,
-0.08867505192756653,
0.2289193570613861,
-0.23948368430137634,
-0.5480037331581116,
-0.09921862930059433,
-0.23163525760173798,
0.08590570092201233,
-0.0798826590180397,
-0.1514931321144104,
-0.12377169728279114,
-0.1886509507894516,
-0.14705471694469452,
0.4122191369533539,
0.046388208866119385,
0.05898468568921089,
-0.09607644379138947,
0.3399120569229126,
-0.03982525318861008,
-0.0056509049609303474,
0.3283598721027374,
0.023185905069112778,
0.27192288637161255,
0.08693578094244003,
-0.3244849443435669,
0.45792409777641296,
-0.13335663080215454,
0.6186232566833496,
-0.21427291631698608,
-0.21886323392391205,
0.3082089126110077,
-0.4098399877548218,
0.10133666545152664,
0.18578772246837616,
0.2572285234928131,
-0.15745572745800018,
-0.10629326850175858,
-0.04308651387691498,
-0.11437200009822845,
-0.07309166342020035,
-0.3419533967971802,
0.22239382565021515,
0.1994263231754303,
-0.18636831641197205,
0.09870345890522003,
0.06573869287967682,
0.3397379219532013,
0.13121086359024048,
0.06567731499671936,
-0.11268541216850281,
-0.24618040025234222,
-0.12232192605733871,
0.22881343960762024,
-0.1310575008392334,
0.17010696232318878,
0.32228925824165344,
-0.029483027756214142,
-0.05269726365804672,
0.15128739178180695,
0.05369947478175163,
0.38066887855529785,
-0.07887518405914307,
0.15652057528495789,
0.3132999539375305,
0.2482529580593109,
-0.14626187086105347,
0.0662345290184021,
0.20545731484889984,
-0.0006863653543405235,
0.4323594272136688,
0.06295773386955261,
0.16465641558170319,
-0.22629091143608093,
-0.14197754859924316,
0.10666234791278839,
0.22657786309719086,
-0.2663218677043915,
-0.21828848123550415,
-0.10881839692592621,
0.3143281042575836,
-0.08030744642019272,
-0.10062126070261002,
-0.3745484948158264,
-0.028873130679130554,
0.17924454808235168,
0.14787541329860687,
-0.06629021465778351,
-0.09780647605657578,
-0.021217631176114082,
0.269814670085907,
0.07252993434667587,
-0.023840894922614098,
-0.15581464767456055,
0.14586398005485535,
-0.2131805717945099,
-0.02222312241792679,
0.007501943968236446,
0.3261932134628296,
-0.05546686053276062,
-0.1981104612350464,
0.052900224924087524,
-0.1260288953781128,
0.1109623983502388,
0.2759803533554077,
0.09947938472032547,
0.17209160327911377,
0.062188293784856796,
0.04699994996190071,
-0.006316598504781723,
-0.037128135561943054,
-0.07301374524831772,
-0.14148877561092377,
-0.1800205409526825,
0.22230824828147888,
0.09618920087814331,
0.09740649163722992,
-0.29785752296447754,
-0.1673392951488495,
-0.45397594571113586,
-0.441930890083313,
0.1780129075050354,
-0.09234753251075745,
0.28773233294487,
-0.15534283220767975,
-0.23907844722270966,
-0.19959379732608795,
0.08736207336187363,
0.02366451732814312,
-0.37745201587677,
-0.28590166568756104,
0.24411600828170776,
-0.13920088112354279,
-0.4379566013813019,
-0.0351322703063488,
0.20548224449157715,
0.2602368891239166,
0.09316922724246979,
-0.41639870405197144,
-0.004682058468461037,
0.03556537255644798,
-0.040026966482400894,
-0.13982099294662476,
-0.1012326329946518,
0.2405705749988556,
-0.10807165503501892,
0.08949880301952362,
-0.26651498675346375,
0.14915186166763306,
-0.1411873698234558,
0.5583590865135193,
0.14371421933174133,
0.08458012342453003,
0.14917820692062378,
-0.02297966368496418,
0.5357001423835754,
0.4051162302494049,
0.36610302329063416,
0.3026384115219116,
-0.10829208046197891,
-0.04779140278697014,
0.01185522973537445,
-0.04386015236377716,
0.20948845148086548,
-0.03461645543575287,
-0.2096855193376541,
0.5308148264884949,
0.08539514988660812,
-0.00013648904860019684,
-0.328689306974411,
-0.48343732953071594,
-0.14655384421348572,
-0.23476210236549377,
-0.26795706152915955,
0.10573671758174896,
0.003970474004745483,
0.20920699834823608,
-0.08404505997896194,
0.15283606946468353,
-0.1905916929244995,
0.40962329506874084,
0.12240777909755707,
0.06759016960859299,
0.017186667770147324,
-0.19238708913326263,
-0.17003324627876282,
-0.3235037922859192,
0.19033439457416534,
0.040817853063344955,
0.29718324542045593,
-0.23048081994056702,
0.25544488430023193,
0.019266389310359955,
0.0358116514980793,
0.13585369288921356,
-0.16484034061431885,
0.3229100704193115,
-0.0770723819732666,
0.39213836193084717,
-0.276881605386734,
-0.1806708723306656,
-0.15510983765125275,
0.09974100440740585,
0.002783270552754402,
-0.017652958631515503,
-0.4058476984500885,
0.22643817961215973,
0.10203085094690323,
0.22315816581249237,
-0.08658687770366669,
-0.06085534393787384,
-0.009254485368728638,
-0.3799383342266083,
-0.5261691212654114,
0.09426795691251755,
0.19142982363700867,
0.17791588604450226,
-0.29448458552360535,
0.08504688739776611,
0.49552926421165466,
0.15585854649543762,
0.2547529935836792,
-0.1220613569021225,
0.3032512664794922,
-0.060545168817043304,
0.39161279797554016,
0.1491934061050415,
-0.12324780225753784,
0.03723779320716858,
0.9300726056098938,
0.4513259530067444,
-0.11634756624698639,
0.14165973663330078,
-0.31195569038391113,
0.16730007529258728,
0.37509989738464355,
-0.01561311911791563,
-0.1407255232334137,
-0.03228304162621498,
-0.09242138266563416,
-0.14672431349754333,
0.017040638253092766,
-0.07901687920093536,
-0.14730075001716614,
-0.32227823138237,
0.04958297312259674,
0.5135369300842285,
0.10774582624435425,
-0.25113412737846375,
0.29043158888816833,
-0.06726141273975372,
-0.2215222865343094,
0.17776697874069214,
-0.23761898279190063,
1.2376021146774292,
0.34513384103775024,
0.04526985436677933,
0.06109505891799927,
-0.17476718127727509,
0.014057125896215439,
-0.1870938092470169,
-0.1121719628572464,
-0.13766108453273773,
-0.1186550110578537,
-0.17507418990135193,
-0.11147217452526093,
-0.11561187356710434,
0.1657634824514389,
-0.2566107511520386,
0.17306089401245117,
-0.2062276303768158,
0.1418052315711975,
0.20844991505146027,
0.0508907213807106,
-0.22996452450752258,
-0.20104336738586426,
0.23865146934986115,
0.03015632927417755,
-0.2775416970252991,
0.5247697234153748,
-0.09800433367490768,
-0.14447098970413208,
-0.37485259771347046,
-0.4624900817871094,
-0.42899805307388306,
0.4865734279155731,
0.23216307163238525,
-0.21835246682167053,
-0.08148790895938873,
-0.19327706098556519,
0.35829123854637146,
-0.12668904662132263,
0.1077822670340538,
0.3217061460018158,
-0.4781266450881958,
0.31385374069213867,
0.04360415041446686,
0.047443751245737076,
0.02112913317978382,
0.0594601035118103,
-0.0074851419776678085,
-0.14315828680992126,
-0.21351663768291473,
0.05808313935995102,
-0.11057689785957336,
0.0559316948056221,
-0.13003605604171753,
-0.10643579065799713,
0.42188751697540283,
-0.16253964602947235,
-0.1560358703136444,
0.05326514691114426,
0.07564310729503632,
-0.2578813433647156,
0.05648091062903404,
0.3953990936279297,
-0.4313892424106598,
-0.0001670345664024353,
0.2500312030315399,
-0.18204787373542786,
-0.008693728595972061,
0.4788050949573517,
0.2984546422958374,
-0.5555927753448486,
0.29973483085632324,
-0.09491126239299774,
-0.034478574991226196,
-0.16412211954593658,
-0.029578737914562225,
0.107398122549057,
-0.5917716026306152,
-0.07413013279438019,
-0.5820142030715942,
-0.02963918447494507,
-0.1967424750328064,
0.23223595321178436,
0.2825680077075958,
0.0673045665025711,
0.01844087615609169,
-0.5770236253738403,
-0.12559373676776886,
0.045210231095552444,
-0.09921756386756897,
0.24948854744434357,
-0.2333681583404541,
-0.3426109850406647,
0.038311608135700226,
0.1226588562130928,
-0.19657382369041443,
0.2657302916049957,
-0.2590593695640564,
0.24167604744434357,
0.10777591168880463,
0.10898029059171677,
-0.08678019791841507,
-0.16995617747306824,
0.031179333105683327,
0.4424287676811218,
-0.14252792298793793,
-0.019399087876081467,
-0.2439984381198883,
0.2530979514122009,
0.08482614904642105,
-0.17278309166431427,
0.157089501619339,
0.059612832963466644,
-0.33905941247940063,
0.05956738814711571,
0.12228107452392578,
0.23937025666236877,
0.10070599615573883,
-0.28303858637809753,
0.39923131465911865,
-0.08471842855215073,
-0.36382633447647095,
0.4135895371437073,
-0.08165735006332397,
0.3704027533531189,
-0.2645263075828552,
0.3674648106098175,
-0.19699247181415558,
-0.18233107030391693,
0.02858709916472435,
0.030947912484407425,
0.3825252056121826,
0.00039607658982276917,
0.2941446900367737,
-0.36318373680114746,
0.2958654761314392,
0.25915539264678955,
0.3696872293949127,
0.35149508714675903,
-0.476083904504776,
0.11429132521152496,
0.11799021065235138,
0.1321364939212799,
-0.20033302903175354,
-0.11575369536876678,
0.2883719801902771,
-0.15490920841693878,
-0.2608359158039093,
0.04133202135562897,
0.2783728837966919,
-0.25893720984458923,
-0.12782825529575348,
-0.03060089983046055,
0.6637968420982361,
0.014699299819767475,
-0.02769337221980095,
0.24534089863300323,
-0.18463191390037537,
0.18946337699890137,
-0.05502448230981827,
-0.09775499999523163,
0.19954636693000793,
0.4255319833755493,
-0.43328315019607544,
-0.0330766960978508,
0.5571553111076355,
0.03621864691376686,
0.4213124215602875,
-0.5766136646270752,
-0.16305874288082123,
0.20204368233680725,
-0.030114099383354187,
0.12947097420692444,
0.20735368132591248,
0.0009497404098510742,
-0.20973248779773712,
-0.00040816585533320904,
-0.23385140299797058,
0.12651985883712769,
-0.0365610271692276,
0.09185285866260529,
-0.19401027262210846,
-0.23929566144943237,
-0.34138059616088867,
-0.014428477734327316,
-0.021929603070020676,
-0.06723524630069733,
0.34287577867507935,
0.05937642604112625,
-0.15246281027793884,
-0.030892254784703255,
-0.25646328926086426,
0.214449942111969,
-0.12932875752449036,
-0.571264386177063,
0.2160145789384842,
-0.13544340431690216,
-0.18678554892539978,
0.35365384817123413,
0.2416733354330063,
0.30770304799079895,
0.1657794862985611,
-0.03258960694074631,
0.1512017548084259,
0.2605364918708801,
0.08301746100187302,
0.24326443672180176,
0.2236630618572235,
0.23490485548973083,
0.5100482106208801,
0.31214404106140137,
0.08919036388397217,
-0.039965685456991196,
-0.17138294875621796,
0.15297894179821014,
0.008576024323701859,
-0.376478374004364,
0.23749738931655884,
-0.4420815408229828,
-0.259783536195755,
-0.1877128630876541,
-0.21489191055297852,
-0.11417186260223389,
-0.11474880576133728,
0.3228626549243927,
0.12039478123188019,
0.2717827558517456,
0.002345222979784012,
0.0035533923655748367,
-0.1958400160074234,
0.0709327757358551,
0.40857845544815063,
0.02526651695370674,
-0.10796491801738739,
-0.16483043134212494,
-0.4998164176940918,
0.5748155117034912,
0.050531044602394104,
-0.1416516900062561,
0.2326090931892395,
-0.037879250943660736,
0.028623823076486588,
0.3083556294441223,
0.011610724031925201,
0.10336827486753464,
-0.44585683941841125,
0.1822805255651474,
-0.034247539937496185,
-0.3420787453651428,
0.3193240165710449,
0.15809950232505798,
-0.05263626202940941,
-0.5838963389396667,
0.31699737906455994,
-0.10952261090278625,
-0.0505497083067894,
0.0625358521938324,
-0.25324520468711853,
-0.038373276591300964,
-0.3198933005332947,
0.3629196584224701,
0.10067929327487946,
0.24537627398967743,
-0.10091936588287354,
0.1373412311077118,
-0.19095811247825623,
-0.16149549186229706,
-0.026533402502536774,
-0.005888998508453369,
-0.20040468871593475,
0.2461434006690979,
0.051361002027988434,
0.2575927674770355,
-0.36453866958618164,
-0.3154504597187042,
-0.11811218410730362,
0.10634197294712067,
-0.27464765310287476,
0.01606595329940319,
-0.40005195140838623,
0.1472935527563095,
0.13639935851097107,
-0.17039477825164795,
-0.06601502746343613,
-0.05645356327295303,
-0.2103656381368637,
-0.5669803023338318,
0.6127628087997437,
-0.13884785771369934,
-0.32945868372917175,
-0.21973399817943573,
0.5027111172676086,
0.03282777965068817,
-0.21057036519050598,
-0.2969508171081543,
0.0901264026761055,
0.3729678988456726,
-0.16885188221931458,
-0.29476532340049744,
-0.1907985806465149,
-0.07742913067340851,
-0.30250245332717896,
-0.040922679007053375,
0.4645565152168274,
0.1910151243209839,
-0.43238887190818787,
0.3160887062549591,
-0.42798227071762085
] |
https://github.com/huggingface/datasets/issues/5276 | Bug in downloading common_voice data and snall chunk of it to one's own hub | Well I just sharded the original commonVoice dataset and pushed a small chunk of it in a private rep
What did go wrong?
Holen Sie sich Outlook für iOS<https://aka.ms/o0ukef>
________________________________
Von: Quentin Lhoest ***@***.***>
Gesendet: Tuesday, November 22, 2022 3:03:40 PM
An: huggingface/datasets ***@***.***>
Cc: capsabogdan ***@***.***>; Author ***@***.***>
Betreff: Re: [huggingface/datasets] Bug in downloading common_voice data and snall chunk of it to one's own hub (Issue #5276)
Sounds like one of the file is not a valid one, can you make sure you uploaded valid mp3 files ?
—
Reply to this email directly, view it on GitHub<https://github.com/huggingface/datasets/issues/5276#issuecomment-1323727434>, or unsubscribe<https://github.com/notifications/unsubscribe-auth/ALSIFOAPAL2V4TBJTSPMAULWJTHDZANCNFSM6AAAAAASHQJ63U>.
You are receiving this because you authored the thread.Message ID: ***@***.***>
| ### Describe the bug
I'm trying to load the common voice dataset. Currently there is no implementation to download just par tof the data, and I need just one part of it, without downloading the entire dataset
Help please?
### Steps to reproduce the bug
So here is what I have done:
1. Download common_voice data
2. Trim part of it and publish it to my own repo.
3. Download data from my own repo, but am getting this error.
### Expected behavior
There shouldn't be an error in downloading part of the data and publishing it to one's own repo
### Environment info
common_voice 11 | 112 | Bug in downloading common_voice data and snall chunk of it to one's own hub
### Describe the bug
I'm trying to load the common voice dataset. Currently there is no implementation to download just par tof the data, and I need just one part of it, without downloading the entire dataset
Help please?
### Steps to reproduce the bug
So here is what I have done:
1. Download common_voice data
2. Trim part of it and publish it to my own repo.
3. Download data from my own repo, but am getting this error.
### Expected behavior
There shouldn't be an error in downloading part of the data and publishing it to one's own repo
### Environment info
common_voice 11
Well I just sharded the original commonVoice dataset and pushed a small chunk of it in a private rep
What did go wrong?
Holen Sie sich Outlook für iOS<https://aka.ms/o0ukef>
________________________________
Von: Quentin Lhoest ***@***.***>
Gesendet: Tuesday, November 22, 2022 3:03:40 PM
An: huggingface/datasets ***@***.***>
Cc: capsabogdan ***@***.***>; Author ***@***.***>
Betreff: Re: [huggingface/datasets] Bug in downloading common_voice data and snall chunk of it to one's own hub (Issue #5276)
Sounds like one of the file is not a valid one, can you make sure you uploaded valid mp3 files ?
—
Reply to this email directly, view it on GitHub<https://github.com/huggingface/datasets/issues/5276#issuecomment-1323727434>, or unsubscribe<https://github.com/notifications/unsubscribe-auth/ALSIFOAPAL2V4TBJTSPMAULWJTHDZANCNFSM6AAAAAASHQJ63U>.
You are receiving this because you authored the thread.Message ID: ***@***.***>
| [
-0.22715049982070923,
-0.45298507809638977,
0.11536149680614471,
0.42496007680892944,
0.24793307483196259,
0.1317991316318512,
0.014574166387319565,
0.32452166080474854,
-0.06691441684961319,
0.2987991273403168,
-0.4335602819919586,
0.0481061115860939,
0.10697881877422333,
-0.03223055228590965,
-0.0634944960474968,
-0.06173262745141983,
-0.02550501376390457,
0.07374927401542664,
0.4390415549278259,
-0.2866860032081604,
-0.06232912838459015,
0.2636735439300537,
-0.03956613689661026,
0.28971514105796814,
-0.2524246871471405,
0.09261796623468399,
0.06973183900117874,
0.40662896633148193,
-0.35688576102256775,
0.032735615968704224,
0.2687048614025116,
0.03171446919441223,
0.14337481558322906,
0.432534396648407,
-0.0001209265465149656,
-0.13874925673007965,
0.2902618646621704,
-0.15610407292842865,
-0.033419981598854065,
-0.20012809336185455,
-0.23445433378219604,
0.3102336525917053,
-0.1498974710702896,
0.018937312066555023,
0.14159289002418518,
0.30213090777397156,
-0.11941461265087128,
-0.08614006638526917,
0.6449788808822632,
0.2881716787815094,
0.12733450531959534,
-0.06997695565223694,
-0.004557520151138306,
-0.2778565287590027,
0.3157012462615967,
-0.0913177877664566,
0.10220891982316971,
0.5229433178901672,
0.25562137365341187,
0.2714257538318634,
0.3651500642299652,
0.02620844915509224,
-0.15018044412136078,
-0.048939574509859085,
-0.12142931669950485,
0.12358323484659195,
0.03192288801074028,
-0.4975127875804901,
0.25864115357398987,
0.35356512665748596,
0.410377562046051,
-0.24407389760017395,
-0.28641432523727417,
-0.11053264886140823,
0.08339134603738785,
-0.3356257379055023,
0.2186923325061798,
0.29680335521698,
-0.24226325750350952,
0.39986518025398254,
-0.18651734292507172,
-0.10333595424890518,
-0.01484580710530281,
0.09206093102693558,
-0.026452306658029556,
-0.24282529950141907,
-0.18341997265815735,
0.09033943712711334,
0.055526405572891235,
0.1636228859424591,
-0.17609038949012756,
-0.028574999421834946,
-0.013230688869953156,
0.3835219144821167,
-0.14636264741420746,
0.02653370052576065,
-0.23020848631858826,
-0.1205543503165245,
0.42557886242866516,
0.037563059478998184,
0.1813189685344696,
0.11523017287254333,
-0.41881120204925537,
0.1030924916267395,
0.40577879548072815,
-0.060886938124895096,
0.05566120892763138,
0.14742644131183624,
0.1434520184993744,
0.23031462728977203,
0.31695300340652466,
-0.1612602174282074,
-0.3614903390407562,
0.27045467495918274,
-0.2008601278066635,
-0.0340893492102623,
0.25347596406936646,
-0.6519966125488281,
-0.43431732058525085,
0.1629077047109604,
-0.008082117885351181,
0.2933137118816376,
0.057295069098472595,
0.2307322919368744,
0.1371580809354782,
0.11240419745445251,
-0.04155693203210831,
0.1944333165884018,
-0.013050273060798645,
-0.18290844559669495,
-0.11073997616767883,
0.027942031621932983,
0.06598041951656342,
0.025870032608509064,
0.1175471842288971,
-0.4981570839881897,
0.20005527138710022,
0.08558158576488495,
0.37086987495422363,
-0.44481799006462097,
-0.4427949786186218,
0.08257290720939636,
-0.3888450562953949,
0.08240684866905212,
-0.01754457876086235,
0.4323461949825287,
0.03780972212553024,
0.01721830666065216,
-0.27337169647216797,
0.15489013493061066,
-0.5844587087631226,
-0.35739436745643616,
-0.10502631962299347,
0.09252481162548065,
-0.26613935828208923,
0.27306199073791504,
-0.22719824314117432,
-0.0004172809422016144,
0.19919773936271667,
-0.4749782979488373,
0.06979168951511383,
0.10707763582468033,
-0.30945101380348206,
-0.09576093405485153,
0.3229038417339325,
0.286612331867218,
-0.17944571375846863,
-0.18195194005966187,
-0.2156365066766739,
-0.20943908393383026,
0.3691624402999878,
0.3966995179653168,
-0.1305016428232193,
-0.0813489779829979,
-0.38634321093559265,
0.5931903719902039,
0.18536695837974548,
-0.33923402428627014,
-0.7117857933044434,
0.29529303312301636,
-0.35191774368286133,
0.08642410486936569,
-0.1536739468574524,
-0.03352397307753563,
0.11710256338119507,
-0.1698346585035324,
0.30836835503578186,
0.2456103265285492,
-0.016934281215071678,
-0.04813128709793091,
-0.16134577989578247,
-0.24450218677520752,
-0.28356319665908813,
0.08579820394515991,
-0.1618058979511261,
0.26242750883102417,
0.22052150964736938,
0.28578171133995056,
0.3713942766189575,
0.09969107061624527,
0.34462857246398926,
0.2149796187877655,
0.39521074295043945,
-0.3225765824317932,
-0.020872395485639572,
-0.39345479011535645,
-0.4147375226020813,
0.17508617043495178,
-0.07755418121814728,
-0.09327276051044464,
0.14002521336078644,
-0.27784231305122375,
-0.5682006478309631,
-0.14282754063606262,
-0.1924067586660385,
-0.08351939916610718,
-0.08685866743326187,
-0.15275909006595612,
-0.03095831163227558,
-0.15296156704425812,
-0.18365925550460815,
0.3608470559120178,
-0.020638030022382736,
0.12139108777046204,
-0.21676324307918549,
0.257331907749176,
0.0011860169470310211,
0.006838716100901365,
0.270180881023407,
0.11765731871128082,
0.3027070462703705,
0.03761143609881401,
-0.2510524392127991,
0.48948824405670166,
-0.14014434814453125,
0.5759175419807434,
-0.17460909485816956,
-0.03043675422668457,
0.24423746764659882,
-0.3076041638851166,
0.01575860008597374,
0.08779343962669373,
0.2080206423997879,
-0.1268276572227478,
-0.2420501410961151,
0.09518631547689438,
-0.0662308931350708,
-0.08637871593236923,
-0.2987329959869385,
0.19766917824745178,
0.16207684576511383,
-0.1824711710214615,
0.09124325215816498,
-0.029170304536819458,
0.3437480330467224,
0.09064720571041107,
0.11885249614715576,
-0.06990057975053787,
-0.16872748732566833,
-0.150774747133255,
0.2773595452308655,
-0.09778770804405212,
0.04979226738214493,
0.30033522844314575,
-0.07619007676839828,
-0.04096116125583649,
0.1350100189447403,
0.11276945471763611,
0.34916362166404724,
-0.0765036791563034,
0.11395321786403656,
0.3017171025276184,
0.2671127915382385,
-0.17295129597187042,
0.08055852353572845,
0.18662261962890625,
-0.07926148176193237,
0.3793102502822876,
0.01111215353012085,
0.22237177193164825,
-0.3089297115802765,
-0.10647103190422058,
0.06885010004043579,
0.1916532814502716,
-0.3458338677883148,
-0.18744666874408722,
-0.14933466911315918,
0.21735265851020813,
-0.149690181016922,
-0.06932090222835541,
-0.39009812474250793,
-0.07980052381753922,
0.09219902753829956,
0.16970212757587433,
-0.028564468026161194,
-0.11658575385808945,
-0.12644557654857635,
0.3485209047794342,
-0.013632696121931076,
-0.04211069643497467,
-0.23135313391685486,
0.1297542303800583,
-0.17833992838859558,
-0.011460397392511368,
0.09552005678415298,
0.23174647986888885,
0.013408198952674866,
-0.2660117745399475,
-0.05454322695732117,
-0.14640510082244873,
-0.048958778381347656,
0.29373353719711304,
0.0000015348196029663086,
0.18815603852272034,
0.02464006096124649,
0.04901186749339104,
-0.1198810413479805,
-0.02209903672337532,
0.022208739072084427,
-0.1724659502506256,
-0.29204750061035156,
0.08686637133359909,
0.13442878425121307,
0.17703288793563843,
-0.24763906002044678,
-0.14748752117156982,
-0.33647096157073975,
-0.4184156656265259,
0.4881126880645752,
-0.1744879186153412,
0.13820195198059082,
0.0012949155643582344,
-0.19353239238262177,
-0.060482703149318695,
-0.1779842972755432,
0.09443269670009613,
-0.3908804655075073,
-0.36699047684669495,
0.144507497549057,
-0.11449641734361649,
-0.4566899240016937,
-0.02956385724246502,
0.24885214865207672,
0.1683274358510971,
-0.005600729025900364,
-0.40424811840057373,
-0.1848345845937729,
-0.05745568126440048,
-0.030614886432886124,
-0.049593351781368256,
-0.020909273996949196,
0.23021718859672546,
-0.19407425820827484,
0.09600517898797989,
-0.23194155097007751,
-0.014471764676272869,
-0.15471157431602478,
0.34203317761421204,
0.05141038820147514,
-0.01946454867720604,
0.24672886729240417,
-0.014689506962895393,
0.5172967314720154,
0.5386512279510498,
0.2926003038883209,
0.34979620575904846,
-0.12766452133655548,
0.06838381290435791,
-0.09116115421056747,
-0.15684176981449127,
0.21150675415992737,
-0.09728118777275085,
-0.2263941615819931,
0.5199500918388367,
0.15105700492858887,
0.17253395915031433,
-0.27747631072998047,
-0.3663683235645294,
-0.2697485089302063,
-0.2987937033176422,
-0.25705039501190186,
0.28016799688339233,
0.0011938363313674927,
0.20163671672344208,
-0.09363646060228348,
0.21498779952526093,
-0.17418551445007324,
0.3799446225166321,
0.1779394894838333,
0.07281306385993958,
0.006680906750261784,
-0.17934991419315338,
0.005448836833238602,
-0.3125110864639282,
0.1634754240512848,
0.04234372079372406,
0.2493947148323059,
-0.24842752516269684,
0.2659994959831238,
0.07193643599748611,
0.09850308299064636,
0.2136698067188263,
0.05730833113193512,
0.3126847743988037,
-0.1585736721754074,
0.1705629676580429,
-0.1493406444787979,
-0.04629168286919594,
-0.1968599259853363,
0.15022771060466766,
0.22985878586769104,
0.15461993217468262,
-0.4937936067581177,
0.19890686869621277,
0.15091527998447418,
0.2089061588048935,
-0.010869689285755157,
-0.008060170337557793,
0.07389338314533234,
-0.31833213567733765,
-0.5052586197853088,
0.06670387089252472,
0.21846243739128113,
0.26842451095581055,
-0.20733623206615448,
0.1532197743654251,
0.4645557105541229,
0.08954112231731415,
0.2874729037284851,
-0.08571149408817291,
0.317155659198761,
-0.010511476546525955,
0.4304320812225342,
0.33005034923553467,
-0.05320880562067032,
0.1643047332763672,
1.057323694229126,
0.36406847834587097,
-0.22465208172798157,
0.08557009696960449,
-0.14506429433822632,
0.16368228197097778,
0.48521894216537476,
0.02779105305671692,
-0.16883590817451477,
0.11924919486045837,
-0.005587078630924225,
-0.1398259699344635,
0.09794145822525024,
0.030172977596521378,
-0.05869556963443756,
-0.29228630661964417,
0.0024265702813863754,
0.468143492937088,
0.12782055139541626,
-0.15392838418483734,
0.1447085440158844,
0.18469828367233276,
-0.1942133754491806,
-0.02756616100668907,
-0.23198726773262024,
1.2635239362716675,
0.308178186416626,
0.16436108946800232,
0.06840250641107559,
-0.05850031599402428,
0.20971490442752838,
-0.12134985625743866,
-0.1787705272436142,
-0.1661171317100525,
-0.13419412076473236,
-0.1292242407798767,
-0.03998024761676788,
-0.17894205451011658,
0.12488754093647003,
-0.07175508141517639,
0.17660918831825256,
-0.032010991126298904,
0.14849306643009186,
0.23806019127368927,
0.10706648230552673,
-0.3647651672363281,
-0.22856517136096954,
0.06316137313842773,
0.004542041569948196,
-0.17292970418930054,
0.5432472825050354,
-0.05101737380027771,
-0.15989619493484497,
-0.43314290046691895,
-0.476093590259552,
-0.40595704317092896,
0.43907177448272705,
-0.04539305716753006,
-0.24507172405719757,
0.002304237335920334,
-0.09690191596746445,
0.39165499806404114,
-0.14664408564567566,
0.1551094800233841,
0.20878943800926208,
-0.5572044849395752,
0.2806464433670044,
0.029735811054706573,
-0.002264049369841814,
0.043512120842933655,
0.005130057223141193,
-0.016142381355166435,
-0.06105159968137741,
-0.041797950863838196,
-0.0023608356714248657,
-0.09820089489221573,
0.06698393821716309,
-0.20298875868320465,
-0.05680014193058014,
0.31689924001693726,
-0.23287157714366913,
-0.24318769574165344,
-0.03576493263244629,
0.10228422284126282,
-0.26235494017601013,
0.03533674776554108,
0.39980649948120117,
-0.35188665986061096,
-0.17607054114341736,
0.249289408326149,
-0.1329919546842575,
-0.043452102690935135,
0.5563100576400757,
0.04024558886885643,
-0.7055809497833252,
0.3791268467903137,
-0.022960688918828964,
-0.00029662996530532837,
-0.1410646289587021,
-0.029639385640621185,
0.23582260310649872,
-0.7358384132385254,
-0.028588809072971344,
-0.4142480194568634,
-0.06675849109888077,
-0.24052931368350983,
0.3763512670993805,
0.4223254323005676,
0.04708094149827957,
0.07926227152347565,
-0.5572218298912048,
-0.17725595831871033,
0.1204831451177597,
-0.03581111505627632,
0.27394235134124756,
-0.23853367567062378,
-0.1317591816186905,
0.010614937171339989,
0.13032753765583038,
-0.19567722082138062,
0.3092774450778961,
-0.13244976103305817,
0.13187381625175476,
0.22869516909122467,
0.0751684382557869,
0.21067872643470764,
-0.17209716141223907,
0.02406543307006359,
0.4980769157409668,
-0.127563014626503,
-0.011793522164225578,
-0.27020636200904846,
0.23031611740589142,
0.08770596235990524,
-0.26399537920951843,
0.1867566853761673,
0.17003697156906128,
-0.25726449489593506,
0.002823452465236187,
0.12742078304290771,
0.285136878490448,
0.2199716866016388,
-0.28920769691467285,
0.48545369505882263,
0.011934265494346619,
-0.3699645400047302,
0.3215121626853943,
-0.06179635226726532,
0.33411699533462524,
-0.1856231391429901,
0.28115010261535645,
-0.2867887616157532,
-0.14594031870365143,
0.12969671189785004,
0.06549949944019318,
0.4546942114830017,
0.054762065410614014,
0.2647407650947571,
-0.32423126697540283,
0.2098308801651001,
0.3218028247356415,
0.49964579939842224,
0.4287051260471344,
-0.4185885488986969,
0.1128939539194107,
0.15938800573349,
0.11486721783876419,
-0.09321623295545578,
-0.010974966920912266,
0.40575605630874634,
-0.17518801987171173,
-0.18854975700378418,
0.0629991739988327,
0.09001193940639496,
-0.04340863600373268,
-0.19301064312458038,
-0.10358148068189621,
0.5336362719535828,
0.14289218187332153,
0.02904769964516163,
0.2125282883644104,
-0.16019068658351898,
0.18646864593029022,
-0.010660743340849876,
-0.046832140535116196,
0.21420235931873322,
0.4069617986679077,
-0.5050891041755676,
-0.11633062362670898,
0.15510492026805878,
0.07922522723674774,
0.369285523891449,
-0.6319272518157959,
-0.17531661689281464,
0.23467472195625305,
-0.043334364891052246,
0.18041403591632843,
0.05779131501913071,
0.37870219349861145,
-0.23452527821063995,
-0.007790699135512114,
-0.15359488129615784,
0.2389201521873474,
-0.05693843215703964,
0.0020705759525299072,
-0.1669151484966278,
-0.22058480978012085,
-0.3877960741519928,
0.027174528688192368,
-0.11044211685657501,
-0.13197995722293854,
0.3778931796550751,
0.08847898244857788,
-0.16473369300365448,
-0.1540718823671341,
-0.534486711025238,
0.25303781032562256,
0.04785778000950813,
-0.5005262494087219,
0.3257303833961487,
-0.07093748450279236,
-0.24483421444892883,
0.3722057342529297,
0.2559337019920349,
0.3084947168827057,
0.1114460900425911,
0.23933987319469452,
0.19520992040634155,
0.3091820478439331,
0.10381758213043213,
0.1420464962720871,
0.23342466354370117,
0.24367687106132507,
0.5324785709381104,
0.305103600025177,
0.07319877296686172,
-0.07236110419034958,
-0.17614349722862244,
0.01037834957242012,
0.11220577359199524,
-0.361849844455719,
0.3194211721420288,
-0.5410077571868896,
-0.13645796477794647,
-0.22927838563919067,
-0.17170947790145874,
-0.113451287150383,
-0.12079024314880371,
0.15724334120750427,
0.07970624417066574,
0.2755250632762909,
0.04566849395632744,
0.005781898275017738,
-0.09214751422405243,
-0.00420156866312027,
0.5415809750556946,
0.02843707613646984,
-0.18286821246147156,
-0.15230169892311096,
-0.5895122289657593,
0.5272913575172424,
0.06856860220432281,
-0.08481699228286743,
0.19665630161762238,
-0.040846630930900574,
0.004100710153579712,
0.2876683473587036,
-0.037338703870773315,
0.050094470381736755,
-0.3918623626232147,
0.12668602168560028,
0.06636099517345428,
-0.2516082227230072,
0.24390697479248047,
0.06529494374990463,
0.09845201671123505,
-0.40741345286369324,
0.3095353841781616,
-0.009511676616966724,
-0.1107521578669548,
0.021776525303721428,
-0.10843516886234283,
-0.24689601361751556,
-0.4473770558834076,
0.24643026292324066,
0.14713405072689056,
0.2070195972919464,
-0.188400000333786,
-0.09150364995002747,
-0.2424025535583496,
-0.1445372849702835,
-0.14298351109027863,
0.07524626702070236,
-0.21788522601127625,
0.3928040862083435,
0.04056660830974579,
0.05881486088037491,
-0.39897534251213074,
-0.21510721743106842,
-0.09117376059293747,
-0.030679717659950256,
-0.3232039213180542,
0.11476653069257736,
-0.3714025318622589,
0.10852653533220291,
0.1823759377002716,
0.10250291228294373,
-0.1058100014925003,
0.06539715826511383,
-0.27994227409362793,
-0.5911383032798767,
0.6874264478683472,
-0.30672183632850647,
-0.09593085944652557,
-0.05009003356099129,
0.48212823271751404,
0.17095234990119934,
-0.3712962567806244,
-0.4138314127922058,
0.13217493891716003,
0.3193581700325012,
-0.1377054750919342,
-0.30149954557418823,
-0.16484960913658142,
-0.1394740343093872,
-0.3598296046257019,
-0.06604858487844467,
0.49981510639190674,
0.30575400590896606,
-0.4127207398414612,
0.5457421541213989,
-0.34442776441574097
] |
https://github.com/huggingface/datasets/issues/5276 | Bug in downloading common_voice data and snall chunk of it to one's own hub | It should be all good then !
Could you share a link to your repository for me to investigate what went wrong ? | ### Describe the bug
I'm trying to load the common voice dataset. Currently there is no implementation to download just par tof the data, and I need just one part of it, without downloading the entire dataset
Help please?
### Steps to reproduce the bug
So here is what I have done:
1. Download common_voice data
2. Trim part of it and publish it to my own repo.
3. Download data from my own repo, but am getting this error.
### Expected behavior
There shouldn't be an error in downloading part of the data and publishing it to one's own repo
### Environment info
common_voice 11 | 23 | Bug in downloading common_voice data and snall chunk of it to one's own hub
### Describe the bug
I'm trying to load the common voice dataset. Currently there is no implementation to download just par tof the data, and I need just one part of it, without downloading the entire dataset
Help please?
### Steps to reproduce the bug
So here is what I have done:
1. Download common_voice data
2. Trim part of it and publish it to my own repo.
3. Download data from my own repo, but am getting this error.
### Expected behavior
There shouldn't be an error in downloading part of the data and publishing it to one's own repo
### Environment info
common_voice 11
It should be all good then !
Could you share a link to your repository for me to investigate what went wrong ? | [
-0.4275529682636261,
-0.49029359221458435,
0.08560661971569061,
0.2971915006637573,
0.2221473604440689,
0.07871269434690475,
0.0977022796869278,
0.34751442074775696,
-0.03139162063598633,
0.3296036124229431,
-0.3537706136703491,
0.14559049904346466,
0.1489885151386261,
-0.044423431158065796,
-0.12885554134845734,
-0.13234089314937592,
-0.051181189715862274,
0.151802659034729,
0.4473356604576111,
-0.2969285845756531,
-0.026711480692029,
0.15325163304805756,
-0.17693471908569336,
0.39960187673568726,
-0.09926414489746094,
0.06337733566761017,
0.0722348615527153,
0.29837149381637573,
-0.21597662568092346,
-0.03246362507343292,
0.33125290274620056,
-0.0014092624187469482,
0.20532964169979095,
0.4499393701553345,
-0.00011839470971608534,
-0.15584009885787964,
0.34376364946365356,
-0.15116570889949799,
0.061279963701963425,
-0.16587980091571808,
-0.2739225924015045,
0.3610805869102478,
-0.09168863296508789,
-0.07615620642900467,
0.1294822096824646,
0.3617081344127655,
-0.011012064293026924,
0.004306316375732422,
0.44086772203445435,
0.2541281282901764,
0.16978581249713898,
-0.09913264960050583,
-0.10905012488365173,
-0.2939210534095764,
0.3910076916217804,
-0.0060539767146110535,
0.04241658002138138,
0.43891051411628723,
0.33294129371643066,
0.23013682663440704,
0.3201943039894104,
-0.0023943257983773947,
-0.25451821088790894,
0.03542039170861244,
-0.2826448082923889,
0.10979554802179337,
0.00744069367647171,
-0.5574946403503418,
0.22979405522346497,
0.29922518134117126,
0.6327999234199524,
-0.25250351428985596,
-0.04700383543968201,
-0.010655194520950317,
0.06867446005344391,
-0.24294616281986237,
0.1458733230829239,
0.42860424518585205,
-0.28345492482185364,
0.36395108699798584,
-0.0739523246884346,
-0.1669813096523285,
-0.10396058857440948,
0.0960126668214798,
-0.03725563362240791,
0.07877571880817413,
-0.06998651474714279,
0.22925367951393127,
-0.10751833021640778,
0.1766284704208374,
0.036861177533864975,
-0.04793141037225723,
-0.11359407007694244,
0.3139544427394867,
-0.17403410375118256,
-0.05005646497011185,
-0.3027249276638031,
-0.31260210275650024,
0.36977648735046387,
0.09891261905431747,
0.19328197836875916,
0.08651715517044067,
-0.3011053204536438,
0.17147818207740784,
0.4271359443664551,
-0.026676218956708908,
0.04754657298326492,
0.3388969600200653,
0.27228671312332153,
0.1186639815568924,
0.290242463350296,
-0.09016255289316177,
-0.359196275472641,
0.2626819312572479,
-0.04423879086971283,
-0.03921632841229439,
0.2788483500480652,
-0.5183956623077393,
-0.31886687874794006,
0.10244928300380707,
0.1346149742603302,
0.34285756945610046,
-0.050630588084459305,
0.1947099268436432,
0.15358416736125946,
0.1697346270084381,
-0.001326635479927063,
0.18736785650253296,
-0.048186544328927994,
-0.19273556768894196,
-0.09193490445613861,
0.05109577998518944,
0.11826752126216888,
-0.12268898636102676,
0.03197180852293968,
-0.27176231145858765,
0.2012399286031723,
0.08102373033761978,
0.3563539385795593,
-0.3701675534248352,
-0.3416995406150818,
0.0912904292345047,
-0.4086167514324188,
0.18082357943058014,
0.09561343491077423,
0.43049055337905884,
0.07817947864532471,
0.049682214856147766,
-0.2825208306312561,
0.318555623292923,
-0.5948781371116638,
-0.43970075249671936,
-0.23072881996631622,
0.1358897089958191,
-0.26425132155418396,
0.27568143606185913,
-0.27294403314590454,
-0.08042237162590027,
0.29714903235435486,
-0.41704729199409485,
0.2061913162469864,
0.0072670187801122665,
-0.3017232120037079,
-0.18343572318553925,
0.18006744980812073,
0.14057379961013794,
-0.05882680043578148,
-0.07756863534450531,
-0.2670525014400482,
-0.24120691418647766,
0.47246918082237244,
0.22012324631214142,
-0.08724386990070343,
-0.08966294676065445,
-0.34174904227256775,
0.6921607255935669,
0.38281041383743286,
-0.5379331111907959,
-0.7272289395332336,
0.39777183532714844,
-0.2828167676925659,
-0.01938648894429207,
-0.12549671530723572,
-0.05563050135970116,
0.2610362470149994,
-0.051239434629678726,
0.3355976343154907,
0.3650481104850769,
-0.010925279930233955,
-0.031366996467113495,
-0.21835295855998993,
-0.21706998348236084,
-0.2418399304151535,
0.18722844123840332,
0.0351509191095829,
0.1976451575756073,
0.22893831133842468,
0.3050065040588379,
0.335917204618454,
0.04878273606300354,
0.3973843455314636,
0.14729809761047363,
0.33310747146606445,
-0.5079807043075562,
0.11500424891710281,
-0.30343666672706604,
-0.2232469618320465,
0.2394881248474121,
-0.10376117378473282,
-0.07577420771121979,
0.22136321663856506,
-0.16443343460559845,
-0.5440471768379211,
-0.026947487145662308,
-0.1922413557767868,
0.07504162192344666,
-0.07011854648590088,
-0.1833190619945526,
-0.13633733987808228,
-0.1485356092453003,
-0.130081906914711,
0.4190453290939331,
0.00336657278239727,
0.08030534535646439,
-0.048182372003793716,
0.32484230399131775,
-0.06548614799976349,
-0.03301499783992767,
0.2416081726551056,
0.021721795201301575,
0.24136841297149658,
0.07251409441232681,
-0.319919228553772,
0.4701111316680908,
-0.15766821801662445,
0.5692693591117859,
-0.18117967247962952,
-0.290782630443573,
0.24450072646141052,
-0.45072025060653687,
0.12099175155162811,
0.16681386530399323,
0.2299824357032776,
-0.15552788972854614,
-0.028174959123134613,
-0.052342489361763,
-0.09705957770347595,
-0.03684530407190323,
-0.39102113246917725,
0.2673490047454834,
0.17089076340198517,
-0.2580556273460388,
0.13560603559017181,
0.018231607973575592,
0.3402310311794281,
0.07116393744945526,
0.0581931509077549,
-0.14461633563041687,
-0.3138521909713745,
-0.12628301978111267,
0.19491149485111237,
-0.10332874953746796,
0.1899815946817398,
0.3626457452774048,
-0.056603409349918365,
-0.030639057978987694,
0.15939848124980927,
0.046008769422769547,
0.34056490659713745,
-0.09072452783584595,
0.08516204357147217,
0.3723200559616089,
0.32110685110092163,
-0.1387728750705719,
0.1295202523469925,
0.26729655265808105,
0.02037796750664711,
0.380038857460022,
0.08020171523094177,
0.18245761096477509,
-0.1673257052898407,
-0.15457554161548615,
0.0795937329530716,
0.2073814570903778,
-0.25545361638069153,
-0.20204247534275055,
-0.03571661561727524,
0.35433727502822876,
-0.0035182302817702293,
-0.09596795588731766,
-0.2782447934150696,
-0.06250149756669998,
0.16726896166801453,
0.12290708720684052,
-0.08756547421216965,
-0.09469402581453323,
-0.05710148811340332,
0.24618910253047943,
0.1147838830947876,
-0.03643035888671875,
-0.1429167091846466,
0.0792747363448143,
-0.2146148383617401,
-0.016710659489035606,
-0.07215925306081772,
0.2539653778076172,
-0.06403578817844391,
-0.13660070300102234,
0.05422302335500717,
-0.09165497869253159,
0.03949858248233795,
0.2621118426322937,
-0.0024991631507873535,
0.14074066281318665,
0.07415015995502472,
0.023531757295131683,
-0.0031809620559215546,
-0.025544028729200363,
-0.03356499224901199,
-0.12952493131160736,
-0.18948303163051605,
0.2589404881000519,
0.04981818422675133,
0.046638887375593185,
-0.3200056552886963,
-0.14813876152038574,
-0.45912522077560425,
-0.48266515135765076,
0.2101074755191803,
-0.08038367331027985,
0.23948420584201813,
-0.176085963845253,
-0.21690449118614197,
-0.22853036224842072,
0.08507736027240753,
-0.017556848004460335,
-0.3652787506580353,
-0.28539273142814636,
0.26617366075515747,
-0.14370492100715637,
-0.38303208351135254,
0.017257321625947952,
0.18494032323360443,
0.2582264542579651,
0.04447832703590393,
-0.5011470913887024,
0.046828966587781906,
-0.03255569189786911,
-0.008314449340105057,
-0.1106954962015152,
-0.11498638987541199,
0.2662140727043152,
-0.1102067306637764,
0.06258642673492432,
-0.28157415986061096,
0.12819117307662964,
-0.12077244371175766,
0.5183829665184021,
0.07788357138633728,
0.06854826211929321,
0.1767163872718811,
-0.020277373492717743,
0.5807462334632874,
0.38380295038223267,
0.3782460391521454,
0.3080955147743225,
-0.05346982181072235,
-0.061363887041807175,
-0.0429617241024971,
-0.07210467010736465,
0.19522371888160706,
-0.032136768102645874,
-0.17264065146446228,
0.5335325002670288,
0.03678644075989723,
-0.056686438620090485,
-0.3365307152271271,
-0.5949159264564514,
-0.09793683886528015,
-0.24363958835601807,
-0.2567286193370819,
0.06890275329351425,
0.006367571651935577,
0.1909850686788559,
-0.10265049338340759,
0.11438344419002533,
-0.18085557222366333,
0.3782569169998169,
0.043253444135189056,
0.0016165748238563538,
0.005417770706117153,
-0.25987133383750916,
-0.19473767280578613,
-0.3498709499835968,
0.19991463422775269,
0.01647689752280712,
0.30625030398368835,
-0.17580489814281464,
0.23447582125663757,
0.05676930025219917,
0.01633639819920063,
0.10974891483783722,
-0.17727622389793396,
0.27015310525894165,
-0.05454853177070618,
0.25600552558898926,
-0.3499634563922882,
-0.2114247828722,
-0.16204607486724854,
0.17560432851314545,
0.015649009495973587,
-0.021481186151504517,
-0.4325273334980011,
0.2071944773197174,
0.1500043123960495,
0.10639823973178864,
-0.11157426238059998,
-0.0653582513332367,
0.0019509196281433105,
-0.3336075246334076,
-0.5378103256225586,
0.1032254695892334,
0.19052523374557495,
0.2018274962902069,
-0.2748834490776062,
0.1186382919549942,
0.5100943446159363,
0.1449362337589264,
0.17889612913131714,
-0.14056868851184845,
0.24412307143211365,
-0.07625191658735275,
0.4282676577568054,
0.1457597315311432,
-0.10608083009719849,
-0.008952759206295013,
0.9146577715873718,
0.47357267141342163,
-0.16345062851905823,
0.1482160985469818,
-0.2385249137878418,
0.17321476340293884,
0.32581672072410583,
-0.026127580553293228,
-0.11262964457273483,
-0.019805699586868286,
0.015082046389579773,
-0.1273987740278244,
0.011453155428171158,
-0.12017031013965607,
-0.16281118988990784,
-0.33256709575653076,
0.11966460943222046,
0.4937897026538849,
0.05868135765194893,
-0.22397829592227936,
0.2912466526031494,
-0.011801473796367645,
-0.23396100103855133,
0.21851316094398499,
-0.18286359310150146,
1.1942076683044434,
0.3614389896392822,
0.03731466829776764,
0.08289860188961029,
-0.18535152077674866,
0.027203310281038284,
-0.21070078015327454,
-0.10401173681020737,
-0.162764772772789,
-0.09665581583976746,
-0.1367446482181549,
-0.11958786845207214,
-0.17747607827186584,
0.08053574711084366,
-0.31096598505973816,
0.13756610453128815,
-0.2968917489051819,
0.17737267911434174,
0.22120097279548645,
-0.011248338967561722,
-0.20750413835048676,
-0.2102469801902771,
0.2867429852485657,
0.04836324602365494,
-0.2616000175476074,
0.498859703540802,
-0.09378065168857574,
-0.13228723406791687,
-0.404207706451416,
-0.4470972418785095,
-0.437305212020874,
0.5131378769874573,
0.2467692643404007,
-0.18967866897583008,
0.0145204346626997,
-0.15265613794326782,
0.4373607039451599,
-0.12461626529693604,
0.1951548457145691,
0.32367226481437683,
-0.518405556678772,
0.33129891753196716,
0.05525185912847519,
-0.026857055723667145,
0.07156652212142944,
0.1036064550280571,
-0.033581845462322235,
-0.14941635727882385,
-0.21830639243125916,
0.06120540574193001,
-0.13713371753692627,
0.0374925434589386,
-0.17264439165592194,
-0.07677227258682251,
0.433178186416626,
-0.25093334913253784,
-0.1850147694349289,
0.04281378164887428,
0.11903707683086395,
-0.2490633726119995,
0.062262192368507385,
0.374630331993103,
-0.4108201861381531,
0.039990849792957306,
0.23539535701274872,
-0.2128242403268814,
0.003107599914073944,
0.442981094121933,
0.33862027525901794,
-0.5185199975967407,
0.34336423873901367,
-0.0531165637075901,
-0.07082338631153107,
-0.14766407012939453,
-0.10400046408176422,
0.15169565379619598,
-0.6225746273994446,
-0.03660554066300392,
-0.6102681159973145,
-0.04592983424663544,
-0.14297345280647278,
0.3069978952407837,
0.24602225422859192,
0.061891909688711166,
0.030294883996248245,
-0.5432798266410828,
-0.14397276937961578,
0.04165976122021675,
-0.2013784646987915,
0.26753711700439453,
-0.20748287439346313,
-0.2749035954475403,
0.03188706189393997,
0.1512301117181778,
-0.21220597624778748,
0.2512543201446533,
-0.34308597445487976,
0.2695664167404175,
0.17481938004493713,
0.0768001601099968,
-0.03916771337389946,
-0.1172233372926712,
0.05095859616994858,
0.45460665225982666,
-0.1453694999217987,
-0.04744139313697815,
-0.26321324706077576,
0.22322455048561096,
0.09779155999422073,
-0.18754185736179352,
0.15988892316818237,
0.08879052847623825,
-0.3877871334552765,
0.09407544881105423,
0.12905003130435944,
0.24338805675506592,
0.07391431927680969,
-0.24489352107048035,
0.41181355714797974,
-0.07990366965532303,
-0.36980563402175903,
0.4497232437133789,
-0.043261751532554626,
0.4439775347709656,
-0.29227831959724426,
0.35470178723335266,
-0.21369026601314545,
-0.18153125047683716,
0.026153365150094032,
0.0193994902074337,
0.4390239119529724,
0.05223206803202629,
0.29248863458633423,
-0.3917478322982788,
0.29354602098464966,
0.20866183936595917,
0.3671949505805969,
0.27866023778915405,
-0.4847663640975952,
0.07200367748737335,
0.1074594184756279,
0.13921312987804413,
-0.2022072970867157,
-0.11757894605398178,
0.3321520686149597,
-0.12100311368703842,
-0.24789974093437195,
0.04238148778676987,
0.2807287573814392,
-0.239592507481575,
-0.06380130350589752,
0.015839897096157074,
0.6822575926780701,
0.05870283767580986,
-0.034668780863285065,
0.22777147591114044,
-0.22091637551784515,
0.18255497515201569,
-0.026748577132821083,
-0.07864756882190704,
0.2277737855911255,
0.49117332696914673,
-0.3924402892589569,
-0.02585613541305065,
0.5642483234405518,
0.07081322371959686,
0.436810702085495,
-0.5771116018295288,
-0.16203975677490234,
0.13802941143512726,
-0.05450238287448883,
0.07682155072689056,
0.13448750972747803,
0.009364984929561615,
-0.11963742226362228,
0.04593558982014656,
-0.20799726247787476,
0.20981284976005554,
-0.0563141331076622,
0.08746863901615143,
-0.19299936294555664,
-0.18481719493865967,
-0.31848230957984924,
-0.014854194596409798,
0.022376488894224167,
-0.06353440880775452,
0.4277659058570862,
0.08652560412883759,
-0.19707231223583221,
-0.04796324670314789,
-0.22415778040885925,
0.21676382422447205,
-0.14602234959602356,
-0.5845108032226562,
0.22320246696472168,
-0.13474753499031067,
-0.17950794100761414,
0.2984088957309723,
0.2476676106452942,
0.32740461826324463,
0.1667298823595047,
-0.08667141199111938,
0.1528603881597519,
0.326412171125412,
0.07201249152421951,
0.2538556158542633,
0.18287616968154907,
0.2882276177406311,
0.5442361235618591,
0.3257382810115814,
0.09423556923866272,
-0.050909724086523056,
-0.18037742376327515,
0.1869858354330063,
0.0330253466963768,
-0.334714412689209,
0.23180481791496277,
-0.38405439257621765,
-0.27299267053604126,
-0.22364145517349243,
-0.18560358881950378,
-0.10408689081668854,
-0.06093154102563858,
0.31791627407073975,
0.1181771382689476,
0.2417602241039276,
-0.039133068174123764,
0.01621459424495697,
-0.19333010911941528,
0.10766573250293732,
0.37142905592918396,
0.051351841539144516,
-0.13462010025978088,
-0.20690184831619263,
-0.3582211136817932,
0.6056973338127136,
0.029306547716259956,
-0.13520516455173492,
0.25538891553878784,
0.020861035212874413,
-0.0228201225399971,
0.2865949273109436,
0.020153798162937164,
0.10577432811260223,
-0.4868375062942505,
0.20988500118255615,
0.0040320828557014465,
-0.338675320148468,
0.2914496064186096,
0.08876017481088638,
0.015082783997058868,
-0.5309149622917175,
0.3383010923862457,
-0.13115039467811584,
-0.04112908989191055,
0.012194167822599411,
-0.24887143075466156,
0.022105973213911057,
-0.34881827235221863,
0.4002627730369568,
0.08404459804296494,
0.2093924582004547,
-0.028737960383296013,
0.17954768240451813,
-0.18831536173820496,
-0.2468622475862503,
-0.06578970700502396,
-0.05327287316322327,
-0.14405342936515808,
0.22885751724243164,
-0.005315827205777168,
0.2251010537147522,
-0.3456345200538635,
-0.3272668123245239,
-0.10663913190364838,
0.11919321864843369,
-0.1961773931980133,
0.03507843613624573,
-0.3907458782196045,
0.18997253477573395,
0.13087230920791626,
-0.15068143606185913,
-0.06460174173116684,
-0.050150707364082336,
-0.25865665078163147,
-0.6324993371963501,
0.6162928342819214,
-0.14444243907928467,
-0.4112551510334015,
-0.2268448770046234,
0.42904818058013916,
0.01439552754163742,
-0.30667662620544434,
-0.2671327590942383,
0.0463143065571785,
0.36371299624443054,
-0.1793304681777954,
-0.30019068717956543,
-0.16613809764385223,
-0.00007427949458360672,
-0.2702692151069641,
-0.037576086819171906,
0.45353758335113525,
0.1973530352115631,
-0.3580959439277649,
0.2828441858291626,
-0.41320276260375977
] |
https://github.com/huggingface/datasets/issues/5276 | Bug in downloading common_voice data and snall chunk of it to one's own hub | https://huggingface.co/datasets/DTU54DL/common-voice-test16k
Am Di., 22. Nov. 2022 um 16:43 Uhr schrieb Quentin Lhoest <
***@***.***>:
> It should be all good then !
> Could you share a link to your repository for me to investigate what went
> wrong ?
>
> —
> Reply to this email directly, view it on GitHub
> <https://github.com/huggingface/datasets/issues/5276#issuecomment-1323876682>,
> or unsubscribe
> <https://github.com/notifications/unsubscribe-auth/ALSIFOEUJRZWXAM7DYA5VJDWJTS3NANCNFSM6AAAAAASHQJ63U>
> .
> You are receiving this because you authored the thread.Message ID:
> ***@***.***>
>
| ### Describe the bug
I'm trying to load the common voice dataset. Currently there is no implementation to download just par tof the data, and I need just one part of it, without downloading the entire dataset
Help please?
### Steps to reproduce the bug
So here is what I have done:
1. Download common_voice data
2. Trim part of it and publish it to my own repo.
3. Download data from my own repo, but am getting this error.
### Expected behavior
There shouldn't be an error in downloading part of the data and publishing it to one's own repo
### Environment info
common_voice 11 | 76 | Bug in downloading common_voice data and snall chunk of it to one's own hub
### Describe the bug
I'm trying to load the common voice dataset. Currently there is no implementation to download just par tof the data, and I need just one part of it, without downloading the entire dataset
Help please?
### Steps to reproduce the bug
So here is what I have done:
1. Download common_voice data
2. Trim part of it and publish it to my own repo.
3. Download data from my own repo, but am getting this error.
### Expected behavior
There shouldn't be an error in downloading part of the data and publishing it to one's own repo
### Environment info
common_voice 11
https://huggingface.co/datasets/DTU54DL/common-voice-test16k
Am Di., 22. Nov. 2022 um 16:43 Uhr schrieb Quentin Lhoest <
***@***.***>:
> It should be all good then !
> Could you share a link to your repository for me to investigate what went
> wrong ?
>
> —
> Reply to this email directly, view it on GitHub
> <https://github.com/huggingface/datasets/issues/5276#issuecomment-1323876682>,
> or unsubscribe
> <https://github.com/notifications/unsubscribe-auth/ALSIFOEUJRZWXAM7DYA5VJDWJTS3NANCNFSM6AAAAAASHQJ63U>
> .
> You are receiving this because you authored the thread.Message ID:
> ***@***.***>
>
| [
-0.3344991207122803,
-0.5901589393615723,
0.12007343769073486,
0.37665921449661255,
0.20383624732494354,
0.16863691806793213,
0.11040391027927399,
0.25589755177497864,
-0.009511837735772133,
0.3411007821559906,
-0.42786478996276855,
0.11275247484445572,
0.08699114620685577,
0.00938682071864605,
-0.04512738436460495,
-0.06858725845813751,
-0.10726679116487503,
0.09856352210044861,
0.3608022928237915,
-0.2589232623577118,
-0.04196421429514885,
0.2229929119348526,
-0.08113060146570206,
0.39870816469192505,
-0.1789349913597107,
-0.019108319655060768,
0.06482961773872375,
0.4170275330543518,
-0.20851512253284454,
0.005945009179413319,
0.3577004373073578,
0.08333821594715118,
0.09481304883956909,
0.416947603225708,
-0.00011689570237649605,
-0.10189197957515717,
0.30557769536972046,
-0.1296173632144928,
0.017284346744418144,
-0.2140464335680008,
-0.1361314058303833,
0.3847889304161072,
-0.05511970818042755,
-0.06286196410655975,
0.06696116179227829,
0.3826606273651123,
-0.017116451635956764,
0.023966938257217407,
0.52025306224823,
0.2470109760761261,
0.16107435524463654,
0.03793468326330185,
0.010962974280118942,
-0.28517258167266846,
0.2518150806427002,
-0.02509600669145584,
0.0008119735866785049,
0.616198718547821,
0.2848830819129944,
0.2634556293487549,
0.2610688805580139,
0.06612209975719452,
-0.2419346123933792,
0.02848849445581436,
-0.1657973825931549,
0.08953817933797836,
-0.055552832782268524,
-0.5474269390106201,
0.264697790145874,
0.33865100145339966,
0.5284478068351746,
-0.2955361306667328,
-0.11091309040784836,
-0.1506132185459137,
0.10909163951873779,
-0.22910943627357483,
0.19506298005580902,
0.36932292580604553,
-0.2919127643108368,
0.4012725353240967,
-0.15927094221115112,
-0.1373138576745987,
-0.08664602041244507,
0.01863095536828041,
0.0837433785200119,
-0.1495819240808487,
-0.16330166161060333,
0.1920815408229828,
0.02379445545375347,
0.18437032401561737,
-0.09213618189096451,
-0.012300260365009308,
-0.11621437966823578,
0.29927971959114075,
-0.175406351685524,
-0.009298082441091537,
-0.17467904090881348,
-0.20178553462028503,
0.4332645833492279,
0.04154901206493378,
0.14905987679958344,
0.08633778989315033,
-0.3835287392139435,
0.10409948974847794,
0.38508036732673645,
-0.09694008529186249,
0.024702101945877075,
0.19255034625530243,
0.17652912437915802,
0.19639697670936584,
0.3266696035861969,
-0.18994009494781494,
-0.3019196689128876,
0.27731043100357056,
-0.08863373100757599,
-0.05801164358854294,
0.26491087675094604,
-0.5159913301467896,
-0.3158619999885559,
0.0689903199672699,
0.0525972843170166,
0.3734966516494751,
-0.06356168538331985,
0.28268519043922424,
0.08410254865884781,
0.08609984815120697,
0.06498578935861588,
0.22861778736114502,
-0.09157219529151917,
-0.11809436976909637,
-0.13638602197170258,
0.019664550200104713,
0.1733330488204956,
-0.01789694093167782,
0.02135540172457695,
-0.4298895597457886,
0.20950081944465637,
0.06327565014362335,
0.411578893661499,
-0.44222766160964966,
-0.4124569892883301,
0.13372699916362762,
-0.4299681484699249,
0.14826196432113647,
0.07883681356906891,
0.4579209089279175,
0.06699459254741669,
0.039290644228458405,
-0.2732918858528137,
0.24339482188224792,
-0.5206020474433899,
-0.48787906765937805,
-0.14678004384040833,
0.12069427222013474,
-0.17303156852722168,
0.2227945625782013,
-0.29383137822151184,
0.013138597831130028,
0.22555455565452576,
-0.2820710241794586,
0.15479755401611328,
0.09646725654602051,
-0.31529390811920166,
-0.1257842630147934,
0.18948371708393097,
0.2623690366744995,
-0.022761330008506775,
-0.22195187211036682,
-0.13901375234127045,
-0.3087930381298065,
0.37082040309906006,
0.31660741567611694,
-0.12376931309700012,
-0.03640884906053543,
-0.3325720727443695,
0.6490037441253662,
0.22314965724945068,
-0.48824331164360046,
-0.6487107276916504,
0.3129337430000305,
-0.39713889360427856,
0.08321262896060944,
-0.09946651011705399,
-0.07761779427528381,
0.2539674639701843,
-0.043319545686244965,
0.39288046956062317,
0.21338017284870148,
0.024550747126340866,
-0.004504971206188202,
-0.2065466344356537,
-0.2958880066871643,
-0.33539247512817383,
0.14195150136947632,
-0.07483924925327301,
0.2632443308830261,
0.1993078887462616,
0.25560200214385986,
0.3887511193752289,
-0.05681834742426872,
0.35827985405921936,
0.22768256068229675,
0.3316870629787445,
-0.3722192049026489,
0.025658059865236282,
-0.29983100295066833,
-0.41155529022216797,
0.20450055599212646,
0.055210135877132416,
0.03180457651615143,
0.19683435559272766,
-0.22054189443588257,
-0.5446633696556091,
-0.042857397347688675,
-0.18981899321079254,
-0.040894199162721634,
-0.10059190541505814,
-0.19741219282150269,
-0.03487631678581238,
-0.0767153799533844,
-0.17247837781906128,
0.5069504380226135,
-0.1338537633419037,
0.14419908821582794,
-0.2222008854150772,
0.23880092799663544,
-0.06743718683719635,
-0.08203773200511932,
0.32066404819488525,
0.12553177773952484,
0.20205476880073547,
0.0810856744647026,
-0.23403987288475037,
0.4076114892959595,
-0.26285117864608765,
0.6578567028045654,
-0.19853925704956055,
-0.17789562046527863,
0.26328060030937195,
-0.45051896572113037,
0.053530022501945496,
0.081894651055336,
0.23534438014030457,
-0.14747488498687744,
-0.057084351778030396,
0.05629190802574158,
-0.11197133362293243,
-0.10026698559522629,
-0.3772963285446167,
0.18846413493156433,
0.15007776021957397,
-0.2673798203468323,
0.0997094064950943,
0.04749179631471634,
0.4148634970188141,
0.019137021154165268,
0.09024351835250854,
-0.16048239171504974,
-0.4202221930027008,
-0.15721866488456726,
0.21638979017734528,
-0.08850552886724472,
0.10397619009017944,
0.36499395966529846,
-0.16491326689720154,
0.030763261020183563,
0.11372046172618866,
-0.015125341713428497,
0.29713666439056396,
-0.07564999908208847,
0.12421974539756775,
0.42483851313591003,
0.32154878973960876,
-0.18478193879127502,
0.14827385544776917,
0.20368751883506775,
0.009376898407936096,
0.3718356192111969,
0.05444646254181862,
0.17990539968013763,
-0.3153347074985504,
-0.022940894588828087,
0.015629081055521965,
0.17414440214633942,
-0.3640540838241577,
-0.1849192976951599,
0.004417696967720985,
0.281929612159729,
-0.10453278571367264,
-0.07530993968248367,
-0.4349195063114166,
-0.05822059512138367,
0.13756507635116577,
0.24216295778751373,
-0.05797366797924042,
-0.12279569357633591,
0.0069940052926540375,
0.2497612088918686,
0.05856980383396149,
0.051624611020088196,
-0.21731042861938477,
0.061471015214920044,
-0.19724661111831665,
0.00008075311779975891,
-0.10232260823249817,
0.18563692271709442,
0.050409913063049316,
-0.13421191275119781,
-0.009677320718765259,
-0.11013083904981613,
0.026486679911613464,
0.24204859137535095,
-0.07993035763502121,
0.18956463038921356,
0.09283106029033661,
0.06979463994503021,
-0.016724199056625366,
-0.11822393536567688,
-0.001204910222440958,
-0.1482831835746765,
-0.31169867515563965,
0.09669206291437149,
0.03018631599843502,
0.19645534455776215,
-0.2929692268371582,
-0.15731018781661987,
-0.3492569327354431,
-0.4725390672683716,
0.4638603925704956,
-0.12854157388210297,
0.2047969400882721,
0.0022257203236222267,
-0.2563438415527344,
-0.09601376205682755,
-0.045109011232852936,
0.024397660046815872,
-0.43524715304374695,
-0.3735128939151764,
0.20685341954231262,
-0.11791244894266129,
-0.3638700246810913,
0.025065351277589798,
0.17052647471427917,
0.1702958643436432,
-0.06340750306844711,
-0.5236602425575256,
-0.12324441969394684,
-0.006857061758637428,
0.006609071046113968,
-0.09794017672538757,
-0.0036321971565485,
0.250119686126709,
-0.13038310408592224,
0.04365195333957672,
-0.22200420498847961,
-0.00950009934604168,
-0.1474040150642395,
0.4840661883354187,
0.0124521404504776,
0.09809982031583786,
0.33630505204200745,
-0.009560991078615189,
0.57234126329422,
0.4712236225605011,
0.38037174940109253,
0.29827678203582764,
-0.10886021703481674,
0.02455522119998932,
-0.11991756409406662,
-0.1876276135444641,
0.23011143505573273,
-0.07441870868206024,
-0.15182003378868103,
0.5311955809593201,
0.06874102354049683,
0.07751012593507767,
-0.2942597270011902,
-0.5785859823226929,
-0.1881389021873474,
-0.30825239419937134,
-0.2119481861591339,
0.13957485556602478,
-0.0030360817909240723,
0.16832882165908813,
-0.12163791805505753,
0.14086200296878815,
-0.17246711254119873,
0.36380535364151,
0.176845982670784,
0.08901937305927277,
-0.01274683978408575,
-0.25282740592956543,
-0.025670457631349564,
-0.4946918487548828,
0.1440795511007309,
0.02789890021085739,
0.16179879009723663,
-0.24267175793647766,
0.28760579228401184,
0.17478585243225098,
0.01498899981379509,
0.23971021175384521,
-0.008328065276145935,
0.2725408971309662,
-0.12388399243354797,
0.14513680338859558,
-0.22123584151268005,
-0.019684642553329468,
-0.1653604358434677,
0.1458747684955597,
0.162929967045784,
-0.022300153970718384,
-0.5462408661842346,
0.18715937435626984,
0.1710924208164215,
0.05594584345817566,
-0.10643203556537628,
-0.06512988358736038,
0.022635702043771744,
-0.3944165110588074,
-0.6442203521728516,
0.16294759511947632,
0.2474844604730606,
0.2802734076976776,
-0.27171653509140015,
0.14056964218616486,
0.5420226454734802,
0.08742615580558777,
0.1995302438735962,
-0.1555570513010025,
0.21339774131774902,
0.03639265522360802,
0.42879611253738403,
0.32397785782814026,
-0.0481162965297699,
0.04289112240076065,
0.9148205518722534,
0.5111553072929382,
-0.17656004428863525,
0.030798031017184258,
-0.1815902590751648,
0.1897764354944229,
0.4080932140350342,
0.040135402232408524,
-0.05572625249624252,
0.1774452179670334,
0.05708778649568558,
-0.23524624109268188,
0.0027815639041364193,
-0.08012603968381882,
-0.1571744680404663,
-0.34837034344673157,
0.11985678970813751,
0.476397842168808,
0.051286060363054276,
-0.15487493574619293,
0.239189013838768,
0.12061743438243866,
-0.2731698751449585,
0.03511660918593407,
-0.20637768507003784,
1.2517685890197754,
0.2810880243778229,
0.09784582257270813,
0.10398389399051666,
-0.21394439041614532,
0.15853652358055115,
-0.12151386588811874,
-0.09402137249708176,
-0.21714110672473907,
-0.03454560041427612,
-0.10814373940229416,
-0.0787343680858612,
-0.15924566984176636,
0.1094512790441513,
-0.1768237054347992,
0.057162944227457047,
-0.0961323231458664,
0.14992305636405945,
0.15837660431861877,
0.03748997300863266,
-0.34713050723075867,
-0.34057486057281494,
0.084382064640522,
0.025220535695552826,
-0.2297157496213913,
0.5285751223564148,
-0.10263003408908844,
-0.1883910596370697,
-0.32928386330604553,
-0.5167320966720581,
-0.4402735233306885,
0.3927992582321167,
0.020371317863464355,
-0.24377985298633575,
0.11146536469459534,
-0.07406775653362274,
0.44811955094337463,
-0.18739855289459229,
0.2292318046092987,
0.2596743702888489,
-0.5158795118331909,
0.28027236461639404,
0.015127792954444885,
-0.04681844636797905,
0.03411870449781418,
0.03455771505832672,
0.030146636068820953,
-0.15178701281547546,
-0.18990395963191986,
-0.00654979795217514,
-0.09941700845956802,
-0.09355093538761139,
-0.12474855780601501,
-0.04976308345794678,
0.27173805236816406,
-0.27806422114372253,
-0.20626887679100037,
0.06624549627304077,
0.189147487282753,
-0.23435869812965393,
0.0414549820125103,
0.41828131675720215,
-0.4432813227176666,
-0.04419337213039398,
0.19058701395988464,
-0.15714207291603088,
-0.0880032330751419,
0.47260573506355286,
0.21412602066993713,
-0.5471740961074829,
0.4198139011859894,
0.029152866452932358,
-0.07564356178045273,
-0.14376120269298553,
-0.1083562821149826,
0.26477187871932983,
-0.6668771505355835,
0.0020285723730921745,
-0.40699395537376404,
-0.024214625358581543,
-0.21406525373458862,
0.44395145773887634,
0.2855272889137268,
0.06101710721850395,
0.06988392770290375,
-0.5113843083381653,
-0.2233150452375412,
0.08596151322126389,
-0.1566726565361023,
0.26121482253074646,
-0.130326509475708,
-0.07519258558750153,
0.022629084065556526,
0.18957410752773285,
-0.2352215200662613,
0.28404393792152405,
-0.3249792754650116,
0.22759604454040527,
0.3758024275302887,
0.0459885448217392,
0.18080395460128784,
-0.09080411493778229,
0.049876704812049866,
0.4955427646636963,
-0.1631462126970291,
-0.0574997141957283,
-0.29549440741539,
0.20885902643203735,
0.08871261030435562,
-0.26389142870903015,
0.11407792568206787,
0.14016039669513702,
-0.3185710608959198,
0.11333806067705154,
0.26343828439712524,
0.29168590903282166,
0.12498606741428375,
-0.26134854555130005,
0.434937059879303,
0.09271999448537827,
-0.380901575088501,
0.34710028767585754,
-0.039620235562324524,
0.46354126930236816,
-0.23709233105182648,
0.2511407434940338,
-0.32265251874923706,
-0.11273829638957977,
0.0756295770406723,
0.07838398963212967,
0.527170717716217,
0.025809280574321747,
0.25425922870635986,
-0.34045231342315674,
0.1329822689294815,
0.278260737657547,
0.45667412877082825,
0.2547922730445862,
-0.4243741035461426,
0.06585622578859329,
0.10371572524309158,
0.12452276051044464,
-0.09223354607820511,
-0.01772896572947502,
0.3439914286136627,
-0.2913224697113037,
-0.22528041899204254,
0.06595760583877563,
0.20039483904838562,
-0.08608657866716385,
-0.08087977766990662,
-0.047264523804187775,
0.6025719046592712,
-0.00393340177834034,
-0.03327005356550217,
0.043392688035964966,
-0.24946759641170502,
0.1538025289773941,
0.07033717632293701,
0.031193865463137627,
0.2595277726650238,
0.38010072708129883,
-0.3022935092449188,
-0.10725638270378113,
0.3325344920158386,
0.07762475311756134,
0.39664149284362793,
-0.6036657691001892,
-0.14824339747428894,
0.1031348705291748,
-0.052622780203819275,
0.12492664158344269,
0.08112691342830658,
0.11453799903392792,
-0.16452312469482422,
0.03612791746854782,
-0.18914079666137695,
0.32044920325279236,
-0.11243074387311935,
-0.021397706121206284,
-0.15147486329078674,
-0.17993810772895813,
-0.3113324046134949,
0.042351868003606796,
-0.01725064590573311,
-0.17837437987327576,
0.397655189037323,
0.07435496151447296,
-0.18999101221561432,
-0.1212749183177948,
-0.4179936349391937,
0.2090061604976654,
-0.053304173052310944,
-0.507387638092041,
0.25498396158218384,
-0.13678179681301117,
-0.1523905247449875,
0.25505656003952026,
0.35844939947128296,
0.3148791790008545,
-0.014454197138547897,
0.0394434854388237,
0.1923479288816452,
0.2905825674533844,
0.1303364783525467,
0.22291147708892822,
0.2495967000722885,
0.2784379720687866,
0.5568469166755676,
0.3113459050655365,
0.08156009763479233,
-0.0821571946144104,
-0.2489672750234604,
0.14194080233573914,
0.05340196564793587,
-0.3789456784725189,
0.25889912247657776,
-0.47003117203712463,
-0.20044007897377014,
-0.2595205307006836,
-0.08824443072080612,
-0.10013432800769806,
0.07014193385839462,
0.2748126685619354,
0.041415318846702576,
0.24186646938323975,
-0.07424230873584747,
0.021777648478746414,
-0.1162668913602829,
0.10799981653690338,
0.5045490860939026,
-0.002881675958633423,
-0.12288331240415573,
-0.1679978370666504,
-0.400665283203125,
0.5719389915466309,
0.08424073457717896,
-0.06898429989814758,
0.1937233954668045,
0.013065250590443611,
0.03445030376315117,
0.2308453470468521,
-0.08724536001682281,
-0.04907001927495003,
-0.3553255498409271,
0.13078489899635315,
0.14470665156841278,
-0.2777811586856842,
0.23983615636825562,
0.0017152037471532822,
0.06833551824092865,
-0.4093451499938965,
0.3574668765068054,
-0.07757245749235153,
-0.07595322281122208,
-0.005190955474972725,
-0.039000120013952255,
-0.12060974538326263,
-0.3978559672832489,
0.3002256453037262,
0.14364641904830933,
0.18869099020957947,
-0.08418353646993637,
0.03819337487220764,
-0.17472292482852936,
-0.2569286525249481,
-0.11894989013671875,
0.02525719627737999,
-0.17272889614105225,
0.3943469822406769,
0.06008218973875046,
0.07311151921749115,
-0.33320480585098267,
-0.25974345207214355,
-0.05455193668603897,
-0.04357534646987915,
-0.17432858049869537,
0.15608546137809753,
-0.37225618958473206,
0.07819739729166031,
0.18881599605083466,
0.08356156200170517,
-0.055179089307785034,
-0.004822356626391411,
-0.33217161893844604,
-0.6604115962982178,
0.5877207517623901,
-0.21834823489189148,
-0.2743983566761017,
-0.14403699338436127,
0.4737407863140106,
0.086850106716156,
-0.36133086681365967,
-0.488678902387619,
0.15690714120864868,
0.335004985332489,
-0.2032395303249359,
-0.21080690622329712,
-0.08865663409233093,
-0.004711945541203022,
-0.28834617137908936,
-0.03911038860678673,
0.4237884283065796,
0.24883946776390076,
-0.3733069598674774,
0.37949100136756897,
-0.3796159029006958
] |
https://github.com/huggingface/datasets/issues/5276 | Bug in downloading common_voice data and snall chunk of it to one's own hub | I see ! This is a bug with MP3 files.
When we store audio data in parquet, we store the bytes and the file name. From the file name extension we know if it's a WAV, an MP3 or else. But here it looks like the paths are all None.
It looks like it comes from here:
https://github.com/huggingface/datasets/blob/7feeb5648a63b6135a8259dedc3b1e19185ee4c7/src/datasets/features/audio.py#L212
Cc @polinaeterna maybe we should simply put the file name instead of None values ? | ### Describe the bug
I'm trying to load the common voice dataset. Currently there is no implementation to download just par tof the data, and I need just one part of it, without downloading the entire dataset
Help please?
### Steps to reproduce the bug
So here is what I have done:
1. Download common_voice data
2. Trim part of it and publish it to my own repo.
3. Download data from my own repo, but am getting this error.
### Expected behavior
There shouldn't be an error in downloading part of the data and publishing it to one's own repo
### Environment info
common_voice 11 | 73 | Bug in downloading common_voice data and snall chunk of it to one's own hub
### Describe the bug
I'm trying to load the common voice dataset. Currently there is no implementation to download just par tof the data, and I need just one part of it, without downloading the entire dataset
Help please?
### Steps to reproduce the bug
So here is what I have done:
1. Download common_voice data
2. Trim part of it and publish it to my own repo.
3. Download data from my own repo, but am getting this error.
### Expected behavior
There shouldn't be an error in downloading part of the data and publishing it to one's own repo
### Environment info
common_voice 11
I see ! This is a bug with MP3 files.
When we store audio data in parquet, we store the bytes and the file name. From the file name extension we know if it's a WAV, an MP3 or else. But here it looks like the paths are all None.
It looks like it comes from here:
https://github.com/huggingface/datasets/blob/7feeb5648a63b6135a8259dedc3b1e19185ee4c7/src/datasets/features/audio.py#L212
Cc @polinaeterna maybe we should simply put the file name instead of None values ? | [
-0.07874241471290588,
-0.2979711890220642,
0.16066963970661163,
0.35123181343078613,
0.2521519660949707,
0.015696227550506592,
0.08506947755813599,
0.208064466714859,
-0.22386300563812256,
0.46326571702957153,
-0.1680874526500702,
0.14374710619449615,
-0.052419260144233704,
-0.1621917486190796,
-0.025646518915891647,
-0.035722777247428894,
0.010423392057418823,
0.18743041157722473,
0.5594960451126099,
-0.3354935646057129,
-0.16997233033180237,
0.3433229923248291,
-0.07487361133098602,
0.48673784732818604,
-0.1483532041311264,
-0.0171236339956522,
-0.10101208835840225,
0.4467960000038147,
-0.22497911751270294,
-0.06983461230993271,
0.1423000544309616,
-0.11008898913860321,
-0.007518625818192959,
0.5011929869651794,
-0.00012273267202544957,
-0.18853172659873962,
0.4395081400871277,
-0.23840837180614471,
-0.07631915807723999,
-0.4575376510620117,
-0.3953258693218231,
0.3546719551086426,
-0.11756575852632523,
-0.14109142124652863,
0.14485791325569153,
0.1983385533094406,
0.12974658608436584,
-0.06815187633037567,
0.3872148394584656,
0.2914309799671173,
0.06884102523326874,
-0.0940120667219162,
-0.1857641190290451,
-0.08061274141073227,
0.7208828330039978,
0.04280465841293335,
0.1417064070701599,
0.2910630404949188,
0.3710205852985382,
0.18907876312732697,
0.37008753418922424,
0.027546420693397522,
-0.3126065731048584,
-0.038497474044561386,
-0.09588073939085007,
0.24996981024742126,
-0.020928382873535156,
-0.4406839609146118,
0.30934423208236694,
0.45952358841896057,
0.6599253416061401,
-0.23953938484191895,
-0.1639266461133957,
-0.16704347729682922,
0.077598437666893,
-0.4561903178691864,
0.3589661717414856,
0.6287122964859009,
-0.25994622707366943,
0.282303124666214,
0.1746360957622528,
-0.0201063584536314,
-0.011558938771486282,
0.19500961899757385,
0.021657094359397888,
0.018462225794792175,
-0.06730406731367111,
0.18935802578926086,
0.002348579466342926,
0.13372936844825745,
-0.14853958785533905,
-0.12550342082977295,
0.0376669242978096,
0.3079737722873688,
-0.052091021090745926,
0.024931535124778748,
-0.19572800397872925,
-0.18522408604621887,
0.3331327438354492,
0.06319818645715714,
0.30611997842788696,
-0.02598820999264717,
-0.22937928140163422,
0.21773412823677063,
0.4852040410041809,
-0.3439520597457886,
-0.04891090840101242,
0.04509468749165535,
0.33929306268692017,
0.19429156184196472,
0.2945350706577301,
-0.20668521523475647,
-0.28547191619873047,
0.1804257333278656,
-0.24974289536476135,
-0.1282321810722351,
0.36198890209198,
-0.5115647315979004,
-0.38748735189437866,
0.04141520336270332,
0.10738078504800797,
0.3219647705554962,
0.0902480036020279,
0.2971968650817871,
0.1813027709722519,
0.03473835438489914,
-0.03921790421009064,
0.34181201457977295,
0.025446077808737755,
-0.12375620752573013,
-0.08554648607969284,
0.0297488234937191,
0.06751987338066101,
-0.07990756630897522,
0.007564831525087357,
-0.06425362825393677,
0.2946588695049286,
0.06748563051223755,
0.2881283760070801,
-0.34588953852653503,
-0.30493438243865967,
-0.09364134073257446,
-0.3929707705974579,
0.22472667694091797,
-0.04142250865697861,
0.37837862968444824,
0.024890435859560966,
-0.03089301660656929,
-0.33571431040763855,
0.227627694606781,
-0.656948983669281,
-0.3069586455821991,
-0.08566442877054214,
0.03582493215799332,
-0.27418553829193115,
0.39841213822364807,
-0.20970407128334045,
-0.060267481952905655,
0.07518795877695084,
-0.5004450678825378,
0.06555691361427307,
0.040692731738090515,
-0.32738927006721497,
-0.1728978008031845,
0.18667402863502502,
0.25596943497657776,
0.050802867859601974,
-0.12548711895942688,
-0.08816269785165787,
-0.0422113798558712,
0.6016917824745178,
0.28540700674057007,
-0.11766806244850159,
-0.17776507139205933,
-0.38718682527542114,
0.6806294322013855,
0.5269467830657959,
-0.2645978033542633,
-0.6088376641273499,
0.21045364439487457,
-0.2599436640739441,
-0.06756686419248581,
0.17090031504631042,
-0.15815532207489014,
0.17142097651958466,
-0.1720452755689621,
0.20132440328598022,
0.2486928254365921,
0.11202666908502579,
0.08816547691822052,
-0.17592991888523102,
-0.324417382478714,
-0.0024882927536964417,
-0.03485024347901344,
-0.27251648902893066,
0.04399912804365158,
0.16437137126922607,
0.23874583840370178,
0.28942880034446716,
-0.0824461430311203,
0.33154669404029846,
0.26526981592178345,
0.26931890845298767,
-0.21245308220386505,
0.07732933759689331,
-0.20926305651664734,
-0.19958102703094482,
0.0704677551984787,
-0.18011341989040375,
-0.12592168152332306,
-0.08891147375106812,
-0.24052800238132477,
-0.3130597770214081,
-0.15840807557106018,
-0.21987302601337433,
-0.06245114281773567,
-0.07290548086166382,
0.06636446714401245,
-0.06264173984527588,
-0.06346820294857025,
-0.21835598349571228,
0.2176782190799713,
-0.002043573185801506,
0.05895628035068512,
-0.06311042606830597,
0.4463406801223755,
0.03743762522935867,
-0.03944357857108116,
0.3291778862476349,
0.24519261717796326,
0.3680071532726288,
0.12545959651470184,
-0.15738701820373535,
0.5248460173606873,
-0.021416179835796356,
0.6364949345588684,
-0.10974163562059402,
-0.05073706805706024,
0.3239186406135559,
-0.3679783344268799,
0.08655153959989548,
0.19274181127548218,
0.32607048749923706,
-0.035693638026714325,
-0.1897106170654297,
-0.10604247450828552,
-0.06389814615249634,
0.11224234849214554,
-0.14847016334533691,
0.09306222945451736,
0.24535256624221802,
-0.04320753365755081,
-0.06533583998680115,
0.20560720562934875,
0.35631075501441956,
0.18210141360759735,
0.16776235401630402,
-0.06441280245780945,
-0.4482405185699463,
-0.14772453904151917,
0.42363521456718445,
-0.1510399580001831,
0.1803463101387024,
0.3393135964870453,
-0.07054651528596878,
-0.15592601895332336,
0.033274099230766296,
0.08805838227272034,
0.3033691644668579,
0.05478717014193535,
0.22931362688541412,
0.17775677144527435,
0.18649418652057648,
-0.12084382027387619,
0.16856946051120758,
0.3468407988548279,
-0.037456851452589035,
0.3657975196838379,
0.057028379291296005,
0.14196252822875977,
-0.3197726905345917,
-0.07728569209575653,
0.13266690075397491,
0.1297023445367813,
-0.35103973746299744,
-0.12164454907178879,
-0.23108381032943726,
0.2609294354915619,
-0.17241623997688293,
0.07185982912778854,
-0.5490792989730835,
-0.0812150090932846,
0.1326654851436615,
0.13720229268074036,
-0.23877692222595215,
-0.13279373943805695,
0.06865294277667999,
0.39784306287765503,
0.09284979850053787,
-0.05354686081409454,
-0.3086293339729309,
0.06686846911907196,
-0.3285410404205322,
-0.09378622472286224,
0.1386658102273941,
0.4317728877067566,
-0.073952816426754,
-0.14857622981071472,
-0.031877726316452026,
-0.22726407647132874,
0.06667395681142807,
0.2374417632818222,
0.05693105235695839,
0.15117403864860535,
0.1778137981891632,
0.16625159978866577,
0.030454479157924652,
-0.18363071978092194,
-0.0010887404205277562,
-0.10912152379751205,
-0.12183414399623871,
0.18305820226669312,
0.23383799195289612,
0.1671067774295807,
-0.27397072315216064,
-0.21803346276283264,
-0.37679946422576904,
-0.3938325047492981,
0.333071768283844,
-0.09853622317314148,
0.3491849899291992,
-0.21301306784152985,
-0.32299160957336426,
0.057693663984537125,
-0.15093909204006195,
0.2447180598974228,
-0.2158210724592209,
-0.3764212429523468,
0.2589331269264221,
-0.033442433923482895,
-0.4292021691799164,
0.11362288892269135,
0.07795760780572891,
0.23125062882900238,
0.10565486550331116,
-0.3490281105041504,
0.007120306603610516,
0.21675848960876465,
-0.2665519416332245,
-0.0746079683303833,
-0.06680939346551895,
0.3208521604537964,
-0.08881854265928268,
0.07046449184417725,
-0.2514810860157013,
0.07725806534290314,
-0.08173394948244095,
0.4874841868877411,
0.3510483205318451,
0.2602503001689911,
0.20420971512794495,
0.016105640679597855,
0.47679656744003296,
0.2855897843837738,
0.4624726474285126,
0.42812809348106384,
-0.16346198320388794,
0.16492192447185516,
-0.06462372094392776,
0.06252605468034744,
0.23930883407592773,
-0.016617804765701294,
-0.3130934238433838,
0.6021469235420227,
0.17090585827827454,
-0.08858940750360489,
-0.28631335496902466,
-0.27101704478263855,
-0.2399274706840515,
-0.22622419893741608,
-0.23022492229938507,
0.2369328886270523,
-0.04298080503940582,
0.12686853110790253,
-0.07083691656589508,
0.1920921802520752,
-0.06461609899997711,
0.4295508563518524,
0.24698308110237122,
0.07660715281963348,
0.0029680398292839527,
-0.034720372408628464,
0.03074009157717228,
-0.26253265142440796,
0.04452936351299286,
-0.034011512994766235,
0.2067505568265915,
-0.33081671595573425,
0.146381676197052,
0.05024779215455055,
-0.05558984354138374,
0.4003340005874634,
0.017310094088315964,
0.36177492141723633,
-0.133745476603508,
0.42941704392433167,
-0.1318041831254959,
-0.13895995914936066,
-0.25725284218788147,
-0.0020147752948105335,
0.0936235785484314,
0.2832595109939575,
-0.45827290415763855,
0.15000030398368835,
-0.035282231867313385,
0.2488052099943161,
0.13153253495693207,
0.1624467521905899,
-0.15105542540550232,
-0.2579196095466614,
-0.49100372195243835,
0.13963332772254944,
0.14506858587265015,
0.2686258852481842,
-0.18683859705924988,
0.11838361620903015,
0.4375717341899872,
0.10418187826871872,
0.13681690394878387,
-0.21365350484848022,
0.4645126163959503,
-0.1240936890244484,
0.17630289494991302,
0.20935925841331482,
0.055024404078722,
0.12949985265731812,
0.9492460489273071,
0.3979056179523468,
-0.26405447721481323,
0.2944270074367523,
-0.3332774341106415,
0.20443254709243774,
0.4873194694519043,
0.027616918087005615,
-0.18967655301094055,
0.0314413458108902,
-0.0006327182054519653,
-0.1807173639535904,
0.14791244268417358,
0.16187375783920288,
-0.21703319251537323,
-0.12015093863010406,
0.0897865891456604,
0.4686928391456604,
0.11950245499610901,
-0.2506641447544098,
0.24372746050357819,
0.2216058224439621,
-0.2620343863964081,
0.18906767666339874,
-0.1542799472808838,
1.3150508403778076,
0.2190309315919876,
0.18782703578472137,
0.1471008062362671,
-0.5038552284240723,
0.14253833889961243,
-0.2899326682090759,
-0.1329992562532425,
0.027225863188505173,
-0.13237683475017548,
-0.24441246688365936,
-0.13400468230247498,
0.10229168832302094,
0.27405574917793274,
-0.17464764416217804,
0.2887382507324219,
0.12634457647800446,
0.1670982986688614,
0.21633394062519073,
-0.14659994840621948,
-0.1745646893978119,
-0.2075810730457306,
-0.0029183682054281235,
-0.05685831606388092,
-0.250461220741272,
0.36363744735717773,
0.08597879111766815,
-0.16161102056503296,
-0.3827041685581207,
-0.5135620832443237,
-0.26634037494659424,
0.41468295454978943,
-0.10850314795970917,
-0.3620160222053528,
-0.1378914713859558,
-0.28936320543289185,
0.17682556807994843,
-0.12113422155380249,
-0.12778696417808533,
0.279274046421051,
-0.41766059398651123,
0.22336314618587494,
-0.007917620241641998,
0.0622691810131073,
-0.17036734521389008,
0.05341828614473343,
0.002649705857038498,
-0.03707392141222954,
-0.047071076929569244,
-0.034460507333278656,
-0.31845638155937195,
0.06533481925725937,
0.037168145179748535,
-0.12924914062023163,
0.4550091624259949,
0.013601232320070267,
-0.24658232927322388,
-0.003479905426502228,
0.15696822106838226,
-0.24005842208862305,
0.0025850459933280945,
0.33114033937454224,
-0.4651811420917511,
-0.2867073714733124,
0.05304883420467377,
-0.19603502750396729,
0.00778401643037796,
0.4574115574359894,
0.10869628190994263,
-0.3241317570209503,
0.4515596926212311,
-0.17385296523571014,
-0.09307524561882019,
-0.15836068987846375,
-0.004710767418146133,
0.1251864731311798,
-0.4819941520690918,
0.05874086171388626,
-0.359663188457489,
-0.10280963033437729,
-0.35221099853515625,
0.02652803063392639,
0.14503955841064453,
0.11894194781780243,
-0.041572507470846176,
-0.603193461894989,
-0.10609360784292221,
0.19872644543647766,
-0.1529340296983719,
0.2509809136390686,
0.015705887228250504,
-0.3932202458381653,
0.21554744243621826,
-0.24636289477348328,
-0.13511359691619873,
0.34757575392723083,
-0.29049229621887207,
0.2635783553123474,
0.33346691727638245,
0.09583639353513718,
0.06565268337726593,
-0.10799051821231842,
0.009444201365113258,
0.254485547542572,
-0.05792737007141113,
0.051346249878406525,
-0.18012306094169617,
0.27634820342063904,
0.14379343390464783,
0.013514108955860138,
0.17727205157279968,
-0.006145548075437546,
-0.2419734001159668,
-0.04385616257786751,
0.13361990451812744,
0.12542110681533813,
-0.017633378505706787,
-0.31203675270080566,
0.5442876815795898,
-0.16592633724212646,
-0.37144988775253296,
0.27991989254951477,
-0.17207536101341248,
0.12199394404888153,
-0.1914045661687851,
0.29301491379737854,
-0.3141479194164276,
-0.19629018008708954,
-0.0005626644706353545,
0.08314002305269241,
0.14050355553627014,
-0.06745245307683945,
0.2949625849723816,
-0.36847496032714844,
0.05852542445063591,
0.3768882155418396,
0.1887543499469757,
0.3505318760871887,
-0.37714511156082153,
-0.07586430013179779,
0.3260270953178406,
0.019920311868190765,
-0.14574411511421204,
-0.09866064786911011,
0.18619631230831146,
-0.12255177646875381,
-0.18399988114833832,
-0.04898018389940262,
0.16553634405136108,
-0.2465721070766449,
-0.3441469669342041,
-0.016285905614495277,
0.5841284394264221,
-0.16174793243408203,
0.14160628616809845,
0.2980043888092041,
-0.24128811061382294,
0.1838269978761673,
-0.27453500032424927,
-0.03112335130572319,
0.15489670634269714,
0.39738142490386963,
-0.4056052267551422,
0.06168074160814285,
0.5399033427238464,
-0.11171714961528778,
0.2627672255039215,
-0.6801890134811401,
-0.3331598937511444,
0.17700926959514618,
0.06543359160423279,
0.12337133288383484,
0.1690504252910614,
0.010022401809692383,
-0.08702025562524796,
-0.03415638208389282,
-0.06433725357055664,
0.1933240294456482,
-0.029735863208770752,
-0.03173838555812836,
-0.12057998776435852,
-0.17202892899513245,
-0.356319785118103,
0.04367809370160103,
-0.032790374010801315,
-0.06511256098747253,
0.1861383616924286,
0.018751099705696106,
0.12902206182479858,
-0.057025812566280365,
-0.3501024544239044,
0.15514856576919556,
-0.07634355872869492,
-0.5681779980659485,
0.36239299178123474,
-0.12929747998714447,
-0.1721525341272354,
0.4437883198261261,
0.1330314427614212,
0.3341123163700104,
0.12132297456264496,
0.02610449492931366,
-0.026929792016744614,
0.23283743858337402,
0.002231065183877945,
0.22073575854301453,
0.04638988897204399,
0.15247619152069092,
0.5953186750411987,
0.37981149554252625,
-0.006993292830884457,
0.03986271098256111,
-0.22321189939975739,
0.19072595238685608,
-0.01657925546169281,
-0.35450440645217896,
0.09429752826690674,
-0.32489290833473206,
-0.16904276609420776,
-0.13305363059043884,
-0.20574751496315002,
-0.40401148796081543,
-0.18391160666942596,
0.11754629015922546,
0.23100361227989197,
0.23115330934524536,
0.20186711847782135,
-0.00257684662938118,
-0.0739295482635498,
0.054139088839292526,
0.41168513894081116,
-0.13783633708953857,
-0.14360690116882324,
-0.1444973349571228,
-0.6191754937171936,
0.39695650339126587,
0.009918898344039917,
-0.1434057354927063,
0.2264815866947174,
0.055028028786182404,
0.013803772628307343,
0.1259409338235855,
-0.031246528029441833,
0.2350519746541977,
-0.31968551874160767,
0.06462652236223221,
-0.06070679426193237,
-0.3455553948879242,
0.2616487145423889,
0.10034512728452682,
-0.0978003740310669,
-0.43294960260391235,
0.17513860762119293,
0.033123843371868134,
-0.12221062928438187,
0.22920314967632294,
-0.1823103129863739,
-0.4611278176307678,
-0.3454558551311493,
0.13892579078674316,
0.03398866578936577,
0.13222138583660126,
-0.19083508849143982,
-0.02025710418820381,
-0.29134926199913025,
-0.0798405259847641,
0.013329611159861088,
0.0737706795334816,
-0.23974934220314026,
0.20392490923404694,
-0.053645871579647064,
0.15492284297943115,
-0.41100072860717773,
-0.3963650166988373,
-0.22160212695598602,
0.1647532731294632,
-0.24230770766735077,
0.1679167002439499,
-0.18593651056289673,
0.24411842226982117,
0.05986132100224495,
-0.4209895431995392,
-0.11606660485267639,
-0.10860093683004379,
-0.14156997203826904,
-0.5534597635269165,
0.7378234267234802,
-0.1757761538028717,
-0.25700390338897705,
-0.1760416030883789,
0.581436276435852,
0.13549299538135529,
0.02191159874200821,
-0.4505476653575897,
0.14625197649002075,
0.3048638701438904,
-0.10902204364538193,
-0.3585597276687622,
-0.31377896666526794,
-0.14987581968307495,
-0.34815824031829834,
-0.09562274813652039,
0.32459595799446106,
0.195551335811615,
-0.39320072531700134,
0.42819944024086,
-0.5529661178588867
] |
https://github.com/huggingface/datasets/issues/5276 | Bug in downloading common_voice data and snall chunk of it to one's own hub | @lhoestq I remember we wanted to avoid storing redundant data but maybe it's not that crucial indeed to store one more string value.
Or we can store paths only for mp3s, considering that for other formats we don't have such a problem with reading from bytes without format specified. | ### Describe the bug
I'm trying to load the common voice dataset. Currently there is no implementation to download just par tof the data, and I need just one part of it, without downloading the entire dataset
Help please?
### Steps to reproduce the bug
So here is what I have done:
1. Download common_voice data
2. Trim part of it and publish it to my own repo.
3. Download data from my own repo, but am getting this error.
### Expected behavior
There shouldn't be an error in downloading part of the data and publishing it to one's own repo
### Environment info
common_voice 11 | 49 | Bug in downloading common_voice data and snall chunk of it to one's own hub
### Describe the bug
I'm trying to load the common voice dataset. Currently there is no implementation to download just par tof the data, and I need just one part of it, without downloading the entire dataset
Help please?
### Steps to reproduce the bug
So here is what I have done:
1. Download common_voice data
2. Trim part of it and publish it to my own repo.
3. Download data from my own repo, but am getting this error.
### Expected behavior
There shouldn't be an error in downloading part of the data and publishing it to one's own repo
### Environment info
common_voice 11
@lhoestq I remember we wanted to avoid storing redundant data but maybe it's not that crucial indeed to store one more string value.
Or we can store paths only for mp3s, considering that for other formats we don't have such a problem with reading from bytes without format specified. | [
-0.23226748406887054,
-0.4512210488319397,
0.1146346926689148,
0.3580189347267151,
0.3448798656463623,
0.09295765310525894,
0.0590360090136528,
0.34642964601516724,
-0.18477484583854675,
0.4668568968772888,
-0.37255850434303284,
0.06863172352313995,
-0.013402271084487438,
-0.16274604201316833,
-0.06871232390403748,
-0.05672933906316757,
-0.017618075013160706,
0.16000214219093323,
0.47384828329086304,
-0.24437741935253143,
-0.11105114966630936,
0.2061866819858551,
-0.05051468312740326,
0.2979660630226135,
-0.15882521867752075,
0.13675092160701752,
-0.03422609344124794,
0.3412266969680786,
-0.24615798890590668,
-0.08144715428352356,
0.14710700511932373,
-0.021998602896928787,
0.18712563812732697,
0.3964848518371582,
-0.00012251852604094893,
-0.13436070084571838,
0.25654393434524536,
-0.2849070131778717,
-0.12443363666534424,
-0.31003856658935547,
-0.3615059554576874,
0.47574350237846375,
-0.1011580228805542,
-0.13493472337722778,
0.20078536868095398,
0.3320426046848297,
0.12428496778011322,
-0.13363289833068848,
0.4885851740837097,
0.262630820274353,
0.1122169941663742,
-0.18198531866073608,
-0.2569759786128998,
-0.1783212274312973,
0.489866703748703,
0.08302181959152222,
0.10867572575807571,
0.5021945238113403,
0.31253892183303833,
0.37275490164756775,
0.23514920473098755,
0.02981814369559288,
-0.239577978849411,
0.05379399657249451,
-0.29246583580970764,
0.20272651314735413,
0.10771218687295914,
-0.41796353459358215,
0.28488391637802124,
0.3793085515499115,
0.6019988656044006,
-0.29317790269851685,
-0.10437005013227463,
-0.044528424739837646,
0.022070840001106262,
-0.3007151484489441,
0.23338162899017334,
0.5086798071861267,
-0.2777918577194214,
0.427921861410141,
0.0021979534067213535,
-0.1875106245279312,
-0.15500004589557648,
0.15620799362659454,
0.01672513037919998,
-0.06831146776676178,
-0.02137592062354088,
0.18835771083831787,
-0.058391023427248,
0.3033069968223572,
0.028023868799209595,
-0.08721213042736053,
-0.027960050851106644,
0.21443332731723785,
-0.08575457334518433,
-0.0021476075053215027,
-0.3059840500354767,
-0.3255922198295593,
0.35074055194854736,
0.004172496497631073,
0.3140422999858856,
0.07396304607391357,
-0.30726557970046997,
0.1801973432302475,
0.3306160569190979,
-0.1763131320476532,
-0.05015634745359421,
0.2654169499874115,
0.29022565484046936,
0.038569748401641846,
0.3560256063938141,
-0.1950852870941162,
-0.38930195569992065,
0.35200539231300354,
-0.04017963260412216,
0.0007488783448934555,
0.3631703853607178,
-0.4437456429004669,
-0.3303823471069336,
0.14350144565105438,
0.0762874037027359,
0.2654106914997101,
0.01870501972734928,
0.26251283288002014,
0.20420877635478973,
0.1564134955406189,
-0.03663741424679756,
0.25707122683525085,
0.014795845374464989,
-0.15747393667697906,
-0.04707534983754158,
-0.030623432248830795,
0.098147451877594,
-0.1319197118282318,
0.052180346101522446,
-0.21275056898593903,
0.2692994773387909,
0.08326535671949387,
0.21861398220062256,
-0.3650614321231842,
-0.309752494096756,
-0.028157901018857956,
-0.2508678436279297,
0.19382870197296143,
0.043510470539331436,
0.41498368978500366,
-0.006665937602519989,
0.07152552902698517,
-0.36111101508140564,
0.36455482244491577,
-0.6058738231658936,
-0.48320162296295166,
-0.23444713652133942,
0.08219324797391891,
-0.2722436785697937,
0.3726535141468048,
-0.12173181027173996,
-0.08896976709365845,
0.2209562063217163,
-0.47814100980758667,
0.15597566962242126,
0.01270996779203415,
-0.46223461627960205,
-0.2489883303642273,
0.10900915414094925,
0.18850287795066833,
-0.10608648508787155,
-0.07278309762477875,
-0.07939635217189789,
-0.1298028975725174,
0.43730810284614563,
0.26562511920928955,
-0.21562343835830688,
-0.07218236476182938,
-0.3959406018257141,
0.6243765950202942,
0.5325433611869812,
-0.4717738628387451,
-0.6942662000656128,
0.3608856797218323,
-0.26813846826553345,
0.007357629016041756,
-0.0005930513143539429,
0.029815055429935455,
0.26760968565940857,
-0.1346646547317505,
0.20433615148067474,
0.3219716548919678,
0.03909318149089813,
0.04139508306980133,
-0.14677660167217255,
-0.2984124422073364,
-0.11851376295089722,
0.0004979930818080902,
-0.14682124555110931,
0.1138085275888443,
0.22838711738586426,
0.3946898281574249,
0.4179641604423523,
-0.09730680286884308,
0.47111809253692627,
0.1520208716392517,
0.24251556396484375,
-0.428852915763855,
0.052775025367736816,
-0.27356866002082825,
-0.29595157504081726,
0.18104928731918335,
-0.11638100445270538,
-0.2023078203201294,
0.12749861180782318,
-0.255632221698761,
-0.3771786689758301,
-0.07269765436649323,
-0.1755179762840271,
0.13233229517936707,
-0.09772904962301254,
0.020093262195587158,
-0.0723784863948822,
-0.07794807851314545,
-0.18871036171913147,
0.338657408952713,
-0.001111229881644249,
-0.01293738279491663,
-0.015595436096191406,
0.21392348408699036,
-0.10372943431138992,
0.042698364704847336,
0.25556492805480957,
0.04473628103733063,
0.1713237762451172,
0.10671768337488174,
-0.26904523372650146,
0.5021154880523682,
-0.03539067134261131,
0.5132428407669067,
-0.2722149193286896,
-0.20582081377506256,
0.32111912965774536,
-0.3093840777873993,
0.056280769407749176,
0.24470335245132446,
0.25849103927612305,
-0.18037375807762146,
-0.20784425735473633,
-0.09466351568698883,
-0.0880296528339386,
-0.050153084099292755,
-0.28184401988983154,
0.1833670735359192,
0.22212672233581543,
-0.1395435482263565,
0.038981057703495026,
0.0318785160779953,
0.37057000398635864,
0.13578280806541443,
0.16111868619918823,
-0.04671817272901535,
-0.4136156141757965,
-0.09336692839860916,
0.35035330057144165,
-0.18395419418811798,
0.1706928163766861,
0.35658738017082214,
-0.021478287875652313,
-0.1593291163444519,
0.077212393283844,
0.11077290773391724,
0.43485307693481445,
-0.07713036239147186,
0.20494483411312103,
0.2526685893535614,
0.2596844732761383,
-0.21656332910060883,
0.13490355014801025,
0.3107288181781769,
0.018517397344112396,
0.3788532316684723,
0.08779889345169067,
0.05461690574884415,
-0.21116527915000916,
-0.14357587695121765,
0.22808082401752472,
0.11328400671482086,
-0.3042890727519989,
-0.19767838716506958,
-0.1939147412776947,
0.30276167392730713,
-0.1426543891429901,
-0.16416674852371216,
-0.3115498125553131,
-0.0664481595158577,
0.2488250583410263,
0.16505397856235504,
-0.12433995306491852,
-0.09603669494390488,
-0.038337450474500656,
0.35038673877716064,
0.16300435364246368,
-0.21779821813106537,
-0.17155669629573822,
0.1307736486196518,
-0.2735380530357361,
-0.06379827857017517,
0.028275690972805023,
0.24480976164340973,
-0.039427220821380615,
-0.14852012693881989,
0.005700834095478058,
-0.14968162775039673,
0.03815998136997223,
0.26277869939804077,
0.02549915201961994,
0.18244901299476624,
0.1727953851222992,
0.03678373992443085,
-0.05379293113946915,
-0.044727057218551636,
-0.09049564599990845,
-0.11084485799074173,
-0.17310242354869843,
0.3028152287006378,
0.180550679564476,
0.10970569401979446,
-0.3572201132774353,
-0.21016719937324524,
-0.4098205268383026,
-0.3875010013580322,
0.26723605394363403,
-0.2344951033592224,
0.3405079245567322,
-0.12997816503047943,
-0.24854129552841187,
-0.1324702501296997,
-0.07623321563005447,
0.10526639223098755,
-0.4187934100627899,
-0.37887588143348694,
0.30675002932548523,
-0.1529281884431839,
-0.3926059305667877,
0.05545598641037941,
0.13084544241428375,
0.2371407449245453,
0.14295001327991486,
-0.5095616579055786,
-0.023946622386574745,
0.0939151719212532,
-0.002996619790792465,
-0.09118816256523132,
-0.1406877636909485,
0.3444248139858246,
-0.0652606338262558,
0.1207142025232315,
-0.3093002736568451,
0.16907626390457153,
-0.04926248639822006,
0.4721335470676422,
0.2530485987663269,
0.12072595208883286,
0.1616538166999817,
0.07423795759677887,
0.4412657618522644,
0.30649077892303467,
0.4834739565849304,
0.3012053966522217,
-0.11971580237150192,
0.05824393779039383,
-0.06563273817300797,
0.058302074670791626,
0.12719416618347168,
-0.05083724856376648,
-0.2896003723144531,
0.6111627221107483,
0.09197439253330231,
-0.02423149161040783,
-0.2654134929180145,
-0.42328953742980957,
-0.09001247584819794,
-0.30213379859924316,
-0.09079093486070633,
0.06555355340242386,
0.029332172125577927,
0.16783584654331207,
-0.043404676020145416,
0.21021731197834015,
-0.10891249775886536,
0.3306996524333954,
0.12333180755376816,
0.050818998366594315,
0.09651444852352142,
-0.11849468946456909,
-0.09724920243024826,
-0.3658091425895691,
0.14066028594970703,
0.15507221221923828,
0.3028895854949951,
-0.17069286108016968,
0.2298826277256012,
0.05462438240647316,
-0.0006184722296893597,
0.12711471319198608,
-0.11207947880029678,
0.21798186004161835,
-0.10246244072914124,
0.2572632431983948,
-0.3154057562351227,
-0.09607644379138947,
-0.2004968225955963,
0.06558872014284134,
0.05438860133290291,
-0.04511360079050064,
-0.4926544427871704,
0.16181011497974396,
0.06863456964492798,
0.20741528272628784,
-0.09937568753957748,
-0.033452827483415604,
-0.08561960607767105,
-0.36694660782814026,
-0.5620525479316711,
-0.018413163721561432,
0.17079584300518036,
0.1435299962759018,
-0.22414544224739075,
0.2201961725950241,
0.45394015312194824,
0.0953676849603653,
0.28344306349754333,
-0.2444228082895279,
0.3492242097854614,
-0.040949396789073944,
0.31417450308799744,
0.23555761575698853,
-0.05515936017036438,
0.05835866928100586,
0.8799877762794495,
0.4635143280029297,
-0.11124642193317413,
0.2622162997722626,
-0.38567402958869934,
0.1654985100030899,
0.45781034231185913,
-0.06662196666002274,
-0.055116452276706696,
-0.011845823377370834,
-0.13914644718170166,
-0.20661388337612152,
0.11436255276203156,
-0.07963667064905167,
-0.2053392082452774,
-0.25859853625297546,
0.02488650195300579,
0.4340285062789917,
0.05492609366774559,
-0.22583124041557312,
0.16761314868927002,
0.008292436599731445,
-0.25479862093925476,
0.26957476139068604,
-0.14854148030281067,
1.2664661407470703,
0.22887687385082245,
0.20401577651500702,
0.14262445271015167,
-0.3452587127685547,
-0.001320096431300044,
-0.15885213017463684,
-0.10720129311084747,
-0.0824749767780304,
-0.029327668249607086,
-0.22264747321605682,
-0.10705327987670898,
-0.021666452288627625,
0.11298269033432007,
-0.34477898478507996,
0.18123212456703186,
-0.12776854634284973,
0.19681112468242645,
0.19160744547843933,
0.0421760156750679,
-0.2878045439720154,
-0.2854602038860321,
0.2597281336784363,
-0.008353672921657562,
-0.2576327919960022,
0.34664011001586914,
-0.03808814287185669,
-0.1329483985900879,
-0.41720759868621826,
-0.5410534739494324,
-0.28617584705352783,
0.3192797601222992,
0.10407498478889465,
-0.1170123815536499,
-0.13085052371025085,
-0.1945033073425293,
0.23546984791755676,
-0.03719824180006981,
0.11935270577669144,
0.31486472487449646,
-0.5361982583999634,
0.22938527166843414,
-0.03515294939279556,
0.022942908108234406,
0.008685102686285973,
-0.09207569062709808,
-0.05377832055091858,
-0.030630771070718765,
-0.12111084908246994,
0.05042419582605362,
-0.15075775980949402,
-0.06645092368125916,
-0.20957016944885254,
-0.1316024661064148,
0.3747819662094116,
-0.19597762823104858,
-0.25944602489471436,
-0.01579231768846512,
-0.028521038591861725,
-0.21025046706199646,
0.008388901129364967,
0.368316113948822,
-0.3811492919921875,
0.006344623863697052,
0.14120155572891235,
-0.24294379353523254,
-0.008881725370883942,
0.42079368233680725,
0.2510732412338257,
-0.4855762720108032,
0.3670106828212738,
-0.20006901025772095,
-0.08142971992492676,
-0.117001973092556,
0.0012101978063583374,
0.013012035749852657,
-0.5705597400665283,
0.034706540405750275,
-0.5283300876617432,
-0.010469764471054077,
-0.33419346809387207,
0.3136594295501709,
0.23978503048419952,
0.09119436144828796,
0.09564389288425446,
-0.48801371455192566,
-0.23128767311573029,
0.1149926632642746,
-0.12460578978061676,
0.42808547616004944,
-0.0606771856546402,
-0.2645452320575714,
-0.004988666623830795,
0.11257009208202362,
-0.1684158593416214,
0.2990306615829468,
-0.23163819313049316,
0.3331165313720703,
0.06963493674993515,
0.01635124906897545,
0.056139856576919556,
-0.11666803061962128,
-0.014482902362942696,
0.5009524822235107,
-0.09142746031284332,
0.049153223633766174,
-0.2858380377292633,
0.265730082988739,
0.0590510256588459,
-0.02729605697095394,
0.1278238296508789,
0.00009906664490699768,
-0.2870320677757263,
0.046009402722120285,
0.034790489822626114,
0.3672240078449249,
0.00009556114673614502,
-0.25399109721183777,
0.423672080039978,
-0.125791996717453,
-0.31818586587905884,
0.38813021779060364,
-0.12645387649536133,
0.44408220052719116,
-0.3397740423679352,
0.34496796131134033,
-0.33120301365852356,
-0.16503648459911346,
0.03171246498823166,
0.09997254610061646,
0.43641525506973267,
-0.06789252907037735,
0.29618728160858154,
-0.321666955947876,
0.21342548727989197,
0.21993815898895264,
0.3837079107761383,
0.3041011691093445,
-0.5404722690582275,
-0.020657261833548546,
0.20629778504371643,
0.03789612650871277,
-0.12472013384103775,
-0.05519413948059082,
0.20269912481307983,
-0.14491723477840424,
-0.23734448850154877,
0.18119724094867706,
0.3277391493320465,
-0.29111170768737793,
-0.017481684684753418,
-0.031240936368703842,
0.5429131984710693,
0.027752390131354332,
-0.09758661687374115,
0.18842583894729614,
-0.24764761328697205,
0.17607815563678741,
-0.07279009371995926,
0.023332081735134125,
0.24165880680084229,
0.44599443674087524,
-0.5188118815422058,
-0.029108451679348946,
0.6026330590248108,
0.021924693137407303,
0.29545095562934875,
-0.5586216449737549,
-0.17835286259651184,
0.09957309067249298,
-0.13265445828437805,
0.15706688165664673,
0.17968934774398804,
0.030956249684095383,
-0.09860900789499283,
0.11576798558235168,
-0.14405372738838196,
0.22433243691921234,
-0.09507449716329575,
-0.030946645885705948,
-0.11228473484516144,
-0.15276631712913513,
-0.3281884491443634,
0.04280921444296837,
0.0034754760563373566,
-0.08054649829864502,
0.5103199481964111,
0.20443426072597504,
0.04210621491074562,
-0.08763672411441803,
-0.2095593810081482,
0.18391111493110657,
-0.19662874937057495,
-0.7074260711669922,
0.2994261384010315,
-0.043994396924972534,
-0.13367730379104614,
0.4530300199985504,
0.16082556545734406,
0.26286205649375916,
0.2189364731311798,
-0.0055733975023031235,
0.12763802707195282,
0.21237128973007202,
0.09677237272262573,
0.22047121822834015,
0.14365431666374207,
0.27204805612564087,
0.599602222442627,
0.5260692238807678,
0.02065691165626049,
0.05590801686048508,
-0.09600037336349487,
0.2649458944797516,
0.026300881057977676,
-0.36785364151000977,
0.19738827645778656,
-0.23438450694084167,
-0.0938204750418663,
-0.08664262294769287,
-0.1811249852180481,
-0.2697848975658417,
-0.023003332316875458,
0.23498015105724335,
0.14145419001579285,
0.3739929795265198,
0.0639343187212944,
-0.020895730704069138,
-0.07765989005565643,
0.0783446729183197,
0.3472369611263275,
-0.02843537926673889,
-0.163495272397995,
-0.15522733330726624,
-0.46293550729751587,
0.3926101326942444,
-0.03649435564875603,
-0.086607426404953,
0.16854383051395416,
0.12371724843978882,
-0.002934589982032776,
0.2746798098087311,
-0.035282835364341736,
0.06979366391897202,
-0.4096722900867462,
0.22828161716461182,
0.040888551622629166,
-0.317096471786499,
0.4050264358520508,
0.10674808919429779,
-0.03998445346951485,
-0.5869669318199158,
0.37957724928855896,
-0.006751384120434523,
-0.10204387456178665,
-0.004500627517700195,
-0.1609765738248825,
-0.1455947458744049,
-0.34136727452278137,
0.25488919019699097,
0.12091522663831711,
0.17787934839725494,
-0.12008865177631378,
0.11367129534482956,
-0.25656139850616455,
-0.11070353537797928,
-0.010831383988261223,
-0.12010765820741653,
-0.14530742168426514,
0.2746623456478119,
-0.13497351109981537,
0.19958394765853882,
-0.4337780177593231,
-0.28842219710350037,
-0.1788596510887146,
0.17494502663612366,
-0.2714192271232605,
0.13166499137878418,
-0.44824978709220886,
0.3242601454257965,
0.053159091621637344,
-0.1392558217048645,
-0.06377746164798737,
0.051592350006103516,
-0.2357996553182602,
-0.6058793663978577,
0.6735457181930542,
-0.13449175655841827,
-0.3472657799720764,
-0.16759443283081055,
0.4585704207420349,
0.13193722069263458,
-0.11117728799581528,
-0.4794069826602936,
0.07065130025148392,
0.41555583477020264,
-0.11696325987577438,
-0.3947699964046478,
-0.13630034029483795,
-0.005183767527341843,
-0.3156711757183075,
-0.09927014261484146,
0.5672320127487183,
0.2033213973045349,
-0.4049736559391022,
0.28429192304611206,
-0.5799269676208496
] |
https://github.com/huggingface/datasets/issues/5276 | Bug in downloading common_voice data and snall chunk of it to one's own hub | thanks for the help!
can I do anything on my side? we are doing a DL project and we need the
data really quick.
thanks
bogdan
> Message ID: ***@***.***>
>
| ### Describe the bug
I'm trying to load the common voice dataset. Currently there is no implementation to download just par tof the data, and I need just one part of it, without downloading the entire dataset
Help please?
### Steps to reproduce the bug
So here is what I have done:
1. Download common_voice data
2. Trim part of it and publish it to my own repo.
3. Download data from my own repo, but am getting this error.
### Expected behavior
There shouldn't be an error in downloading part of the data and publishing it to one's own repo
### Environment info
common_voice 11 | 31 | Bug in downloading common_voice data and snall chunk of it to one's own hub
### Describe the bug
I'm trying to load the common voice dataset. Currently there is no implementation to download just par tof the data, and I need just one part of it, without downloading the entire dataset
Help please?
### Steps to reproduce the bug
So here is what I have done:
1. Download common_voice data
2. Trim part of it and publish it to my own repo.
3. Download data from my own repo, but am getting this error.
### Expected behavior
There shouldn't be an error in downloading part of the data and publishing it to one's own repo
### Environment info
common_voice 11
thanks for the help!
can I do anything on my side? we are doing a DL project and we need the
data really quick.
thanks
bogdan
> Message ID: ***@***.***>
>
| [
-0.4344928562641144,
-0.4873974621295929,
0.08872158825397491,
0.34506547451019287,
0.21028655767440796,
0.09772314876317978,
0.0902627557516098,
0.3640778362751007,
-0.019694574177265167,
0.32781344652175903,
-0.3482106029987335,
0.14504404366016388,
0.1295720636844635,
-0.03313537314534187,
-0.11305935680866241,
-0.12198173999786377,
-0.08406104892492294,
0.1845385581254959,
0.46701961755752563,
-0.3051811754703522,
-0.017913052812218666,
0.1191553846001625,
-0.17581269145011902,
0.40137529373168945,
-0.09067752212285995,
0.016617905348539352,
0.04025314003229141,
0.30948472023010254,
-0.20783956348896027,
-0.02398853749036789,
0.30583304166793823,
0.017552873119711876,
0.2544681429862976,
0.38783714175224304,
-0.00011797862680396065,
-0.18221330642700195,
0.3376404643058777,
-0.1417502611875534,
0.030094057321548462,
-0.140255406498909,
-0.2545302212238312,
0.3239537179470062,
-0.12460203468799591,
-0.10543356835842133,
0.14504793286323547,
0.3423738181591034,
-0.031187722459435463,
-0.010110229253768921,
0.4517641067504883,
0.2532072365283966,
0.16738265752792358,
-0.11502278596162796,
-0.10924328863620758,
-0.2569635510444641,
0.4001306891441345,
-0.0319976881146431,
0.0589161217212677,
0.45035791397094727,
0.3553716838359833,
0.20829056203365326,
0.3261013925075531,
-0.00406200997531414,
-0.27442777156829834,
0.040551260113716125,
-0.3403823971748352,
0.10759923607110977,
0.04742111265659332,
-0.5533546209335327,
0.22464674711227417,
0.33877360820770264,
0.6686959266662598,
-0.2298835813999176,
-0.03220701962709427,
-0.005823604762554169,
0.09584968537092209,
-0.27626973390579224,
0.14017356932163239,
0.423645943403244,
-0.300434410572052,
0.36923980712890625,
-0.05041546747088432,
-0.1701032668352127,
-0.10412651300430298,
0.09591720998287201,
-0.027123499661684036,
0.05129687860608101,
-0.05805303901433945,
0.19222092628479004,
-0.0768708735704422,
0.1789415329694748,
0.08219081908464432,
-0.012745998799800873,
-0.14260193705558777,
0.3299618661403656,
-0.20236141979694366,
-0.08367080986499786,
-0.3297671675682068,
-0.3026709258556366,
0.4108676016330719,
0.07000356912612915,
0.2350950837135315,
0.06921359896659851,
-0.2896529734134674,
0.1335034966468811,
0.3698596954345703,
-0.007656852714717388,
0.04333323612809181,
0.3389521539211273,
0.28905266523361206,
0.12434697896242142,
0.31491610407829285,
-0.08996892720460892,
-0.4060652554035187,
0.247280091047287,
-0.016715047881007195,
0.012200922705233097,
0.22710038721561432,
-0.5347345471382141,
-0.32480141520500183,
0.10562539100646973,
0.11522439867258072,
0.341107577085495,
-0.04745566099882126,
0.221282958984375,
0.12619060277938843,
0.21080991625785828,
0.032682374119758606,
0.15031583607196808,
-0.0593111515045166,
-0.2174840122461319,
-0.06672171503305435,
0.05153542384505272,
0.10335883498191833,
-0.06943067908287048,
0.053406085819005966,
-0.20745843648910522,
0.15507572889328003,
0.05851815640926361,
0.313856840133667,
-0.3350278437137604,
-0.35135748982429504,
0.0994659960269928,
-0.4388030469417572,
0.1520654261112213,
0.06991562247276306,
0.41894909739494324,
0.04467115178704262,
0.06840839982032776,
-0.2897477149963379,
0.334897518157959,
-0.5627805590629578,
-0.4223915934562683,
-0.2401152104139328,
0.1484411209821701,
-0.2542843222618103,
0.25506824254989624,
-0.2621798813343048,
-0.05502526834607124,
0.2663021683692932,
-0.43910613656044006,
0.18762268126010895,
0.06793011724948883,
-0.28730034828186035,
-0.17848128080368042,
0.18580342829227448,
0.20634490251541138,
-0.09648295491933823,
-0.060113392770290375,
-0.2589854300022125,
-0.24832376837730408,
0.47168225049972534,
0.21068328619003296,
-0.06992577016353607,
-0.09523261338472366,
-0.36827653646469116,
0.6110292077064514,
0.41098618507385254,
-0.538556694984436,
-0.7764566540718079,
0.41515180468559265,
-0.2944093346595764,
-0.06254961341619492,
-0.06596257537603378,
0.001106375944800675,
0.2644834518432617,
-0.03086133301258087,
0.2881844639778137,
0.41403520107269287,
-0.02205313928425312,
-0.020259307697415352,
-0.22237899899482727,
-0.23495441675186157,
-0.21576844155788422,
0.1726919710636139,
-0.005152218043804169,
0.22024023532867432,
0.21478188037872314,
0.34644952416419983,
0.3749133348464966,
0.06087350472807884,
0.3990645110607147,
0.1317189782857895,
0.31183189153671265,
-0.539188802242279,
0.1195826381444931,
-0.3172528147697449,
-0.30031588673591614,
0.21305745840072632,
-0.0933748334646225,
-0.11911936104297638,
0.25756698846817017,
-0.20745068788528442,
-0.5499610304832458,
-0.06660977751016617,
-0.2186848670244217,
0.07968198508024216,
-0.07396072149276733,
-0.20435193181037903,
-0.047287680208683014,
-0.1665012538433075,
-0.13901589810848236,
0.4596587121486664,
-0.009873133152723312,
0.08026022464036942,
-0.05581548437476158,
0.333784282207489,
-0.08124369382858276,
-0.027082614600658417,
0.2678332030773163,
0.027962859719991684,
0.22744181752204895,
0.07958763092756271,
-0.3197123408317566,
0.42516934871673584,
-0.18241196870803833,
0.5732097625732422,
-0.19796007871627808,
-0.2630596160888672,
0.2726691961288452,
-0.45319509506225586,
0.13813360035419464,
0.17323905229568481,
0.2487756907939911,
-0.1418551504611969,
-0.05921880900859833,
-0.0618220716714859,
-0.0707327276468277,
-0.027393266558647156,
-0.363956093788147,
0.24731767177581787,
0.15436166524887085,
-0.2791059911251068,
0.1591499298810959,
0.035665012896060944,
0.33590495586395264,
0.10670009255409241,
0.07384045422077179,
-0.11968982219696045,
-0.3216065764427185,
-0.1432546079158783,
0.19480210542678833,
-0.12582580745220184,
0.21377235651016235,
0.35039040446281433,
-0.04361502081155777,
-0.013079714961349964,
0.15907643735408783,
0.05845652148127556,
0.3356781303882599,
-0.07253830134868622,
0.09324388206005096,
0.35089045763015747,
0.3731915056705475,
-0.13244245946407318,
0.07357759773731232,
0.24375860393047333,
0.012393978424370289,
0.4035230875015259,
0.07655078172683716,
0.19667057693004608,
-0.13484600186347961,
-0.1400175839662552,
0.1256507784128189,
0.21961258351802826,
-0.23134154081344604,
-0.23536799848079681,
-0.05287472531199455,
0.2841927409172058,
-0.03398483246564865,
-0.08227591216564178,
-0.2981642484664917,
-0.03630472719669342,
0.14733964204788208,
0.08453726768493652,
-0.058169666677713394,
-0.11238168179988861,
-0.05300261080265045,
0.2511059045791626,
0.09471544623374939,
-0.03458362817764282,
-0.15399345755577087,
0.10325541347265244,
-0.23224565386772156,
-0.007565109059214592,
-0.08015309274196625,
0.26236972212791443,
-0.05212889611721039,
-0.13841991126537323,
0.05420902371406555,
-0.12386474758386612,
0.06090972572565079,
0.2629450261592865,
0.07425162941217422,
0.11507222801446915,
0.0801595151424408,
0.029168538749217987,
0.025778330862522125,
-0.030403345823287964,
-0.07089520245790482,
-0.14428231120109558,
-0.21200498938560486,
0.2247905284166336,
0.029563698917627335,
0.11891268938779831,
-0.29124635457992554,
-0.18364748358726501,
-0.476414293050766,
-0.5080207586288452,
0.21198441088199615,
-0.14351001381874084,
0.2898305356502533,
-0.23322004079818726,
-0.27246764302253723,
-0.18946555256843567,
0.08222928643226624,
0.025928840041160583,
-0.33970436453819275,
-0.2352573424577713,
0.26199954748153687,
-0.1349780410528183,
-0.38940227031707764,
-0.007670849561691284,
0.10934905707836151,
0.25492480397224426,
-0.006815030239522457,
-0.5103482007980347,
0.022869382053613663,
-0.05468077212572098,
-0.0007119923830032349,
-0.10249750316143036,
-0.10347065329551697,
0.25730961561203003,
-0.127190500497818,
0.067958302795887,
-0.22411459684371948,
0.11955298483371735,
-0.13635337352752686,
0.5402268171310425,
0.11510200798511505,
0.11373008787631989,
0.21978729963302612,
-0.03651922568678856,
0.5480881929397583,
0.36928591132164,
0.3572251498699188,
0.3190144896507263,
-0.08225845545530319,
-0.07769127190113068,
-0.019364938139915466,
-0.08611758798360825,
0.16111429035663605,
-0.028031781315803528,
-0.1596933752298355,
0.5244890451431274,
0.02775699272751808,
-0.07832739502191544,
-0.3506344258785248,
-0.6308589577674866,
-0.10580193996429443,
-0.24192020297050476,
-0.26250627636909485,
0.05895347148180008,
-0.033568307757377625,
0.1549811065196991,
-0.1103433221578598,
0.1469067484140396,
-0.190629780292511,
0.4014476239681244,
0.10517717897891998,
0.01383683830499649,
0.002038257895037532,
-0.20479854941368103,
-0.20482522249221802,
-0.32235899567604065,
0.2127295881509781,
0.03028102032840252,
0.30372846126556396,
-0.19817735254764557,
0.26118919253349304,
0.07310160249471664,
0.010950295254588127,
0.14282774925231934,
-0.1261686235666275,
0.27306392788887024,
-0.06790526211261749,
0.2868959903717041,
-0.2934769093990326,
-0.1667117327451706,
-0.15387684106826782,
0.10547070950269699,
0.059160321950912476,
-0.07124045491218567,
-0.45119553804397583,
0.20188675820827484,
0.1584942787885666,
0.14176055788993835,
-0.13906210660934448,
-0.11152240633964539,
0.006123412400484085,
-0.2938966453075409,
-0.5625507831573486,
0.12903791666030884,
0.17020350694656372,
0.2013409286737442,
-0.2862226068973541,
0.08586810529232025,
0.5203998684883118,
0.12086942046880722,
0.18074622750282288,
-0.16660268604755402,
0.23751536011695862,
-0.04935115575790405,
0.4534715414047241,
0.14973828196525574,
-0.04855488985776901,
-0.042322464287281036,
0.8920539021492004,
0.44726985692977905,
-0.14195847511291504,
0.1436094492673874,
-0.2324681431055069,
0.22899559140205383,
0.32596147060394287,
-0.028631944209337234,
-0.0976865366101265,
-0.028098247945308685,
-0.03588274121284485,
-0.14450080692768097,
-0.011061979457736015,
-0.14752788841724396,
-0.16404789686203003,
-0.3340100347995758,
0.1056942343711853,
0.5118381977081299,
0.0944754034280777,
-0.2294130027294159,
0.24170131981372833,
-0.03388248383998871,
-0.2197854220867157,
0.18733219802379608,
-0.21601185202598572,
1.205450177192688,
0.3356972336769104,
0.04811303690075874,
0.0232258178293705,
-0.16175714135169983,
0.025461193174123764,
-0.1523221880197525,
-0.11324286460876465,
-0.18124043941497803,
-0.07562103867530823,
-0.12116146087646484,
-0.10953313112258911,
-0.19708824157714844,
0.13450965285301208,
-0.33056437969207764,
0.17807738482952118,
-0.3219400644302368,
0.11275039613246918,
0.20263589918613434,
0.06827686727046967,
-0.2510136365890503,
-0.24413663148880005,
0.25712305307388306,
0.03466819226741791,
-0.2560247778892517,
0.5279256105422974,
-0.09440635144710541,
-0.14063508808612823,
-0.37163087725639343,
-0.4648450016975403,
-0.43117672204971313,
0.5054396390914917,
0.20331771671772003,
-0.23361606895923615,
-0.02212335169315338,
-0.14594627916812897,
0.44893333315849304,
-0.09874127805233002,
0.16816115379333496,
0.3547768294811249,
-0.5027340650558472,
0.28174543380737305,
0.0864667296409607,
-0.028907477855682373,
0.07212496548891068,
0.08410336077213287,
0.00024588219821453094,
-0.13588793575763702,
-0.24019211530685425,
0.08454302698373795,
-0.12229681015014648,
0.07681255042552948,
-0.1621605008840561,
-0.08907200396060944,
0.4898129105567932,
-0.2370244562625885,
-0.13185548782348633,
0.044823698699474335,
0.10914731025695801,
-0.21384075284004211,
0.07301486283540726,
0.3998148441314697,
-0.42508602142333984,
0.05248631536960602,
0.23786482214927673,
-0.16662515699863434,
0.012374015524983406,
0.4558718204498291,
0.3180375397205353,
-0.5348405241966248,
0.35854607820510864,
-0.023333339020609856,
-0.0665023922920227,
-0.16710984706878662,
-0.07098184525966644,
0.1701405644416809,
-0.610102117061615,
-0.025477010756731033,
-0.5652724504470825,
-0.02350924164056778,
-0.13231070339679718,
0.3275038003921509,
0.26797154545783997,
0.03585908189415932,
0.01918485388159752,
-0.5266389846801758,
-0.19350950419902802,
0.050168704241514206,
-0.18825723230838776,
0.27565208077430725,
-0.21570104360580444,
-0.31684431433677673,
0.01811034418642521,
0.1782013475894928,
-0.22217975556850433,
0.24955357611179352,
-0.35735782980918884,
0.27322179079055786,
0.19880007207393646,
0.10132107883691788,
-0.047801144421100616,
-0.0738159567117691,
0.055034562945365906,
0.4696924090385437,
-0.09622536599636078,
-0.05360741168260574,
-0.22654658555984497,
0.22520101070404053,
0.06868590414524078,
-0.16039790213108063,
0.15137049555778503,
0.027992267161607742,
-0.392696350812912,
0.12347222119569778,
0.13500192761421204,
0.2104361653327942,
0.09388862550258636,
-0.23195652663707733,
0.38778775930404663,
-0.06020104140043259,
-0.3825750946998596,
0.5021367073059082,
-0.08028256893157959,
0.44190526008605957,
-0.31738007068634033,
0.3877013325691223,
-0.22073110938072205,
-0.1667124629020691,
0.0703423023223877,
-0.016102328896522522,
0.44402748346328735,
-0.01900506764650345,
0.2816307842731476,
-0.35537397861480713,
0.25545233488082886,
0.2560265362262726,
0.3422880172729492,
0.2506946921348572,
-0.44433680176734924,
0.11512210965156555,
0.1462835967540741,
0.14314831793308258,
-0.20567883551120758,
-0.07275272905826569,
0.3105648458003998,
-0.15244460105895996,
-0.2355460524559021,
0.095280721783638,
0.2592933773994446,
-0.24338723719120026,
-0.061437562108039856,
-0.006302976049482822,
0.6605563163757324,
0.04588970169425011,
-0.08636866509914398,
0.20954599976539612,
-0.19533777236938477,
0.18675120174884796,
0.01072179339826107,
-0.04655599966645241,
0.2341180145740509,
0.42064642906188965,
-0.4154663681983948,
-0.06681142002344131,
0.5349471569061279,
0.1308569461107254,
0.4658953547477722,
-0.570076048374176,
-0.1556468904018402,
0.11899112164974213,
-0.06472119688987732,
0.05634736269712448,
0.1238025426864624,
0.049531448632478714,
-0.11396225541830063,
0.06821132451295853,
-0.2039324790239334,
0.20067709684371948,
-0.046818919479846954,
0.12220054864883423,
-0.19784879684448242,
-0.17034684121608734,
-0.33419910073280334,
-0.015955841168761253,
0.04161868244409561,
-0.10408298671245575,
0.39621269702911377,
0.10221417993307114,
-0.15387658774852753,
-0.03811930865049362,
-0.2547781467437744,
0.25687533617019653,
-0.13575974106788635,
-0.5876508355140686,
0.22701439261436462,
-0.17120255529880524,
-0.16427694261074066,
0.3091931641101837,
0.2730523347854614,
0.2710561454296112,
0.17719750106334686,
-0.10395832359790802,
0.16221636533737183,
0.3415893316268921,
0.08278648555278778,
0.25184768438339233,
0.22340252995491028,
0.26089197397232056,
0.5080685615539551,
0.3079157769680023,
0.0812152698636055,
-0.05451083555817604,
-0.22319640219211578,
0.16929523646831512,
-0.010527517646551132,
-0.3179488182067871,
0.24493589997291565,
-0.34870752692222595,
-0.2569546103477478,
-0.27415215969085693,
-0.15368235111236572,
-0.12927624583244324,
-0.07152043282985687,
0.30039551854133606,
0.055662862956523895,
0.23911809921264648,
-0.041664592921733856,
0.014486562460660934,
-0.22232185304164886,
0.09452000260353088,
0.4031676650047302,
0.07682684063911438,
-0.1442989856004715,
-0.16431373357772827,
-0.37306347489356995,
0.5707411766052246,
0.06343390792608261,
-0.1255694478750229,
0.24527667462825775,
0.010414998978376389,
-0.04822622984647751,
0.2803868353366852,
-0.0073849111795425415,
0.1573258489370346,
-0.47934845089912415,
0.23161756992340088,
0.018122423440217972,
-0.3656861186027527,
0.31073853373527527,
0.0874125212430954,
-0.002243533730506897,
-0.5654336810112,
0.32903850078582764,
-0.11587446182966232,
-0.06355258822441101,
-0.002700379118323326,
-0.21648278832435608,
0.01432998850941658,
-0.2957659959793091,
0.3497866094112396,
0.0862705260515213,
0.24849912524223328,
-0.02367037534713745,
0.1627148687839508,
-0.13868460059165955,
-0.20976600050926208,
-0.08627098798751831,
-0.08425647765398026,
-0.12578663229942322,
0.15644586086273193,
0.009102199226617813,
0.25721198320388794,
-0.3559427559375763,
-0.35015323758125305,
-0.11055988073348999,
0.11516520380973816,
-0.20537398755550385,
0.03172890841960907,
-0.3970350921154022,
0.1691158413887024,
0.11932337284088135,
-0.17210039496421814,
-0.06425096839666367,
-0.07951593399047852,
-0.27163833379745483,
-0.6241869926452637,
0.5716304779052734,
-0.14735019207000732,
-0.3418194055557251,
-0.23878909647464752,
0.47123289108276367,
-0.0013605132699012756,
-0.2604842483997345,
-0.2539261281490326,
0.04612559825181961,
0.3728404641151428,
-0.19619706273078918,
-0.27887821197509766,
-0.16472339630126953,
-0.002447168342769146,
-0.2645987570285797,
-0.04775147885084152,
0.4328887164592743,
0.18936443328857422,
-0.32911327481269836,
0.2683950364589691,
-0.43675315380096436
] |
https://github.com/huggingface/datasets/issues/5276 | Bug in downloading common_voice data and snall chunk of it to one's own hub | I opened a pull requests here: https://github.com/huggingface/datasets/pull/5285, we'll do a new release soon with this fix.
Otherwise if you're really in a hurry you can install `datasets` from this PR | ### Describe the bug
I'm trying to load the common voice dataset. Currently there is no implementation to download just par tof the data, and I need just one part of it, without downloading the entire dataset
Help please?
### Steps to reproduce the bug
So here is what I have done:
1. Download common_voice data
2. Trim part of it and publish it to my own repo.
3. Download data from my own repo, but am getting this error.
### Expected behavior
There shouldn't be an error in downloading part of the data and publishing it to one's own repo
### Environment info
common_voice 11 | 30 | Bug in downloading common_voice data and snall chunk of it to one's own hub
### Describe the bug
I'm trying to load the common voice dataset. Currently there is no implementation to download just par tof the data, and I need just one part of it, without downloading the entire dataset
Help please?
### Steps to reproduce the bug
So here is what I have done:
1. Download common_voice data
2. Trim part of it and publish it to my own repo.
3. Download data from my own repo, but am getting this error.
### Expected behavior
There shouldn't be an error in downloading part of the data and publishing it to one's own repo
### Environment info
common_voice 11
I opened a pull requests here: https://github.com/huggingface/datasets/pull/5285, we'll do a new release soon with this fix.
Otherwise if you're really in a hurry you can install `datasets` from this PR | [
-0.41738393902778625,
-0.5149961709976196,
0.10273726284503937,
0.3214101195335388,
0.2589249908924103,
0.12204932421445847,
0.10085302591323853,
0.32227975130081177,
-0.014593258500099182,
0.3239332139492035,
-0.3650319576263428,
0.0636308491230011,
0.1403980404138565,
0.10459021478891373,
-0.0742717981338501,
-0.17023199796676636,
-0.08213330060243607,
0.17564848065376282,
0.38993039727211,
-0.22500427067279816,
-0.048957459628582,
0.21547770500183105,
-0.1808990240097046,
0.44684773683547974,
-0.11012740433216095,
0.04515840858221054,
0.05549943447113037,
0.29428422451019287,
-0.2558971047401428,
-0.03602690249681473,
0.3811505436897278,
-0.010188478976488113,
0.19011834263801575,
0.3996222913265228,
-0.00011934676149394363,
-0.13540160655975342,
0.3694987893104553,
-0.13793234527111053,
0.04666642099618912,
-0.19261474907398224,
-0.22998127341270447,
0.30882778763771057,
-0.09214376658201218,
-0.057945262640714645,
0.1342795193195343,
0.22474457323551178,
-0.0606975182890892,
0.053511686623096466,
0.4314204454421997,
0.25106358528137207,
0.1671139895915985,
0.007263125851750374,
-0.0704372301697731,
-0.2900294065475464,
0.2913869619369507,
0.007824674248695374,
0.02441425807774067,
0.36607620120048523,
0.20854195952415466,
0.15486440062522888,
0.3504485487937927,
0.019006188958883286,
-0.2490287870168686,
0.013500992208719254,
-0.23550254106521606,
0.10364735126495361,
-0.12053460627794266,
-0.5112370252609253,
0.2328374981880188,
0.3623870611190796,
0.6341911554336548,
-0.25488707423210144,
-0.10146058350801468,
-0.12324430048465729,
0.05142098292708397,
-0.2959132194519043,
0.19410833716392517,
0.37601321935653687,
-0.2314826399087906,
0.38285067677497864,
-0.07724884897470474,
-0.152330219745636,
-0.04907754436135292,
0.0884561836719513,
-0.04962572455406189,
-0.045342087745666504,
-0.13515137135982513,
0.25162678956985474,
-0.012340907007455826,
0.18578770756721497,
-0.03316887840628624,
-0.03064924106001854,
-0.07636603713035583,
0.303642600774765,
-0.2236088663339615,
-0.05165022984147072,
-0.24385282397270203,
-0.2160222828388214,
0.4269767105579376,
0.09963661432266235,
0.21245978772640228,
0.03591887652873993,
-0.36103102564811707,
0.14439138770103455,
0.4401794672012329,
-0.012543252669274807,
0.09473559260368347,
0.24380896985530853,
0.3149558901786804,
0.17182664573192596,
0.38323116302490234,
-0.1560305655002594,
-0.2744765281677246,
0.22725360095500946,
-0.05006764829158783,
-0.06340901553630829,
0.24949143826961517,
-0.5035218596458435,
-0.32715630531311035,
0.12233389914035797,
0.16103017330169678,
0.3424544930458069,
0.0022476185113191605,
0.18215930461883545,
0.16509857773780823,
0.22496384382247925,
0.06009536236524582,
0.20199435949325562,
-0.03891567885875702,
-0.1985386610031128,
-0.10822751373052597,
0.04606708884239197,
0.1325456202030182,
-0.10788103938102722,
0.03874954953789711,
-0.33053284883499146,
0.2666627764701843,
0.037224847823381424,
0.33025503158569336,
-0.3387618064880371,
-0.3253031075000763,
0.132842019200325,
-0.4423423707485199,
0.23392632603645325,
0.0632535070180893,
0.47480300068855286,
0.062259286642074585,
0.12079103291034698,
-0.29401907324790955,
0.2692332863807678,
-0.5105575919151306,
-0.4551811218261719,
-0.19698646664619446,
0.12012813240289688,
-0.2605157494544983,
0.22555755078792572,
-0.3675987124443054,
-0.0057452768087387085,
0.30440381169319153,
-0.39743706583976746,
0.19779758155345917,
0.04466615244746208,
-0.3941051959991455,
-0.1323854923248291,
0.18854157626628876,
0.22175118327140808,
-0.08755089342594147,
-0.1622837483882904,
-0.22887574136257172,
-0.2997012138366699,
0.41874271631240845,
0.2775169909000397,
-0.1023702397942543,
-0.09179184585809708,
-0.3664298951625824,
0.6961170434951782,
0.3467797636985779,
-0.4594964385032654,
-0.7414506077766418,
0.3650716245174408,
-0.28691500425338745,
-0.03732933849096298,
-0.09423073381185532,
-0.05542655289173126,
0.240047886967659,
-0.02281731180846691,
0.28992998600006104,
0.3754158020019531,
0.01445210911333561,
-0.039352644234895706,
-0.1709248125553131,
-0.19007502496242523,
-0.24270085990428925,
0.15113750100135803,
-0.016271796077489853,
0.21533232927322388,
0.166955828666687,
0.24359996616840363,
0.27103501558303833,
0.042587220668792725,
0.4341839551925659,
0.18154962360858917,
0.29542791843414307,
-0.4532982110977173,
0.10627659410238266,
-0.3618498742580414,
-0.33628955483436584,
0.25604718923568726,
-0.02480437606573105,
-0.1024399846792221,
0.22897785902023315,
-0.24187368154525757,
-0.5182360410690308,
-0.025162039324641228,
-0.1780790388584137,
0.08016372472047806,
-0.10510274767875671,
-0.182220458984375,
-0.07216814905405045,
-0.15245550870895386,
-0.20949895679950714,
0.4474359154701233,
-0.00970393791794777,
0.12165495753288269,
-0.14274926483631134,
0.2971349358558655,
-0.05563710629940033,
0.004423129837960005,
0.25229454040527344,
0.020929183810949326,
0.22218739986419678,
0.064124695956707,
-0.29136502742767334,
0.4755890667438507,
-0.19348746538162231,
0.5588870644569397,
-0.19356215000152588,
-0.2038108855485916,
0.2983587682247162,
-0.3887201249599457,
0.04720349609851837,
0.09108090400695801,
0.2412145733833313,
-0.13360187411308289,
-0.04191223531961441,
-0.028727516531944275,
-0.017215590924024582,
-0.009041070938110352,
-0.38213205337524414,
0.2903155982494354,
0.16916538774967194,
-0.2345704436302185,
0.11459704488515854,
-0.0006669536232948303,
0.38555970788002014,
-0.01497962698340416,
0.004444114863872528,
-0.11805199086666107,
-0.33481836318969727,
-0.1259511113166809,
0.23475830256938934,
-0.12225191295146942,
0.15468579530715942,
0.36298343539237976,
-0.06194654852151871,
-0.013676048256456852,
0.15789751708507538,
0.024530794471502304,
0.3461019992828369,
-0.09507379680871964,
0.13924464583396912,
0.3930457532405853,
0.30973735451698303,
-0.11512497812509537,
0.10762103646993637,
0.29213476181030273,
-0.06466536223888397,
0.3804231286048889,
0.05296158790588379,
0.18005260825157166,
-0.22496476769447327,
-0.10916882753372192,
0.10824096202850342,
0.22411610186100006,
-0.29900625348091125,
-0.19507089257240295,
-0.0782613754272461,
0.32715797424316406,
0.00036429520696401596,
-0.0752955973148346,
-0.29208722710609436,
-0.09581481665372849,
0.12297096848487854,
0.17764663696289062,
-0.09730054438114166,
-0.12445471435785294,
-0.034113820642232895,
0.31884628534317017,
0.11716237664222717,
-0.014509210363030434,
-0.19234004616737366,
0.07912430912256241,
-0.1910872757434845,
-0.020821284502744675,
-0.06375488638877869,
0.24263247847557068,
-0.030326643958687782,
-0.138200581073761,
0.010766198858618736,
-0.16354916989803314,
-0.0044059306383132935,
0.2743021249771118,
-0.044401876628398895,
0.13539834320545197,
0.19008463621139526,
0.0713207945227623,
-0.02713174745440483,
0.023987561464309692,
-0.016707736998796463,
-0.15469245612621307,
-0.24401013553142548,
0.24278905987739563,
0.08306349813938141,
0.11625628173351288,
-0.321545273065567,
-0.1390085518360138,
-0.41005897521972656,
-0.4766680896282196,
0.3340015411376953,
-0.12324340641498566,
0.18586328625679016,
-0.1592189520597458,
-0.26536720991134644,
-0.2085871547460556,
0.024529308080673218,
-0.006288191303610802,
-0.4113483130931854,
-0.25888603925704956,
0.24344997107982635,
-0.1635419875383377,
-0.3783363997936249,
0.005980048328638077,
0.1905301958322525,
0.24282914400100708,
0.007395690307021141,
-0.5342480540275574,
-0.06210188567638397,
-0.09205131977796555,
0.023929473012685776,
-0.12819834053516388,
-0.014016995206475258,
0.30921655893325806,
-0.13170617818832397,
0.0578155443072319,
-0.2438018023967743,
0.024387594312429428,
-0.1140437200665474,
0.5047551989555359,
0.04716690257191658,
0.13454970717430115,
0.29931628704071045,
-0.026885192841291428,
0.5626153349876404,
0.41140684485435486,
0.34760135412216187,
0.3525327742099762,
-0.07460686564445496,
0.01413017138838768,
-0.11097211390733719,
-0.09678130596876144,
0.18812315165996552,
-0.05531275272369385,
-0.10219857841730118,
0.4761025905609131,
0.0620633065700531,
0.05362813174724579,
-0.35971277952194214,
-0.5645869374275208,
-0.07638181000947952,
-0.24076373875141144,
-0.25952526926994324,
0.11378908157348633,
-0.00453408807516098,
0.23012226819992065,
-0.10005935281515121,
0.1444476991891861,
-0.13713616132736206,
0.40490078926086426,
0.07903578877449036,
0.01353965699672699,
0.015047254040837288,
-0.2830016613006592,
-0.16130071878433228,
-0.4259307384490967,
0.17161284387111664,
-0.002250252990052104,
0.3180902600288391,
-0.18278168141841888,
0.24452486634254456,
0.0788266509771347,
0.07203338295221329,
0.24295832216739655,
-0.14761513471603394,
0.22150300443172455,
-0.12757806479930878,
0.1767965853214264,
-0.35140010714530945,
-0.14016394317150116,
-0.12395168840885162,
0.14157885313034058,
-0.01019187644124031,
0.0107811838388443,
-0.49239230155944824,
0.16821323335170746,
0.20019248127937317,
0.1530468612909317,
-0.09464675188064575,
-0.07632613927125931,
-0.03580988943576813,
-0.37984004616737366,
-0.5604037046432495,
0.12475384771823883,
0.25159794092178345,
0.1928451955318451,
-0.23681209981441498,
0.10534128546714783,
0.46944504976272583,
0.06785419583320618,
0.16969025135040283,
-0.18173432350158691,
0.23401010036468506,
-0.037106484174728394,
0.4683517813682556,
0.22174564003944397,
-0.11329708993434906,
-0.06658599525690079,
0.9744417071342468,
0.395406037569046,
-0.23524966835975647,
0.12217085808515549,
-0.15190733969211578,
0.19101285934448242,
0.3019617795944214,
-0.06480856239795685,
-0.11365402489900589,
0.02151181921362877,
0.023358989506959915,
-0.17226728796958923,
0.06464666873216629,
-0.07996643334627151,
-0.10480223596096039,
-0.3228232264518738,
0.08603278547525406,
0.5291810631752014,
0.12490911781787872,
-0.1809571385383606,
0.32119470834732056,
0.12866464257240295,
-0.21344418823719025,
0.13217857480049133,
-0.2700985074043274,
1.1212517023086548,
0.31605905294418335,
0.07046399265527725,
0.1020524799823761,
-0.18664421141147614,
0.12311218678951263,
-0.12287162244319916,
-0.124423548579216,
-0.1417752206325531,
-0.13571467995643616,
-0.15433049201965332,
-0.0997692197561264,
-0.21248149871826172,
0.07671326398849487,
-0.22042636573314667,
0.20949676632881165,
-0.28648340702056885,
0.24355743825435638,
0.2121746987104416,
0.004048425704240799,
-0.25995028018951416,
-0.29155832529067993,
0.21523335576057434,
0.020875919610261917,
-0.2367071956396103,
0.5501917004585266,
-0.08163629472255707,
-0.09828270226716995,
-0.29140862822532654,
-0.5122128129005432,
-0.4318159222602844,
0.43049976229667664,
0.14839644730091095,
-0.21335795521736145,
0.07751600444316864,
-0.12432867288589478,
0.450141578912735,
-0.08706305921077728,
0.2215038388967514,
0.3217974603176117,
-0.5251669883728027,
0.2745824456214905,
0.0001912638545036316,
-0.02503833919763565,
0.03840551897883415,
0.06515351682901382,
-0.017786270007491112,
-0.10897808521986008,
-0.20377904176712036,
0.021290481090545654,
-0.14324401319026947,
0.07119661569595337,
-0.14341850578784943,
-0.07304853200912476,
0.4121659994125366,
-0.2947298288345337,
-0.1939658373594284,
-0.020975664258003235,
0.16099222004413605,
-0.26291435956954956,
0.04465550184249878,
0.40115272998809814,
-0.42019104957580566,
-0.026764318346977234,
0.19846579432487488,
-0.16324496269226074,
-0.02346315234899521,
0.49881792068481445,
0.23872268199920654,
-0.556667685508728,
0.3390636742115021,
-0.040698982775211334,
-0.10942983627319336,
-0.12611645460128784,
-0.10591332614421844,
0.26334068179130554,
-0.5920450091362,
0.015200179070234299,
-0.5172561407089233,
-0.04430246353149414,
-0.21737802028656006,
0.34384408593177795,
0.24482987821102142,
0.009728677570819855,
0.05731521174311638,
-0.5647923350334167,
-0.1837816834449768,
0.06700237840414047,
-0.19086597859859467,
0.28403881192207336,
-0.11674367636442184,
-0.22803916037082672,
0.007006064057350159,
0.09349239617586136,
-0.1973663866519928,
0.24977731704711914,
-0.2983282506465912,
0.2261599749326706,
0.33606791496276855,
0.0671476498246193,
0.04945027828216553,
-0.11781427264213562,
0.045720525085926056,
0.5030980110168457,
-0.13975438475608826,
-0.04090861231088638,
-0.2890453040599823,
0.2284819781780243,
0.11367356032133102,
-0.23075412213802338,
0.2014671117067337,
0.08920210599899292,
-0.4398708641529083,
0.06925924122333527,
0.17978432774543762,
0.28394055366516113,
0.09217484295368195,
-0.21702313423156738,
0.35478726029396057,
-0.07397034019231796,
-0.33504432439804077,
0.4706476628780365,
-0.03161261975765228,
0.3607785105705261,
-0.27822378277778625,
0.35675761103630066,
-0.24007122218608856,
-0.15641671419143677,
0.03865272179245949,
0.04911864548921585,
0.451495885848999,
-0.0025422051548957825,
0.2547329366207123,
-0.4061906933784485,
0.21715223789215088,
0.2685073912143707,
0.4599561393260956,
0.33406782150268555,
-0.4810432493686676,
0.11475476622581482,
0.17518749833106995,
0.11899625509977341,
-0.2261180728673935,
-0.11242616176605225,
0.30933675169944763,
-0.06058961898088455,
-0.2001994103193283,
0.05567346513271332,
0.2993769645690918,
-0.26834261417388916,
-0.07320347428321838,
-0.0589861199259758,
0.6286348700523376,
0.04874981567263603,
-0.01663174480199814,
0.20300842821598053,
-0.2091463953256607,
0.16946782171726227,
0.05283574014902115,
0.007257133722305298,
0.2591148614883423,
0.4586026072502136,
-0.3878227472305298,
-0.03332940489053726,
0.4659070670604706,
0.13278450071811676,
0.3725215196609497,
-0.6705640554428101,
-0.14657597243785858,
0.11483535170555115,
-0.02671252191066742,
0.07621312141418457,
0.10361069440841675,
0.14663255214691162,
-0.2052619606256485,
0.023371368646621704,
-0.19418109953403473,
0.27313950657844543,
-0.0759129673242569,
0.026443451642990112,
-0.18718849122524261,
-0.14977389574050903,
-0.292013943195343,
0.043330561369657516,
0.025465168058872223,
-0.11170035600662231,
0.43552595376968384,
0.0334659107029438,
-0.14617379009723663,
-0.1334349364042282,
-0.28941214084625244,
0.24345096945762634,
-0.10593084245920181,
-0.5701287388801575,
0.25091561675071716,
-0.1571251004934311,
-0.19620180130004883,
0.26822060346603394,
0.26237425208091736,
0.29858827590942383,
0.0827939361333847,
-0.021678302437067032,
0.14793667197227478,
0.2691696286201477,
0.1126270741224289,
0.2387399971485138,
0.19004884362220764,
0.2286340892314911,
0.5414502620697021,
0.3585893213748932,
0.06132664531469345,
-0.04389805719256401,
-0.21855957806110382,
0.1489250510931015,
0.08873039484024048,
-0.4087335765361786,
0.19071847200393677,
-0.4401427209377289,
-0.22429415583610535,
-0.2595675587654114,
-0.14189550280570984,
-0.08225549012422562,
-0.08518210053443909,
0.3399792015552521,
0.10468734800815582,
0.2471866011619568,
-0.07574127614498138,
0.009912317618727684,
-0.19154156744480133,
0.07117915153503418,
0.4376285672187805,
0.0181552954018116,
-0.12525397539138794,
-0.15167580544948578,
-0.39932817220687866,
0.5216360688209534,
0.07797101140022278,
-0.10950933396816254,
0.26038962602615356,
-0.03846272826194763,
-0.036713890731334686,
0.23989221453666687,
-0.04121686518192291,
0.12166481465101242,
-0.44228294491767883,
0.12829238176345825,
0.0685785710811615,
-0.3836521804332733,
0.2419120967388153,
0.05980771780014038,
0.07726317644119263,
-0.5024435520172119,
0.2998524606227875,
-0.10121747851371765,
-0.0841054767370224,
-0.05151859670877457,
-0.16809973120689392,
-0.10200901329517365,
-0.3618609309196472,
0.37717801332473755,
0.14598767459392548,
0.2252528965473175,
-0.02234252355992794,
0.1613115668296814,
-0.19728821516036987,
-0.2176717221736908,
-0.12341076880693436,
-0.031682088971138,
-0.17772041261196136,
0.2007594257593155,
-0.0008493512868881226,
0.23679248988628387,
-0.3596366345882416,
-0.33242127299308777,
-0.043482985347509384,
0.1379125416278839,
-0.2367205023765564,
0.09020301699638367,
-0.41731351613998413,
0.16281044483184814,
0.1707465946674347,
-0.08399651199579239,
-0.0609794557094574,
-0.08260820806026459,
-0.2434822916984558,
-0.697293758392334,
0.6304542422294617,
-0.1137574091553688,
-0.3318016529083252,
-0.18280768394470215,
0.4062631130218506,
0.07685841619968414,
-0.34232237935066223,
-0.3640398681163788,
0.054916806519031525,
0.3285849094390869,
-0.21085631847381592,
-0.2854522466659546,
-0.11407987773418427,
-0.050984203815460205,
-0.24734348058700562,
-0.03803558275103569,
0.4709523320198059,
0.22163960337638855,
-0.36752045154571533,
0.3469637632369995,
-0.41500353813171387
] |
https://github.com/huggingface/datasets/issues/5276 | Bug in downloading common_voice data and snall chunk of it to one's own hub | any idea on what's going wrong here?
thanks
Am So., 27. Nov. 2022 um 13:53 Uhr schrieb Bogdan Capsa <
***@***.***>:
> [image: image.png]
>
>> Message ID: ***@***.***>
>>
>
| ### Describe the bug
I'm trying to load the common voice dataset. Currently there is no implementation to download just par tof the data, and I need just one part of it, without downloading the entire dataset
Help please?
### Steps to reproduce the bug
So here is what I have done:
1. Download common_voice data
2. Trim part of it and publish it to my own repo.
3. Download data from my own repo, but am getting this error.
### Expected behavior
There shouldn't be an error in downloading part of the data and publishing it to one's own repo
### Environment info
common_voice 11 | 31 | Bug in downloading common_voice data and snall chunk of it to one's own hub
### Describe the bug
I'm trying to load the common voice dataset. Currently there is no implementation to download just par tof the data, and I need just one part of it, without downloading the entire dataset
Help please?
### Steps to reproduce the bug
So here is what I have done:
1. Download common_voice data
2. Trim part of it and publish it to my own repo.
3. Download data from my own repo, but am getting this error.
### Expected behavior
There shouldn't be an error in downloading part of the data and publishing it to one's own repo
### Environment info
common_voice 11
any idea on what's going wrong here?
thanks
Am So., 27. Nov. 2022 um 13:53 Uhr schrieb Bogdan Capsa <
***@***.***>:
> [image: image.png]
>
>> Message ID: ***@***.***>
>>
>
| [
-0.37831196188926697,
-0.47767168283462524,
0.08809693157672882,
0.3151387572288513,
0.22903403639793396,
0.1135740652680397,
0.1406543105840683,
0.35082149505615234,
0.0026515107601881027,
0.3498608469963074,
-0.3717247545719147,
0.11556199938058853,
0.1817127764225006,
-0.06986548751592636,
-0.11869615316390991,
-0.13073168694972992,
-0.04571790248155594,
0.1554909199476242,
0.46893569827079773,
-0.30880653858184814,
-0.044033367186784744,
0.15076996386051178,
-0.1499311625957489,
0.42363834381103516,
-0.15334351360797882,
0.026721132919192314,
0.01588796265423298,
0.31978747248649597,
-0.21010860800743103,
-0.01996193639934063,
0.28717848658561707,
0.03580072894692421,
0.1940796971321106,
0.42358195781707764,
-0.00011922913108719513,
-0.17589396238327026,
0.31979459524154663,
-0.13326340913772583,
0.026941198855638504,
-0.1909959465265274,
-0.24809923768043518,
0.34404855966567993,
-0.12298829108476639,
-0.09533113241195679,
0.16916728019714355,
0.3371533453464508,
-0.008937569335103035,
0.014733441174030304,
0.46984511613845825,
0.24731484055519104,
0.15695922076702118,
-0.12997302412986755,
-0.0970841497182846,
-0.2780515253543854,
0.35457006096839905,
-0.01211923360824585,
0.06248296797275543,
0.41826292872428894,
0.31047898530960083,
0.22244709730148315,
0.32502448558807373,
0.012394893914461136,
-0.24741962552070618,
0.026872776448726654,
-0.31962481141090393,
0.09649597108364105,
0.03505910933017731,
-0.5868544578552246,
0.2361794412136078,
0.2931010127067566,
0.6235092878341675,
-0.2231343686580658,
-0.052343711256980896,
0.0029021278023719788,
0.05530605837702751,
-0.27448374032974243,
0.14359131455421448,
0.4410436749458313,
-0.28364795446395874,
0.3676581084728241,
-0.11204356700181961,
-0.13247306644916534,
-0.13781291246414185,
0.06608094274997711,
-0.035664767026901245,
0.05822104960680008,
-0.04541214182972908,
0.24397063255310059,
-0.11771796643733978,
0.1869252324104309,
0.039321865886449814,
-0.015585985034704208,
-0.09767203032970428,
0.31496888399124146,
-0.18013425171375275,
-0.050773393362760544,
-0.29011043906211853,
-0.33751198649406433,
0.3698350191116333,
0.11648678779602051,
0.2298090159893036,
0.09775561094284058,
-0.30745556950569153,
0.18785551190376282,
0.42940011620521545,
-0.0827275812625885,
0.081868015229702,
0.35604965686798096,
0.2426716387271881,
0.10186202079057693,
0.30835628509521484,
-0.13424211740493774,
-0.38888323307037354,
0.29069072008132935,
0.004818923771381378,
0.010497075505554676,
0.24711079895496368,
-0.5358762145042419,
-0.3229271471500397,
0.11441300809383392,
0.08656106144189835,
0.34455642104148865,
-0.08381439000368118,
0.21903112530708313,
0.1341758668422699,
0.16884467005729675,
0.023656383156776428,
0.14480847120285034,
-0.06303050369024277,
-0.19857387244701385,
-0.08666125684976578,
0.029809674248099327,
0.09599617123603821,
-0.08248727023601532,
0.020460259169340134,
-0.20852448046207428,
0.15306740999221802,
0.04495854675769806,
0.3863031268119812,
-0.3661572337150574,
-0.36401140689849854,
0.045961640775203705,
-0.38013955950737,
0.18929420411586761,
0.052104558795690536,
0.4455716013908386,
0.05469807609915733,
0.03867699205875397,
-0.28542768955230713,
0.32376691699028015,
-0.571135401725769,
-0.39769306778907776,
-0.18719209730625153,
0.1307733952999115,
-0.23590205609798431,
0.2599496841430664,
-0.25155070424079895,
-0.0699736475944519,
0.2616126239299774,
-0.4270705282688141,
0.21386513113975525,
0.04346568509936333,
-0.322914183139801,
-0.17956505715847015,
0.17292332649230957,
0.18688158690929413,
-0.11126908659934998,
-0.09869866073131561,
-0.23060829937458038,
-0.24435201287269592,
0.4687177836894989,
0.24598835408687592,
-0.035037215799093246,
-0.09581824392080307,
-0.3529827892780304,
0.6572902798652649,
0.30994826555252075,
-0.5253552198410034,
-0.7126674056053162,
0.4189148545265198,
-0.3169516921043396,
-0.029890475794672966,
-0.10795655101537704,
-0.017117107287049294,
0.2491222620010376,
-0.05172833800315857,
0.32072532176971436,
0.39017271995544434,
-0.015793168917298317,
-0.02977946028113365,
-0.20573171973228455,
-0.2170475274324417,
-0.2441474348306656,
0.1303759217262268,
-0.006064660847187042,
0.1927517205476761,
0.23813778162002563,
0.3358853757381439,
0.3638934791088104,
0.06589801609516144,
0.37998485565185547,
0.13178487122058868,
0.3549722135066986,
-0.5479938387870789,
0.1049303486943245,
-0.2751672863960266,
-0.25854867696762085,
0.2214488685131073,
-0.06725586950778961,
-0.07901644706726074,
0.21965625882148743,
-0.2018183320760727,
-0.5690717101097107,
-0.03157776966691017,
-0.2180280238389969,
0.04748367890715599,
-0.08265626430511475,
-0.2051910161972046,
-0.06083112955093384,
-0.15539510548114777,
-0.11097109317779541,
0.48734307289123535,
-0.043913841247558594,
0.08343911170959473,
-0.022063694894313812,
0.31548604369163513,
-0.09440705180168152,
-0.026311393827199936,
0.22839516401290894,
0.015656940639019012,
0.2560691833496094,
0.09271577000617981,
-0.31142565608024597,
0.4781310558319092,
-0.16561384499073029,
0.6486831903457642,
-0.26139959692955017,
-0.3098681569099426,
0.2736094295978546,
-0.4663275182247162,
0.09830466657876968,
0.21436361968517303,
0.21946513652801514,
-0.1624775528907776,
-0.0682053342461586,
-0.0580776184797287,
-0.11400365829467773,
-0.010941267013549805,
-0.3515494465827942,
0.25166231393814087,
0.14645665884017944,
-0.2495778352022171,
0.1471397429704666,
-0.0057065449655056,
0.3266921937465668,
0.11151531338691711,
0.0531063936650753,
-0.14950482547283173,
-0.3055400252342224,
-0.11756175011396408,
0.2105082869529724,
-0.09620404243469238,
0.16171541810035706,
0.3288661241531372,
-0.009233377873897552,
-0.013699849136173725,
0.18518173694610596,
0.05965466424822807,
0.3152084946632385,
-0.08452481031417847,
0.09918056428432465,
0.36506009101867676,
0.3439101278781891,
-0.16677150130271912,
0.09909847378730774,
0.2619718313217163,
0.017218660563230515,
0.3781936466693878,
0.10400684922933578,
0.20234063267707825,
-0.167303204536438,
-0.1371106505393982,
0.12312706559896469,
0.16937211155891418,
-0.28494831919670105,
-0.16518278419971466,
-0.05522577092051506,
0.2977263331413269,
-0.01816622167825699,
-0.08466752618551254,
-0.30638474225997925,
-0.05919802188873291,
0.17323265969753265,
0.1030365452170372,
-0.08735926449298859,
-0.11520179361104965,
-0.06984918564558029,
0.2472810447216034,
0.11102813482284546,
-0.016017338261008263,
-0.18165424466133118,
0.12222957611083984,
-0.2294955849647522,
-0.024983055889606476,
-0.11878105998039246,
0.2299261838197708,
-0.01720716990530491,
-0.16296756267547607,
0.06180702894926071,
-0.1029246598482132,
-0.0006399378180503845,
0.2829728424549103,
-0.0002894774079322815,
0.14057491719722748,
0.06284058094024658,
0.028491050004959106,
-0.03705410659313202,
-0.028659339994192123,
-0.030915649607777596,
-0.18754710257053375,
-0.2239372283220291,
0.22409003973007202,
0.04371465742588043,
0.12156707793474197,
-0.3223368227481842,
-0.18801692128181458,
-0.4780305027961731,
-0.4900720715522766,
0.2562910318374634,
-0.10557860136032104,
0.3175727128982544,
-0.10583800822496414,
-0.22704234719276428,
-0.2248643934726715,
0.05498339235782623,
-0.0045402320101857185,
-0.3473627269268036,
-0.3094954788684845,
0.25977909564971924,
-0.15046007931232452,
-0.39756298065185547,
0.015570659190416336,
0.18087218701839447,
0.243523970246315,
0.02301282063126564,
-0.487193763256073,
0.015380947850644588,
-0.027914902195334435,
-0.004943635314702988,
-0.06364534050226212,
-0.1120787262916565,
0.23860327899456024,
-0.14985042810440063,
0.056338854134082794,
-0.25564906001091003,
0.13703981041908264,
-0.09294251352548599,
0.544863224029541,
0.10318414121866226,
0.05121210962533951,
0.19367417693138123,
-0.009676715359091759,
0.5496941804885864,
0.36195215582847595,
0.4146548807621002,
0.30853205919265747,
-0.06963318586349487,
-0.03173653408885002,
-0.059564314782619476,
-0.08518820255994797,
0.21807485818862915,
-0.02722097933292389,
-0.1955423653125763,
0.5032311081886292,
0.04370132088661194,
-0.06814325600862503,
-0.3381405174732208,
-0.587418258190155,
-0.10486234724521637,
-0.2434491217136383,
-0.2666730582714081,
0.11675051599740982,
-0.014197073876857758,
0.1694895625114441,
-0.1106211245059967,
0.1392996609210968,
-0.1814749836921692,
0.3677283823490143,
0.07792645692825317,
0.03699863329529762,
-0.008558106608688831,
-0.26046445965766907,
-0.2033650130033493,
-0.2991577088832855,
0.19438695907592773,
0.05374825373291969,
0.31145814061164856,
-0.2270069420337677,
0.23081845045089722,
0.07261235266923904,
0.019456559792160988,
0.14501629769802094,
-0.13204552233219147,
0.26621803641319275,
-0.05013149231672287,
0.26728859543800354,
-0.3316485583782196,
-0.17934328317642212,
-0.1715129166841507,
0.13321907818317413,
0.04937639832496643,
-0.038898445665836334,
-0.4401889443397522,
0.21418030560016632,
0.14968341588974,
0.1220681443810463,
-0.1309482306241989,
-0.09043356776237488,
-0.002576645463705063,
-0.30642104148864746,
-0.5582467317581177,
0.13626711070537567,
0.19481708109378815,
0.20057106018066406,
-0.2999700605869293,
0.0975104421377182,
0.5564571619033813,
0.12778565287590027,
0.17005550861358643,
-0.14718277752399445,
0.2421000897884369,
-0.061902400106191635,
0.4169812798500061,
0.16961096227169037,
-0.10357919335365295,
0.01886930502951145,
0.903089165687561,
0.4574928879737854,
-0.1432981640100479,
0.14334100484848022,
-0.2552464008331299,
0.21259631216526031,
0.3767075538635254,
-0.014966612681746483,
-0.12675729393959045,
-0.0035593919456005096,
-0.004480078816413879,
-0.15076789259910583,
0.024392055347561836,
-0.15096598863601685,
-0.16849999129772186,
-0.303769588470459,
0.11395537853240967,
0.48554351925849915,
0.09757404029369354,
-0.21326346695423126,
0.24938921630382538,
0.0020489096641540527,
-0.23980119824409485,
0.19185896217823029,
-0.19443875551223755,
1.2289724349975586,
0.33456504344940186,
0.03979618847370148,
0.040541842579841614,
-0.19098272919654846,
0.0446486733853817,
-0.16520705819129944,
-0.1026584729552269,
-0.16479428112506866,
-0.07778376340866089,
-0.1421830654144287,
-0.0949615091085434,
-0.15375158190727234,
0.1475607454776764,
-0.2962206304073334,
0.1326153427362442,
-0.29995787143707275,
0.15906751155853271,
0.23005348443984985,
0.016451973468065262,
-0.29778751730918884,
-0.23712900280952454,
0.239582821726799,
0.03818635642528534,
-0.2410159558057785,
0.4844535291194916,
-0.0981956273317337,
-0.11441115289926529,
-0.39258143305778503,
-0.48147523403167725,
-0.40619194507598877,
0.5074180960655212,
0.22508561611175537,
-0.20973223447799683,
0.0019330605864524841,
-0.15082815289497375,
0.3946489989757538,
-0.16200347244739532,
0.17043331265449524,
0.335248202085495,
-0.4853590130805969,
0.3044382631778717,
0.0975656509399414,
-0.042974669486284256,
0.07298234105110168,
0.05848906934261322,
0.0075622983276844025,
-0.1287398785352707,
-0.23952007293701172,
0.053443655371665955,
-0.11590942740440369,
0.04336666315793991,
-0.20360814034938812,
-0.05151790380477905,
0.4759816527366638,
-0.19595003128051758,
-0.14944496750831604,
0.03713737428188324,
0.07856284081935883,
-0.22478291392326355,
0.05482615903019905,
0.3599116802215576,
-0.4185660779476166,
0.0375644750893116,
0.25633522868156433,
-0.21379873156547546,
0.013438349589705467,
0.4629243314266205,
0.30677393078804016,
-0.5418789386749268,
0.35418760776519775,
-0.020135996863245964,
-0.053698547184467316,
-0.1615021526813507,
-0.09395536035299301,
0.17316263914108276,
-0.611463189125061,
-0.032329805195331573,
-0.5756292343139648,
-0.013747528195381165,
-0.168548583984375,
0.31707680225372314,
0.23124876618385315,
0.027782220393419266,
0.020349379628896713,
-0.5273561477661133,
-0.17886444926261902,
0.05563449487090111,
-0.2171057015657425,
0.274861216545105,
-0.19594907760620117,
-0.27814987301826477,
0.04957836866378784,
0.17804616689682007,
-0.21298262476921082,
0.24242661893367767,
-0.3501182198524475,
0.2941189408302307,
0.1595059633255005,
0.09138090908527374,
-0.04795418679714203,
-0.13725927472114563,
0.035850100219249725,
0.4808284044265747,
-0.10635597258806229,
-0.03983031213283539,
-0.24257956445217133,
0.233843132853508,
0.0855914056301117,
-0.16756968200206757,
0.1697295755147934,
0.07246534526348114,
-0.36847248673439026,
0.1178140714764595,
0.15766648948192596,
0.246844083070755,
0.0801091194152832,
-0.24033790826797485,
0.3986932337284088,
-0.01637621968984604,
-0.38979679346084595,
0.43608564138412476,
-0.07382872700691223,
0.49972838163375854,
-0.3025505840778351,
0.3478119969367981,
-0.2557312846183777,
-0.16796258091926575,
0.07800896465778351,
0.009747199714183807,
0.43539613485336304,
0.01398681290447712,
0.2845870852470398,
-0.3760170340538025,
0.2976209223270416,
0.1997898370027542,
0.36168140172958374,
0.27849751710891724,
-0.46318477392196655,
0.07585211098194122,
0.09842485189437866,
0.13445648550987244,
-0.17390033602714539,
-0.052156735211610794,
0.31606942415237427,
-0.15223382413387299,
-0.23368653655052185,
0.09020077437162399,
0.28454533219337463,
-0.2619575262069702,
-0.05976599454879761,
0.03410027176141739,
0.7093360424041748,
0.056486696004867554,
-0.0650397390127182,
0.23711608350276947,
-0.2343011051416397,
0.21932870149612427,
-0.005847819149494171,
-0.0676715075969696,
0.21526291966438293,
0.4450731873512268,
-0.4033335745334625,
-0.028670860454440117,
0.5647390484809875,
0.12510129809379578,
0.46656492352485657,
-0.5704761743545532,
-0.13603289425373077,
0.10318870842456818,
-0.043098434805870056,
0.0833883136510849,
0.11913710832595825,
0.0237109437584877,
-0.10639720410108566,
0.0905391126871109,
-0.16635996103286743,
0.19276604056358337,
-0.043404169380664825,
0.11241574585437775,
-0.24276438355445862,
-0.17158615589141846,
-0.3380018472671509,
-0.010809807106852531,
0.048100363463163376,
-0.128973126411438,
0.4245802164077759,
0.08905473351478577,
-0.18531925976276398,
-0.05001641809940338,
-0.3011232018470764,
0.19072476029396057,
-0.09765591472387314,
-0.6035612225532532,
0.252694696187973,
-0.13616813719272614,
-0.16512973606586456,
0.3406248092651367,
0.2575579881668091,
0.3083432912826538,
0.16870902478694916,
-0.05797787383198738,
0.192612424492836,
0.3406316936016083,
0.05258283019065857,
0.28175607323646545,
0.22781623899936676,
0.2659951448440552,
0.4980480372905731,
0.2912483215332031,
0.07968699932098389,
-0.0522579625248909,
-0.21718235313892365,
0.22776561975479126,
0.046703360974788666,
-0.30349481105804443,
0.22594258189201355,
-0.39095890522003174,
-0.252095103263855,
-0.24181652069091797,
-0.18111160397529602,
-0.1479257196187973,
-0.09802205115556717,
0.34241342544555664,
0.060416560620069504,
0.2642737925052643,
-0.03465433046221733,
0.010959690436720848,
-0.21508216857910156,
0.08703205734491348,
0.4184165298938751,
0.04502030834555626,
-0.13894803822040558,
-0.15444695949554443,
-0.3754953145980835,
0.5944539308547974,
0.04192012548446655,
-0.08970309793949127,
0.2324642688035965,
0.03729923814535141,
-0.02158241719007492,
0.27631837129592896,
0.035439006984233856,
0.11939184367656708,
-0.48886629939079285,
0.22112001478672028,
-0.0017469711601734161,
-0.3317650854587555,
0.3398585319519043,
0.10637006908655167,
-0.008936360478401184,
-0.5097532868385315,
0.3576774299144745,
-0.1123603880405426,
-0.06876293569803238,
0.02526017092168331,
-0.2620481252670288,
0.006216708570718765,
-0.27952855825424194,
0.35387375950813293,
0.09539671242237091,
0.25812649726867676,
-0.019452065229415894,
0.13120365142822266,
-0.16891784965991974,
-0.23638872802257538,
-0.08432835340499878,
-0.034386783838272095,
-0.1082969456911087,
0.24804028868675232,
0.005658281967043877,
0.17817746102809906,
-0.3276742100715637,
-0.3571735918521881,
-0.1431480348110199,
0.04576985165476799,
-0.1734313666820526,
0.04681869596242905,
-0.39516958594322205,
0.1609349101781845,
0.06408946216106415,
-0.14603561162948608,
-0.03576493263244629,
-0.0719979777932167,
-0.26110756397247314,
-0.6832865476608276,
0.5987975597381592,
-0.1630307286977768,
-0.36568477749824524,
-0.2317536622285843,
0.44498759508132935,
-0.03756195306777954,
-0.27166709303855896,
-0.2953961491584778,
0.04847954958677292,
0.36561107635498047,
-0.21618658304214478,
-0.29134583473205566,
-0.16914735734462738,
-0.008238624781370163,
-0.2899307608604431,
-0.05864083766937256,
0.4572376310825348,
0.2038610875606537,
-0.34415826201438904,
0.266730397939682,
-0.4266743063926697
] |
https://github.com/huggingface/datasets/issues/5276 | Bug in downloading common_voice data and snall chunk of it to one's own hub | I have attached this screenshot above . can u pls help? So can not pip from pull request
| ### Describe the bug
I'm trying to load the common voice dataset. Currently there is no implementation to download just par tof the data, and I need just one part of it, without downloading the entire dataset
Help please?
### Steps to reproduce the bug
So here is what I have done:
1. Download common_voice data
2. Trim part of it and publish it to my own repo.
3. Download data from my own repo, but am getting this error.
### Expected behavior
There shouldn't be an error in downloading part of the data and publishing it to one's own repo
### Environment info
common_voice 11 | 19 | Bug in downloading common_voice data and snall chunk of it to one's own hub
### Describe the bug
I'm trying to load the common voice dataset. Currently there is no implementation to download just par tof the data, and I need just one part of it, without downloading the entire dataset
Help please?
### Steps to reproduce the bug
So here is what I have done:
1. Download common_voice data
2. Trim part of it and publish it to my own repo.
3. Download data from my own repo, but am getting this error.
### Expected behavior
There shouldn't be an error in downloading part of the data and publishing it to one's own repo
### Environment info
common_voice 11
I have attached this screenshot above . can u pls help? So can not pip from pull request
| [
-0.439546674489975,
-0.514450192451477,
0.07587830722332001,
0.3100191354751587,
0.2145453542470932,
0.04219585657119751,
0.03874988853931427,
0.314655601978302,
-0.024443160742521286,
0.34630218148231506,
-0.28940245509147644,
0.1460108458995819,
0.16252544522285461,
0.05420023947954178,
-0.09445273131132126,
-0.19090525805950165,
-0.07718653231859207,
0.16993916034698486,
0.44664427638053894,
-0.32041722536087036,
-0.028494900092482567,
0.18463952839374542,
-0.19338123500347137,
0.3982464671134949,
0.014203550294041634,
0.010966109111905098,
0.06304468214511871,
0.2997484803199768,
-0.27763831615448,
-0.006112893112003803,
0.3146611750125885,
0.013116901740431786,
0.19222237169742584,
0.4707028269767761,
-0.00011978405382251367,
-0.1482536941766739,
0.34283220767974854,
-0.19335494935512543,
0.11826620995998383,
-0.2911016345024109,
-0.2940944731235504,
0.29469355940818787,
-0.06679505854845047,
-0.12049102783203125,
0.09739013761281967,
0.2678138017654419,
-0.06479084491729736,
0.05229887366294861,
0.5652821660041809,
0.2816443145275116,
0.15538892149925232,
-0.045887529850006104,
-0.11813172698020935,
-0.2566988170146942,
0.4039148688316345,
-0.020716361701488495,
0.04917595535516739,
0.3187139332294464,
0.31190693378448486,
0.20173205435276031,
0.3654538691043854,
0.03262094408273697,
-0.28759387135505676,
0.03946463763713837,
-0.37234988808631897,
0.10068140178918839,
-0.0753992572426796,
-0.6338963508605957,
0.21574118733406067,
0.33526426553726196,
0.5951611995697021,
-0.23375019431114197,
-0.11407564580440521,
0.017384983599185944,
0.02483881637454033,
-0.2961456775665283,
0.13761472702026367,
0.47663867473602295,
-0.297325998544693,
0.36295291781425476,
-0.10486409813165665,
-0.1392240822315216,
-0.12436941266059875,
0.12462285161018372,
0.02481682598590851,
0.06619931757450104,
-0.07401357591152191,
0.22715505957603455,
-0.1050533801317215,
0.19822287559509277,
0.03126572072505951,
-0.00948907807469368,
-0.1284794807434082,
0.32847243547439575,
-0.1977703720331192,
-0.04822953790426254,
-0.3069320619106293,
-0.34505653381347656,
0.3625488877296448,
0.14022141695022583,
0.25340938568115234,
0.10657481104135513,
-0.3120976388454437,
0.15560872852802277,
0.4125749468803406,
0.005834152922034264,
0.04176090657711029,
0.38975590467453003,
0.28863582015037537,
0.10723306983709335,
0.3065420389175415,
-0.16311129927635193,
-0.2721506655216217,
0.2710486650466919,
-0.0350613035261631,
-0.010004669427871704,
0.23657895624637604,
-0.5158807039260864,
-0.28235939145088196,
0.07780058681964874,
0.08587882667779922,
0.3265472948551178,
-0.05723980441689491,
0.20649465918540955,
0.15196073055267334,
0.21417111158370972,
0.04343821853399277,
0.22551551461219788,
-0.06863674521446228,
-0.14737501740455627,
-0.08082902431488037,
0.05982435122132301,
0.1471281200647354,
-0.12261026352643967,
-0.010767858475446701,
-0.23298543691635132,
0.2709124684333801,
0.1016426682472229,
0.27588269114494324,
-0.30956780910491943,
-0.27247318625450134,
0.14899082481861115,
-0.3618197441101074,
0.2425333857536316,
0.11537729203701019,
0.39138075709342957,
0.07122260332107544,
0.08591312170028687,
-0.282900333404541,
0.31949156522750854,
-0.5859257578849792,
-0.42860400676727295,
-0.22910664975643158,
0.13874384760856628,
-0.2773869037628174,
0.2839226722717285,
-0.35891082882881165,
-0.09327797591686249,
0.2804418206214905,
-0.3464847505092621,
0.2423538863658905,
0.004660634323954582,
-0.26022934913635254,
-0.15494538843631744,
0.14886249601840973,
0.10480675101280212,
-0.012229789048433304,
-0.11816360056400299,
-0.2816939949989319,
-0.22416114807128906,
0.5540653467178345,
0.22285600006580353,
-0.07114623486995697,
-0.12933704257011414,
-0.3139691650867462,
0.6528599262237549,
0.5318835973739624,
-0.5946716070175171,
-0.7492709755897522,
0.4175199866294861,
-0.28779494762420654,
-0.04286446422338486,
0.006780773401260376,
-0.06434524804353714,
0.3019741177558899,
0.00839726161211729,
0.2862650156021118,
0.35781383514404297,
0.01585928350687027,
-0.010799078270792961,
-0.24068892002105713,
-0.21092236042022705,
-0.31767213344573975,
0.14941729605197906,
0.012324362993240356,
0.1865263283252716,
0.1833631992340088,
0.2581341564655304,
0.3743491768836975,
0.025353506207466125,
0.3913106918334961,
0.1802520602941513,
0.3912174105644226,
-0.5029350519180298,
0.13197338581085205,
-0.32473838329315186,
-0.223835289478302,
0.1861444115638733,
-0.11221086233854294,
-0.03891308605670929,
0.20158927142620087,
-0.2153237909078598,
-0.5380315184593201,
-0.023092085495591164,
-0.23792468011379242,
0.039395011961460114,
-0.08613330870866776,
-0.2233223021030426,
-0.03351734206080437,
-0.18648116290569305,
-0.17123614251613617,
0.44152912497520447,
-0.030329694971442223,
0.1119006872177124,
-0.08424530923366547,
0.2795986831188202,
-0.08753704279661179,
-0.05001293122768402,
0.2749300003051758,
0.013114221394062042,
0.23680195212364197,
0.049570512026548386,
-0.3234454095363617,
0.43516016006469727,
-0.15155939757823944,
0.5653994083404541,
-0.26162368059158325,
-0.2714959979057312,
0.2887313663959503,
-0.40732741355895996,
0.08413156121969223,
0.23100556433200836,
0.19342397153377533,
-0.11491996049880981,
-0.07282554358243942,
-0.054523155093193054,
-0.060645680874586105,
-0.015044011175632477,
-0.3605945110321045,
0.25822150707244873,
0.21143098175525665,
-0.27748459577560425,
0.12647633254528046,
-0.0041055381298065186,
0.34641221165657043,
0.08489720523357391,
0.0779135525226593,
-0.1800561249256134,
-0.29682961106300354,
-0.11616193503141403,
0.20287282764911652,
-0.07437458634376526,
0.14727066457271576,
0.36267444491386414,
0.00450548529624939,
-0.01483035460114479,
0.16510453820228577,
0.06414920091629028,
0.32252609729766846,
-0.05744986981153488,
0.0712984949350357,
0.3350706696510315,
0.38150471448898315,
-0.16578683257102966,
0.1303127110004425,
0.2638469338417053,
-0.06964830309152603,
0.3632267117500305,
0.14707466959953308,
0.15172098577022552,
-0.13272486627101898,
-0.05190684273838997,
0.08350811153650284,
0.23725950717926025,
-0.2680976092815399,
-0.17285773158073425,
-0.10627605766057968,
0.26152732968330383,
-0.02469887211918831,
-0.08244563639163971,
-0.2268560826778412,
-0.05182234197854996,
0.16538096964359283,
0.14091496169567108,
-0.11650301516056061,
-0.1016312837600708,
0.032646797597408295,
0.1399049460887909,
0.12988919019699097,
-0.04458138346672058,
-0.20171213150024414,
0.06868909299373627,
-0.16964873671531677,
-0.023912405595183372,
-0.07930688560009003,
0.2608237862586975,
-0.001093922182917595,
-0.1238652765750885,
-0.04538143798708916,
-0.14693430066108704,
-0.024998895823955536,
0.27002912759780884,
0.007408497855067253,
0.16219088435173035,
0.14577169716358185,
0.017695218324661255,
0.01633564382791519,
-0.033015813678503036,
-0.03127453476190567,
-0.1581023633480072,
-0.23738978803157806,
0.24083593487739563,
0.03406941145658493,
0.11927695572376251,
-0.31177520751953125,
-0.20496651530265808,
-0.48964184522628784,
-0.4892312288284302,
0.3172920346260071,
-0.04039674252271652,
0.28254270553588867,
-0.2311650663614273,
-0.263858437538147,
-0.280059278011322,
0.13962708413600922,
-0.0027005868032574654,
-0.3256436586380005,
-0.2765671908855438,
0.21463461220264435,
-0.13384994864463806,
-0.3840138614177704,
0.018960926681756973,
0.15610738098621368,
0.29864323139190674,
0.09555181860923767,
-0.47613757848739624,
-0.08047473430633545,
-0.04972784221172333,
0.04991411045193672,
-0.07887773960828781,
-0.03569124639034271,
0.29802167415618896,
-0.11184222251176834,
0.05347525328397751,
-0.2585972547531128,
0.16606323421001434,
-0.10066487640142441,
0.5435885190963745,
0.04226449131965637,
0.1323227435350418,
0.28050434589385986,
-0.06374381482601166,
0.6214072108268738,
0.3719998002052307,
0.38996514678001404,
0.3598744869232178,
-0.12097909301519394,
-0.09417888522148132,
-0.08009066432714462,
-0.07973644882440567,
0.0911468118429184,
0.005699902772903442,
-0.12775176763534546,
0.47143232822418213,
0.04032689332962036,
-0.023767059668898582,
-0.3318207561969757,
-0.6081095933914185,
-0.12921997904777527,
-0.22010153532028198,
-0.2647193670272827,
0.10718043148517609,
0.031491346657276154,
0.20904238522052765,
-0.07889658957719803,
0.14873692393302917,
-0.18966123461723328,
0.3575952649116516,
0.02387775480747223,
0.006790950894355774,
0.01638912782073021,
-0.22080795466899872,
-0.2362537533044815,
-0.3451339602470398,
0.2119726985692978,
0.006783421151340008,
0.2926063537597656,
-0.1675722897052765,
0.2508239448070526,
0.08362287282943726,
0.01120840571820736,
0.13893826305866241,
-0.21704813838005066,
0.22532257437705994,
-0.0739620178937912,
0.17346808314323425,
-0.29644331336021423,
-0.15326647460460663,
-0.18758031725883484,
0.17618873715400696,
0.10154449939727783,
0.01904568448662758,
-0.4874287247657776,
0.1465514451265335,
0.18731722235679626,
0.14322882890701294,
-0.11662013828754425,
-0.06532657146453857,
-0.04559842124581337,
-0.3744311034679413,
-0.5786091685295105,
0.11772030591964722,
0.22349317371845245,
0.1974765956401825,
-0.2917966842651367,
0.09297768771648407,
0.5007211565971375,
0.1350715458393097,
0.1145639568567276,
-0.1667715311050415,
0.23263880610466003,
-0.12613913416862488,
0.41561511158943176,
0.10310027003288269,
-0.15992800891399384,
-0.04540734738111496,
0.9134073853492737,
0.4537298381328583,
-0.19434043765068054,
0.10109837353229523,
-0.19882594048976898,
0.21033033728599548,
0.30545949935913086,
-0.04222063720226288,
-0.03756231814622879,
0.0068096378818154335,
0.045720625668764114,
-0.08326725661754608,
0.035171028226614,
-0.1641237735748291,
-0.1457475870847702,
-0.22726133465766907,
0.04417484253644943,
0.5323540568351746,
0.16383446753025055,
-0.20527301728725433,
0.3200845718383789,
-0.0007249936461448669,
-0.24000608921051025,
0.2439090758562088,
-0.17041802406311035,
1.1871780157089233,
0.326582670211792,
0.02700490690767765,
0.05986069142818451,
-0.22381089627742767,
0.04083392769098282,
-0.20279084146022797,
-0.08746117353439331,
-0.1984902024269104,
-0.02832454815506935,
-0.1538596898317337,
-0.11919407546520233,
-0.21237525343894958,
0.089815154671669,
-0.3427363932132721,
0.2523668706417084,
-0.26001837849617004,
0.19494983553886414,
0.22658416628837585,
0.05562501400709152,
-0.27428677678108215,
-0.22024191915988922,
0.1867274045944214,
0.009588520973920822,
-0.2209457904100418,
0.5141590237617493,
-0.08358347415924072,
-0.16185924410820007,
-0.36754295229911804,
-0.5022761821746826,
-0.42410361766815186,
0.4569764733314514,
0.1447332203388214,
-0.19849100708961487,
-0.010844781994819641,
-0.29873621463775635,
0.40646231174468994,
-0.11544756591320038,
0.15851236879825592,
0.34116822481155396,
-0.49749964475631714,
0.3072185814380646,
0.09731300175189972,
-0.03618381917476654,
0.10128364711999893,
0.12410581111907959,
-0.050650060176849365,
-0.1544656753540039,
-0.24445077776908875,
0.049276016652584076,
-0.15893295407295227,
0.05083434283733368,
-0.1479024440050125,
-0.05480597913265228,
0.4534403085708618,
-0.23556926846504211,
-0.17046695947647095,
0.023573461920022964,
0.07047851383686066,
-0.23720137774944305,
0.05632306635379791,
0.3260939121246338,
-0.4122313857078552,
0.04089174047112465,
0.19826361536979675,
-0.17044922709465027,
-0.009300153702497482,
0.42189642786979675,
0.35735586285591125,
-0.47026070952415466,
0.36178526282310486,
-0.047055795788764954,
-0.03996005654335022,
-0.16987138986587524,
-0.13143521547317505,
0.15651918947696686,
-0.5521367192268372,
0.007215823046863079,
-0.5294342041015625,
-0.0723097175359726,
-0.15261095762252808,
0.36659905314445496,
0.18639345467090607,
0.06484632939100266,
0.004812195897102356,
-0.5216342210769653,
-0.13519218564033508,
0.05542239546775818,
-0.15692323446273804,
0.23953157663345337,
-0.22101053595542908,
-0.2983707785606384,
0.005401512607932091,
0.12772762775421143,
-0.20046696066856384,
0.22414323687553406,
-0.3567083477973938,
0.28382956981658936,
0.24854503571987152,
0.08259756863117218,
-0.020687682554125786,
-0.10168598592281342,
0.033824823796749115,
0.4440007209777832,
-0.11099773645401001,
-0.05091983824968338,
-0.2283046990633011,
0.2277720868587494,
0.08391474187374115,
-0.21789488196372986,
0.1449272483587265,
0.07191190868616104,
-0.3678392171859741,
0.11097899079322815,
0.1637224555015564,
0.23918867111206055,
0.10571283102035522,
-0.21094709634780884,
0.36018404364585876,
-0.08903621882200241,
-0.3779594302177429,
0.49119511246681213,
-0.06494389474391937,
0.4400232434272766,
-0.34013593196868896,
0.38922348618507385,
-0.1731795370578766,
-0.1769275963306427,
0.08413954079151154,
-0.03377079963684082,
0.48671162128448486,
0.03497670590877533,
0.2901158630847931,
-0.34880685806274414,
0.21078616380691528,
0.19375258684158325,
0.4033309817314148,
0.323772668838501,
-0.4329340159893036,
0.11078177392482758,
0.12050259113311768,
0.1278771013021469,
-0.2101769596338272,
-0.043608151376247406,
0.3033158779144287,
-0.0967089831829071,
-0.20741085708141327,
0.10399579256772995,
0.2942621409893036,
-0.3005450367927551,
0.004341036081314087,
0.03345097228884697,
0.7489116787910461,
0.034926481544971466,
-0.029311738908290863,
0.1569840908050537,
-0.1999485045671463,
0.18921034038066864,
-0.054867491126060486,
-0.0702524334192276,
0.24361738562583923,
0.33252620697021484,
-0.36626747250556946,
-0.058314017951488495,
0.5520643591880798,
0.09232197701931,
0.40474748611450195,
-0.5426977276802063,
-0.21552146971225739,
0.052031487226486206,
-0.01960226148366928,
0.09350279718637466,
0.14207573235034943,
0.09054635465145111,
-0.05272788181900978,
0.07947439700365067,
-0.18901680409908295,
0.28607749938964844,
-0.04246243089437485,
0.08402863144874573,
-0.23532718420028687,
-0.1415776163339615,
-0.2677915394306183,
0.00902843102812767,
0.0643291026353836,
-0.05106955021619797,
0.40645530819892883,
0.10549613833427429,
-0.13523229956626892,
-0.011072991415858269,
-0.2601569890975952,
0.23468399047851562,
-0.15901008248329163,
-0.5999167561531067,
0.2840983271598816,
-0.06407256424427032,
-0.18123170733451843,
0.2412528246641159,
0.23496586084365845,
0.3423083424568176,
0.13698771595954895,
-0.12229715287685394,
0.1880865842103958,
0.3495864272117615,
0.055729568004608154,
0.25280582904815674,
0.2130327969789505,
0.20179502665996552,
0.5551288723945618,
0.27806556224823,
0.07281459867954254,
-0.046987518668174744,
-0.24937282502651215,
0.20268528163433075,
0.026845980435609818,
-0.3126136064529419,
0.23841765522956848,
-0.3611147403717041,
-0.33030572533607483,
-0.23490536212921143,
-0.2131747007369995,
-0.1172381192445755,
0.0025124973617494106,
0.2864297330379486,
0.11054916679859161,
0.2629598379135132,
-0.0507727712392807,
0.01180083304643631,
-0.2272665947675705,
0.11820670962333679,
0.373333603143692,
0.07238321006298065,
-0.15273119509220123,
-0.20767433941364288,
-0.3568609952926636,
0.5128408074378967,
-0.029934365302324295,
-0.17759865522384644,
0.2223304659128189,
0.008366432040929794,
0.006919197738170624,
0.27962976694107056,
-0.03462812304496765,
0.05525483191013336,
-0.5191356539726257,
0.24658377468585968,
0.016142696142196655,
-0.36151933670043945,
0.2873076796531677,
0.08236478269100189,
0.03455548733472824,
-0.5491040349006653,
0.3146607577800751,
-0.16735468804836273,
-0.056607432663440704,
-0.0011961925774812698,
-0.20485107600688934,
0.038580771535634995,
-0.338242769241333,
0.3410583734512329,
0.12359520047903061,
0.1960545927286148,
-0.05274368077516556,
0.20549988746643066,
-0.0754687488079071,
-0.23053991794586182,
-0.10835839807987213,
-0.04398643225431442,
-0.15569628775119781,
0.2125472128391266,
0.029935302212834358,
0.18575802445411682,
-0.39431414008140564,
-0.3419947922229767,
-0.1268831193447113,
0.06933891773223877,
-0.1190262958407402,
0.06227380037307739,
-0.37935957312583923,
0.15057143568992615,
0.07719921320676804,
-0.14485445618629456,
-0.06208905577659607,
-0.08069789409637451,
-0.2993912100791931,
-0.6983881592750549,
0.5823525786399841,
-0.1671086847782135,
-0.3468132019042969,
-0.21777886152267456,
0.4305669367313385,
0.0013776347041130066,
-0.2934529781341553,
-0.28115546703338623,
0.07266933470964432,
0.37286049127578735,
-0.21583691239356995,
-0.2734878659248352,
-0.12177780270576477,
0.04884013161063194,
-0.28575506806373596,
-0.03441457450389862,
0.41692307591438293,
0.21734118461608887,
-0.35947704315185547,
0.27974459528923035,
-0.4175131320953369
] |
https://github.com/huggingface/datasets/issues/5276 | Bug in downloading common_voice data and snall chunk of it to one's own hub | The pull request has been merged on `main`.
You can install `datasets` from `main` using
```
pip install git+https://github.com/huggingface/datasets.git
``` | ### Describe the bug
I'm trying to load the common voice dataset. Currently there is no implementation to download just par tof the data, and I need just one part of it, without downloading the entire dataset
Help please?
### Steps to reproduce the bug
So here is what I have done:
1. Download common_voice data
2. Trim part of it and publish it to my own repo.
3. Download data from my own repo, but am getting this error.
### Expected behavior
There shouldn't be an error in downloading part of the data and publishing it to one's own repo
### Environment info
common_voice 11 | 20 | Bug in downloading common_voice data and snall chunk of it to one's own hub
### Describe the bug
I'm trying to load the common voice dataset. Currently there is no implementation to download just par tof the data, and I need just one part of it, without downloading the entire dataset
Help please?
### Steps to reproduce the bug
So here is what I have done:
1. Download common_voice data
2. Trim part of it and publish it to my own repo.
3. Download data from my own repo, but am getting this error.
### Expected behavior
There shouldn't be an error in downloading part of the data and publishing it to one's own repo
### Environment info
common_voice 11
The pull request has been merged on `main`.
You can install `datasets` from `main` using
```
pip install git+https://github.com/huggingface/datasets.git
``` | [
-0.4149816036224365,
-0.45656463503837585,
0.09151256084442139,
0.3267212510108948,
0.2065569907426834,
0.09457119554281235,
0.10655209422111511,
0.33124446868896484,
0.004382861778140068,
0.32863882184028625,
-0.3377790153026581,
0.09364653378725052,
0.15677952766418457,
0.0000158064067363739,
-0.08535964787006378,
-0.11047416925430298,
-0.09870345145463943,
0.16942757368087769,
0.43483975529670715,
-0.2771574854850769,
0.006702687591314316,
0.18187175691127777,
-0.1632670760154724,
0.4050830006599426,
-0.06182727962732315,
0.060324907302856445,
0.06548294425010681,
0.2858443260192871,
-0.2539216876029968,
-0.033854641020298004,
0.3844819664955139,
0.0256369449198246,
0.16559305787086487,
0.49665600061416626,
-0.00011971357889706269,
-0.14376890659332275,
0.34001022577285767,
-0.14871010184288025,
0.04406344145536423,
-0.23826579749584198,
-0.24650898575782776,
0.2446616291999817,
-0.10049213469028473,
-0.1114894449710846,
0.129369854927063,
0.2883295714855194,
-0.048327550292015076,
0.011996977031230927,
0.4409934878349304,
0.2593328356742859,
0.1570725440979004,
-0.06672778725624084,
-0.08867578953504562,
-0.255010724067688,
0.3528393805027008,
0.002260178327560425,
0.03125257045030594,
0.40001577138900757,
0.25169771909713745,
0.19677864015102386,
0.41389000415802,
0.03423784673213959,
-0.2749669551849365,
0.025217276066541672,
-0.2766140103340149,
0.10734889656305313,
-0.10506153851747513,
-0.5555251836776733,
0.213657945394516,
0.32634976506233215,
0.5883731842041016,
-0.28489455580711365,
-0.12110964953899384,
-0.1039784848690033,
0.07257220894098282,
-0.2536691725254059,
0.14447543025016785,
0.41349390149116516,
-0.2739335298538208,
0.3793715536594391,
-0.06662873923778534,
-0.19984716176986694,
-0.07630601525306702,
0.1065794974565506,
-0.026118885725736618,
0.015212178230285645,
-0.08759048581123352,
0.23775237798690796,
-0.0649489164352417,
0.21050184965133667,
-0.00864641834050417,
-0.04397601634263992,
-0.08515828847885132,
0.3288203775882721,
-0.24094761908054352,
-0.050022345036268234,
-0.2818911671638489,
-0.32903677225112915,
0.40795016288757324,
0.09121273458003998,
0.19131574034690857,
0.04998387396335602,
-0.3432760238647461,
0.15659792721271515,
0.42924025654792786,
-0.037229955196380615,
0.02702559158205986,
0.31138351559638977,
0.29576292634010315,
0.11797474324703217,
0.3474675714969635,
-0.13949626684188843,
-0.3158915340900421,
0.27517572045326233,
-0.02644474431872368,
-0.04992900788784027,
0.28819525241851807,
-0.5091943740844727,
-0.30569061636924744,
0.07549687474966049,
0.1439875364303589,
0.32591620087623596,
-0.039601512253284454,
0.17359986901283264,
0.121009461581707,
0.22483927011489868,
0.030982449650764465,
0.22530218958854675,
-0.05233226716518402,
-0.15541335940361023,
-0.09350541234016418,
0.04580865055322647,
0.1484987884759903,
-0.10370289534330368,
0.04599138721823692,
-0.3270672559738159,
0.22311194241046906,
0.06855669617652893,
0.3319857120513916,
-0.32044243812561035,
-0.3150855302810669,
0.10956007242202759,
-0.4071596562862396,
0.20906014740467072,
0.10987366735935211,
0.45301172137260437,
0.07087776064872742,
0.0731547474861145,
-0.3017536401748657,
0.2983669638633728,
-0.5801873803138733,
-0.42214685678482056,
-0.22521774470806122,
0.12270939350128174,
-0.26772499084472656,
0.24263517558574677,
-0.36820775270462036,
-0.03584018722176552,
0.30465784668922424,
-0.41792505979537964,
0.179325670003891,
0.03859496861696243,
-0.30060702562332153,
-0.17105147242546082,
0.21538835763931274,
0.1853296160697937,
-0.07095964252948761,
-0.1498340368270874,
-0.2919689118862152,
-0.22447940707206726,
0.4630779027938843,
0.2733355462551117,
-0.09330597519874573,
-0.06716688722372055,
-0.35368162393569946,
0.6724610924720764,
0.4620966613292694,
-0.5214626789093018,
-0.7834593057632446,
0.38586604595184326,
-0.31436052918434143,
-0.02130894549190998,
-0.08132088929414749,
-0.0350647047162056,
0.23714612424373627,
-0.021186815574765205,
0.2763477563858032,
0.3827376365661621,
-0.01642644964158535,
-0.014180615544319153,
-0.19485493004322052,
-0.2126367837190628,
-0.2669340968132019,
0.13500970602035522,
0.012464098632335663,
0.22692450881004333,
0.21638981997966766,
0.2693065106868744,
0.30660292506217957,
0.05305410549044609,
0.4261263310909271,
0.1581876575946808,
0.33171045780181885,
-0.45505350828170776,
0.1077570989727974,
-0.37523120641708374,
-0.2782849669456482,
0.25704386830329895,
-0.04355432838201523,
-0.09366260468959808,
0.17915932834148407,
-0.23152516782283783,
-0.5376279354095459,
-0.03918460011482239,
-0.15677110850811005,
0.11301213502883911,
-0.09500837326049805,
-0.15814727544784546,
-0.09010246396064758,
-0.1728498339653015,
-0.16714975237846375,
0.44549238681793213,
0.022505154833197594,
0.11833282560110092,
-0.11413194239139557,
0.32090720534324646,
-0.07053149491548538,
-0.029773090034723282,
0.21952128410339355,
0.048858460038900375,
0.2338447868824005,
0.04518626630306244,
-0.2876937985420227,
0.47990670800209045,
-0.21039552986621857,
0.5592120289802551,
-0.18141323328018188,
-0.26538586616516113,
0.2897842526435852,
-0.39312055706977844,
0.0626627504825592,
0.1516769975423813,
0.23772025108337402,
-0.12207484990358353,
-0.057137683033943176,
-0.055529773235321045,
-0.060699913650751114,
0.002640552818775177,
-0.3572986125946045,
0.251729816198349,
0.17779363691806793,
-0.2353748083114624,
0.11798719316720963,
0.024397455155849457,
0.3365553021430969,
0.019600698724389076,
0.028254665434360504,
-0.1471385806798935,
-0.31936517357826233,
-0.12811031937599182,
0.26571589708328247,
-0.08490350842475891,
0.1929016411304474,
0.3693399131298065,
-0.05059421807527542,
-0.0020219609141349792,
0.15147101879119873,
0.04780712351202965,
0.3632219433784485,
-0.06678502261638641,
0.12495414912700653,
0.3494114577770233,
0.33798497915267944,
-0.11969081312417984,
0.09479938447475433,
0.2762562036514282,
-0.07624335587024689,
0.38549280166625977,
0.08262749761343002,
0.20202189683914185,
-0.13768452405929565,
-0.09666655957698822,
0.06968190521001816,
0.19171404838562012,
-0.27229753136634827,
-0.18747052550315857,
-0.07850536704063416,
0.301494300365448,
-0.03487200662493706,
-0.10078646242618561,
-0.2926992177963257,
-0.07195185869932175,
0.11091336607933044,
0.1478000283241272,
-0.05859161168336868,
-0.09697865694761276,
-0.04564409703016281,
0.24817156791687012,
0.10023713111877441,
-0.06658867746591568,
-0.16368338465690613,
0.07988914102315903,
-0.18265381455421448,
-0.021693162620067596,
-0.08331119269132614,
0.2824569642543793,
-0.016039391979575157,
-0.1408901810646057,
0.024019449949264526,
-0.1632724404335022,
0.0027348920702934265,
0.2602786123752594,
-0.03385592997074127,
0.14193139970302582,
0.1558493971824646,
0.04652170091867447,
0.004927486181259155,
0.007286679930984974,
-0.03030093014240265,
-0.16744431853294373,
-0.1978282928466797,
0.252878874540329,
0.06800780445337296,
0.10284765064716339,
-0.32544785737991333,
-0.16717016696929932,
-0.46685007214546204,
-0.48368456959724426,
0.3190242648124695,
-0.06274110823869705,
0.2127203792333603,
-0.18406857550144196,
-0.24014663696289062,
-0.21650046110153198,
0.09615329653024673,
0.025974808260798454,
-0.3685855269432068,
-0.26438820362091064,
0.2584761083126068,
-0.11971943825483322,
-0.386772483587265,
0.03889399394392967,
0.19006329774856567,
0.24089744687080383,
0.046239037066698074,
-0.5267766714096069,
-0.0017959903925657272,
-0.062144555151462555,
0.039044033735990524,
-0.09761981666088104,
-0.01534806378185749,
0.2863328158855438,
-0.12088637799024582,
0.07672620564699173,
-0.2590186297893524,
0.0725112110376358,
-0.14707008004188538,
0.5213344693183899,
0.06040790677070618,
0.12799544632434845,
0.28028905391693115,
-0.030759017914533615,
0.610325276851654,
0.3624926209449768,
0.3465861678123474,
0.33297988772392273,
-0.11203915625810623,
0.01102534681558609,
-0.06479378789663315,
-0.1666092723608017,
0.14751914143562317,
-0.02238568663597107,
-0.10293963551521301,
0.4835200309753418,
0.054303817451000214,
0.0011378228664398193,
-0.3607077896595001,
-0.5498688817024231,
-0.11474423855543137,
-0.2650916874408722,
-0.2632821202278137,
0.07097367197275162,
-0.009114019572734833,
0.23317375779151917,
-0.09653313457965851,
0.10783624649047852,
-0.16385778784751892,
0.37234407663345337,
0.08090002834796906,
0.0008079186081886292,
0.01701563224196434,
-0.23206134140491486,
-0.1804800182580948,
-0.3742656409740448,
0.19470995664596558,
0.007732139900326729,
0.2812732458114624,
-0.16661475598812103,
0.24592334032058716,
0.062498271465301514,
0.05143636092543602,
0.17414939403533936,
-0.1557222604751587,
0.2124425172805786,
-0.091722771525383,
0.2385134994983673,
-0.36141788959503174,
-0.16048862040042877,
-0.13524605333805084,
0.19074061512947083,
0.07870511710643768,
0.004840545356273651,
-0.5173777937889099,
0.16802960634231567,
0.19551196694374084,
0.18150435388088226,
-0.08664051443338394,
-0.07613024860620499,
-0.0530824176967144,
-0.3727354109287262,
-0.5842643976211548,
0.12200665473937988,
0.2188260555267334,
0.20540477335453033,
-0.2578546106815338,
0.11273795366287231,
0.46128904819488525,
0.10986753553152084,
0.15136000514030457,
-0.18683631718158722,
0.24795034527778625,
-0.06267200410366058,
0.43582212924957275,
0.1865454614162445,
-0.10419142246246338,
-0.048988066613674164,
0.9892067909240723,
0.43386390805244446,
-0.23933535814285278,
0.11872779577970505,
-0.18686330318450928,
0.16883178055286407,
0.30747318267822266,
-0.048619065433740616,
-0.07300544530153275,
0.04306114464998245,
0.01709134876728058,
-0.09950777888298035,
0.07441968470811844,
-0.08269312232732773,
-0.14320451021194458,
-0.3396824300289154,
0.04625876992940903,
0.5018449425697327,
0.12178193032741547,
-0.1886214315891266,
0.29360032081604004,
0.026319976896047592,
-0.23425790667533875,
0.14648202061653137,
-0.2706279456615448,
1.1723870038986206,
0.33077043294906616,
0.049703698605298996,
0.07629149407148361,
-0.21483907103538513,
0.12137117981910706,
-0.18404510617256165,
-0.1315944939851761,
-0.16492633521556854,
-0.10259377211332321,
-0.13538551330566406,
-0.10111618041992188,
-0.20577314496040344,
0.07727557420730591,
-0.2865283191204071,
0.23629505932331085,
-0.25529640913009644,
0.2261825054883957,
0.2073962688446045,
0.052374668419361115,
-0.21921373903751373,
-0.2835574746131897,
0.2325797826051712,
0.02624121680855751,
-0.24838675558567047,
0.5260652899742126,
-0.08617331087589264,
-0.12447816133499146,
-0.37135568261146545,
-0.489790141582489,
-0.4430953860282898,
0.46774551272392273,
0.17659512162208557,
-0.20387431979179382,
-0.018507767468690872,
-0.19543133676052094,
0.42311394214630127,
-0.13863593339920044,
0.20210830867290497,
0.3390616476535797,
-0.5150619745254517,
0.27645185589790344,
0.028997506946325302,
-0.019604181870818138,
0.05598890408873558,
0.07360702008008957,
-0.05933144688606262,
-0.09845314919948578,
-0.2355625480413437,
0.04520246759057045,
-0.13784073293209076,
0.006220914423465729,
-0.12326477468013763,
-0.051107048988342285,
0.41697555780410767,
-0.2571158707141876,
-0.1924620419740677,
0.0095735564827919,
0.16310961544513702,
-0.24137644469738007,
0.05092592537403107,
0.41284966468811035,
-0.4106103181838989,
0.005382627248764038,
0.1793631762266159,
-0.1828891932964325,
-0.02450336143374443,
0.45481038093566895,
0.3001519441604614,
-0.5394383668899536,
0.3361506462097168,
-0.060275085270404816,
-0.07974062860012054,
-0.13344469666481018,
-0.13107798993587494,
0.18230897188186646,
-0.6120501756668091,
-0.022674065083265305,
-0.5789096355438232,
-0.04094470292329788,
-0.18696661293506622,
0.2851066589355469,
0.24514931440353394,
0.021217316389083862,
0.00633760541677475,
-0.5509088039398193,
-0.13580046594142914,
0.06706957519054413,
-0.14330708980560303,
0.26169681549072266,
-0.13663876056671143,
-0.27027571201324463,
-0.0049433354288339615,
0.12929145991802216,
-0.19990888237953186,
0.25137943029403687,
-0.3158544898033142,
0.2526673972606659,
0.2691628634929657,
0.10058246552944183,
0.015222427435219288,
-0.13691465556621552,
0.04734443128108978,
0.447618305683136,
-0.10492007434368134,
-0.04688604176044464,
-0.239430233836174,
0.22906437516212463,
0.08186456561088562,
-0.1852143108844757,
0.1355372965335846,
0.06454340368509293,
-0.38250163197517395,
0.06409366428852081,
0.16160085797309875,
0.23073366284370422,
0.08604249358177185,
-0.24913279712200165,
0.40741807222366333,
-0.07115776091814041,
-0.37669122219085693,
0.4898829758167267,
-0.06282751262187958,
0.3922945261001587,
-0.29400888085365295,
0.4036264419555664,
-0.21104437112808228,
-0.14544597268104553,
0.021257242187857628,
-0.0015659555792808533,
0.4874957799911499,
0.059636473655700684,
0.28275540471076965,
-0.4053245782852173,
0.2538568377494812,
0.26858046650886536,
0.4284396767616272,
0.31617042422294617,
-0.4576389491558075,
0.08767542243003845,
0.1394576132297516,
0.1203630268573761,
-0.2147349864244461,
-0.09290994703769684,
0.3560928404331207,
-0.10615290701389313,
-0.19915716350078583,
0.09486376494169235,
0.27876991033554077,
-0.22188794612884521,
-0.08486048877239227,
-0.018869150429964066,
0.6843473315238953,
0.0755692720413208,
-0.0023693405091762543,
0.21772058308124542,
-0.19194823503494263,
0.1752738058567047,
-0.0018396899104118347,
-0.00395183265209198,
0.23182404041290283,
0.43960022926330566,
-0.39715197682380676,
-0.03241889178752899,
0.5139046311378479,
0.05285737290978432,
0.3899153769016266,
-0.5938625931739807,
-0.1366264969110489,
0.1027529165148735,
-0.02466242015361786,
0.08130773156881332,
0.14769241213798523,
0.06476972252130508,
-0.17592300474643707,
0.012622294947504997,
-0.19546931982040405,
0.26201000809669495,
-0.045077696442604065,
0.08487999439239502,
-0.18984100222587585,
-0.14689604938030243,
-0.27058687806129456,
-0.024518681690096855,
0.05073703080415726,
-0.09797807037830353,
0.4111367464065552,
0.08536915481090546,
-0.14258921146392822,
-0.09895317256450653,
-0.24594110250473022,
0.2331295609474182,
-0.11540771275758743,
-0.5602525472640991,
0.23802141845226288,
-0.14241532981395721,
-0.19418898224830627,
0.2532777786254883,
0.2757450044155121,
0.3086851239204407,
0.11321806162595749,
-0.04349895194172859,
0.14552442729473114,
0.3280532956123352,
0.06367777287960052,
0.2317151427268982,
0.1961476057767868,
0.18909724056720734,
0.5181658267974854,
0.3105287253856659,
0.08474640548229218,
-0.052981067448854446,
-0.20639045536518097,
0.1708810031414032,
0.026277270168066025,
-0.4241633117198944,
0.2705274522304535,
-0.4226262867450714,
-0.2976548373699188,
-0.22489997744560242,
-0.16720086336135864,
-0.10243909806013107,
-0.06577523797750473,
0.36226409673690796,
0.10775306075811386,
0.25073012709617615,
-0.0761268213391304,
0.01282816007733345,
-0.16625502705574036,
0.07943360507488251,
0.3915036916732788,
0.06819292157888412,
-0.10152393579483032,
-0.1514052450656891,
-0.4069617688655853,
0.5470401048660278,
0.009459231048822403,
-0.13424229621887207,
0.2409609854221344,
0.0029180459678173065,
-0.03204793483018875,
0.2900584936141968,
-0.004327908158302307,
0.08228646218776703,
-0.43488016724586487,
0.17836296558380127,
0.034722160547971725,
-0.4081096947193146,
0.28328263759613037,
0.06651309132575989,
0.06694860011339188,
-0.5449835658073425,
0.2869541347026825,
-0.12143175303936005,
-0.06302705407142639,
0.0008623264729976654,
-0.20838628709316254,
-0.006383577361702919,
-0.37239548563957214,
0.3847832977771759,
0.10830217599868774,
0.22469542920589447,
-0.043721362948417664,
0.14391463994979858,
-0.16563846170902252,
-0.2303503155708313,
-0.11935143917798996,
0.002978794276714325,
-0.1991550326347351,
0.20537881553173065,
-0.014112260192632675,
0.21277448534965515,
-0.36001962423324585,
-0.33933892846107483,
-0.051623180508613586,
0.10005908459424973,
-0.1622048169374466,
0.04095236212015152,
-0.40717798471450806,
0.16948500275611877,
0.11534948647022247,
-0.1278115212917328,
-0.07377941906452179,
-0.03543201833963394,
-0.22905570268630981,
-0.6549608111381531,
0.6086848974227905,
-0.1335461288690567,
-0.35061115026474,
-0.21846486628055573,
0.43507370352745056,
0.01234976202249527,
-0.31829795241355896,
-0.31340309977531433,
0.07628776878118515,
0.3896803557872772,
-0.19336077570915222,
-0.274262398481369,
-0.13976667821407318,
-0.028983991593122482,
-0.25016918778419495,
-0.03719159960746765,
0.47134557366371155,
0.17722001671791077,
-0.3678397238254547,
0.3308383524417877,
-0.39771974086761475
] |
https://github.com/huggingface/datasets/issues/5276 | Bug in downloading common_voice data and snall chunk of it to one's own hub | I've tried to load this dataset DTU54DL/common-voice-test16k, but am
getting the same error.
So the bug fix will fix only if I upload a new dataset, or also loading
previously uploaded datasets?
thanks
Am Mo., 28. Nov. 2022 um 19:51 Uhr schrieb Quentin Lhoest <
***@***.***>:
> The pull request has been merged on main.
> You can install datasets from main using
>
> pip install git+https://github.com/huggingface/datasets.git
>
> —
> Reply to this email directly, view it on GitHub
> <https://github.com/huggingface/datasets/issues/5276#issuecomment-1329587334>,
> or unsubscribe
> <https://github.com/notifications/unsubscribe-auth/ALSIFOCNYYIGHM2EX3ZIO6DWKT5MXANCNFSM6AAAAAASHQJ63U>
> .
> You are receiving this because you were mentioned.Message ID:
> ***@***.***>
>
| ### Describe the bug
I'm trying to load the common voice dataset. Currently there is no implementation to download just par tof the data, and I need just one part of it, without downloading the entire dataset
Help please?
### Steps to reproduce the bug
So here is what I have done:
1. Download common_voice data
2. Trim part of it and publish it to my own repo.
3. Download data from my own repo, but am getting this error.
### Expected behavior
There shouldn't be an error in downloading part of the data and publishing it to one's own repo
### Environment info
common_voice 11 | 103 | Bug in downloading common_voice data and snall chunk of it to one's own hub
### Describe the bug
I'm trying to load the common voice dataset. Currently there is no implementation to download just par tof the data, and I need just one part of it, without downloading the entire dataset
Help please?
### Steps to reproduce the bug
So here is what I have done:
1. Download common_voice data
2. Trim part of it and publish it to my own repo.
3. Download data from my own repo, but am getting this error.
### Expected behavior
There shouldn't be an error in downloading part of the data and publishing it to one's own repo
### Environment info
common_voice 11
I've tried to load this dataset DTU54DL/common-voice-test16k, but am
getting the same error.
So the bug fix will fix only if I upload a new dataset, or also loading
previously uploaded datasets?
thanks
Am Mo., 28. Nov. 2022 um 19:51 Uhr schrieb Quentin Lhoest <
***@***.***>:
> The pull request has been merged on main.
> You can install datasets from main using
>
> pip install git+https://github.com/huggingface/datasets.git
>
> —
> Reply to this email directly, view it on GitHub
> <https://github.com/huggingface/datasets/issues/5276#issuecomment-1329587334>,
> or unsubscribe
> <https://github.com/notifications/unsubscribe-auth/ALSIFOCNYYIGHM2EX3ZIO6DWKT5MXANCNFSM6AAAAAASHQJ63U>
> .
> You are receiving this because you were mentioned.Message ID:
> ***@***.***>
>
| [
-0.3777453303337097,
-0.5200387239456177,
0.10214583575725555,
0.31048348546028137,
0.2701854109764099,
0.17379549145698547,
0.14162883162498474,
0.3129849135875702,
0.010415341705083847,
0.29767876863479614,
-0.3936522901058197,
0.08807675540447235,
0.08176528662443161,
0.021062543615698814,
-0.06549409031867981,
-0.17017661035060883,
-0.13271865248680115,
0.14067621529102325,
0.34082236886024475,
-0.22264833748340607,
-0.058360181748867035,
0.23494337499141693,
-0.14367809891700745,
0.34352779388427734,
-0.14305764436721802,
0.02920098416507244,
0.08432257920503616,
0.3342711627483368,
-0.2832244336605072,
-0.10251301527023315,
0.403175950050354,
0.03324344754219055,
0.1864234209060669,
0.45239296555519104,
-0.00011511628690641373,
-0.08832478523254395,
0.3200456500053406,
-0.16799920797348022,
-0.043179724365472794,
-0.2793375253677368,
-0.2091273069381714,
0.30010828375816345,
-0.07586011290550232,
0.0034719854593276978,
0.08224592357873917,
0.2638271749019623,
-0.09143254160881042,
-0.10211698710918427,
0.48586124181747437,
0.2606011629104614,
0.17288123071193695,
0.020697321742773056,
-0.017771020531654358,
-0.28483644127845764,
0.2961580753326416,
-0.025841601192951202,
0.013771405443549156,
0.49081143736839294,
0.29035139083862305,
0.1680922508239746,
0.3026858866214752,
0.048903364688158035,
-0.1855854094028473,
0.08373034000396729,
-0.1997741460800171,
0.06153060495853424,
-0.057338111102581024,
-0.5602028369903564,
0.24765580892562866,
0.34884390234947205,
0.6074142456054688,
-0.3239246904850006,
-0.18144406378269196,
-0.11727548390626907,
0.08883010596036911,
-0.28688931465148926,
0.14846935868263245,
0.28247836232185364,
-0.27658548951148987,
0.33801597356796265,
-0.1363019496202469,
-0.09949211776256561,
-0.04405120760202408,
0.053210873156785965,
-0.022579360753297806,
-0.094959557056427,
-0.11630046367645264,
0.18802043795585632,
0.022012516856193542,
0.1188327819108963,
-0.026320118457078934,
0.0019977670162916183,
-0.042995158582925797,
0.36628493666648865,
-0.31192144751548767,
-0.018640413880348206,
-0.23245009779930115,
-0.3612455725669861,
0.40138497948646545,
0.09408550709486008,
0.17814284563064575,
0.04930456727743149,
-0.39580103754997253,
0.13171985745429993,
0.37398964166641235,
0.03706570714712143,
-0.0013089925050735474,
0.20468102395534515,
0.19850684702396393,
0.16393913328647614,
0.3353564143180847,
-0.14494755864143372,
-0.3164786100387573,
0.21732282638549805,
-0.11764632165431976,
-0.07012595981359482,
0.3101326823234558,
-0.47519174218177795,
-0.4226049780845642,
0.10605348646640778,
0.14528629183769226,
0.30999457836151123,
0.01440473459661007,
0.2441566288471222,
0.15551821887493134,
0.22007769346237183,
0.028385937213897705,
0.1659146249294281,
-0.06651125848293304,
-0.2081453949213028,
-0.11326912045478821,
0.008541841059923172,
0.11498785018920898,
-0.06799713522195816,
0.07825447618961334,
-0.35322853922843933,
0.2096947580575943,
0.06142137944698334,
0.3723577857017517,
-0.3102748990058899,
-0.3154868185520172,
0.12115724384784698,
-0.41722503304481506,
0.19801115989685059,
0.06908206641674042,
0.44977816939353943,
0.11818218231201172,
0.03450671583414078,
-0.2688143253326416,
0.23432612419128418,
-0.5346946120262146,
-0.433047354221344,
-0.20009642839431763,
0.1453750729560852,
-0.21061557531356812,
0.18391157686710358,
-0.3096933662891388,
0.01954982616007328,
0.18574213981628418,
-0.395884245634079,
0.12194835394620895,
0.04393723979592323,
-0.33321240544319153,
-0.10031091421842575,
0.2902110815048218,
0.3033643960952759,
-0.11860716342926025,
-0.14942753314971924,
-0.22290483117103577,
-0.2566674053668976,
0.3369750380516052,
0.3357357680797577,
-0.12142325192689896,
-0.0841207280755043,
-0.3866121470928192,
0.5941421389579773,
0.3107726573944092,
-0.49186769127845764,
-0.7412276864051819,
0.39725902676582336,
-0.31968045234680176,
0.05862182378768921,
-0.06146138161420822,
-0.09902360290288925,
0.17931696772575378,
-0.01101283635944128,
0.33512282371520996,
0.3065856695175171,
-0.04714950919151306,
-0.023153692483901978,
-0.17249998450279236,
-0.20829437673091888,
-0.1966782510280609,
0.15366099774837494,
-0.07185238599777222,
0.2117857038974762,
0.165437713265419,
0.33551743626594543,
0.2843931317329407,
0.005569670349359512,
0.33935725688934326,
0.16912338137626648,
0.4042459726333618,
-0.426283061504364,
0.07195760309696198,
-0.3027682304382324,
-0.4368409514427185,
0.2539372444152832,
-0.07133567333221436,
-0.0399249792098999,
0.21236330270767212,
-0.2540653944015503,
-0.5787848234176636,
-0.04806147515773773,
-0.22345100343227386,
-0.0018212869763374329,
-0.07711604982614517,
-0.12174969911575317,
-0.06799780577421188,
-0.13163191080093384,
-0.21031290292739868,
0.43930044770240784,
-0.0232292041182518,
0.1293238401412964,
-0.17082451283931732,
0.33782264590263367,
-0.10430669039487839,
0.02118506282567978,
0.3227306008338928,
0.10514691472053528,
0.14696142077445984,
0.012758546508848667,
-0.29059186577796936,
0.45290565490722656,
-0.15738517045974731,
0.6092183589935303,
-0.2190687656402588,
-0.20381344854831696,
0.32790806889533997,
-0.3778645992279053,
0.001738687977194786,
0.19406649470329285,
0.23494704067707062,
-0.12178259342908859,
-0.049447573721408844,
-0.018180131912231445,
-0.03523841127753258,
-0.056634627282619476,
-0.2681823670864105,
0.22618702054023743,
0.22943860292434692,
-0.18311192095279694,
0.13211539387702942,
-0.011562686413526535,
0.33921101689338684,
-0.0054515693336725235,
0.21018938720226288,
-0.11277559399604797,
-0.3470365107059479,
-0.13065370917320251,
0.21599407494068146,
-0.07770837843418121,
0.13202959299087524,
0.32124021649360657,
-0.08242668956518173,
-0.025223854929208755,
0.14051133394241333,
0.08176738023757935,
0.34746408462524414,
-0.076695017516613,
0.10601066797971725,
0.38277164101600647,
0.3121359646320343,
-0.12893883883953094,
0.0833115503191948,
0.19821718335151672,
-0.010057728737592697,
0.42738988995552063,
0.014658927917480469,
0.18645887076854706,
-0.2493996024131775,
-0.09682486951351166,
0.1350376456975937,
0.28156524896621704,
-0.3318576514720917,
-0.17699699103832245,
-0.10302628576755524,
0.16308730840682983,
-0.11958593130111694,
-0.03791877627372742,
-0.3637022078037262,
-0.045431047677993774,
0.13378417491912842,
0.17733842134475708,
-0.06197764351963997,
-0.04165919870138168,
-0.036508504301309586,
0.30064573884010315,
0.12553013861179352,
-0.024433625862002373,
-0.1875494122505188,
0.10993924736976624,
-0.2182876467704773,
0.012744106352329254,
0.0362822450697422,
0.18517334759235382,
0.00375264510512352,
-0.14092326164245605,
0.03337540104985237,
-0.2127659022808075,
-0.05532596632838249,
0.25151532888412476,
-0.052773892879486084,
0.16169790923595428,
0.130376398563385,
0.08103552460670471,
-0.058526553213596344,
-0.14559559524059296,
-0.02314828149974346,
-0.1850355565547943,
-0.27828168869018555,
0.2154182493686676,
0.049125950783491135,
0.10174112021923065,
-0.2824001908302307,
-0.29094168543815613,
-0.36660146713256836,
-0.5188633799552917,
0.34544456005096436,
-0.18031610548496246,
0.17562180757522583,
-0.052147481590509415,
-0.25125983357429504,
-0.11757565289735794,
0.01586052030324936,
0.004647248424589634,
-0.4018806219100952,
-0.31207510828971863,
0.17703716456890106,
-0.18554647266864777,
-0.376945436000824,
0.013962659984827042,
0.187578022480011,
0.29194769263267517,
-0.0702560544013977,
-0.5007885098457336,
-0.07314625382423401,
-0.049816012382507324,
0.006922982633113861,
-0.1009092777967453,
-0.06093859672546387,
0.22702071070671082,
-0.11870706081390381,
0.05120353400707245,
-0.20003166794776917,
-0.008196160197257996,
-0.12765318155288696,
0.49944114685058594,
0.05728970468044281,
0.12662522494792938,
0.275081604719162,
0.0008850544691085815,
0.5869563817977905,
0.49495160579681396,
0.2859240472316742,
0.3628007471561432,
-0.11468099802732468,
0.08765304088592529,
-0.14097505807876587,
-0.18721921741962433,
0.14544978737831116,
-0.08875831961631775,
-0.075717493891716,
0.5203040242195129,
0.024031829088926315,
0.09433004260063171,
-0.3768356442451477,
-0.470979243516922,
-0.07559432834386826,
-0.2636605203151703,
-0.2259673923254013,
0.04849635809659958,
0.02569398656487465,
0.21240800619125366,
-0.10607142746448517,
0.18601709604263306,
-0.12968455255031586,
0.32236307859420776,
0.13773469626903534,
0.01097167283296585,
0.0510605052113533,
-0.25758183002471924,
-0.11043528467416763,
-0.39181649684906006,
0.15292605757713318,
0.021192120388150215,
0.3862443268299103,
-0.249775692820549,
0.27835625410079956,
0.07249440997838974,
0.1013341024518013,
0.14840029180049896,
-0.1003711074590683,
0.2427866905927658,
-0.12359254062175751,
0.1601731777191162,
-0.26764655113220215,
-0.09420572221279144,
-0.1280180811882019,
0.13741521537303925,
0.11512024700641632,
-0.015818685293197632,
-0.4826362133026123,
0.15352021157741547,
0.16090431809425354,
0.1440267711877823,
-0.09773106873035431,
-0.07830379158258438,
-0.01463957130908966,
-0.3398905098438263,
-0.6144893169403076,
0.09457500278949738,
0.23413099348545074,
0.24104642868041992,
-0.24174004793167114,
0.17827801406383514,
0.46979665756225586,
0.04354114830493927,
0.22904455661773682,
-0.13383160531520844,
0.2699037194252014,
0.07224474102258682,
0.5280731320381165,
0.2874235510826111,
-0.084419384598732,
0.03468983620405197,
1.0186001062393188,
0.35968008637428284,
-0.2654142379760742,
0.10447672754526138,
-0.10452548414468765,
0.13126930594444275,
0.36896902322769165,
-0.0159841887652874,
-0.11517143994569778,
0.0813380628824234,
-0.014582119882106781,
-0.17196354269981384,
0.05896284058690071,
-0.028811080381274223,
-0.12112140655517578,
-0.25883281230926514,
0.015067318454384804,
0.4881214201450348,
0.04733971133828163,
-0.13581928610801697,
0.2326096147298813,
0.12443570792675018,
-0.21699421107769012,
0.12117134034633636,
-0.27968066930770874,
1.1160893440246582,
0.2877960801124573,
0.11858181655406952,
0.14454737305641174,
-0.12336237728595734,
0.09821806848049164,
-0.14569887518882751,
-0.10160255432128906,
-0.1449156403541565,
-0.08307689428329468,
-0.1128544881939888,
-0.07810040563344955,
-0.18989890813827515,
0.06371366232633591,
-0.2661343216896057,
0.15432971715927124,
-0.13178037106990814,
0.23619277775287628,
0.19379191100597382,
0.1410762518644333,
-0.29278790950775146,
-0.2965223789215088,
0.12033562362194061,
0.03779229521751404,
-0.18771137297153473,
0.5636361837387085,
-0.09683705121278763,
-0.1269916146993637,
-0.2928810715675354,
-0.5192671418190002,
-0.44325894117355347,
0.3873303234577179,
0.020686674863100052,
-0.11419901251792908,
0.034957174211740494,
-0.129625141620636,
0.47108376026153564,
-0.0720665454864502,
0.23138122260570526,
0.2710423469543457,
-0.5875890254974365,
0.28052395582199097,
0.06576494872570038,
-0.08183659613132477,
0.00325293792411685,
0.02869231253862381,
0.08997304737567902,
-0.09880800545215607,
-0.18169549107551575,
0.007865644991397858,
-0.13411328196525574,
0.06795264780521393,
-0.16779044270515442,
-0.08617903292179108,
0.2768309414386749,
-0.32229653000831604,
-0.2076970636844635,
0.012311398983001709,
0.12767164409160614,
-0.20868930220603943,
0.061415184289216995,
0.3529966473579407,
-0.4190329611301422,
-0.0443456694483757,
0.24639278650283813,
-0.16023683547973633,
-0.0020203255116939545,
0.4598926603794098,
0.1945878267288208,
-0.5813137292861938,
0.44246071577072144,
0.004973690956830978,
-0.060223259031772614,
-0.14549797773361206,
-0.07258448004722595,
0.26094064116477966,
-0.6387951374053955,
0.01600191369652748,
-0.4596145749092102,
0.010349199175834656,
-0.12383251637220383,
0.33865886926651,
0.3065832853317261,
0.016061000525951385,
0.08656804263591766,
-0.49062660336494446,
-0.21286232769489288,
0.10242996364831924,
-0.1953640729188919,
0.32661041617393494,
-0.13895419239997864,
-0.14831607043743134,
0.07159631699323654,
0.15970639884471893,
-0.23540112376213074,
0.2722950875759125,
-0.26469480991363525,
0.17565810680389404,
0.3032054603099823,
0.021529365330934525,
0.08926304429769516,
-0.11431564390659332,
0.05357419699430466,
0.4585005044937134,
-0.18973608314990997,
-0.05286494642496109,
-0.2311861664056778,
0.22012972831726074,
0.11405695229768753,
-0.28928980231285095,
0.16141639649868011,
0.09133794903755188,
-0.41116634011268616,
0.07258295267820358,
0.17264939844608307,
0.260172039270401,
0.09435030072927475,
-0.20962370932102203,
0.2826036810874939,
-0.03680761158466339,
-0.31865251064300537,
0.4272955358028412,
-0.028355516493320465,
0.40788477659225464,
-0.22527937591075897,
0.31183958053588867,
-0.2530319094657898,
-0.12326101958751678,
0.03368266671895981,
0.07033542543649673,
0.47412997484207153,
-0.04402953386306763,
0.26285818219184875,
-0.41193366050720215,
0.23150426149368286,
0.21125809848308563,
0.4446617066860199,
0.2771834433078766,
-0.4932745695114136,
0.13685645163059235,
0.17447638511657715,
0.1312631219625473,
-0.257559210062027,
-0.03544725850224495,
0.29940110445022583,
-0.10267624258995056,
-0.15248464047908783,
0.10857965052127838,
0.3512299656867981,
-0.1604863703250885,
-0.06187796592712402,
-0.02458379603922367,
0.6052038073539734,
0.050170592963695526,
0.052606482058763504,
0.1940041184425354,
-0.19287018477916718,
0.1330513209104538,
-0.027656635269522667,
0.02716938406229019,
0.22791637480258942,
0.4195067286491394,
-0.4991796612739563,
-0.022064337506890297,
0.28524479269981384,
0.06868413835763931,
0.38168513774871826,
-0.6413879990577698,
-0.12784312665462494,
0.0696842223405838,
-0.13555510342121124,
0.10004089027643204,
0.1246703714132309,
0.1923050433397293,
-0.21658726036548615,
0.013027338311076164,
-0.1709478795528412,
0.2492760568857193,
-0.13110047578811646,
0.04306768625974655,
-0.09120838344097137,
-0.179469496011734,
-0.357567697763443,
0.0355650894343853,
-0.02759241685271263,
-0.1200462281703949,
0.38576728105545044,
0.06357017904520035,
-0.13826173543930054,
-0.13598375022411346,
-0.3198671340942383,
0.2982195317745209,
-0.10470383614301682,
-0.5006920099258423,
0.3354557156562805,
-0.09295997023582458,
-0.24590015411376953,
0.295223206281662,
0.3822841942310333,
0.37471768260002136,
0.07820822298526764,
-0.025072865188121796,
0.22956976294517517,
0.27798277139663696,
0.12999261915683746,
0.23636454343795776,
0.19475866854190826,
0.2167285829782486,
0.4414166212081909,
0.39695748686790466,
0.09525680541992188,
-0.04208720102906227,
-0.2430754452943802,
0.12034780532121658,
0.028653306886553764,
-0.436861127614975,
0.2542501986026764,
-0.454297810792923,
-0.1331365406513214,
-0.23808467388153076,
-0.08578606694936752,
-0.1718350499868393,
-0.04595039039850235,
0.37029674649238586,
0.11251596361398697,
0.246193528175354,
-0.09339632838964462,
0.03237612545490265,
-0.13628414273262024,
0.1184878870844841,
0.4455632269382477,
0.06637442857027054,
-0.10892796516418457,
-0.1922408640384674,
-0.5710615515708923,
0.5054613947868347,
0.07935328781604767,
-0.06552950292825699,
0.2686232030391693,
-0.01671682670712471,
0.02120605856180191,
0.22261875867843628,
-0.019936978816986084,
-0.011083463206887245,
-0.4075329899787903,
0.09000835567712784,
0.022434566169977188,
-0.3694815933704376,
0.22661170363426208,
0.08575335144996643,
0.05795618146657944,
-0.47816717624664307,
0.2929464280605316,
-0.07834497094154358,
-0.0665251612663269,
-0.0683995857834816,
-0.06524380296468735,
-0.08458364009857178,
-0.37528374791145325,
0.3023154139518738,
0.14504031836986542,
0.2632298469543457,
-0.027444398030638695,
0.09677587449550629,
-0.20504555106163025,
-0.28991129994392395,
-0.12135538458824158,
0.01737140119075775,
-0.10550585389137268,
0.26664212346076965,
0.007036875933408737,
0.014583764597773552,
-0.40133801102638245,
-0.28940582275390625,
-0.037102289497852325,
0.06602555513381958,
-0.2812919318675995,
0.14167414605617523,
-0.4056726098060608,
0.16930118203163147,
0.15949583053588867,
0.0041671618819236755,
-0.07481376826763153,
0.004876254126429558,
-0.25858306884765625,
-0.7159246206283569,
0.6203168034553528,
-0.17632624506950378,
-0.27738964557647705,
-0.20683063566684723,
0.4333931505680084,
0.0661376416683197,
-0.30803170800209045,
-0.4719356298446655,
0.13796710968017578,
0.33241644501686096,
-0.14885184168815613,
-0.26894935965538025,
-0.09094707667827606,
-0.09962731599807739,
-0.25197309255599976,
-0.05418284982442856,
0.48915591835975647,
0.22306188941001892,
-0.3577485978603363,
0.3681768774986267,
-0.3926418423652649
] |
https://github.com/huggingface/datasets/issues/5276 | Bug in downloading common_voice data and snall chunk of it to one's own hub | > So the bug fix will fix only if I upload a new dataset, or also loading
previously uploaded datasets?
You have to reupload the dataset, sorry for the inconvenience | ### Describe the bug
I'm trying to load the common voice dataset. Currently there is no implementation to download just par tof the data, and I need just one part of it, without downloading the entire dataset
Help please?
### Steps to reproduce the bug
So here is what I have done:
1. Download common_voice data
2. Trim part of it and publish it to my own repo.
3. Download data from my own repo, but am getting this error.
### Expected behavior
There shouldn't be an error in downloading part of the data and publishing it to one's own repo
### Environment info
common_voice 11 | 30 | Bug in downloading common_voice data and snall chunk of it to one's own hub
### Describe the bug
I'm trying to load the common voice dataset. Currently there is no implementation to download just par tof the data, and I need just one part of it, without downloading the entire dataset
Help please?
### Steps to reproduce the bug
So here is what I have done:
1. Download common_voice data
2. Trim part of it and publish it to my own repo.
3. Download data from my own repo, but am getting this error.
### Expected behavior
There shouldn't be an error in downloading part of the data and publishing it to one's own repo
### Environment info
common_voice 11
> So the bug fix will fix only if I upload a new dataset, or also loading
previously uploaded datasets?
You have to reupload the dataset, sorry for the inconvenience | [
-0.45618966221809387,
-0.4575918912887573,
0.09227681159973145,
0.24952292442321777,
0.18793337047100067,
0.09226080030202866,
0.08969751000404358,
0.3579173684120178,
-0.03932420164346695,
0.30746859312057495,
-0.3523964285850525,
0.14291170239448547,
0.13042649626731873,
-0.0245171170681715,
-0.13047902286052704,
-0.13729727268218994,
-0.06226363033056259,
0.16709202527999878,
0.4154902398586273,
-0.28706538677215576,
-0.0539533868432045,
0.13054265081882477,
-0.19335106015205383,
0.37849318981170654,
-0.1097874790430069,
0.021430376917123795,
0.08514098078012466,
0.286751389503479,
-0.2335740476846695,
-0.045455433428287506,
0.30579787492752075,
0.005532372742891312,
0.24115046858787537,
0.43818041682243347,
-0.0001173779892269522,
-0.15096008777618408,
0.34459012746810913,
-0.13838204741477966,
0.027370862662792206,
-0.16334493458271027,
-0.29737013578414917,
0.3526551425457001,
-0.14546148478984833,
-0.047777920961380005,
0.1493169069290161,
0.3390287160873413,
-0.004067396745085716,
-0.027522604912519455,
0.4471498727798462,
0.2740377187728882,
0.17202351987361908,
-0.1001659408211708,
-0.09543845057487488,
-0.2918655574321747,
0.39607366919517517,
-0.03330165147781372,
0.0502810999751091,
0.4053989350795746,
0.3411705493927002,
0.21051809191703796,
0.2790629267692566,
0.01764686033129692,
-0.21033434569835663,
0.03573954850435257,
-0.298838347196579,
0.07224448025226593,
-0.015297651290893555,
-0.5270912647247314,
0.21676316857337952,
0.2897302508354187,
0.6658644676208496,
-0.24340206384658813,
-0.09414626657962799,
-0.029637139290571213,
0.10089430212974548,
-0.2883639633655548,
0.1456300914287567,
0.4036893844604492,
-0.2825673520565033,
0.3524099588394165,
-0.018686383962631226,
-0.21437305212020874,
-0.05704819783568382,
0.07371781021356583,
-0.03107823245227337,
0.08970550447702408,
-0.0531315878033638,
0.22897660732269287,
-0.09500272572040558,
0.14538145065307617,
0.06161278486251831,
0.0032133907079696655,
-0.09117794036865234,
0.30242764949798584,
-0.21428756415843964,
-0.035127997398376465,
-0.2943067252635956,
-0.3334977328777313,
0.35202354192733765,
0.12035448849201202,
0.1848268210887909,
0.09219557046890259,
-0.2985134720802307,
0.1708536446094513,
0.4132574498653412,
-0.023093387484550476,
0.04941139370203018,
0.34835293889045715,
0.32209712266921997,
0.15651318430900574,
0.2874371111392975,
-0.10467096418142319,
-0.362021803855896,
0.22393466532230377,
0.013185065239667892,
-0.023350488394498825,
0.2892497777938843,
-0.49131083488464355,
-0.3309227228164673,
0.10539720952510834,
0.1759195327758789,
0.326418399810791,
-0.053885456174612045,
0.19159750640392303,
0.15455715358257294,
0.19071483612060547,
0.003837946802377701,
0.16246844828128815,
-0.04821241647005081,
-0.2139541357755661,
-0.08210813999176025,
0.01518128253519535,
0.12105147540569305,
-0.08947493880987167,
0.040925782173871994,
-0.28806793689727783,
0.16752712428569794,
0.09754661470651627,
0.3358343243598938,
-0.35076403617858887,
-0.32209691405296326,
0.12172028422355652,
-0.4293932020664215,
0.18023386597633362,
0.08615134656429291,
0.4275645315647125,
0.055482737720012665,
0.05436393618583679,
-0.27294987440109253,
0.3458770513534546,
-0.5993021726608276,
-0.4424494504928589,
-0.24597342312335968,
0.15762107074260712,
-0.21995727717876434,
0.24508586525917053,
-0.2668224573135376,
-0.08073656260967255,
0.312273234128952,
-0.4600883424282074,
0.20360752940177917,
0.026678070425987244,
-0.2888323962688446,
-0.1687348484992981,
0.1542774885892868,
0.17257022857666016,
-0.06080987676978111,
-0.08811159431934357,
-0.263192743062973,
-0.25949665904045105,
0.4347790479660034,
0.20898540318012238,
-0.07980646938085556,
-0.11554297059774399,
-0.3688633441925049,
0.6551209092140198,
0.38803842663764954,
-0.49586477875709534,
-0.7749319076538086,
0.32476338744163513,
-0.28188586235046387,
0.0008947961032390594,
-0.0989411249756813,
-0.035939186811447144,
0.2672501504421234,
-0.020105009898543358,
0.3732571601867676,
0.35566192865371704,
-0.022830678150057793,
-0.0402359738945961,
-0.2502650320529938,
-0.18376988172531128,
-0.20433968305587769,
0.17587827146053314,
0.048067159950733185,
0.2048892378807068,
0.19843430817127228,
0.3255050480365753,
0.31195080280303955,
0.03160882741212845,
0.39827677607536316,
0.14659473299980164,
0.3454311490058899,
-0.5365242958068848,
0.130796879529953,
-0.3318554759025574,
-0.3161645829677582,
0.230258047580719,
-0.1311730593442917,
-0.07876938581466675,
0.2780658006668091,
-0.23118820786476135,
-0.5413976311683655,
-0.0383048951625824,
-0.20832590758800507,
0.08427198231220245,
-0.059318043291568756,
-0.15574894845485687,
-0.10843144357204437,
-0.16943249106407166,
-0.20145674049854279,
0.4194985330104828,
0.007804142311215401,
0.11850240081548691,
-0.09052690863609314,
0.31159815192222595,
-0.10354147106409073,
-0.04306016489863396,
0.2675940990447998,
0.014325946569442749,
0.24713438749313354,
0.08100438863039017,
-0.30818596482276917,
0.4760914444923401,
-0.16103698313236237,
0.5955556631088257,
-0.2217935025691986,
-0.2823042869567871,
0.28553998470306396,
-0.43623924255371094,
0.06907988339662552,
0.18208728730678558,
0.23834986984729767,
-0.13396167755126953,
-0.021566927433013916,
-0.054543524980545044,
-0.10560385882854462,
-0.04024522751569748,
-0.34278708696365356,
0.2521369159221649,
0.1824854165315628,
-0.24226541817188263,
0.11088889092206955,
0.009484179317951202,
0.3258337378501892,
0.03896386921405792,
0.06740444898605347,
-0.13903191685676575,
-0.31140705943107605,
-0.13239926099777222,
0.19832006096839905,
-0.09636454284191132,
0.20586982369422913,
0.33735141158103943,
-0.07197899371385574,
-0.020487075671553612,
0.14691142737865448,
0.051901351660490036,
0.3269844055175781,
-0.10395603626966476,
0.12535522878170013,
0.35372045636177063,
0.30507582426071167,
-0.1349625289440155,
0.09551732242107391,
0.25607484579086304,
-0.01530209369957447,
0.45552700757980347,
0.09426439553499222,
0.17727535963058472,
-0.1791192591190338,
-0.1301238089799881,
0.1324445754289627,
0.24359722435474396,
-0.2575913369655609,
-0.25312677025794983,
-0.06195801496505737,
0.3012843132019043,
-0.06177355349063873,
-0.071365587413311,
-0.3134530782699585,
-0.05870245397090912,
0.18011893332004547,
0.13785237073898315,
-0.09437377750873566,
-0.0741540938615799,
-0.0609872080385685,
0.27611154317855835,
0.08835189044475555,
-0.02017437480390072,
-0.1447421908378601,
0.11583535373210907,
-0.199070543050766,
-0.0012824945151805878,
-0.0458228625357151,
0.16889588534832,
-0.06302163749933243,
-0.13978607952594757,
0.0546451061964035,
-0.12779411673545837,
0.021501757204532623,
0.23842723667621613,
0.0474948026239872,
0.12415476888418198,
0.09870351105928421,
0.021709725260734558,
0.005419403314590454,
-0.09441759437322617,
-0.06299068033695221,
-0.16456705331802368,
-0.1851455420255661,
0.23752987384796143,
0.042686231434345245,
0.11473670601844788,
-0.3077901303768158,
-0.21683397889137268,
-0.41656264662742615,
-0.49623388051986694,
0.21606789529323578,
-0.10592377185821533,
0.22814884781837463,
-0.1792462021112442,
-0.2695292830467224,
-0.22358573973178864,
0.07439767569303513,
-0.01736297830939293,
-0.3749540150165558,
-0.2482357621192932,
0.26467519998550415,
-0.16670402884483337,
-0.36637023091316223,
0.012910682708024979,
0.15179400146007538,
0.24898862838745117,
0.042755208909511566,
-0.4768643379211426,
0.02457093447446823,
-0.04854673147201538,
0.018817998468875885,
-0.1210298091173172,
-0.07183318585157394,
0.26923614740371704,
-0.10975063592195511,
0.03892086446285248,
-0.25407975912094116,
0.08969064056873322,
-0.13212928175926208,
0.5502932071685791,
0.0955195426940918,
0.06218356266617775,
0.17129790782928467,
-0.017452456057071686,
0.5884782671928406,
0.40763726830482483,
0.3692317008972168,
0.3217524290084839,
-0.06236106902360916,
-0.04618421569466591,
-0.034948647022247314,
-0.08514707535505295,
0.19343262910842896,
-0.061515167355537415,
-0.17957547307014465,
0.4821856617927551,
0.02259190008044243,
-0.028847316280007362,
-0.3448276221752167,
-0.5668467283248901,
-0.0846039205789566,
-0.247400164604187,
-0.23469580709934235,
0.059928201138973236,
0.03102869540452957,
0.23780399560928345,
-0.1408819556236267,
0.11381968855857849,
-0.15327242016792297,
0.37060657143592834,
0.07362107932567596,
0.05477505922317505,
-0.012659615837037563,
-0.2616666853427887,
-0.19856147468090057,
-0.3411497175693512,
0.19609318673610687,
0.024054493755102158,
0.37325745820999146,
-0.16068916022777557,
0.22387844324111938,
0.052796512842178345,
0.038883406668901443,
0.11604505777359009,
-0.18032610416412354,
0.24255749583244324,
-0.0745837613940239,
0.2866518795490265,
-0.298556923866272,
-0.17575791478157043,
-0.14196306467056274,
0.13297264277935028,
0.01635397970676422,
-0.018008321523666382,
-0.4083714485168457,
0.2514944076538086,
0.14420029520988464,
0.10038136690855026,
-0.1275566965341568,
-0.054397013038396835,
-0.03474724292755127,
-0.33014345169067383,
-0.5624141693115234,
0.13192102313041687,
0.1881406009197235,
0.2008538842201233,
-0.24976107478141785,
0.1422877311706543,
0.450406014919281,
0.12664085626602173,
0.16571158170700073,
-0.15352840721607208,
0.26183876395225525,
-0.037056613713502884,
0.4564172327518463,
0.1446262001991272,
-0.11223235726356506,
0.020487423986196518,
0.9621201157569885,
0.4253612756729126,
-0.2151639461517334,
0.13074719905853271,
-0.18862147629261017,
0.17603713274002075,
0.32366153597831726,
-0.03870342671871185,
-0.09543365985155106,
-0.02649039775133133,
-0.004710189998149872,
-0.14755195379257202,
0.03140005096793175,
-0.13922053575515747,
-0.1786920130252838,
-0.34815114736557007,
0.11204639077186584,
0.49091172218322754,
0.0783667117357254,
-0.20828616619110107,
0.2787521481513977,
0.003407411277294159,
-0.20409977436065674,
0.2027861475944519,
-0.20539841055870056,
1.157423734664917,
0.33893299102783203,
0.05079852417111397,
0.047267474234104156,
-0.19396717846393585,
0.05086023360490799,
-0.18660281598567963,
-0.050065673887729645,
-0.15865552425384521,
-0.11197197437286377,
-0.11830422282218933,
-0.11536318063735962,
-0.18180707097053528,
0.06428426504135132,
-0.33112290501594543,
0.16424842178821564,
-0.2623254060745239,
0.17059634625911713,
0.20654384791851044,
0.01686493307352066,
-0.25189146399497986,
-0.22762294113636017,
0.3145298361778259,
0.041282474994659424,
-0.2767401933670044,
0.5388892889022827,
-0.09968389570713043,
-0.10090047121047974,
-0.3193807601928711,
-0.4997585415840149,
-0.4682386517524719,
0.4827471673488617,
0.18747852742671967,
-0.20617732405662537,
0.00629115104675293,
-0.13053113222122192,
0.42770200967788696,
-0.14429731667041779,
0.1993575096130371,
0.326009064912796,
-0.47737443447113037,
0.3117626905441284,
0.09918217360973358,
-0.038708921521902084,
0.04288491606712341,
0.09618204832077026,
0.0033941343426704407,
-0.12142070382833481,
-0.2277100682258606,
0.05511201545596123,
-0.12997187674045563,
0.054398104548454285,
-0.2054409235715866,
-0.05373044312000275,
0.4759145975112915,
-0.2501751184463501,
-0.14025375247001648,
0.06415995955467224,
0.11453154683113098,
-0.2714492082595825,
0.06943953037261963,
0.34774404764175415,
-0.3956204652786255,
0.031179051846265793,
0.2434750199317932,
-0.19274359941482544,
0.014270591549575329,
0.46273526549339294,
0.3331911563873291,
-0.5759752988815308,
0.3585968613624573,
-0.0777258574962616,
-0.08150896430015564,
-0.15136712789535522,
-0.07989047467708588,
0.1810423582792282,
-0.5815174579620361,
-0.02697707712650299,
-0.5950709581375122,
0.001676321029663086,
-0.13936655223369598,
0.29702287912368774,
0.24101613461971283,
0.07209280878305435,
0.028914157301187515,
-0.506319522857666,
-0.16209517419338226,
0.05092637613415718,
-0.17416952550411224,
0.2722484767436981,
-0.17518329620361328,
-0.2872254550457001,
0.04924331605434418,
0.18674618005752563,
-0.22645103931427002,
0.248739555478096,
-0.30035120248794556,
0.28106552362442017,
0.1766383945941925,
0.06857134401798248,
-0.06547020375728607,
-0.14352978765964508,
0.056289151310920715,
0.4801441431045532,
-0.12994074821472168,
-0.05584871768951416,
-0.2555046081542969,
0.22552019357681274,
0.10770314931869507,
-0.21892592310905457,
0.13751615583896637,
0.08027128130197525,
-0.3904304504394531,
0.12849557399749756,
0.11725857853889465,
0.24101388454437256,
0.08420489728450775,
-0.19306135177612305,
0.39994436502456665,
-0.06400933116674423,
-0.3446948528289795,
0.42572152614593506,
-0.036635562777519226,
0.40369880199432373,
-0.2622159719467163,
0.39340952038764954,
-0.22693262994289398,
-0.15305352210998535,
0.020656537264585495,
0.021167367696762085,
0.4501899480819702,
0.045297738164663315,
0.26916325092315674,
-0.4296960234642029,
0.26158061623573303,
0.20665717124938965,
0.36139747500419617,
0.31584668159484863,
-0.4659137725830078,
0.10012636333703995,
0.12115094810724258,
0.15512412786483765,
-0.2338620126247406,
-0.10252643376588821,
0.3320855498313904,
-0.1024010106921196,
-0.22444868087768555,
0.06818343698978424,
0.29362213611602783,
-0.26027706265449524,
-0.07504580914974213,
-0.009634975343942642,
0.6242133378982544,
0.008748235180974007,
0.026436062529683113,
0.2474692016839981,
-0.16840262711048126,
0.127554252743721,
0.0023428499698638916,
-0.04494867101311684,
0.2337729036808014,
0.4645347595214844,
-0.40188097953796387,
-0.0038226358592510223,
0.5479124784469604,
0.07689770311117172,
0.4543204605579376,
-0.5996653437614441,
-0.1658858060836792,
0.12581083178520203,
-0.027251452207565308,
0.09220175445079803,
0.15128251910209656,
0.0038873031735420227,
-0.14919891953468323,
0.030420104041695595,
-0.1647537499666214,
0.1829163283109665,
-0.0788906067609787,
0.034839265048503876,
-0.18857528269290924,
-0.18017953634262085,
-0.3473755121231079,
-0.009888097643852234,
0.03889477252960205,
-0.026563778519630432,
0.4090736210346222,
0.08935394883155823,
-0.1616901308298111,
-0.054316870868206024,
-0.259884238243103,
0.2630196213722229,
-0.10986316949129105,
-0.5781334638595581,
0.25292766094207764,
-0.08461113274097443,
-0.17731596529483795,
0.29947102069854736,
0.28576916456222534,
0.32048410177230835,
0.13739632070064545,
-0.09358474612236023,
0.19947397708892822,
0.2807084023952484,
0.12590627372264862,
0.24032491445541382,
0.20360079407691956,
0.2710997760295868,
0.5472211241722107,
0.3340010643005371,
0.09987302124500275,
-0.04163430258631706,
-0.14080294966697693,
0.14888092875480652,
0.00559427123516798,
-0.34641608595848083,
0.19755235314369202,
-0.36584290862083435,
-0.2437397837638855,
-0.2333461344242096,
-0.16669809818267822,
-0.0700894147157669,
-0.08320352435112,
0.34914135932922363,
0.08692733943462372,
0.23910334706306458,
-0.08590059727430344,
0.020305398851633072,
-0.1784079670906067,
0.0935174971818924,
0.3909527659416199,
0.025422394275665283,
-0.1126440092921257,
-0.19307731091976166,
-0.38537681102752686,
0.5886395573616028,
0.03890116885304451,
-0.11356713622808456,
0.2509843409061432,
0.02634996362030506,
-0.05818759649991989,
0.2518598735332489,
0.014963023364543915,
0.09276988357305527,
-0.513947606086731,
0.20309051871299744,
0.023099172860383987,
-0.33242449164390564,
0.2878369688987732,
0.058805808424949646,
0.03611686825752258,
-0.5541322827339172,
0.31317123770713806,
-0.11195787042379379,
-0.04621737450361252,
0.035869304090738297,
-0.27108466625213623,
0.029924266040325165,
-0.35137423872947693,
0.4230070412158966,
0.10729141533374786,
0.21436718106269836,
-0.035462480038404465,
0.14281025528907776,
-0.21039021015167236,
-0.2504439353942871,
-0.12569895386695862,
-0.05305646359920502,
-0.13460038602352142,
0.22380901873111725,
0.005691513419151306,
0.21804845333099365,
-0.35949477553367615,
-0.33632251620292664,
-0.09388010203838348,
0.1095665842294693,
-0.2100534290075302,
0.02780584804713726,
-0.3563150465488434,
0.1614210605621338,
0.14237520098686218,
-0.12819349765777588,
-0.05161776393651962,
-0.03556806594133377,
-0.2690436840057373,
-0.6895102858543396,
0.5872328877449036,
-0.11228153854608536,
-0.37479496002197266,
-0.2603674829006195,
0.47585180401802063,
0.028494272381067276,
-0.28190386295318604,
-0.34489119052886963,
0.035002700984478,
0.3582410216331482,
-0.21089977025985718,
-0.26248064637184143,
-0.1865459531545639,
-0.01836220733821392,
-0.2688063085079193,
-0.060536742210388184,
0.4958881139755249,
0.19507762789726257,
-0.35583463311195374,
0.31946590542793274,
-0.4360104203224182
] |
https://github.com/huggingface/datasets/issues/5276 | Bug in downloading common_voice data and snall chunk of it to one's own hub | thank you so much for the help! works like a charm!
Am Di., 29. Nov. 2022 um 12:15 Uhr schrieb Quentin Lhoest <
***@***.***>:
> So the bug fix will fix only if I upload a new dataset, or also loading
> previously uploaded datasets?
>
> You have to reupload the dataset, sorry for the inconvenience
>
> —
> Reply to this email directly, view it on GitHub
> <https://github.com/huggingface/datasets/issues/5276#issuecomment-1330468393>,
> or unsubscribe
> <https://github.com/notifications/unsubscribe-auth/ALSIFOBKEFZO57BAKY4IGW3WKXQUZANCNFSM6AAAAAASHQJ63U>
> .
> You are receiving this because you were mentioned.Message ID:
> ***@***.***>
>
| ### Describe the bug
I'm trying to load the common voice dataset. Currently there is no implementation to download just par tof the data, and I need just one part of it, without downloading the entire dataset
Help please?
### Steps to reproduce the bug
So here is what I have done:
1. Download common_voice data
2. Trim part of it and publish it to my own repo.
3. Download data from my own repo, but am getting this error.
### Expected behavior
There shouldn't be an error in downloading part of the data and publishing it to one's own repo
### Environment info
common_voice 11 | 92 | Bug in downloading common_voice data and snall chunk of it to one's own hub
### Describe the bug
I'm trying to load the common voice dataset. Currently there is no implementation to download just par tof the data, and I need just one part of it, without downloading the entire dataset
Help please?
### Steps to reproduce the bug
So here is what I have done:
1. Download common_voice data
2. Trim part of it and publish it to my own repo.
3. Download data from my own repo, but am getting this error.
### Expected behavior
There shouldn't be an error in downloading part of the data and publishing it to one's own repo
### Environment info
common_voice 11
thank you so much for the help! works like a charm!
Am Di., 29. Nov. 2022 um 12:15 Uhr schrieb Quentin Lhoest <
***@***.***>:
> So the bug fix will fix only if I upload a new dataset, or also loading
> previously uploaded datasets?
>
> You have to reupload the dataset, sorry for the inconvenience
>
> —
> Reply to this email directly, view it on GitHub
> <https://github.com/huggingface/datasets/issues/5276#issuecomment-1330468393>,
> or unsubscribe
> <https://github.com/notifications/unsubscribe-auth/ALSIFOBKEFZO57BAKY4IGW3WKXQUZANCNFSM6AAAAAASHQJ63U>
> .
> You are receiving this because you were mentioned.Message ID:
> ***@***.***>
>
| [
-0.36585238575935364,
-0.49026378989219666,
0.09784534573554993,
0.23551423847675323,
0.23438842594623566,
0.16237342357635498,
0.1121215969324112,
0.3459694981575012,
-0.00012034550309181213,
0.32920965552330017,
-0.4214649796485901,
0.07392170280218124,
0.08077077567577362,
0.059918828308582306,
-0.0883350521326065,
-0.16483281552791595,
-0.10048090666532516,
0.14371146261692047,
0.44248297810554504,
-0.22838445007801056,
-0.06584262102842331,
0.20913530886173248,
-0.13424980640411377,
0.3894537687301636,
-0.17224732041358948,
-0.01607629470527172,
0.0754469633102417,
0.34468579292297363,
-0.28062525391578674,
-0.04207988828420639,
0.35209569334983826,
0.05280723795294762,
0.18798458576202393,
0.3731303811073303,
-0.0001147408620454371,
-0.10216664522886276,
0.3243395686149597,
-0.1250598132610321,
-0.08439797163009644,
-0.217671200633049,
-0.18251225352287292,
0.3373206853866577,
-0.09337738901376724,
-0.026578068733215332,
0.1032213494181633,
0.33332252502441406,
-0.036904238164424896,
-0.04815015196800232,
0.4699847102165222,
0.24186068773269653,
0.18851636350154877,
0.002693159505724907,
-0.017404038459062576,
-0.30869072675704956,
0.32321691513061523,
-0.03686200827360153,
-0.00290655717253685,
0.47906869649887085,
0.2547574043273926,
0.19857269525527954,
0.2763807475566864,
0.05000812187790871,
-0.2097969949245453,
0.04462575167417526,
-0.2239346206188202,
0.0672273188829422,
-0.04148265719413757,
-0.5397840738296509,
0.20008426904678345,
0.3325625956058502,
0.5827401876449585,
-0.2631889283657074,
-0.1349986344575882,
-0.11454039812088013,
0.11969773471355438,
-0.30997157096862793,
0.12419365346431732,
0.3318583071231842,
-0.22916653752326965,
0.36250898241996765,
-0.12593919038772583,
-0.15776251256465912,
-0.041770029813051224,
0.04025876894593239,
0.005378782749176025,
-0.03340862691402435,
-0.12154868245124817,
0.19720104336738586,
0.00011221691966056824,
0.1295890510082245,
-0.0854761004447937,
-0.011427022516727448,
-0.08927914500236511,
0.31199872493743896,
-0.2747367024421692,
-0.034536078572273254,
-0.23348921537399292,
-0.2889976501464844,
0.4108879864215851,
0.09583041816949844,
0.16043058037757874,
0.08567443490028381,
-0.3687625825405121,
0.1217343658208847,
0.4056580662727356,
-0.03543721139431,
0.08299686014652252,
0.205133318901062,
0.23698784410953522,
0.2177623063325882,
0.38138434290885925,
-0.148970365524292,
-0.32404717803001404,
0.25341203808784485,
-0.0828934907913208,
-0.02809647098183632,
0.3239806890487671,
-0.4798724353313446,
-0.3778337836265564,
0.10364611446857452,
0.14001509547233582,
0.32100844383239746,
-0.043068625032901764,
0.22099682688713074,
0.13415168225765228,
0.19280874729156494,
0.04234090447425842,
0.17925693094730377,
-0.050030335783958435,
-0.19133034348487854,
-0.11733490228652954,
0.01657732017338276,
0.13538683950901031,
-0.048097915947437286,
0.09322510659694672,
-0.33461272716522217,
0.15801508724689484,
0.04836787283420563,
0.4066455364227295,
-0.34506240487098694,
-0.3491452634334564,
0.10575202107429504,
-0.45383259654045105,
0.20522764325141907,
0.052996207028627396,
0.4918987452983856,
0.041848380118608475,
0.019799821078777313,
-0.28497713804244995,
0.27229875326156616,
-0.551711916923523,
-0.4662817716598511,
-0.19998054206371307,
0.16111251711845398,
-0.19061793386936188,
0.1924256682395935,
-0.33445823192596436,
0.006149616092443466,
0.21180015802383423,
-0.4033680558204651,
0.1444070041179657,
0.03243498504161835,
-0.34593233466148376,
-0.10967279970645905,
0.23470225930213928,
0.233796626329422,
-0.12881122529506683,
-0.16988204419612885,
-0.18808384239673615,
-0.2928343713283539,
0.3832983672618866,
0.3296654224395752,
-0.13230060040950775,
-0.07348594814538956,
-0.36052846908569336,
0.6714031100273132,
0.2872776687145233,
-0.4521152377128601,
-0.6985628008842468,
0.2752517759799957,
-0.3444291949272156,
0.05839322507381439,
-0.14273521304130554,
-0.10524025559425354,
0.24258089065551758,
-0.011227612383663654,
0.3503890335559845,
0.3482486605644226,
-0.007042767480015755,
-0.017390413209795952,
-0.19264519214630127,
-0.22913120687007904,
-0.2179178148508072,
0.1854439228773117,
-0.05098757520318031,
0.20564840734004974,
0.16130496561527252,
0.36025768518447876,
0.3345605134963989,
-0.015551824122667313,
0.3792850375175476,
0.1683330237865448,
0.3571031987667084,
-0.47790712118148804,
0.08078053593635559,
-0.3560720384120941,
-0.39915913343429565,
0.2604612410068512,
-0.05663906782865524,
-0.025339923799037933,
0.207880437374115,
-0.23029479384422302,
-0.5616874694824219,
-0.061148837208747864,
-0.23198647797107697,
0.013205405324697495,
-0.061032697558403015,
-0.16714689135551453,
-0.04360174387693405,
-0.11490744352340698,
-0.21042892336845398,
0.42007681727409363,
-0.051332056522369385,
0.12598837912082672,
-0.1944773644208908,
0.3162751793861389,
-0.1030060425400734,
-0.030314236879348755,
0.2893671691417694,
0.06686215847730637,
0.2149410843849182,
0.07909718155860901,
-0.2647587060928345,
0.43145209550857544,
-0.19737505912780762,
0.6176337003707886,
-0.21458032727241516,
-0.23441968858242035,
0.2883916199207306,
-0.37413254380226135,
0.061512600630521774,
0.096066415309906,
0.24106311798095703,
-0.13819274306297302,
-0.040615685284137726,
-0.030502572655677795,
-0.0988667756319046,
-0.051380328834056854,
-0.31113749742507935,
0.2255174070596695,
0.2039301097393036,
-0.23064294457435608,
0.11977901309728622,
0.012999840080738068,
0.3364531099796295,
0.014464320614933968,
0.06461873650550842,
-0.1652182936668396,
-0.31461644172668457,
-0.1453821063041687,
0.2646130323410034,
-0.13419611752033234,
0.11361922323703766,
0.3150809705257416,
-0.1262919008731842,
-0.01857045106589794,
0.1412578821182251,
0.05374230071902275,
0.2977013885974884,
-0.0777285248041153,
0.13466140627861023,
0.36279693245887756,
0.3151704668998718,
-0.1478995680809021,
0.10944074392318726,
0.23986178636550903,
0.0001381484034936875,
0.4378441870212555,
0.06223798915743828,
0.1967240869998932,
-0.3096167743206024,
-0.1074342131614685,
0.11772466450929642,
0.19126106798648834,
-0.29533836245536804,
-0.22224923968315125,
-0.07561302185058594,
0.2869831919670105,
-0.038175392895936966,
-0.10581053793430328,
-0.397297203540802,
-0.08097397536039352,
0.17727765440940857,
0.20511123538017273,
-0.07880984246730804,
-0.0881727859377861,
-0.03592657670378685,
0.2886110246181488,
0.118336021900177,
-0.01627851091325283,
-0.19839785993099213,
0.13283315300941467,
-0.18287581205368042,
0.03487901762127876,
-0.05952555313706398,
0.1882314682006836,
-0.009725401178002357,
-0.1733151078224182,
0.044870853424072266,
-0.15711641311645508,
0.0016478300094604492,
0.2535887360572815,
-0.06563955545425415,
0.14307725429534912,
0.08990255743265152,
0.06998544931411743,
-0.02689892053604126,
-0.1321423351764679,
-0.02017921954393387,
-0.1944005936384201,
-0.26440057158470154,
0.20679183304309845,
0.020575420930981636,
0.14708662033081055,
-0.3204995393753052,
-0.2257552444934845,
-0.40574946999549866,
-0.49653181433677673,
0.36540913581848145,
-0.15610462427139282,
0.1837143450975418,
-0.02075839415192604,
-0.2750537395477295,
-0.11937517672777176,
-0.038024697452783585,
0.014014381915330887,
-0.4369962513446808,
-0.33188414573669434,
0.2250659167766571,
-0.15735948085784912,
-0.3594099283218384,
0.021160703152418137,
0.18473966419696808,
0.1795036941766739,
-0.0523051880300045,
-0.4980012774467468,
-0.08213154971599579,
-0.039613962173461914,
0.04541904106736183,
-0.08039912581443787,
-0.05161499232053757,
0.2828502058982849,
-0.10937750339508057,
0.033905304968357086,
-0.1926368772983551,
-0.02270328439772129,
-0.15824827551841736,
0.5590020418167114,
0.0939275398850441,
0.0365646556019783,
0.23588091135025024,
-0.007031336426734924,
0.6275898814201355,
0.39953160285949707,
0.34707605838775635,
0.3360374867916107,
-0.05707429349422455,
0.033259086310863495,
-0.11876728385686874,
-0.14303387701511383,
0.22452004253864288,
-0.11544230580329895,
-0.15033972263336182,
0.4890596866607666,
0.034760501235723495,
0.048102207481861115,
-0.31522655487060547,
-0.5432058572769165,
-0.0800468921661377,
-0.27586475014686584,
-0.22995536029338837,
0.13302883505821228,
-0.024783894419670105,
0.230287104845047,
-0.1449854075908661,
0.16672560572624207,
-0.12562528252601624,
0.34984779357910156,
0.14511479437351227,
0.07798585295677185,
-0.008517656475305557,
-0.2766222059726715,
-0.11548507213592529,
-0.4033227860927582,
0.15355491638183594,
0.026924224570393562,
0.2864060699939728,
-0.21777592599391937,
0.2559640109539032,
0.08215389400720596,
0.08245480060577393,
0.18577834963798523,
-0.08374092727899551,
0.20486561954021454,
-0.09739816188812256,
0.19741210341453552,
-0.24454185366630554,
-0.11650882661342621,
-0.1756497025489807,
0.11877795308828354,
0.1069498211145401,
0.016583431512117386,
-0.4821031391620636,
0.20279471576213837,
0.17192143201828003,
0.14523079991340637,
-0.08257949352264404,
-0.048554226756095886,
0.021611984819173813,
-0.34824657440185547,
-0.6175661683082581,
0.15598247945308685,
0.21499411761760712,
0.24881894886493683,
-0.2828659117221832,
0.12510451674461365,
0.5138546228408813,
0.08247029036283493,
0.20558542013168335,
-0.1518768072128296,
0.2514999806880951,
0.06523022055625916,
0.46761077642440796,
0.2704097628593445,
-0.078602135181427,
0.04427001625299454,
0.9760050773620605,
0.41200074553489685,
-0.2359691858291626,
0.08450110256671906,
-0.11450119316577911,
0.15586355328559875,
0.3779858946800232,
-0.005859896540641785,
-0.0804959312081337,
0.06871055066585541,
0.044104620814323425,
-0.1903296709060669,
0.03609133139252663,
-0.0631600171327591,
-0.14478690922260284,
-0.31519991159439087,
0.11394482851028442,
0.4575943052768707,
0.05329420045018196,
-0.14918290078639984,
0.17458930611610413,
0.10193988680839539,
-0.20781299471855164,
0.12790225446224213,
-0.2777257263660431,
1.1650450229644775,
0.2708561420440674,
0.08489194512367249,
0.09492138028144836,
-0.13649103045463562,
0.13226883113384247,
-0.17619246244430542,
-0.06303481757640839,
-0.15687048435211182,
-0.11423559486865997,
-0.11107363551855087,
-0.08556268364191055,
-0.15739965438842773,
0.08220898360013962,
-0.24582332372665405,
0.16004085540771484,
-0.1761952042579651,
0.148953378200531,
0.15735681354999542,
0.068433977663517,
-0.30454307794570923,
-0.31889501214027405,
0.1579250991344452,
0.061090774834156036,
-0.26218128204345703,
0.5246366858482361,
-0.0796729102730751,
-0.13358396291732788,
-0.26377204060554504,
-0.5513232946395874,
-0.4125667214393616,
0.43964821100234985,
0.09782452881336212,
-0.20928719639778137,
0.054001204669475555,
-0.06418059766292572,
0.4472965896129608,
-0.17247876524925232,
0.19518956542015076,
0.3004211485385895,
-0.5370290875434875,
0.2783668339252472,
0.03597163036465645,
-0.07109986990690231,
-0.01720822975039482,
0.04119314253330231,
0.04805883765220642,
-0.12260280549526215,
-0.23724070191383362,
-0.010262012481689453,
-0.11151197552680969,
-0.00676756352186203,
-0.1562189757823944,
-0.054533734917640686,
0.3690730929374695,
-0.30565813183784485,
-0.15961171686649323,
0.04226154088973999,
0.14503099024295807,
-0.24168559908866882,
0.07588072121143341,
0.37360960245132446,
-0.42868754267692566,
-0.013731569051742554,
0.2603415846824646,
-0.15326771140098572,
-0.022342201322317123,
0.43590208888053894,
0.2352880835533142,
-0.5590852499008179,
0.43597468733787537,
-0.040011391043663025,
-0.09716729819774628,
-0.14826902747154236,
-0.11834454536437988,
0.21137630939483643,
-0.6041378974914551,
-0.013543582521378994,
-0.4411463737487793,
0.02314452826976776,
-0.18330278992652893,
0.3457908034324646,
0.2605488896369934,
0.030166883021593094,
0.05253959819674492,
-0.5129972696304321,
-0.18722489476203918,
0.08352890610694885,
-0.19782927632331848,
0.30424079298973083,
-0.07730579376220703,
-0.1921384334564209,
0.04208187013864517,
0.1970372051000595,
-0.2559114098548889,
0.2708524763584137,
-0.3005518913269043,
0.25757265090942383,
0.23630376160144806,
-0.01746916025876999,
0.09132058918476105,
-0.15568707883358002,
0.0802115947008133,
0.4702033996582031,
-0.1600818783044815,
-0.07583515346050262,
-0.26676657795906067,
0.20858970284461975,
0.11283759772777557,
-0.2314951866865158,
0.17133095860481262,
0.12556473910808563,
-0.39209219813346863,
0.10663007944822311,
0.1875673532485962,
0.2784358263015747,
0.12468284368515015,
-0.22401025891304016,
0.4394695460796356,
-0.015927888453006744,
-0.31851744651794434,
0.37408751249313354,
-0.024239666759967804,
0.4214000701904297,
-0.22900846600532532,
0.33839792013168335,
-0.30358296632766724,
-0.1180080771446228,
0.05049123615026474,
0.06999146193265915,
0.4965211749076843,
0.008659891784191132,
0.26530736684799194,
-0.40475767850875854,
0.1581953763961792,
0.21428123116493225,
0.452612966299057,
0.2894173562526703,
-0.4543156623840332,
0.10737894475460052,
0.136275053024292,
0.1575930267572403,
-0.20401814579963684,
-0.06828166544437408,
0.3432276248931885,
-0.14710554480552673,
-0.1840493232011795,
0.06320221722126007,
0.2815474271774292,
-0.16787448525428772,
-0.02812597155570984,
-0.05108923465013504,
0.5718345046043396,
0.06176716461777687,
0.010330425575375557,
0.1582762598991394,
-0.22394081950187683,
0.1048673540353775,
0.08442327380180359,
-0.0023013949394226074,
0.22332797944545746,
0.40320831537246704,
-0.4487840533256531,
-0.04463416337966919,
0.3976444900035858,
0.10849004983901978,
0.41535261273384094,
-0.6282629370689392,
-0.11342503130435944,
0.0867166817188263,
-0.058921411633491516,
0.09403399378061295,
0.1118164137005806,
0.1296541392803192,
-0.20639054477214813,
0.04313286393880844,
-0.168940469622612,
0.2713069021701813,
-0.0931527391076088,
0.010654568672180176,
-0.1500881165266037,
-0.14389552175998688,
-0.33861106634140015,
-0.011459000408649445,
-0.0017348378896713257,
-0.12162700295448303,
0.3971681296825409,
0.06675978749990463,
-0.1609923392534256,
-0.10193417221307755,
-0.3692014515399933,
0.24175119400024414,
-0.05549951642751694,
-0.5142313838005066,
0.28343465924263,
-0.09667354822158813,
-0.1939951479434967,
0.2797630727291107,
0.326363742351532,
0.3136012554168701,
0.0310597475618124,
-0.011862153187394142,
0.23918603360652924,
0.2832709848880768,
0.12759020924568176,
0.2712750732898712,
0.22323861718177795,
0.27346867322921753,
0.5260429978370667,
0.37872248888015747,
0.10932818800210953,
-0.06995166838169098,
-0.2046586573123932,
0.11617143452167511,
0.054542865604162216,
-0.3979675769805908,
0.2631881833076477,
-0.3936290144920349,
-0.16476213932037354,
-0.29118046164512634,
-0.1219668909907341,
-0.12347665429115295,
-0.03447026386857033,
0.3418182134628296,
0.07944543659687042,
0.26016536355018616,
-0.11039759963750839,
0.042906008660793304,
-0.14919671416282654,
0.06768238544464111,
0.4633786678314209,
0.02310321107506752,
-0.10721395164728165,
-0.10539780557155609,
-0.42506974935531616,
0.5242175459861755,
0.05244367569684982,
-0.0291448887437582,
0.24692018330097198,
-0.00197739340364933,
0.03338201716542244,
0.25764596462249756,
-0.01202954351902008,
0.0036960961297154427,
-0.46002811193466187,
0.08662352710962296,
0.06602028012275696,
-0.29940417408943176,
0.2420760840177536,
0.05672566592693329,
0.06208771467208862,
-0.4857715964317322,
0.3462088406085968,
-0.04021366313099861,
-0.07395904511213303,
-0.004806965589523315,
-0.11646346747875214,
-0.06465870887041092,
-0.37905022501945496,
0.32593774795532227,
0.1601632833480835,
0.2311667501926422,
-0.062002167105674744,
0.07609709352254868,
-0.20756733417510986,
-0.2556239068508148,
-0.13462384045124054,
-0.042378321290016174,
-0.1303570717573166,
0.3179510235786438,
0.07130003720521927,
0.10544279217720032,
-0.3446832597255707,
-0.27042073011398315,
-0.08146197348833084,
0.01054497342556715,
-0.23182052373886108,
0.10616819560527802,
-0.3731236457824707,
0.1255491077899933,
0.12658140063285828,
-0.024398520588874817,
-0.06643263250589371,
-0.029765412211418152,
-0.2836577296257019,
-0.6796097755432129,
0.6252192258834839,
-0.1254333108663559,
-0.3239199221134186,
-0.19515173137187958,
0.47016558051109314,
0.03376445546746254,
-0.3284907937049866,
-0.43937841057777405,
0.1166309341788292,
0.32794585824012756,
-0.19618260860443115,
-0.24191202223300934,
-0.12071675062179565,
-0.045188747346401215,
-0.27906909584999084,
-0.07082056254148483,
0.46710020303726196,
0.23942452669143677,
-0.3510743975639343,
0.339841365814209,
-0.40995103120803833
] |
https://github.com/huggingface/datasets/issues/5275 | YAML integer keys are not preserved Hub server-side | @huggingface/datasets if you agree, I can make the bulk edit on the Hub to fix integer keys into strings. | After an internal discussion (https://github.com/huggingface/moon-landing/issues/4563):
- YAML integer keys are not preserved server-side: they are transformed to strings
- See for example this Hub PR: https://huggingface.co/datasets/acronym_identification/discussions/1/files
- Original:
```yaml
class_label:
names:
0: B-long
1: B-short
```
- Returned by the server:
```yaml
class_label:
names:
'0': B-long
'1': B-short
```
- They are planning to enforce only string keys
- Other projects already use interger-transformed-to string keys: e.g. `transformers` models `id2label`: https://huggingface.co/roberta-large-mnli/blob/main/config.json
```yaml
"id2label": {
"0": "CONTRADICTION",
"1": "NEUTRAL",
"2": "ENTAILMENT"
}
```
On the other hand, at `datasets` we are currently using YAML integer keys for `dataset_info` `class_label`.
Please note (thanks @lhoestq for pointing out) that previous versions (2.6 and 2.7) of `datasets` need being patched:
```python
In [18]: Features._from_yaml_list([{'dtype': {'class_label': {'names': {'0': 'neg', '1': 'pos'}}}, 'name': 'label'}])
---------------------------------------------------------------------------
TypeError Traceback (most recent call last)
<ipython-input-18-974f07eea526> in <module>
----> 1 Features._from_yaml_list(ry)
~/Desktop/hf/nlp/src/datasets/features/features.py in _from_yaml_list(cls, yaml_data)
1743 raise TypeError(f"Expected a dict or a list but got {type(obj)}: {obj}")
1744
-> 1745 return cls.from_dict(from_yaml_inner(yaml_data))
1746
1747 def encode_example(self, example):
~/Desktop/hf/nlp/src/datasets/features/features.py in from_yaml_inner(obj)
1739 elif isinstance(obj, list):
1740 names = [_feature.pop("name") for _feature in obj]
-> 1741 return {name: from_yaml_inner(_feature) for name, _feature in zip(names, obj)}
1742 else:
1743 raise TypeError(f"Expected a dict or a list but got {type(obj)}: {obj}")
~/Desktop/hf/nlp/src/datasets/features/features.py in <dictcomp>(.0)
1739 elif isinstance(obj, list):
1740 names = [_feature.pop("name") for _feature in obj]
-> 1741 return {name: from_yaml_inner(_feature) for name, _feature in zip(names, obj)}
1742 else:
1743 raise TypeError(f"Expected a dict or a list but got {type(obj)}: {obj}")
~/Desktop/hf/nlp/src/datasets/features/features.py in from_yaml_inner(obj)
1734 return {"_type": snakecase_to_camelcase(obj["dtype"])}
1735 else:
-> 1736 return from_yaml_inner(obj["dtype"])
1737 else:
1738 return {"_type": snakecase_to_camelcase(_type), **unsimplify(obj)[_type]}
~/Desktop/hf/nlp/src/datasets/features/features.py in from_yaml_inner(obj)
1736 return from_yaml_inner(obj["dtype"])
1737 else:
-> 1738 return {"_type": snakecase_to_camelcase(_type), **unsimplify(obj)[_type]}
1739 elif isinstance(obj, list):
1740 names = [_feature.pop("name") for _feature in obj]
~/Desktop/hf/nlp/src/datasets/features/features.py in unsimplify(feature)
1704 if isinstance(feature.get("class_label"), dict) and isinstance(feature["class_label"].get("names"), dict):
1705 label_ids = sorted(feature["class_label"]["names"])
-> 1706 if label_ids and label_ids != list(range(label_ids[-1] + 1)):
1707 raise ValueError(
1708 f"ClassLabel expected a value for all label ids [0:{label_ids[-1] + 1}] but some ids are missing."
TypeError: can only concatenate str (not "int") to str
```
TODO:
- [x] Remove YAML integer keys from `dataset_info` metadata
- [x] Make a patch release for affected `datasets` versions: 2.6 and 2.7
- [x] Communicate on the fix
- [x] Wait for adoption
- [x] Bulk edit the Hub to fix this in all canonical datasets | 19 | YAML integer keys are not preserved Hub server-side
After an internal discussion (https://github.com/huggingface/moon-landing/issues/4563):
- YAML integer keys are not preserved server-side: they are transformed to strings
- See for example this Hub PR: https://huggingface.co/datasets/acronym_identification/discussions/1/files
- Original:
```yaml
class_label:
names:
0: B-long
1: B-short
```
- Returned by the server:
```yaml
class_label:
names:
'0': B-long
'1': B-short
```
- They are planning to enforce only string keys
- Other projects already use interger-transformed-to string keys: e.g. `transformers` models `id2label`: https://huggingface.co/roberta-large-mnli/blob/main/config.json
```yaml
"id2label": {
"0": "CONTRADICTION",
"1": "NEUTRAL",
"2": "ENTAILMENT"
}
```
On the other hand, at `datasets` we are currently using YAML integer keys for `dataset_info` `class_label`.
Please note (thanks @lhoestq for pointing out) that previous versions (2.6 and 2.7) of `datasets` need being patched:
```python
In [18]: Features._from_yaml_list([{'dtype': {'class_label': {'names': {'0': 'neg', '1': 'pos'}}}, 'name': 'label'}])
---------------------------------------------------------------------------
TypeError Traceback (most recent call last)
<ipython-input-18-974f07eea526> in <module>
----> 1 Features._from_yaml_list(ry)
~/Desktop/hf/nlp/src/datasets/features/features.py in _from_yaml_list(cls, yaml_data)
1743 raise TypeError(f"Expected a dict or a list but got {type(obj)}: {obj}")
1744
-> 1745 return cls.from_dict(from_yaml_inner(yaml_data))
1746
1747 def encode_example(self, example):
~/Desktop/hf/nlp/src/datasets/features/features.py in from_yaml_inner(obj)
1739 elif isinstance(obj, list):
1740 names = [_feature.pop("name") for _feature in obj]
-> 1741 return {name: from_yaml_inner(_feature) for name, _feature in zip(names, obj)}
1742 else:
1743 raise TypeError(f"Expected a dict or a list but got {type(obj)}: {obj}")
~/Desktop/hf/nlp/src/datasets/features/features.py in <dictcomp>(.0)
1739 elif isinstance(obj, list):
1740 names = [_feature.pop("name") for _feature in obj]
-> 1741 return {name: from_yaml_inner(_feature) for name, _feature in zip(names, obj)}
1742 else:
1743 raise TypeError(f"Expected a dict or a list but got {type(obj)}: {obj}")
~/Desktop/hf/nlp/src/datasets/features/features.py in from_yaml_inner(obj)
1734 return {"_type": snakecase_to_camelcase(obj["dtype"])}
1735 else:
-> 1736 return from_yaml_inner(obj["dtype"])
1737 else:
1738 return {"_type": snakecase_to_camelcase(_type), **unsimplify(obj)[_type]}
~/Desktop/hf/nlp/src/datasets/features/features.py in from_yaml_inner(obj)
1736 return from_yaml_inner(obj["dtype"])
1737 else:
-> 1738 return {"_type": snakecase_to_camelcase(_type), **unsimplify(obj)[_type]}
1739 elif isinstance(obj, list):
1740 names = [_feature.pop("name") for _feature in obj]
~/Desktop/hf/nlp/src/datasets/features/features.py in unsimplify(feature)
1704 if isinstance(feature.get("class_label"), dict) and isinstance(feature["class_label"].get("names"), dict):
1705 label_ids = sorted(feature["class_label"]["names"])
-> 1706 if label_ids and label_ids != list(range(label_ids[-1] + 1)):
1707 raise ValueError(
1708 f"ClassLabel expected a value for all label ids [0:{label_ids[-1] + 1}] but some ids are missing."
TypeError: can only concatenate str (not "int") to str
```
TODO:
- [x] Remove YAML integer keys from `dataset_info` metadata
- [x] Make a patch release for affected `datasets` versions: 2.6 and 2.7
- [x] Communicate on the fix
- [x] Wait for adoption
- [x] Bulk edit the Hub to fix this in all canonical datasets
@huggingface/datasets if you agree, I can make the bulk edit on the Hub to fix integer keys into strings. | [
-0.026737648993730545,
-0.3303128480911255,
0.08248203992843628,
0.08531197905540466,
0.39381879568099976,
-0.08466369658708572,
0.458366721868515,
0.06925182044506073,
0.2985337972640991,
-0.023020446300506592,
-0.12341997772455215,
0.2475965917110443,
-0.23985113203525543,
0.1638866662979126,
0.15535730123519897,
0.36683666706085205,
0.12507669627666473,
-0.10256288945674896,
-0.2398647964000702,
0.004256166517734528,
-0.41567960381507874,
0.19870969653129578,
0.07544329762458801,
0.08714699000120163,
-0.40553197264671326,
0.11862296611070633,
0.09829027950763702,
0.008142564445734024,
-0.14831911027431488,
-0.40838485956192017,
0.26635435223579407,
-0.012723639607429504,
-0.16873283684253693,
-0.19519808888435364,
-0.00011659381561912596,
-0.029709327965974808,
0.32210981845855713,
-0.08543039858341217,
-0.4607383608818054,
0.19780296087265015,
0.10990168899297714,
-0.1473723202943802,
-0.18715466558933258,
-0.2549194395542145,
-0.03613267466425896,
0.3103933036327362,
-0.1768813282251358,
0.02480165660381317,
0.29382574558258057,
0.014616279862821102,
0.12317878007888794,
0.32942256331443787,
0.2661987245082855,
-0.024877380579710007,
0.35962387919425964,
0.5256209373474121,
-0.13914157450199127,
0.11163823306560516,
0.09928750991821289,
0.05217079818248749,
-0.14005932211875916,
0.45299869775772095,
0.0762236937880516,
-0.2718214690685272,
0.12588395178318024,
-0.04770516976714134,
0.27665141224861145,
-0.15751537680625916,
0.20040088891983032,
0.1508823037147522,
-0.011542022228240967,
-0.4455277621746063,
-0.4130554497241974,
-0.27738121151924133,
-0.09030332416296005,
-0.1067432388663292,
0.24972686171531677,
0.1305663138628006,
0.07072769105434418,
0.02546253427863121,
-0.15109747648239136,
-0.44374868273735046,
-0.1590643972158432,
0.14141325652599335,
-0.16056331992149353,
0.37821725010871887,
-0.0010160831734538078,
0.1086195707321167,
-0.1879967749118805,
-0.14176034927368164,
0.120771124958992,
-0.07997901737689972,
0.06762685626745224,
0.0823865756392479,
0.11796039342880249,
-0.2823466658592224,
-0.11578545719385147,
0.3545583486557007,
0.3997308909893036,
0.10965439677238464,
-0.239707812666893,
0.2485448718070984,
0.04322684183716774,
0.03912387788295746,
0.10648655891418457,
0.0898064374923706,
0.6819035410881042,
0.16874273121356964,
0.3147776126861572,
0.2592179775238037,
0.1268233209848404,
0.10784688591957092,
0.10415942966938019,
0.3073183596134186,
0.2749001383781433,
-0.11989270895719528,
0.5746303796768188,
0.004650462418794632,
-0.046292565762996674,
0.160800963640213,
-0.07230407744646072,
0.0021943976171314716,
0.195118248462677,
0.18436408042907715,
0.23095563054084778,
0.10548426955938339,
-0.029129110276699066,
0.13742518424987793,
-0.10961244255304337,
-0.4087836742401123,
-0.19725492596626282,
-0.029641319066286087,
0.11118069291114807,
0.2510147988796234,
0.37644195556640625,
0.05145661160349846,
0.40196990966796875,
0.36471861600875854,
-0.026866130530834198,
0.054020196199417114,
-0.10322900861501694,
0.1082211583852768,
-0.06330744177103043,
0.26749905943870544,
-0.1937609612941742,
0.255036860704422,
0.03822052478790283,
-0.21490336954593658,
-0.11972065269947052,
-0.08997281640768051,
-0.19778457283973694,
-0.24247030913829803,
0.21471188962459564,
0.1644732505083084,
-0.2351750135421753,
-0.07191760838031769,
-0.1970384418964386,
0.01569894701242447,
0.4390568733215332,
0.2001238614320755,
0.28690627217292786,
-0.18245108425617218,
0.19463443756103516,
-0.10910962522029877,
0.21637605130672455,
0.25855767726898193,
0.22660744190216064,
-0.34218528866767883,
0.10904555767774582,
0.03981345146894455,
-0.11668280512094498,
0.04494458809494972,
-0.07229777425527573,
-0.004812873899936676,
-0.16039656102657318,
0.26455581188201904,
-0.13444745540618896,
-0.5822239518165588,
-0.44190576672554016,
-0.12037047743797302,
0.2579766511917114,
0.10887201875448227,
-0.054117925465106964,
0.0697704553604126,
0.5817857980728149,
-0.2717616856098175,
0.4083099067211151,
-0.02711765468120575,
0.052056629210710526,
-0.10131357610225677,
-0.3672564923763275,
-0.10547085851430893,
-0.07991085201501846,
0.05924307182431221,
0.20566852390766144,
-0.14825859665870667,
0.20007574558258057,
0.922073483467102,
0.09493041038513184,
-0.0027867257595062256,
0.4048486351966858,
0.27712592482566833,
0.24541743099689484,
0.13617655634880066,
0.0667007714509964,
-0.19590690732002258,
-0.3599347770214081,
0.13059306144714355,
-0.3133780360221863,
0.16375477612018585,
-0.26703542470932007,
-0.26863160729408264,
-0.25197121500968933,
0.2185325175523758,
-0.13722684979438782,
-0.21047325432300568,
0.06692740321159363,
-0.14286445081233978,
-0.0856647789478302,
0.19030477106571198,
-0.09560287743806839,
0.1406773179769516,
-0.05605524778366089,
0.22556519508361816,
-0.3430964946746826,
0.16708917915821075,
-0.05290500074625015,
-0.06315936893224716,
-0.1956762671470642,
0.31289801001548767,
0.15594743192195892,
-0.12685100734233856,
0.125564306974411,
0.37849700450897217,
0.03358055278658867,
-0.0810672789812088,
0.1560998260974884,
0.1437552571296692,
0.6754469871520996,
0.02586822584271431,
0.11472028493881226,
-0.09580861032009125,
0.08522925525903702,
0.034528493881225586,
-0.08139737695455551,
0.4044203758239746,
-0.014498911798000336,
0.08897771686315536,
-0.07287164032459259,
0.21796779334545135,
-0.009565310552716255,
0.14324244856834412,
-0.49943625926971436,
-0.36494889855384827,
-0.07133007049560547,
-0.6047810912132263,
0.05906623229384422,
0.05417204648256302,
-0.1023450642824173,
0.29831621050834656,
0.8135854601860046,
-0.062165211886167526,
0.22434771060943604,
0.06342807412147522,
-0.5847869515419006,
-0.07108046114444733,
0.09869137406349182,
-0.06647920608520508,
0.07498586177825928,
0.15906092524528503,
-0.062230516225099564,
-0.04119448363780975,
-0.12977053225040436,
-0.10507888346910477,
0.4287789762020111,
0.1172078549861908,
-0.19228936731815338,
0.0021012872457504272,
0.29294222593307495,
-0.14966629445552826,
-0.3121330738067627,
0.1960628628730774,
0.041186295449733734,
-0.15696501731872559,
-0.49014905095100403,
-0.16809606552124023,
-0.3303096294403076,
0.05518049746751785,
-0.14650379121303558,
-0.3971273601055145,
-0.42918479442596436,
-0.5818445086479187,
0.29913944005966187,
0.21785269677639008,
-0.12107646465301514,
0.27766507863998413,
0.26535212993621826,
-0.013170525431632996,
-0.019356954842805862,
-0.1536058932542801,
-0.18131032586097717,
-0.30124422907829285,
0.05820051580667496,
-0.06702230870723724,
-0.14954298734664917,
-0.4037238657474518,
0.4190182387828827,
-0.18791145086288452,
-0.1439911425113678,
-0.4498184323310852,
-0.5486642718315125,
0.07766874134540558,
-0.17773012816905975,
0.2345081865787506,
0.18400141596794128,
0.1016925647854805,
-0.20981602370738983,
-0.05181646719574928,
0.43064478039741516,
-0.05999580770730972,
-0.280610591173172,
0.29987818002700806,
0.1383865922689438,
-0.005962608382105827,
-0.32974910736083984,
-0.316876620054245,
-0.15296222269535065,
-0.22852981090545654,
0.10023924708366394,
0.03558195009827614,
-0.0635901391506195,
0.13580314815044403,
-0.21411818265914917,
-0.10286516696214676,
-0.18905943632125854,
-0.10135558992624283,
-0.38789603114128113,
0.0961945652961731,
0.4950709640979767,
-0.1243394985795021,
-0.20544736087322235,
-0.12007994949817657,
0.033842071890830994,
-0.06687876582145691,
-0.23079830408096313,
-0.14142495393753052,
-0.37774980068206787,
-0.03534158319234848,
0.38550257682800293,
0.29644009470939636,
0.18870386481285095,
0.3539368212223053,
0.24889962375164032,
-0.05989845469594002,
-0.15687988698482513,
-0.09652380645275116,
0.27895277738571167,
-0.008042588829994202,
0.37880170345306396,
0.020894084125757217,
-0.030491940677165985,
0.08613939583301544,
0.501072347164154,
0.17155641317367554,
0.16300970315933228,
0.2303636372089386,
-0.09592225402593613,
0.023800678551197052,
-0.244166761636734,
-0.22780418395996094,
-0.184545636177063,
-0.10489729046821594,
0.35315173864364624,
0.0821574255824089,
0.14202988147735596,
0.3522794842720032,
0.21864497661590576,
-0.24046821892261505,
-0.1229269728064537,
-0.5599468350410461,
-0.12860654294490814,
-0.23361974954605103,
-0.14532750844955444,
0.24026921391487122,
0.1279394030570984,
-0.14114411175251007,
-0.026906760409474373,
0.10419711470603943,
0.026510819792747498,
-0.21711283922195435,
0.2973042130470276,
-0.07771215587854385,
-0.13514907658100128,
-0.5053340792655945,
0.2075323462486267,
-0.21846367418766022,
0.17555274069309235,
0.058642420917749405,
-0.254504919052124,
0.10682499408721924,
-0.09826191514730453,
0.36810481548309326,
-0.05594577640295029,
0.06932546943426132,
-0.14579471945762634,
-0.27938103675842285,
-0.417450875043869,
-0.08996932208538055,
-0.2173461616039276,
0.08371318131685257,
0.12925982475280762,
0.8091201186180115,
-0.695732057094574,
-0.16002090275287628,
-0.1641809493303299,
0.003985104616731405,
-0.17544163763523102,
0.3281654417514801,
-0.17326855659484863,
-0.351179838180542,
-0.39895692467689514,
0.018113456666469574,
0.16725482046604156,
0.14010655879974365,
0.11023425310850143,
-0.02575957402586937,
-0.22575703263282776,
-0.23879238963127136,
0.15208569169044495,
-0.028009681031107903,
0.2144310474395752,
-0.33556634187698364,
0.129195898771286,
-0.06710207462310791,
0.40395671129226685,
0.2730534076690674,
0.2072696089744568,
0.02848209999501705,
-0.30705177783966064,
-0.13402974605560303,
-0.2882521152496338,
-0.07515556365251541,
0.3247376084327698,
-0.023080550134181976,
0.16040359437465668,
0.14219412207603455,
0.0895601212978363,
-0.2409123182296753,
-0.11246153712272644,
-0.05539466440677643,
0.04482847824692726,
-0.17645953595638275,
-0.023939913138747215,
0.4684523642063141,
-0.15404336154460907,
-0.12342323362827301,
-0.1313774287700653,
0.6139187812805176,
-0.4877220392227173,
0.17188233137130737,
0.17734649777412415,
0.7831040620803833,
0.21220587193965912,
0.16289609670639038,
0.15655258297920227,
-0.08779202401638031,
0.3518259823322296,
-0.18556377291679382,
-0.036097653210163116,
-0.3548693358898163,
0.41422519087791443,
0.07405886799097061,
0.300214558839798,
0.07930129766464233,
-0.13383735716342926,
-0.25845852494239807,
0.2261369526386261,
-0.12055309116840363,
0.3725423514842987,
-0.4064733684062958,
0.007955972105264664,
-0.4361765682697296,
-0.24234122037887573,
-0.0776275098323822,
0.0935978889465332,
0.010808046907186508,
0.34830957651138306,
0.03973403573036194,
-0.34024322032928467,
-0.13782593607902527,
-0.42077434062957764,
-0.23102959990501404,
-0.22750550508499146,
-0.028169140219688416,
0.14622777700424194,
0.2571813464164734,
0.09120345115661621,
-0.14735783636569977,
-0.05756785348057747,
0.6115730404853821,
0.17133720219135284,
-0.13507063686847687,
-0.012440886348485947,
-0.10348906368017197,
0.04047007858753204,
0.09743021428585052,
0.19386720657348633,
0.13559356331825256,
0.022679995745420456,
-0.1604577749967575,
-0.20317447185516357,
0.03911500424146652,
0.006769057363271713,
-0.13158227503299713,
-0.2147015482187271,
-0.08774392306804657,
-0.4707353413105011,
0.20194552838802338,
-0.23834186792373657,
-0.0017402656376361847,
-0.4046718180179596,
0.0847678929567337,
-0.19969959557056427,
0.015151368454098701,
0.1588408648967743,
0.00048050656914711,
-0.033692002296447754,
-0.14618778228759766,
0.38144516944885254,
-0.06928103417158127,
0.057606182992458344,
0.22615636885166168,
-0.10708090662956238,
-0.2703920006752014,
-0.22340476512908936,
0.42501774430274963,
0.18321484327316284,
-0.705531895160675,
0.25884681940078735,
0.17492641508579254,
-0.3968086242675781,
0.0003419028944335878,
0.1816462129354477,
0.2245016247034073,
0.12878012657165527,
-0.06783851236104965,
-0.3324151933193207,
-0.27804678678512573,
0.5708077549934387,
0.05821764096617699,
0.051635488867759705,
-0.014525095000863075,
-0.09534096717834473,
-0.13577167689800262,
0.12390976399183273,
-0.28852540254592896,
-0.07246465981006622,
-0.16290603578090668,
0.19938945770263672,
-0.027233436703681946,
-0.12769761681556702,
0.010034697130322456,
-0.010665085166692734,
0.1385832279920578,
0.05602698028087616,
-0.11566965281963348,
-0.11973792314529419,
-0.33847275376319885,
0.12031208723783493,
-0.19192296266555786,
0.37056639790534973,
-0.14325889945030212,
0.08132617920637131,
0.17815463244915009,
-0.2169564962387085,
0.2834995687007904,
0.16817274689674377,
0.1265774667263031,
0.30031129717826843,
0.13581740856170654,
0.4748939275741577,
0.06638433039188385,
0.16162647306919098,
0.14422878623008728,
0.39520692825317383,
-0.18976356089115143,
0.1392008364200592,
-0.04888030141592026,
-0.027929678559303284,
-0.4468977153301239,
0.3474297821521759,
0.059853002429008484,
-0.12796732783317566,
0.3741125762462616,
-0.1399315446615219,
0.034175481647253036,
0.31140294671058655,
0.10437431186437607,
-0.059756115078926086,
-0.17072895169258118,
-0.34479600191116333,
-0.05474386364221573,
0.19946694374084473,
-0.29090502858161926,
-0.10094879567623138,
0.10105971992015839,
-0.2627970278263092,
-0.01783088594675064,
0.41599616408348083,
0.37072816491127014,
0.06894038617610931,
-0.11681915819644928,
0.04560581594705582,
0.552326500415802,
-0.18919281661510468,
-0.011498644948005676,
0.601558268070221,
-0.14284662902355194,
0.12337367236614227,
0.2872755825519562,
0.15645809471607208,
0.09583191573619843,
0.6345096230506897,
-0.32398611307144165,
0.098617322742939,
0.30426183342933655,
0.1451965868473053,
0.2441936731338501,
0.36196258664131165,
0.016961248591542244,
0.1799614578485489,
0.03242708742618561,
0.08645293861627579,
0.0027111247181892395,
0.47603681683540344,
-0.15872550010681152,
-0.17345167696475983,
-0.2307991087436676,
0.35560354590415955,
-0.1477254033088684,
-0.21756406128406525,
0.008593443781137466,
-0.18412253260612488,
-0.26782816648483276,
-0.22726009786128998,
-0.011500604450702667,
-0.23187918961048126,
0.38896307349205017,
0.06516028195619583,
-0.036721304059028625,
-0.40351325273513794,
0.3616931140422821,
0.00884414091706276,
0.2285861372947693,
-0.18973158299922943,
0.035802196711301804,
0.29603785276412964,
-0.02716687321662903,
0.09008485078811646,
-0.015430701896548271,
0.31898510456085205,
0.00609450601041317,
-0.15105468034744263,
0.3874685764312744,
-0.1441560685634613,
-0.22683309018611908,
0.01787746325135231,
0.0781596451997757,
0.3161296844482422,
-0.09641829133033752,
0.1274435967206955,
0.07816071808338165,
-0.14135532081127167,
-0.07756508886814117,
-0.04071781411767006,
0.13235746324062347,
0.5186797976493835,
0.760258138179779,
-0.1873173862695694,
-0.2239956259727478,
0.10856499522924423,
-0.10552891343832016,
-0.12444106489419937,
-0.30410686135292053,
0.04269474744796753,
0.17656075954437256,
0.2187161147594452,
-0.2257542759180069,
0.09335287660360336,
-0.10289952158927917,
0.29764994978904724,
0.08023981750011444,
-0.5395777821540833,
0.04434436187148094,
0.23048074543476105,
-0.3085733950138092,
-0.2734270989894867,
0.027397891506552696,
-0.45204466581344604,
0.09309552609920502,
0.16116861999034882,
0.23871782422065735,
0.02959444746375084,
-0.0821370929479599,
-0.20125563442707062,
0.2603830099105835,
0.07483070343732834,
-0.12321333587169647,
0.4152069687843323,
0.442526638507843,
0.13550856709480286,
0.08118726313114166,
-0.1976790726184845,
0.3396209478378296,
-0.18803386390209198,
-0.059397079050540924,
-0.017268940806388855,
0.32049867510795593,
0.3657531440258026,
-0.18470196425914764,
-0.022421710193157196,
0.21452204883098602,
0.12889006733894348,
-0.15571290254592896,
0.04920361191034317,
0.002594307065010071,
-0.4071201980113983,
-0.1541033536195755,
0.015843547880649567,
-0.20034663379192352,
0.1886230707168579,
-0.018865954130887985,
-0.5630174875259399,
-0.14310403168201447,
0.3746544122695923,
-0.11806495487689972,
-0.2257164865732193,
-0.11160416156053543,
0.18229639530181885,
-0.2032099962234497,
-0.03979463130235672,
-0.03311075642704964,
0.13642430305480957,
0.008160699158906937,
0.13198243081569672,
-0.14661571383476257,
-0.6838000416755676,
0.4478956162929535,
-0.10059604793787003,
-0.289949506521225,
-0.08390401303768158,
0.47123563289642334,
0.34284600615501404,
-0.17534109950065613,
-0.5981260538101196,
-0.07344970107078552,
0.2002929151058197,
-0.05075186491012573,
-0.4972931146621704,
0.3304708003997803,
0.18413126468658447,
-0.06452198326587677,
-0.15211233496665955,
-0.01733146607875824,
-0.10313817113637924,
-0.019048286601901054,
0.18016833066940308,
-0.014821471646428108
] |
https://github.com/huggingface/datasets/issues/5275 | YAML integer keys are not preserved Hub server-side | FYI there are still 2k+ weekly users on `datasets` 2.6.1 which doesn't support the string label format for class labels. And among those, some are using datasets with class labels like imdb (60 users), conllpp (40), msra_ner (40), peoples_daily_enr (40), weibo_ner (30), conll2003 (20), etc. And renaming to string would break these users code. | After an internal discussion (https://github.com/huggingface/moon-landing/issues/4563):
- YAML integer keys are not preserved server-side: they are transformed to strings
- See for example this Hub PR: https://huggingface.co/datasets/acronym_identification/discussions/1/files
- Original:
```yaml
class_label:
names:
0: B-long
1: B-short
```
- Returned by the server:
```yaml
class_label:
names:
'0': B-long
'1': B-short
```
- They are planning to enforce only string keys
- Other projects already use interger-transformed-to string keys: e.g. `transformers` models `id2label`: https://huggingface.co/roberta-large-mnli/blob/main/config.json
```yaml
"id2label": {
"0": "CONTRADICTION",
"1": "NEUTRAL",
"2": "ENTAILMENT"
}
```
On the other hand, at `datasets` we are currently using YAML integer keys for `dataset_info` `class_label`.
Please note (thanks @lhoestq for pointing out) that previous versions (2.6 and 2.7) of `datasets` need being patched:
```python
In [18]: Features._from_yaml_list([{'dtype': {'class_label': {'names': {'0': 'neg', '1': 'pos'}}}, 'name': 'label'}])
---------------------------------------------------------------------------
TypeError Traceback (most recent call last)
<ipython-input-18-974f07eea526> in <module>
----> 1 Features._from_yaml_list(ry)
~/Desktop/hf/nlp/src/datasets/features/features.py in _from_yaml_list(cls, yaml_data)
1743 raise TypeError(f"Expected a dict or a list but got {type(obj)}: {obj}")
1744
-> 1745 return cls.from_dict(from_yaml_inner(yaml_data))
1746
1747 def encode_example(self, example):
~/Desktop/hf/nlp/src/datasets/features/features.py in from_yaml_inner(obj)
1739 elif isinstance(obj, list):
1740 names = [_feature.pop("name") for _feature in obj]
-> 1741 return {name: from_yaml_inner(_feature) for name, _feature in zip(names, obj)}
1742 else:
1743 raise TypeError(f"Expected a dict or a list but got {type(obj)}: {obj}")
~/Desktop/hf/nlp/src/datasets/features/features.py in <dictcomp>(.0)
1739 elif isinstance(obj, list):
1740 names = [_feature.pop("name") for _feature in obj]
-> 1741 return {name: from_yaml_inner(_feature) for name, _feature in zip(names, obj)}
1742 else:
1743 raise TypeError(f"Expected a dict or a list but got {type(obj)}: {obj}")
~/Desktop/hf/nlp/src/datasets/features/features.py in from_yaml_inner(obj)
1734 return {"_type": snakecase_to_camelcase(obj["dtype"])}
1735 else:
-> 1736 return from_yaml_inner(obj["dtype"])
1737 else:
1738 return {"_type": snakecase_to_camelcase(_type), **unsimplify(obj)[_type]}
~/Desktop/hf/nlp/src/datasets/features/features.py in from_yaml_inner(obj)
1736 return from_yaml_inner(obj["dtype"])
1737 else:
-> 1738 return {"_type": snakecase_to_camelcase(_type), **unsimplify(obj)[_type]}
1739 elif isinstance(obj, list):
1740 names = [_feature.pop("name") for _feature in obj]
~/Desktop/hf/nlp/src/datasets/features/features.py in unsimplify(feature)
1704 if isinstance(feature.get("class_label"), dict) and isinstance(feature["class_label"].get("names"), dict):
1705 label_ids = sorted(feature["class_label"]["names"])
-> 1706 if label_ids and label_ids != list(range(label_ids[-1] + 1)):
1707 raise ValueError(
1708 f"ClassLabel expected a value for all label ids [0:{label_ids[-1] + 1}] but some ids are missing."
TypeError: can only concatenate str (not "int") to str
```
TODO:
- [x] Remove YAML integer keys from `dataset_info` metadata
- [x] Make a patch release for affected `datasets` versions: 2.6 and 2.7
- [x] Communicate on the fix
- [x] Wait for adoption
- [x] Bulk edit the Hub to fix this in all canonical datasets | 54 | YAML integer keys are not preserved Hub server-side
After an internal discussion (https://github.com/huggingface/moon-landing/issues/4563):
- YAML integer keys are not preserved server-side: they are transformed to strings
- See for example this Hub PR: https://huggingface.co/datasets/acronym_identification/discussions/1/files
- Original:
```yaml
class_label:
names:
0: B-long
1: B-short
```
- Returned by the server:
```yaml
class_label:
names:
'0': B-long
'1': B-short
```
- They are planning to enforce only string keys
- Other projects already use interger-transformed-to string keys: e.g. `transformers` models `id2label`: https://huggingface.co/roberta-large-mnli/blob/main/config.json
```yaml
"id2label": {
"0": "CONTRADICTION",
"1": "NEUTRAL",
"2": "ENTAILMENT"
}
```
On the other hand, at `datasets` we are currently using YAML integer keys for `dataset_info` `class_label`.
Please note (thanks @lhoestq for pointing out) that previous versions (2.6 and 2.7) of `datasets` need being patched:
```python
In [18]: Features._from_yaml_list([{'dtype': {'class_label': {'names': {'0': 'neg', '1': 'pos'}}}, 'name': 'label'}])
---------------------------------------------------------------------------
TypeError Traceback (most recent call last)
<ipython-input-18-974f07eea526> in <module>
----> 1 Features._from_yaml_list(ry)
~/Desktop/hf/nlp/src/datasets/features/features.py in _from_yaml_list(cls, yaml_data)
1743 raise TypeError(f"Expected a dict or a list but got {type(obj)}: {obj}")
1744
-> 1745 return cls.from_dict(from_yaml_inner(yaml_data))
1746
1747 def encode_example(self, example):
~/Desktop/hf/nlp/src/datasets/features/features.py in from_yaml_inner(obj)
1739 elif isinstance(obj, list):
1740 names = [_feature.pop("name") for _feature in obj]
-> 1741 return {name: from_yaml_inner(_feature) for name, _feature in zip(names, obj)}
1742 else:
1743 raise TypeError(f"Expected a dict or a list but got {type(obj)}: {obj}")
~/Desktop/hf/nlp/src/datasets/features/features.py in <dictcomp>(.0)
1739 elif isinstance(obj, list):
1740 names = [_feature.pop("name") for _feature in obj]
-> 1741 return {name: from_yaml_inner(_feature) for name, _feature in zip(names, obj)}
1742 else:
1743 raise TypeError(f"Expected a dict or a list but got {type(obj)}: {obj}")
~/Desktop/hf/nlp/src/datasets/features/features.py in from_yaml_inner(obj)
1734 return {"_type": snakecase_to_camelcase(obj["dtype"])}
1735 else:
-> 1736 return from_yaml_inner(obj["dtype"])
1737 else:
1738 return {"_type": snakecase_to_camelcase(_type), **unsimplify(obj)[_type]}
~/Desktop/hf/nlp/src/datasets/features/features.py in from_yaml_inner(obj)
1736 return from_yaml_inner(obj["dtype"])
1737 else:
-> 1738 return {"_type": snakecase_to_camelcase(_type), **unsimplify(obj)[_type]}
1739 elif isinstance(obj, list):
1740 names = [_feature.pop("name") for _feature in obj]
~/Desktop/hf/nlp/src/datasets/features/features.py in unsimplify(feature)
1704 if isinstance(feature.get("class_label"), dict) and isinstance(feature["class_label"].get("names"), dict):
1705 label_ids = sorted(feature["class_label"]["names"])
-> 1706 if label_ids and label_ids != list(range(label_ids[-1] + 1)):
1707 raise ValueError(
1708 f"ClassLabel expected a value for all label ids [0:{label_ids[-1] + 1}] but some ids are missing."
TypeError: can only concatenate str (not "int") to str
```
TODO:
- [x] Remove YAML integer keys from `dataset_info` metadata
- [x] Make a patch release for affected `datasets` versions: 2.6 and 2.7
- [x] Communicate on the fix
- [x] Wait for adoption
- [x] Bulk edit the Hub to fix this in all canonical datasets
FYI there are still 2k+ weekly users on `datasets` 2.6.1 which doesn't support the string label format for class labels. And among those, some are using datasets with class labels like imdb (60 users), conllpp (40), msra_ner (40), peoples_daily_enr (40), weibo_ner (30), conll2003 (20), etc. And renaming to string would break these users code. | [
-0.026737648993730545,
-0.3303128480911255,
0.08248203992843628,
0.08531197905540466,
0.39381879568099976,
-0.08466369658708572,
0.458366721868515,
0.06925182044506073,
0.2985337972640991,
-0.023020446300506592,
-0.12341997772455215,
0.2475965917110443,
-0.23985113203525543,
0.1638866662979126,
0.15535730123519897,
0.36683666706085205,
0.12507669627666473,
-0.10256288945674896,
-0.2398647964000702,
0.004256166517734528,
-0.41567960381507874,
0.19870969653129578,
0.07544329762458801,
0.08714699000120163,
-0.40553197264671326,
0.11862296611070633,
0.09829027950763702,
0.008142564445734024,
-0.14831911027431488,
-0.40838485956192017,
0.26635435223579407,
-0.012723639607429504,
-0.16873283684253693,
-0.19519808888435364,
-0.00011659381561912596,
-0.029709327965974808,
0.32210981845855713,
-0.08543039858341217,
-0.4607383608818054,
0.19780296087265015,
0.10990168899297714,
-0.1473723202943802,
-0.18715466558933258,
-0.2549194395542145,
-0.03613267466425896,
0.3103933036327362,
-0.1768813282251358,
0.02480165660381317,
0.29382574558258057,
0.014616279862821102,
0.12317878007888794,
0.32942256331443787,
0.2661987245082855,
-0.024877380579710007,
0.35962387919425964,
0.5256209373474121,
-0.13914157450199127,
0.11163823306560516,
0.09928750991821289,
0.05217079818248749,
-0.14005932211875916,
0.45299869775772095,
0.0762236937880516,
-0.2718214690685272,
0.12588395178318024,
-0.04770516976714134,
0.27665141224861145,
-0.15751537680625916,
0.20040088891983032,
0.1508823037147522,
-0.011542022228240967,
-0.4455277621746063,
-0.4130554497241974,
-0.27738121151924133,
-0.09030332416296005,
-0.1067432388663292,
0.24972686171531677,
0.1305663138628006,
0.07072769105434418,
0.02546253427863121,
-0.15109747648239136,
-0.44374868273735046,
-0.1590643972158432,
0.14141325652599335,
-0.16056331992149353,
0.37821725010871887,
-0.0010160831734538078,
0.1086195707321167,
-0.1879967749118805,
-0.14176034927368164,
0.120771124958992,
-0.07997901737689972,
0.06762685626745224,
0.0823865756392479,
0.11796039342880249,
-0.2823466658592224,
-0.11578545719385147,
0.3545583486557007,
0.3997308909893036,
0.10965439677238464,
-0.239707812666893,
0.2485448718070984,
0.04322684183716774,
0.03912387788295746,
0.10648655891418457,
0.0898064374923706,
0.6819035410881042,
0.16874273121356964,
0.3147776126861572,
0.2592179775238037,
0.1268233209848404,
0.10784688591957092,
0.10415942966938019,
0.3073183596134186,
0.2749001383781433,
-0.11989270895719528,
0.5746303796768188,
0.004650462418794632,
-0.046292565762996674,
0.160800963640213,
-0.07230407744646072,
0.0021943976171314716,
0.195118248462677,
0.18436408042907715,
0.23095563054084778,
0.10548426955938339,
-0.029129110276699066,
0.13742518424987793,
-0.10961244255304337,
-0.4087836742401123,
-0.19725492596626282,
-0.029641319066286087,
0.11118069291114807,
0.2510147988796234,
0.37644195556640625,
0.05145661160349846,
0.40196990966796875,
0.36471861600875854,
-0.026866130530834198,
0.054020196199417114,
-0.10322900861501694,
0.1082211583852768,
-0.06330744177103043,
0.26749905943870544,
-0.1937609612941742,
0.255036860704422,
0.03822052478790283,
-0.21490336954593658,
-0.11972065269947052,
-0.08997281640768051,
-0.19778457283973694,
-0.24247030913829803,
0.21471188962459564,
0.1644732505083084,
-0.2351750135421753,
-0.07191760838031769,
-0.1970384418964386,
0.01569894701242447,
0.4390568733215332,
0.2001238614320755,
0.28690627217292786,
-0.18245108425617218,
0.19463443756103516,
-0.10910962522029877,
0.21637605130672455,
0.25855767726898193,
0.22660744190216064,
-0.34218528866767883,
0.10904555767774582,
0.03981345146894455,
-0.11668280512094498,
0.04494458809494972,
-0.07229777425527573,
-0.004812873899936676,
-0.16039656102657318,
0.26455581188201904,
-0.13444745540618896,
-0.5822239518165588,
-0.44190576672554016,
-0.12037047743797302,
0.2579766511917114,
0.10887201875448227,
-0.054117925465106964,
0.0697704553604126,
0.5817857980728149,
-0.2717616856098175,
0.4083099067211151,
-0.02711765468120575,
0.052056629210710526,
-0.10131357610225677,
-0.3672564923763275,
-0.10547085851430893,
-0.07991085201501846,
0.05924307182431221,
0.20566852390766144,
-0.14825859665870667,
0.20007574558258057,
0.922073483467102,
0.09493041038513184,
-0.0027867257595062256,
0.4048486351966858,
0.27712592482566833,
0.24541743099689484,
0.13617655634880066,
0.0667007714509964,
-0.19590690732002258,
-0.3599347770214081,
0.13059306144714355,
-0.3133780360221863,
0.16375477612018585,
-0.26703542470932007,
-0.26863160729408264,
-0.25197121500968933,
0.2185325175523758,
-0.13722684979438782,
-0.21047325432300568,
0.06692740321159363,
-0.14286445081233978,
-0.0856647789478302,
0.19030477106571198,
-0.09560287743806839,
0.1406773179769516,
-0.05605524778366089,
0.22556519508361816,
-0.3430964946746826,
0.16708917915821075,
-0.05290500074625015,
-0.06315936893224716,
-0.1956762671470642,
0.31289801001548767,
0.15594743192195892,
-0.12685100734233856,
0.125564306974411,
0.37849700450897217,
0.03358055278658867,
-0.0810672789812088,
0.1560998260974884,
0.1437552571296692,
0.6754469871520996,
0.02586822584271431,
0.11472028493881226,
-0.09580861032009125,
0.08522925525903702,
0.034528493881225586,
-0.08139737695455551,
0.4044203758239746,
-0.014498911798000336,
0.08897771686315536,
-0.07287164032459259,
0.21796779334545135,
-0.009565310552716255,
0.14324244856834412,
-0.49943625926971436,
-0.36494889855384827,
-0.07133007049560547,
-0.6047810912132263,
0.05906623229384422,
0.05417204648256302,
-0.1023450642824173,
0.29831621050834656,
0.8135854601860046,
-0.062165211886167526,
0.22434771060943604,
0.06342807412147522,
-0.5847869515419006,
-0.07108046114444733,
0.09869137406349182,
-0.06647920608520508,
0.07498586177825928,
0.15906092524528503,
-0.062230516225099564,
-0.04119448363780975,
-0.12977053225040436,
-0.10507888346910477,
0.4287789762020111,
0.1172078549861908,
-0.19228936731815338,
0.0021012872457504272,
0.29294222593307495,
-0.14966629445552826,
-0.3121330738067627,
0.1960628628730774,
0.041186295449733734,
-0.15696501731872559,
-0.49014905095100403,
-0.16809606552124023,
-0.3303096294403076,
0.05518049746751785,
-0.14650379121303558,
-0.3971273601055145,
-0.42918479442596436,
-0.5818445086479187,
0.29913944005966187,
0.21785269677639008,
-0.12107646465301514,
0.27766507863998413,
0.26535212993621826,
-0.013170525431632996,
-0.019356954842805862,
-0.1536058932542801,
-0.18131032586097717,
-0.30124422907829285,
0.05820051580667496,
-0.06702230870723724,
-0.14954298734664917,
-0.4037238657474518,
0.4190182387828827,
-0.18791145086288452,
-0.1439911425113678,
-0.4498184323310852,
-0.5486642718315125,
0.07766874134540558,
-0.17773012816905975,
0.2345081865787506,
0.18400141596794128,
0.1016925647854805,
-0.20981602370738983,
-0.05181646719574928,
0.43064478039741516,
-0.05999580770730972,
-0.280610591173172,
0.29987818002700806,
0.1383865922689438,
-0.005962608382105827,
-0.32974910736083984,
-0.316876620054245,
-0.15296222269535065,
-0.22852981090545654,
0.10023924708366394,
0.03558195009827614,
-0.0635901391506195,
0.13580314815044403,
-0.21411818265914917,
-0.10286516696214676,
-0.18905943632125854,
-0.10135558992624283,
-0.38789603114128113,
0.0961945652961731,
0.4950709640979767,
-0.1243394985795021,
-0.20544736087322235,
-0.12007994949817657,
0.033842071890830994,
-0.06687876582145691,
-0.23079830408096313,
-0.14142495393753052,
-0.37774980068206787,
-0.03534158319234848,
0.38550257682800293,
0.29644009470939636,
0.18870386481285095,
0.3539368212223053,
0.24889962375164032,
-0.05989845469594002,
-0.15687988698482513,
-0.09652380645275116,
0.27895277738571167,
-0.008042588829994202,
0.37880170345306396,
0.020894084125757217,
-0.030491940677165985,
0.08613939583301544,
0.501072347164154,
0.17155641317367554,
0.16300970315933228,
0.2303636372089386,
-0.09592225402593613,
0.023800678551197052,
-0.244166761636734,
-0.22780418395996094,
-0.184545636177063,
-0.10489729046821594,
0.35315173864364624,
0.0821574255824089,
0.14202988147735596,
0.3522794842720032,
0.21864497661590576,
-0.24046821892261505,
-0.1229269728064537,
-0.5599468350410461,
-0.12860654294490814,
-0.23361974954605103,
-0.14532750844955444,
0.24026921391487122,
0.1279394030570984,
-0.14114411175251007,
-0.026906760409474373,
0.10419711470603943,
0.026510819792747498,
-0.21711283922195435,
0.2973042130470276,
-0.07771215587854385,
-0.13514907658100128,
-0.5053340792655945,
0.2075323462486267,
-0.21846367418766022,
0.17555274069309235,
0.058642420917749405,
-0.254504919052124,
0.10682499408721924,
-0.09826191514730453,
0.36810481548309326,
-0.05594577640295029,
0.06932546943426132,
-0.14579471945762634,
-0.27938103675842285,
-0.417450875043869,
-0.08996932208538055,
-0.2173461616039276,
0.08371318131685257,
0.12925982475280762,
0.8091201186180115,
-0.695732057094574,
-0.16002090275287628,
-0.1641809493303299,
0.003985104616731405,
-0.17544163763523102,
0.3281654417514801,
-0.17326855659484863,
-0.351179838180542,
-0.39895692467689514,
0.018113456666469574,
0.16725482046604156,
0.14010655879974365,
0.11023425310850143,
-0.02575957402586937,
-0.22575703263282776,
-0.23879238963127136,
0.15208569169044495,
-0.028009681031107903,
0.2144310474395752,
-0.33556634187698364,
0.129195898771286,
-0.06710207462310791,
0.40395671129226685,
0.2730534076690674,
0.2072696089744568,
0.02848209999501705,
-0.30705177783966064,
-0.13402974605560303,
-0.2882521152496338,
-0.07515556365251541,
0.3247376084327698,
-0.023080550134181976,
0.16040359437465668,
0.14219412207603455,
0.0895601212978363,
-0.2409123182296753,
-0.11246153712272644,
-0.05539466440677643,
0.04482847824692726,
-0.17645953595638275,
-0.023939913138747215,
0.4684523642063141,
-0.15404336154460907,
-0.12342323362827301,
-0.1313774287700653,
0.6139187812805176,
-0.4877220392227173,
0.17188233137130737,
0.17734649777412415,
0.7831040620803833,
0.21220587193965912,
0.16289609670639038,
0.15655258297920227,
-0.08779202401638031,
0.3518259823322296,
-0.18556377291679382,
-0.036097653210163116,
-0.3548693358898163,
0.41422519087791443,
0.07405886799097061,
0.300214558839798,
0.07930129766464233,
-0.13383735716342926,
-0.25845852494239807,
0.2261369526386261,
-0.12055309116840363,
0.3725423514842987,
-0.4064733684062958,
0.007955972105264664,
-0.4361765682697296,
-0.24234122037887573,
-0.0776275098323822,
0.0935978889465332,
0.010808046907186508,
0.34830957651138306,
0.03973403573036194,
-0.34024322032928467,
-0.13782593607902527,
-0.42077434062957764,
-0.23102959990501404,
-0.22750550508499146,
-0.028169140219688416,
0.14622777700424194,
0.2571813464164734,
0.09120345115661621,
-0.14735783636569977,
-0.05756785348057747,
0.6115730404853821,
0.17133720219135284,
-0.13507063686847687,
-0.012440886348485947,
-0.10348906368017197,
0.04047007858753204,
0.09743021428585052,
0.19386720657348633,
0.13559356331825256,
0.022679995745420456,
-0.1604577749967575,
-0.20317447185516357,
0.03911500424146652,
0.006769057363271713,
-0.13158227503299713,
-0.2147015482187271,
-0.08774392306804657,
-0.4707353413105011,
0.20194552838802338,
-0.23834186792373657,
-0.0017402656376361847,
-0.4046718180179596,
0.0847678929567337,
-0.19969959557056427,
0.015151368454098701,
0.1588408648967743,
0.00048050656914711,
-0.033692002296447754,
-0.14618778228759766,
0.38144516944885254,
-0.06928103417158127,
0.057606182992458344,
0.22615636885166168,
-0.10708090662956238,
-0.2703920006752014,
-0.22340476512908936,
0.42501774430274963,
0.18321484327316284,
-0.705531895160675,
0.25884681940078735,
0.17492641508579254,
-0.3968086242675781,
0.0003419028944335878,
0.1816462129354477,
0.2245016247034073,
0.12878012657165527,
-0.06783851236104965,
-0.3324151933193207,
-0.27804678678512573,
0.5708077549934387,
0.05821764096617699,
0.051635488867759705,
-0.014525095000863075,
-0.09534096717834473,
-0.13577167689800262,
0.12390976399183273,
-0.28852540254592896,
-0.07246465981006622,
-0.16290603578090668,
0.19938945770263672,
-0.027233436703681946,
-0.12769761681556702,
0.010034697130322456,
-0.010665085166692734,
0.1385832279920578,
0.05602698028087616,
-0.11566965281963348,
-0.11973792314529419,
-0.33847275376319885,
0.12031208723783493,
-0.19192296266555786,
0.37056639790534973,
-0.14325889945030212,
0.08132617920637131,
0.17815463244915009,
-0.2169564962387085,
0.2834995687007904,
0.16817274689674377,
0.1265774667263031,
0.30031129717826843,
0.13581740856170654,
0.4748939275741577,
0.06638433039188385,
0.16162647306919098,
0.14422878623008728,
0.39520692825317383,
-0.18976356089115143,
0.1392008364200592,
-0.04888030141592026,
-0.027929678559303284,
-0.4468977153301239,
0.3474297821521759,
0.059853002429008484,
-0.12796732783317566,
0.3741125762462616,
-0.1399315446615219,
0.034175481647253036,
0.31140294671058655,
0.10437431186437607,
-0.059756115078926086,
-0.17072895169258118,
-0.34479600191116333,
-0.05474386364221573,
0.19946694374084473,
-0.29090502858161926,
-0.10094879567623138,
0.10105971992015839,
-0.2627970278263092,
-0.01783088594675064,
0.41599616408348083,
0.37072816491127014,
0.06894038617610931,
-0.11681915819644928,
0.04560581594705582,
0.552326500415802,
-0.18919281661510468,
-0.011498644948005676,
0.601558268070221,
-0.14284662902355194,
0.12337367236614227,
0.2872755825519562,
0.15645809471607208,
0.09583191573619843,
0.6345096230506897,
-0.32398611307144165,
0.098617322742939,
0.30426183342933655,
0.1451965868473053,
0.2441936731338501,
0.36196258664131165,
0.016961248591542244,
0.1799614578485489,
0.03242708742618561,
0.08645293861627579,
0.0027111247181892395,
0.47603681683540344,
-0.15872550010681152,
-0.17345167696475983,
-0.2307991087436676,
0.35560354590415955,
-0.1477254033088684,
-0.21756406128406525,
0.008593443781137466,
-0.18412253260612488,
-0.26782816648483276,
-0.22726009786128998,
-0.011500604450702667,
-0.23187918961048126,
0.38896307349205017,
0.06516028195619583,
-0.036721304059028625,
-0.40351325273513794,
0.3616931140422821,
0.00884414091706276,
0.2285861372947693,
-0.18973158299922943,
0.035802196711301804,
0.29603785276412964,
-0.02716687321662903,
0.09008485078811646,
-0.015430701896548271,
0.31898510456085205,
0.00609450601041317,
-0.15105468034744263,
0.3874685764312744,
-0.1441560685634613,
-0.22683309018611908,
0.01787746325135231,
0.0781596451997757,
0.3161296844482422,
-0.09641829133033752,
0.1274435967206955,
0.07816071808338165,
-0.14135532081127167,
-0.07756508886814117,
-0.04071781411767006,
0.13235746324062347,
0.5186797976493835,
0.760258138179779,
-0.1873173862695694,
-0.2239956259727478,
0.10856499522924423,
-0.10552891343832016,
-0.12444106489419937,
-0.30410686135292053,
0.04269474744796753,
0.17656075954437256,
0.2187161147594452,
-0.2257542759180069,
0.09335287660360336,
-0.10289952158927917,
0.29764994978904724,
0.08023981750011444,
-0.5395777821540833,
0.04434436187148094,
0.23048074543476105,
-0.3085733950138092,
-0.2734270989894867,
0.027397891506552696,
-0.45204466581344604,
0.09309552609920502,
0.16116861999034882,
0.23871782422065735,
0.02959444746375084,
-0.0821370929479599,
-0.20125563442707062,
0.2603830099105835,
0.07483070343732834,
-0.12321333587169647,
0.4152069687843323,
0.442526638507843,
0.13550856709480286,
0.08118726313114166,
-0.1976790726184845,
0.3396209478378296,
-0.18803386390209198,
-0.059397079050540924,
-0.017268940806388855,
0.32049867510795593,
0.3657531440258026,
-0.18470196425914764,
-0.022421710193157196,
0.21452204883098602,
0.12889006733894348,
-0.15571290254592896,
0.04920361191034317,
0.002594307065010071,
-0.4071201980113983,
-0.1541033536195755,
0.015843547880649567,
-0.20034663379192352,
0.1886230707168579,
-0.018865954130887985,
-0.5630174875259399,
-0.14310403168201447,
0.3746544122695923,
-0.11806495487689972,
-0.2257164865732193,
-0.11160416156053543,
0.18229639530181885,
-0.2032099962234497,
-0.03979463130235672,
-0.03311075642704964,
0.13642430305480957,
0.008160699158906937,
0.13198243081569672,
-0.14661571383476257,
-0.6838000416755676,
0.4478956162929535,
-0.10059604793787003,
-0.289949506521225,
-0.08390401303768158,
0.47123563289642334,
0.34284600615501404,
-0.17534109950065613,
-0.5981260538101196,
-0.07344970107078552,
0.2002929151058197,
-0.05075186491012573,
-0.4972931146621704,
0.3304708003997803,
0.18413126468658447,
-0.06452198326587677,
-0.15211233496665955,
-0.01733146607875824,
-0.10313817113637924,
-0.019048286601901054,
0.18016833066940308,
-0.014821471646428108
] |
https://github.com/huggingface/datasets/issues/5275 | YAML integer keys are not preserved Hub server-side | but isn't `datasets 2.6.1` downloading files from the Hub with the corresponding tag? I thought we had something like this before | After an internal discussion (https://github.com/huggingface/moon-landing/issues/4563):
- YAML integer keys are not preserved server-side: they are transformed to strings
- See for example this Hub PR: https://huggingface.co/datasets/acronym_identification/discussions/1/files
- Original:
```yaml
class_label:
names:
0: B-long
1: B-short
```
- Returned by the server:
```yaml
class_label:
names:
'0': B-long
'1': B-short
```
- They are planning to enforce only string keys
- Other projects already use interger-transformed-to string keys: e.g. `transformers` models `id2label`: https://huggingface.co/roberta-large-mnli/blob/main/config.json
```yaml
"id2label": {
"0": "CONTRADICTION",
"1": "NEUTRAL",
"2": "ENTAILMENT"
}
```
On the other hand, at `datasets` we are currently using YAML integer keys for `dataset_info` `class_label`.
Please note (thanks @lhoestq for pointing out) that previous versions (2.6 and 2.7) of `datasets` need being patched:
```python
In [18]: Features._from_yaml_list([{'dtype': {'class_label': {'names': {'0': 'neg', '1': 'pos'}}}, 'name': 'label'}])
---------------------------------------------------------------------------
TypeError Traceback (most recent call last)
<ipython-input-18-974f07eea526> in <module>
----> 1 Features._from_yaml_list(ry)
~/Desktop/hf/nlp/src/datasets/features/features.py in _from_yaml_list(cls, yaml_data)
1743 raise TypeError(f"Expected a dict or a list but got {type(obj)}: {obj}")
1744
-> 1745 return cls.from_dict(from_yaml_inner(yaml_data))
1746
1747 def encode_example(self, example):
~/Desktop/hf/nlp/src/datasets/features/features.py in from_yaml_inner(obj)
1739 elif isinstance(obj, list):
1740 names = [_feature.pop("name") for _feature in obj]
-> 1741 return {name: from_yaml_inner(_feature) for name, _feature in zip(names, obj)}
1742 else:
1743 raise TypeError(f"Expected a dict or a list but got {type(obj)}: {obj}")
~/Desktop/hf/nlp/src/datasets/features/features.py in <dictcomp>(.0)
1739 elif isinstance(obj, list):
1740 names = [_feature.pop("name") for _feature in obj]
-> 1741 return {name: from_yaml_inner(_feature) for name, _feature in zip(names, obj)}
1742 else:
1743 raise TypeError(f"Expected a dict or a list but got {type(obj)}: {obj}")
~/Desktop/hf/nlp/src/datasets/features/features.py in from_yaml_inner(obj)
1734 return {"_type": snakecase_to_camelcase(obj["dtype"])}
1735 else:
-> 1736 return from_yaml_inner(obj["dtype"])
1737 else:
1738 return {"_type": snakecase_to_camelcase(_type), **unsimplify(obj)[_type]}
~/Desktop/hf/nlp/src/datasets/features/features.py in from_yaml_inner(obj)
1736 return from_yaml_inner(obj["dtype"])
1737 else:
-> 1738 return {"_type": snakecase_to_camelcase(_type), **unsimplify(obj)[_type]}
1739 elif isinstance(obj, list):
1740 names = [_feature.pop("name") for _feature in obj]
~/Desktop/hf/nlp/src/datasets/features/features.py in unsimplify(feature)
1704 if isinstance(feature.get("class_label"), dict) and isinstance(feature["class_label"].get("names"), dict):
1705 label_ids = sorted(feature["class_label"]["names"])
-> 1706 if label_ids and label_ids != list(range(label_ids[-1] + 1)):
1707 raise ValueError(
1708 f"ClassLabel expected a value for all label ids [0:{label_ids[-1] + 1}] but some ids are missing."
TypeError: can only concatenate str (not "int") to str
```
TODO:
- [x] Remove YAML integer keys from `dataset_info` metadata
- [x] Make a patch release for affected `datasets` versions: 2.6 and 2.7
- [x] Communicate on the fix
- [x] Wait for adoption
- [x] Bulk edit the Hub to fix this in all canonical datasets | 21 | YAML integer keys are not preserved Hub server-side
After an internal discussion (https://github.com/huggingface/moon-landing/issues/4563):
- YAML integer keys are not preserved server-side: they are transformed to strings
- See for example this Hub PR: https://huggingface.co/datasets/acronym_identification/discussions/1/files
- Original:
```yaml
class_label:
names:
0: B-long
1: B-short
```
- Returned by the server:
```yaml
class_label:
names:
'0': B-long
'1': B-short
```
- They are planning to enforce only string keys
- Other projects already use interger-transformed-to string keys: e.g. `transformers` models `id2label`: https://huggingface.co/roberta-large-mnli/blob/main/config.json
```yaml
"id2label": {
"0": "CONTRADICTION",
"1": "NEUTRAL",
"2": "ENTAILMENT"
}
```
On the other hand, at `datasets` we are currently using YAML integer keys for `dataset_info` `class_label`.
Please note (thanks @lhoestq for pointing out) that previous versions (2.6 and 2.7) of `datasets` need being patched:
```python
In [18]: Features._from_yaml_list([{'dtype': {'class_label': {'names': {'0': 'neg', '1': 'pos'}}}, 'name': 'label'}])
---------------------------------------------------------------------------
TypeError Traceback (most recent call last)
<ipython-input-18-974f07eea526> in <module>
----> 1 Features._from_yaml_list(ry)
~/Desktop/hf/nlp/src/datasets/features/features.py in _from_yaml_list(cls, yaml_data)
1743 raise TypeError(f"Expected a dict or a list but got {type(obj)}: {obj}")
1744
-> 1745 return cls.from_dict(from_yaml_inner(yaml_data))
1746
1747 def encode_example(self, example):
~/Desktop/hf/nlp/src/datasets/features/features.py in from_yaml_inner(obj)
1739 elif isinstance(obj, list):
1740 names = [_feature.pop("name") for _feature in obj]
-> 1741 return {name: from_yaml_inner(_feature) for name, _feature in zip(names, obj)}
1742 else:
1743 raise TypeError(f"Expected a dict or a list but got {type(obj)}: {obj}")
~/Desktop/hf/nlp/src/datasets/features/features.py in <dictcomp>(.0)
1739 elif isinstance(obj, list):
1740 names = [_feature.pop("name") for _feature in obj]
-> 1741 return {name: from_yaml_inner(_feature) for name, _feature in zip(names, obj)}
1742 else:
1743 raise TypeError(f"Expected a dict or a list but got {type(obj)}: {obj}")
~/Desktop/hf/nlp/src/datasets/features/features.py in from_yaml_inner(obj)
1734 return {"_type": snakecase_to_camelcase(obj["dtype"])}
1735 else:
-> 1736 return from_yaml_inner(obj["dtype"])
1737 else:
1738 return {"_type": snakecase_to_camelcase(_type), **unsimplify(obj)[_type]}
~/Desktop/hf/nlp/src/datasets/features/features.py in from_yaml_inner(obj)
1736 return from_yaml_inner(obj["dtype"])
1737 else:
-> 1738 return {"_type": snakecase_to_camelcase(_type), **unsimplify(obj)[_type]}
1739 elif isinstance(obj, list):
1740 names = [_feature.pop("name") for _feature in obj]
~/Desktop/hf/nlp/src/datasets/features/features.py in unsimplify(feature)
1704 if isinstance(feature.get("class_label"), dict) and isinstance(feature["class_label"].get("names"), dict):
1705 label_ids = sorted(feature["class_label"]["names"])
-> 1706 if label_ids and label_ids != list(range(label_ids[-1] + 1)):
1707 raise ValueError(
1708 f"ClassLabel expected a value for all label ids [0:{label_ids[-1] + 1}] but some ids are missing."
TypeError: can only concatenate str (not "int") to str
```
TODO:
- [x] Remove YAML integer keys from `dataset_info` metadata
- [x] Make a patch release for affected `datasets` versions: 2.6 and 2.7
- [x] Communicate on the fix
- [x] Wait for adoption
- [x] Bulk edit the Hub to fix this in all canonical datasets
but isn't `datasets 2.6.1` downloading files from the Hub with the corresponding tag? I thought we had something like this before | [
-0.026737648993730545,
-0.3303128480911255,
0.08248203992843628,
0.08531197905540466,
0.39381879568099976,
-0.08466369658708572,
0.458366721868515,
0.06925182044506073,
0.2985337972640991,
-0.023020446300506592,
-0.12341997772455215,
0.2475965917110443,
-0.23985113203525543,
0.1638866662979126,
0.15535730123519897,
0.36683666706085205,
0.12507669627666473,
-0.10256288945674896,
-0.2398647964000702,
0.004256166517734528,
-0.41567960381507874,
0.19870969653129578,
0.07544329762458801,
0.08714699000120163,
-0.40553197264671326,
0.11862296611070633,
0.09829027950763702,
0.008142564445734024,
-0.14831911027431488,
-0.40838485956192017,
0.26635435223579407,
-0.012723639607429504,
-0.16873283684253693,
-0.19519808888435364,
-0.00011659381561912596,
-0.029709327965974808,
0.32210981845855713,
-0.08543039858341217,
-0.4607383608818054,
0.19780296087265015,
0.10990168899297714,
-0.1473723202943802,
-0.18715466558933258,
-0.2549194395542145,
-0.03613267466425896,
0.3103933036327362,
-0.1768813282251358,
0.02480165660381317,
0.29382574558258057,
0.014616279862821102,
0.12317878007888794,
0.32942256331443787,
0.2661987245082855,
-0.024877380579710007,
0.35962387919425964,
0.5256209373474121,
-0.13914157450199127,
0.11163823306560516,
0.09928750991821289,
0.05217079818248749,
-0.14005932211875916,
0.45299869775772095,
0.0762236937880516,
-0.2718214690685272,
0.12588395178318024,
-0.04770516976714134,
0.27665141224861145,
-0.15751537680625916,
0.20040088891983032,
0.1508823037147522,
-0.011542022228240967,
-0.4455277621746063,
-0.4130554497241974,
-0.27738121151924133,
-0.09030332416296005,
-0.1067432388663292,
0.24972686171531677,
0.1305663138628006,
0.07072769105434418,
0.02546253427863121,
-0.15109747648239136,
-0.44374868273735046,
-0.1590643972158432,
0.14141325652599335,
-0.16056331992149353,
0.37821725010871887,
-0.0010160831734538078,
0.1086195707321167,
-0.1879967749118805,
-0.14176034927368164,
0.120771124958992,
-0.07997901737689972,
0.06762685626745224,
0.0823865756392479,
0.11796039342880249,
-0.2823466658592224,
-0.11578545719385147,
0.3545583486557007,
0.3997308909893036,
0.10965439677238464,
-0.239707812666893,
0.2485448718070984,
0.04322684183716774,
0.03912387788295746,
0.10648655891418457,
0.0898064374923706,
0.6819035410881042,
0.16874273121356964,
0.3147776126861572,
0.2592179775238037,
0.1268233209848404,
0.10784688591957092,
0.10415942966938019,
0.3073183596134186,
0.2749001383781433,
-0.11989270895719528,
0.5746303796768188,
0.004650462418794632,
-0.046292565762996674,
0.160800963640213,
-0.07230407744646072,
0.0021943976171314716,
0.195118248462677,
0.18436408042907715,
0.23095563054084778,
0.10548426955938339,
-0.029129110276699066,
0.13742518424987793,
-0.10961244255304337,
-0.4087836742401123,
-0.19725492596626282,
-0.029641319066286087,
0.11118069291114807,
0.2510147988796234,
0.37644195556640625,
0.05145661160349846,
0.40196990966796875,
0.36471861600875854,
-0.026866130530834198,
0.054020196199417114,
-0.10322900861501694,
0.1082211583852768,
-0.06330744177103043,
0.26749905943870544,
-0.1937609612941742,
0.255036860704422,
0.03822052478790283,
-0.21490336954593658,
-0.11972065269947052,
-0.08997281640768051,
-0.19778457283973694,
-0.24247030913829803,
0.21471188962459564,
0.1644732505083084,
-0.2351750135421753,
-0.07191760838031769,
-0.1970384418964386,
0.01569894701242447,
0.4390568733215332,
0.2001238614320755,
0.28690627217292786,
-0.18245108425617218,
0.19463443756103516,
-0.10910962522029877,
0.21637605130672455,
0.25855767726898193,
0.22660744190216064,
-0.34218528866767883,
0.10904555767774582,
0.03981345146894455,
-0.11668280512094498,
0.04494458809494972,
-0.07229777425527573,
-0.004812873899936676,
-0.16039656102657318,
0.26455581188201904,
-0.13444745540618896,
-0.5822239518165588,
-0.44190576672554016,
-0.12037047743797302,
0.2579766511917114,
0.10887201875448227,
-0.054117925465106964,
0.0697704553604126,
0.5817857980728149,
-0.2717616856098175,
0.4083099067211151,
-0.02711765468120575,
0.052056629210710526,
-0.10131357610225677,
-0.3672564923763275,
-0.10547085851430893,
-0.07991085201501846,
0.05924307182431221,
0.20566852390766144,
-0.14825859665870667,
0.20007574558258057,
0.922073483467102,
0.09493041038513184,
-0.0027867257595062256,
0.4048486351966858,
0.27712592482566833,
0.24541743099689484,
0.13617655634880066,
0.0667007714509964,
-0.19590690732002258,
-0.3599347770214081,
0.13059306144714355,
-0.3133780360221863,
0.16375477612018585,
-0.26703542470932007,
-0.26863160729408264,
-0.25197121500968933,
0.2185325175523758,
-0.13722684979438782,
-0.21047325432300568,
0.06692740321159363,
-0.14286445081233978,
-0.0856647789478302,
0.19030477106571198,
-0.09560287743806839,
0.1406773179769516,
-0.05605524778366089,
0.22556519508361816,
-0.3430964946746826,
0.16708917915821075,
-0.05290500074625015,
-0.06315936893224716,
-0.1956762671470642,
0.31289801001548767,
0.15594743192195892,
-0.12685100734233856,
0.125564306974411,
0.37849700450897217,
0.03358055278658867,
-0.0810672789812088,
0.1560998260974884,
0.1437552571296692,
0.6754469871520996,
0.02586822584271431,
0.11472028493881226,
-0.09580861032009125,
0.08522925525903702,
0.034528493881225586,
-0.08139737695455551,
0.4044203758239746,
-0.014498911798000336,
0.08897771686315536,
-0.07287164032459259,
0.21796779334545135,
-0.009565310552716255,
0.14324244856834412,
-0.49943625926971436,
-0.36494889855384827,
-0.07133007049560547,
-0.6047810912132263,
0.05906623229384422,
0.05417204648256302,
-0.1023450642824173,
0.29831621050834656,
0.8135854601860046,
-0.062165211886167526,
0.22434771060943604,
0.06342807412147522,
-0.5847869515419006,
-0.07108046114444733,
0.09869137406349182,
-0.06647920608520508,
0.07498586177825928,
0.15906092524528503,
-0.062230516225099564,
-0.04119448363780975,
-0.12977053225040436,
-0.10507888346910477,
0.4287789762020111,
0.1172078549861908,
-0.19228936731815338,
0.0021012872457504272,
0.29294222593307495,
-0.14966629445552826,
-0.3121330738067627,
0.1960628628730774,
0.041186295449733734,
-0.15696501731872559,
-0.49014905095100403,
-0.16809606552124023,
-0.3303096294403076,
0.05518049746751785,
-0.14650379121303558,
-0.3971273601055145,
-0.42918479442596436,
-0.5818445086479187,
0.29913944005966187,
0.21785269677639008,
-0.12107646465301514,
0.27766507863998413,
0.26535212993621826,
-0.013170525431632996,
-0.019356954842805862,
-0.1536058932542801,
-0.18131032586097717,
-0.30124422907829285,
0.05820051580667496,
-0.06702230870723724,
-0.14954298734664917,
-0.4037238657474518,
0.4190182387828827,
-0.18791145086288452,
-0.1439911425113678,
-0.4498184323310852,
-0.5486642718315125,
0.07766874134540558,
-0.17773012816905975,
0.2345081865787506,
0.18400141596794128,
0.1016925647854805,
-0.20981602370738983,
-0.05181646719574928,
0.43064478039741516,
-0.05999580770730972,
-0.280610591173172,
0.29987818002700806,
0.1383865922689438,
-0.005962608382105827,
-0.32974910736083984,
-0.316876620054245,
-0.15296222269535065,
-0.22852981090545654,
0.10023924708366394,
0.03558195009827614,
-0.0635901391506195,
0.13580314815044403,
-0.21411818265914917,
-0.10286516696214676,
-0.18905943632125854,
-0.10135558992624283,
-0.38789603114128113,
0.0961945652961731,
0.4950709640979767,
-0.1243394985795021,
-0.20544736087322235,
-0.12007994949817657,
0.033842071890830994,
-0.06687876582145691,
-0.23079830408096313,
-0.14142495393753052,
-0.37774980068206787,
-0.03534158319234848,
0.38550257682800293,
0.29644009470939636,
0.18870386481285095,
0.3539368212223053,
0.24889962375164032,
-0.05989845469594002,
-0.15687988698482513,
-0.09652380645275116,
0.27895277738571167,
-0.008042588829994202,
0.37880170345306396,
0.020894084125757217,
-0.030491940677165985,
0.08613939583301544,
0.501072347164154,
0.17155641317367554,
0.16300970315933228,
0.2303636372089386,
-0.09592225402593613,
0.023800678551197052,
-0.244166761636734,
-0.22780418395996094,
-0.184545636177063,
-0.10489729046821594,
0.35315173864364624,
0.0821574255824089,
0.14202988147735596,
0.3522794842720032,
0.21864497661590576,
-0.24046821892261505,
-0.1229269728064537,
-0.5599468350410461,
-0.12860654294490814,
-0.23361974954605103,
-0.14532750844955444,
0.24026921391487122,
0.1279394030570984,
-0.14114411175251007,
-0.026906760409474373,
0.10419711470603943,
0.026510819792747498,
-0.21711283922195435,
0.2973042130470276,
-0.07771215587854385,
-0.13514907658100128,
-0.5053340792655945,
0.2075323462486267,
-0.21846367418766022,
0.17555274069309235,
0.058642420917749405,
-0.254504919052124,
0.10682499408721924,
-0.09826191514730453,
0.36810481548309326,
-0.05594577640295029,
0.06932546943426132,
-0.14579471945762634,
-0.27938103675842285,
-0.417450875043869,
-0.08996932208538055,
-0.2173461616039276,
0.08371318131685257,
0.12925982475280762,
0.8091201186180115,
-0.695732057094574,
-0.16002090275287628,
-0.1641809493303299,
0.003985104616731405,
-0.17544163763523102,
0.3281654417514801,
-0.17326855659484863,
-0.351179838180542,
-0.39895692467689514,
0.018113456666469574,
0.16725482046604156,
0.14010655879974365,
0.11023425310850143,
-0.02575957402586937,
-0.22575703263282776,
-0.23879238963127136,
0.15208569169044495,
-0.028009681031107903,
0.2144310474395752,
-0.33556634187698364,
0.129195898771286,
-0.06710207462310791,
0.40395671129226685,
0.2730534076690674,
0.2072696089744568,
0.02848209999501705,
-0.30705177783966064,
-0.13402974605560303,
-0.2882521152496338,
-0.07515556365251541,
0.3247376084327698,
-0.023080550134181976,
0.16040359437465668,
0.14219412207603455,
0.0895601212978363,
-0.2409123182296753,
-0.11246153712272644,
-0.05539466440677643,
0.04482847824692726,
-0.17645953595638275,
-0.023939913138747215,
0.4684523642063141,
-0.15404336154460907,
-0.12342323362827301,
-0.1313774287700653,
0.6139187812805176,
-0.4877220392227173,
0.17188233137130737,
0.17734649777412415,
0.7831040620803833,
0.21220587193965912,
0.16289609670639038,
0.15655258297920227,
-0.08779202401638031,
0.3518259823322296,
-0.18556377291679382,
-0.036097653210163116,
-0.3548693358898163,
0.41422519087791443,
0.07405886799097061,
0.300214558839798,
0.07930129766464233,
-0.13383735716342926,
-0.25845852494239807,
0.2261369526386261,
-0.12055309116840363,
0.3725423514842987,
-0.4064733684062958,
0.007955972105264664,
-0.4361765682697296,
-0.24234122037887573,
-0.0776275098323822,
0.0935978889465332,
0.010808046907186508,
0.34830957651138306,
0.03973403573036194,
-0.34024322032928467,
-0.13782593607902527,
-0.42077434062957764,
-0.23102959990501404,
-0.22750550508499146,
-0.028169140219688416,
0.14622777700424194,
0.2571813464164734,
0.09120345115661621,
-0.14735783636569977,
-0.05756785348057747,
0.6115730404853821,
0.17133720219135284,
-0.13507063686847687,
-0.012440886348485947,
-0.10348906368017197,
0.04047007858753204,
0.09743021428585052,
0.19386720657348633,
0.13559356331825256,
0.022679995745420456,
-0.1604577749967575,
-0.20317447185516357,
0.03911500424146652,
0.006769057363271713,
-0.13158227503299713,
-0.2147015482187271,
-0.08774392306804657,
-0.4707353413105011,
0.20194552838802338,
-0.23834186792373657,
-0.0017402656376361847,
-0.4046718180179596,
0.0847678929567337,
-0.19969959557056427,
0.015151368454098701,
0.1588408648967743,
0.00048050656914711,
-0.033692002296447754,
-0.14618778228759766,
0.38144516944885254,
-0.06928103417158127,
0.057606182992458344,
0.22615636885166168,
-0.10708090662956238,
-0.2703920006752014,
-0.22340476512908936,
0.42501774430274963,
0.18321484327316284,
-0.705531895160675,
0.25884681940078735,
0.17492641508579254,
-0.3968086242675781,
0.0003419028944335878,
0.1816462129354477,
0.2245016247034073,
0.12878012657165527,
-0.06783851236104965,
-0.3324151933193207,
-0.27804678678512573,
0.5708077549934387,
0.05821764096617699,
0.051635488867759705,
-0.014525095000863075,
-0.09534096717834473,
-0.13577167689800262,
0.12390976399183273,
-0.28852540254592896,
-0.07246465981006622,
-0.16290603578090668,
0.19938945770263672,
-0.027233436703681946,
-0.12769761681556702,
0.010034697130322456,
-0.010665085166692734,
0.1385832279920578,
0.05602698028087616,
-0.11566965281963348,
-0.11973792314529419,
-0.33847275376319885,
0.12031208723783493,
-0.19192296266555786,
0.37056639790534973,
-0.14325889945030212,
0.08132617920637131,
0.17815463244915009,
-0.2169564962387085,
0.2834995687007904,
0.16817274689674377,
0.1265774667263031,
0.30031129717826843,
0.13581740856170654,
0.4748939275741577,
0.06638433039188385,
0.16162647306919098,
0.14422878623008728,
0.39520692825317383,
-0.18976356089115143,
0.1392008364200592,
-0.04888030141592026,
-0.027929678559303284,
-0.4468977153301239,
0.3474297821521759,
0.059853002429008484,
-0.12796732783317566,
0.3741125762462616,
-0.1399315446615219,
0.034175481647253036,
0.31140294671058655,
0.10437431186437607,
-0.059756115078926086,
-0.17072895169258118,
-0.34479600191116333,
-0.05474386364221573,
0.19946694374084473,
-0.29090502858161926,
-0.10094879567623138,
0.10105971992015839,
-0.2627970278263092,
-0.01783088594675064,
0.41599616408348083,
0.37072816491127014,
0.06894038617610931,
-0.11681915819644928,
0.04560581594705582,
0.552326500415802,
-0.18919281661510468,
-0.011498644948005676,
0.601558268070221,
-0.14284662902355194,
0.12337367236614227,
0.2872755825519562,
0.15645809471607208,
0.09583191573619843,
0.6345096230506897,
-0.32398611307144165,
0.098617322742939,
0.30426183342933655,
0.1451965868473053,
0.2441936731338501,
0.36196258664131165,
0.016961248591542244,
0.1799614578485489,
0.03242708742618561,
0.08645293861627579,
0.0027111247181892395,
0.47603681683540344,
-0.15872550010681152,
-0.17345167696475983,
-0.2307991087436676,
0.35560354590415955,
-0.1477254033088684,
-0.21756406128406525,
0.008593443781137466,
-0.18412253260612488,
-0.26782816648483276,
-0.22726009786128998,
-0.011500604450702667,
-0.23187918961048126,
0.38896307349205017,
0.06516028195619583,
-0.036721304059028625,
-0.40351325273513794,
0.3616931140422821,
0.00884414091706276,
0.2285861372947693,
-0.18973158299922943,
0.035802196711301804,
0.29603785276412964,
-0.02716687321662903,
0.09008485078811646,
-0.015430701896548271,
0.31898510456085205,
0.00609450601041317,
-0.15105468034744263,
0.3874685764312744,
-0.1441560685634613,
-0.22683309018611908,
0.01787746325135231,
0.0781596451997757,
0.3161296844482422,
-0.09641829133033752,
0.1274435967206955,
0.07816071808338165,
-0.14135532081127167,
-0.07756508886814117,
-0.04071781411767006,
0.13235746324062347,
0.5186797976493835,
0.760258138179779,
-0.1873173862695694,
-0.2239956259727478,
0.10856499522924423,
-0.10552891343832016,
-0.12444106489419937,
-0.30410686135292053,
0.04269474744796753,
0.17656075954437256,
0.2187161147594452,
-0.2257542759180069,
0.09335287660360336,
-0.10289952158927917,
0.29764994978904724,
0.08023981750011444,
-0.5395777821540833,
0.04434436187148094,
0.23048074543476105,
-0.3085733950138092,
-0.2734270989894867,
0.027397891506552696,
-0.45204466581344604,
0.09309552609920502,
0.16116861999034882,
0.23871782422065735,
0.02959444746375084,
-0.0821370929479599,
-0.20125563442707062,
0.2603830099105835,
0.07483070343732834,
-0.12321333587169647,
0.4152069687843323,
0.442526638507843,
0.13550856709480286,
0.08118726313114166,
-0.1976790726184845,
0.3396209478378296,
-0.18803386390209198,
-0.059397079050540924,
-0.017268940806388855,
0.32049867510795593,
0.3657531440258026,
-0.18470196425914764,
-0.022421710193157196,
0.21452204883098602,
0.12889006733894348,
-0.15571290254592896,
0.04920361191034317,
0.002594307065010071,
-0.4071201980113983,
-0.1541033536195755,
0.015843547880649567,
-0.20034663379192352,
0.1886230707168579,
-0.018865954130887985,
-0.5630174875259399,
-0.14310403168201447,
0.3746544122695923,
-0.11806495487689972,
-0.2257164865732193,
-0.11160416156053543,
0.18229639530181885,
-0.2032099962234497,
-0.03979463130235672,
-0.03311075642704964,
0.13642430305480957,
0.008160699158906937,
0.13198243081569672,
-0.14661571383476257,
-0.6838000416755676,
0.4478956162929535,
-0.10059604793787003,
-0.289949506521225,
-0.08390401303768158,
0.47123563289642334,
0.34284600615501404,
-0.17534109950065613,
-0.5981260538101196,
-0.07344970107078552,
0.2002929151058197,
-0.05075186491012573,
-0.4972931146621704,
0.3304708003997803,
0.18413126468658447,
-0.06452198326587677,
-0.15211233496665955,
-0.01733146607875824,
-0.10313817113637924,
-0.019048286601901054,
0.18016833066940308,
-0.014821471646428108
] |
https://github.com/huggingface/datasets/issues/5275 | YAML integer keys are not preserved Hub server-side | We're using `main` as models do. Some datasets need to be updated from time to time, e.g. when a link to download the data is dead.
But yea a year ago we had those tags, we just ended up not using them | After an internal discussion (https://github.com/huggingface/moon-landing/issues/4563):
- YAML integer keys are not preserved server-side: they are transformed to strings
- See for example this Hub PR: https://huggingface.co/datasets/acronym_identification/discussions/1/files
- Original:
```yaml
class_label:
names:
0: B-long
1: B-short
```
- Returned by the server:
```yaml
class_label:
names:
'0': B-long
'1': B-short
```
- They are planning to enforce only string keys
- Other projects already use interger-transformed-to string keys: e.g. `transformers` models `id2label`: https://huggingface.co/roberta-large-mnli/blob/main/config.json
```yaml
"id2label": {
"0": "CONTRADICTION",
"1": "NEUTRAL",
"2": "ENTAILMENT"
}
```
On the other hand, at `datasets` we are currently using YAML integer keys for `dataset_info` `class_label`.
Please note (thanks @lhoestq for pointing out) that previous versions (2.6 and 2.7) of `datasets` need being patched:
```python
In [18]: Features._from_yaml_list([{'dtype': {'class_label': {'names': {'0': 'neg', '1': 'pos'}}}, 'name': 'label'}])
---------------------------------------------------------------------------
TypeError Traceback (most recent call last)
<ipython-input-18-974f07eea526> in <module>
----> 1 Features._from_yaml_list(ry)
~/Desktop/hf/nlp/src/datasets/features/features.py in _from_yaml_list(cls, yaml_data)
1743 raise TypeError(f"Expected a dict or a list but got {type(obj)}: {obj}")
1744
-> 1745 return cls.from_dict(from_yaml_inner(yaml_data))
1746
1747 def encode_example(self, example):
~/Desktop/hf/nlp/src/datasets/features/features.py in from_yaml_inner(obj)
1739 elif isinstance(obj, list):
1740 names = [_feature.pop("name") for _feature in obj]
-> 1741 return {name: from_yaml_inner(_feature) for name, _feature in zip(names, obj)}
1742 else:
1743 raise TypeError(f"Expected a dict or a list but got {type(obj)}: {obj}")
~/Desktop/hf/nlp/src/datasets/features/features.py in <dictcomp>(.0)
1739 elif isinstance(obj, list):
1740 names = [_feature.pop("name") for _feature in obj]
-> 1741 return {name: from_yaml_inner(_feature) for name, _feature in zip(names, obj)}
1742 else:
1743 raise TypeError(f"Expected a dict or a list but got {type(obj)}: {obj}")
~/Desktop/hf/nlp/src/datasets/features/features.py in from_yaml_inner(obj)
1734 return {"_type": snakecase_to_camelcase(obj["dtype"])}
1735 else:
-> 1736 return from_yaml_inner(obj["dtype"])
1737 else:
1738 return {"_type": snakecase_to_camelcase(_type), **unsimplify(obj)[_type]}
~/Desktop/hf/nlp/src/datasets/features/features.py in from_yaml_inner(obj)
1736 return from_yaml_inner(obj["dtype"])
1737 else:
-> 1738 return {"_type": snakecase_to_camelcase(_type), **unsimplify(obj)[_type]}
1739 elif isinstance(obj, list):
1740 names = [_feature.pop("name") for _feature in obj]
~/Desktop/hf/nlp/src/datasets/features/features.py in unsimplify(feature)
1704 if isinstance(feature.get("class_label"), dict) and isinstance(feature["class_label"].get("names"), dict):
1705 label_ids = sorted(feature["class_label"]["names"])
-> 1706 if label_ids and label_ids != list(range(label_ids[-1] + 1)):
1707 raise ValueError(
1708 f"ClassLabel expected a value for all label ids [0:{label_ids[-1] + 1}] but some ids are missing."
TypeError: can only concatenate str (not "int") to str
```
TODO:
- [x] Remove YAML integer keys from `dataset_info` metadata
- [x] Make a patch release for affected `datasets` versions: 2.6 and 2.7
- [x] Communicate on the fix
- [x] Wait for adoption
- [x] Bulk edit the Hub to fix this in all canonical datasets | 42 | YAML integer keys are not preserved Hub server-side
After an internal discussion (https://github.com/huggingface/moon-landing/issues/4563):
- YAML integer keys are not preserved server-side: they are transformed to strings
- See for example this Hub PR: https://huggingface.co/datasets/acronym_identification/discussions/1/files
- Original:
```yaml
class_label:
names:
0: B-long
1: B-short
```
- Returned by the server:
```yaml
class_label:
names:
'0': B-long
'1': B-short
```
- They are planning to enforce only string keys
- Other projects already use interger-transformed-to string keys: e.g. `transformers` models `id2label`: https://huggingface.co/roberta-large-mnli/blob/main/config.json
```yaml
"id2label": {
"0": "CONTRADICTION",
"1": "NEUTRAL",
"2": "ENTAILMENT"
}
```
On the other hand, at `datasets` we are currently using YAML integer keys for `dataset_info` `class_label`.
Please note (thanks @lhoestq for pointing out) that previous versions (2.6 and 2.7) of `datasets` need being patched:
```python
In [18]: Features._from_yaml_list([{'dtype': {'class_label': {'names': {'0': 'neg', '1': 'pos'}}}, 'name': 'label'}])
---------------------------------------------------------------------------
TypeError Traceback (most recent call last)
<ipython-input-18-974f07eea526> in <module>
----> 1 Features._from_yaml_list(ry)
~/Desktop/hf/nlp/src/datasets/features/features.py in _from_yaml_list(cls, yaml_data)
1743 raise TypeError(f"Expected a dict or a list but got {type(obj)}: {obj}")
1744
-> 1745 return cls.from_dict(from_yaml_inner(yaml_data))
1746
1747 def encode_example(self, example):
~/Desktop/hf/nlp/src/datasets/features/features.py in from_yaml_inner(obj)
1739 elif isinstance(obj, list):
1740 names = [_feature.pop("name") for _feature in obj]
-> 1741 return {name: from_yaml_inner(_feature) for name, _feature in zip(names, obj)}
1742 else:
1743 raise TypeError(f"Expected a dict or a list but got {type(obj)}: {obj}")
~/Desktop/hf/nlp/src/datasets/features/features.py in <dictcomp>(.0)
1739 elif isinstance(obj, list):
1740 names = [_feature.pop("name") for _feature in obj]
-> 1741 return {name: from_yaml_inner(_feature) for name, _feature in zip(names, obj)}
1742 else:
1743 raise TypeError(f"Expected a dict or a list but got {type(obj)}: {obj}")
~/Desktop/hf/nlp/src/datasets/features/features.py in from_yaml_inner(obj)
1734 return {"_type": snakecase_to_camelcase(obj["dtype"])}
1735 else:
-> 1736 return from_yaml_inner(obj["dtype"])
1737 else:
1738 return {"_type": snakecase_to_camelcase(_type), **unsimplify(obj)[_type]}
~/Desktop/hf/nlp/src/datasets/features/features.py in from_yaml_inner(obj)
1736 return from_yaml_inner(obj["dtype"])
1737 else:
-> 1738 return {"_type": snakecase_to_camelcase(_type), **unsimplify(obj)[_type]}
1739 elif isinstance(obj, list):
1740 names = [_feature.pop("name") for _feature in obj]
~/Desktop/hf/nlp/src/datasets/features/features.py in unsimplify(feature)
1704 if isinstance(feature.get("class_label"), dict) and isinstance(feature["class_label"].get("names"), dict):
1705 label_ids = sorted(feature["class_label"]["names"])
-> 1706 if label_ids and label_ids != list(range(label_ids[-1] + 1)):
1707 raise ValueError(
1708 f"ClassLabel expected a value for all label ids [0:{label_ids[-1] + 1}] but some ids are missing."
TypeError: can only concatenate str (not "int") to str
```
TODO:
- [x] Remove YAML integer keys from `dataset_info` metadata
- [x] Make a patch release for affected `datasets` versions: 2.6 and 2.7
- [x] Communicate on the fix
- [x] Wait for adoption
- [x] Bulk edit the Hub to fix this in all canonical datasets
We're using `main` as models do. Some datasets need to be updated from time to time, e.g. when a link to download the data is dead.
But yea a year ago we had those tags, we just ended up not using them | [
-0.026737648993730545,
-0.3303128480911255,
0.08248203992843628,
0.08531197905540466,
0.39381879568099976,
-0.08466369658708572,
0.458366721868515,
0.06925182044506073,
0.2985337972640991,
-0.023020446300506592,
-0.12341997772455215,
0.2475965917110443,
-0.23985113203525543,
0.1638866662979126,
0.15535730123519897,
0.36683666706085205,
0.12507669627666473,
-0.10256288945674896,
-0.2398647964000702,
0.004256166517734528,
-0.41567960381507874,
0.19870969653129578,
0.07544329762458801,
0.08714699000120163,
-0.40553197264671326,
0.11862296611070633,
0.09829027950763702,
0.008142564445734024,
-0.14831911027431488,
-0.40838485956192017,
0.26635435223579407,
-0.012723639607429504,
-0.16873283684253693,
-0.19519808888435364,
-0.00011659381561912596,
-0.029709327965974808,
0.32210981845855713,
-0.08543039858341217,
-0.4607383608818054,
0.19780296087265015,
0.10990168899297714,
-0.1473723202943802,
-0.18715466558933258,
-0.2549194395542145,
-0.03613267466425896,
0.3103933036327362,
-0.1768813282251358,
0.02480165660381317,
0.29382574558258057,
0.014616279862821102,
0.12317878007888794,
0.32942256331443787,
0.2661987245082855,
-0.024877380579710007,
0.35962387919425964,
0.5256209373474121,
-0.13914157450199127,
0.11163823306560516,
0.09928750991821289,
0.05217079818248749,
-0.14005932211875916,
0.45299869775772095,
0.0762236937880516,
-0.2718214690685272,
0.12588395178318024,
-0.04770516976714134,
0.27665141224861145,
-0.15751537680625916,
0.20040088891983032,
0.1508823037147522,
-0.011542022228240967,
-0.4455277621746063,
-0.4130554497241974,
-0.27738121151924133,
-0.09030332416296005,
-0.1067432388663292,
0.24972686171531677,
0.1305663138628006,
0.07072769105434418,
0.02546253427863121,
-0.15109747648239136,
-0.44374868273735046,
-0.1590643972158432,
0.14141325652599335,
-0.16056331992149353,
0.37821725010871887,
-0.0010160831734538078,
0.1086195707321167,
-0.1879967749118805,
-0.14176034927368164,
0.120771124958992,
-0.07997901737689972,
0.06762685626745224,
0.0823865756392479,
0.11796039342880249,
-0.2823466658592224,
-0.11578545719385147,
0.3545583486557007,
0.3997308909893036,
0.10965439677238464,
-0.239707812666893,
0.2485448718070984,
0.04322684183716774,
0.03912387788295746,
0.10648655891418457,
0.0898064374923706,
0.6819035410881042,
0.16874273121356964,
0.3147776126861572,
0.2592179775238037,
0.1268233209848404,
0.10784688591957092,
0.10415942966938019,
0.3073183596134186,
0.2749001383781433,
-0.11989270895719528,
0.5746303796768188,
0.004650462418794632,
-0.046292565762996674,
0.160800963640213,
-0.07230407744646072,
0.0021943976171314716,
0.195118248462677,
0.18436408042907715,
0.23095563054084778,
0.10548426955938339,
-0.029129110276699066,
0.13742518424987793,
-0.10961244255304337,
-0.4087836742401123,
-0.19725492596626282,
-0.029641319066286087,
0.11118069291114807,
0.2510147988796234,
0.37644195556640625,
0.05145661160349846,
0.40196990966796875,
0.36471861600875854,
-0.026866130530834198,
0.054020196199417114,
-0.10322900861501694,
0.1082211583852768,
-0.06330744177103043,
0.26749905943870544,
-0.1937609612941742,
0.255036860704422,
0.03822052478790283,
-0.21490336954593658,
-0.11972065269947052,
-0.08997281640768051,
-0.19778457283973694,
-0.24247030913829803,
0.21471188962459564,
0.1644732505083084,
-0.2351750135421753,
-0.07191760838031769,
-0.1970384418964386,
0.01569894701242447,
0.4390568733215332,
0.2001238614320755,
0.28690627217292786,
-0.18245108425617218,
0.19463443756103516,
-0.10910962522029877,
0.21637605130672455,
0.25855767726898193,
0.22660744190216064,
-0.34218528866767883,
0.10904555767774582,
0.03981345146894455,
-0.11668280512094498,
0.04494458809494972,
-0.07229777425527573,
-0.004812873899936676,
-0.16039656102657318,
0.26455581188201904,
-0.13444745540618896,
-0.5822239518165588,
-0.44190576672554016,
-0.12037047743797302,
0.2579766511917114,
0.10887201875448227,
-0.054117925465106964,
0.0697704553604126,
0.5817857980728149,
-0.2717616856098175,
0.4083099067211151,
-0.02711765468120575,
0.052056629210710526,
-0.10131357610225677,
-0.3672564923763275,
-0.10547085851430893,
-0.07991085201501846,
0.05924307182431221,
0.20566852390766144,
-0.14825859665870667,
0.20007574558258057,
0.922073483467102,
0.09493041038513184,
-0.0027867257595062256,
0.4048486351966858,
0.27712592482566833,
0.24541743099689484,
0.13617655634880066,
0.0667007714509964,
-0.19590690732002258,
-0.3599347770214081,
0.13059306144714355,
-0.3133780360221863,
0.16375477612018585,
-0.26703542470932007,
-0.26863160729408264,
-0.25197121500968933,
0.2185325175523758,
-0.13722684979438782,
-0.21047325432300568,
0.06692740321159363,
-0.14286445081233978,
-0.0856647789478302,
0.19030477106571198,
-0.09560287743806839,
0.1406773179769516,
-0.05605524778366089,
0.22556519508361816,
-0.3430964946746826,
0.16708917915821075,
-0.05290500074625015,
-0.06315936893224716,
-0.1956762671470642,
0.31289801001548767,
0.15594743192195892,
-0.12685100734233856,
0.125564306974411,
0.37849700450897217,
0.03358055278658867,
-0.0810672789812088,
0.1560998260974884,
0.1437552571296692,
0.6754469871520996,
0.02586822584271431,
0.11472028493881226,
-0.09580861032009125,
0.08522925525903702,
0.034528493881225586,
-0.08139737695455551,
0.4044203758239746,
-0.014498911798000336,
0.08897771686315536,
-0.07287164032459259,
0.21796779334545135,
-0.009565310552716255,
0.14324244856834412,
-0.49943625926971436,
-0.36494889855384827,
-0.07133007049560547,
-0.6047810912132263,
0.05906623229384422,
0.05417204648256302,
-0.1023450642824173,
0.29831621050834656,
0.8135854601860046,
-0.062165211886167526,
0.22434771060943604,
0.06342807412147522,
-0.5847869515419006,
-0.07108046114444733,
0.09869137406349182,
-0.06647920608520508,
0.07498586177825928,
0.15906092524528503,
-0.062230516225099564,
-0.04119448363780975,
-0.12977053225040436,
-0.10507888346910477,
0.4287789762020111,
0.1172078549861908,
-0.19228936731815338,
0.0021012872457504272,
0.29294222593307495,
-0.14966629445552826,
-0.3121330738067627,
0.1960628628730774,
0.041186295449733734,
-0.15696501731872559,
-0.49014905095100403,
-0.16809606552124023,
-0.3303096294403076,
0.05518049746751785,
-0.14650379121303558,
-0.3971273601055145,
-0.42918479442596436,
-0.5818445086479187,
0.29913944005966187,
0.21785269677639008,
-0.12107646465301514,
0.27766507863998413,
0.26535212993621826,
-0.013170525431632996,
-0.019356954842805862,
-0.1536058932542801,
-0.18131032586097717,
-0.30124422907829285,
0.05820051580667496,
-0.06702230870723724,
-0.14954298734664917,
-0.4037238657474518,
0.4190182387828827,
-0.18791145086288452,
-0.1439911425113678,
-0.4498184323310852,
-0.5486642718315125,
0.07766874134540558,
-0.17773012816905975,
0.2345081865787506,
0.18400141596794128,
0.1016925647854805,
-0.20981602370738983,
-0.05181646719574928,
0.43064478039741516,
-0.05999580770730972,
-0.280610591173172,
0.29987818002700806,
0.1383865922689438,
-0.005962608382105827,
-0.32974910736083984,
-0.316876620054245,
-0.15296222269535065,
-0.22852981090545654,
0.10023924708366394,
0.03558195009827614,
-0.0635901391506195,
0.13580314815044403,
-0.21411818265914917,
-0.10286516696214676,
-0.18905943632125854,
-0.10135558992624283,
-0.38789603114128113,
0.0961945652961731,
0.4950709640979767,
-0.1243394985795021,
-0.20544736087322235,
-0.12007994949817657,
0.033842071890830994,
-0.06687876582145691,
-0.23079830408096313,
-0.14142495393753052,
-0.37774980068206787,
-0.03534158319234848,
0.38550257682800293,
0.29644009470939636,
0.18870386481285095,
0.3539368212223053,
0.24889962375164032,
-0.05989845469594002,
-0.15687988698482513,
-0.09652380645275116,
0.27895277738571167,
-0.008042588829994202,
0.37880170345306396,
0.020894084125757217,
-0.030491940677165985,
0.08613939583301544,
0.501072347164154,
0.17155641317367554,
0.16300970315933228,
0.2303636372089386,
-0.09592225402593613,
0.023800678551197052,
-0.244166761636734,
-0.22780418395996094,
-0.184545636177063,
-0.10489729046821594,
0.35315173864364624,
0.0821574255824089,
0.14202988147735596,
0.3522794842720032,
0.21864497661590576,
-0.24046821892261505,
-0.1229269728064537,
-0.5599468350410461,
-0.12860654294490814,
-0.23361974954605103,
-0.14532750844955444,
0.24026921391487122,
0.1279394030570984,
-0.14114411175251007,
-0.026906760409474373,
0.10419711470603943,
0.026510819792747498,
-0.21711283922195435,
0.2973042130470276,
-0.07771215587854385,
-0.13514907658100128,
-0.5053340792655945,
0.2075323462486267,
-0.21846367418766022,
0.17555274069309235,
0.058642420917749405,
-0.254504919052124,
0.10682499408721924,
-0.09826191514730453,
0.36810481548309326,
-0.05594577640295029,
0.06932546943426132,
-0.14579471945762634,
-0.27938103675842285,
-0.417450875043869,
-0.08996932208538055,
-0.2173461616039276,
0.08371318131685257,
0.12925982475280762,
0.8091201186180115,
-0.695732057094574,
-0.16002090275287628,
-0.1641809493303299,
0.003985104616731405,
-0.17544163763523102,
0.3281654417514801,
-0.17326855659484863,
-0.351179838180542,
-0.39895692467689514,
0.018113456666469574,
0.16725482046604156,
0.14010655879974365,
0.11023425310850143,
-0.02575957402586937,
-0.22575703263282776,
-0.23879238963127136,
0.15208569169044495,
-0.028009681031107903,
0.2144310474395752,
-0.33556634187698364,
0.129195898771286,
-0.06710207462310791,
0.40395671129226685,
0.2730534076690674,
0.2072696089744568,
0.02848209999501705,
-0.30705177783966064,
-0.13402974605560303,
-0.2882521152496338,
-0.07515556365251541,
0.3247376084327698,
-0.023080550134181976,
0.16040359437465668,
0.14219412207603455,
0.0895601212978363,
-0.2409123182296753,
-0.11246153712272644,
-0.05539466440677643,
0.04482847824692726,
-0.17645953595638275,
-0.023939913138747215,
0.4684523642063141,
-0.15404336154460907,
-0.12342323362827301,
-0.1313774287700653,
0.6139187812805176,
-0.4877220392227173,
0.17188233137130737,
0.17734649777412415,
0.7831040620803833,
0.21220587193965912,
0.16289609670639038,
0.15655258297920227,
-0.08779202401638031,
0.3518259823322296,
-0.18556377291679382,
-0.036097653210163116,
-0.3548693358898163,
0.41422519087791443,
0.07405886799097061,
0.300214558839798,
0.07930129766464233,
-0.13383735716342926,
-0.25845852494239807,
0.2261369526386261,
-0.12055309116840363,
0.3725423514842987,
-0.4064733684062958,
0.007955972105264664,
-0.4361765682697296,
-0.24234122037887573,
-0.0776275098323822,
0.0935978889465332,
0.010808046907186508,
0.34830957651138306,
0.03973403573036194,
-0.34024322032928467,
-0.13782593607902527,
-0.42077434062957764,
-0.23102959990501404,
-0.22750550508499146,
-0.028169140219688416,
0.14622777700424194,
0.2571813464164734,
0.09120345115661621,
-0.14735783636569977,
-0.05756785348057747,
0.6115730404853821,
0.17133720219135284,
-0.13507063686847687,
-0.012440886348485947,
-0.10348906368017197,
0.04047007858753204,
0.09743021428585052,
0.19386720657348633,
0.13559356331825256,
0.022679995745420456,
-0.1604577749967575,
-0.20317447185516357,
0.03911500424146652,
0.006769057363271713,
-0.13158227503299713,
-0.2147015482187271,
-0.08774392306804657,
-0.4707353413105011,
0.20194552838802338,
-0.23834186792373657,
-0.0017402656376361847,
-0.4046718180179596,
0.0847678929567337,
-0.19969959557056427,
0.015151368454098701,
0.1588408648967743,
0.00048050656914711,
-0.033692002296447754,
-0.14618778228759766,
0.38144516944885254,
-0.06928103417158127,
0.057606182992458344,
0.22615636885166168,
-0.10708090662956238,
-0.2703920006752014,
-0.22340476512908936,
0.42501774430274963,
0.18321484327316284,
-0.705531895160675,
0.25884681940078735,
0.17492641508579254,
-0.3968086242675781,
0.0003419028944335878,
0.1816462129354477,
0.2245016247034073,
0.12878012657165527,
-0.06783851236104965,
-0.3324151933193207,
-0.27804678678512573,
0.5708077549934387,
0.05821764096617699,
0.051635488867759705,
-0.014525095000863075,
-0.09534096717834473,
-0.13577167689800262,
0.12390976399183273,
-0.28852540254592896,
-0.07246465981006622,
-0.16290603578090668,
0.19938945770263672,
-0.027233436703681946,
-0.12769761681556702,
0.010034697130322456,
-0.010665085166692734,
0.1385832279920578,
0.05602698028087616,
-0.11566965281963348,
-0.11973792314529419,
-0.33847275376319885,
0.12031208723783493,
-0.19192296266555786,
0.37056639790534973,
-0.14325889945030212,
0.08132617920637131,
0.17815463244915009,
-0.2169564962387085,
0.2834995687007904,
0.16817274689674377,
0.1265774667263031,
0.30031129717826843,
0.13581740856170654,
0.4748939275741577,
0.06638433039188385,
0.16162647306919098,
0.14422878623008728,
0.39520692825317383,
-0.18976356089115143,
0.1392008364200592,
-0.04888030141592026,
-0.027929678559303284,
-0.4468977153301239,
0.3474297821521759,
0.059853002429008484,
-0.12796732783317566,
0.3741125762462616,
-0.1399315446615219,
0.034175481647253036,
0.31140294671058655,
0.10437431186437607,
-0.059756115078926086,
-0.17072895169258118,
-0.34479600191116333,
-0.05474386364221573,
0.19946694374084473,
-0.29090502858161926,
-0.10094879567623138,
0.10105971992015839,
-0.2627970278263092,
-0.01783088594675064,
0.41599616408348083,
0.37072816491127014,
0.06894038617610931,
-0.11681915819644928,
0.04560581594705582,
0.552326500415802,
-0.18919281661510468,
-0.011498644948005676,
0.601558268070221,
-0.14284662902355194,
0.12337367236614227,
0.2872755825519562,
0.15645809471607208,
0.09583191573619843,
0.6345096230506897,
-0.32398611307144165,
0.098617322742939,
0.30426183342933655,
0.1451965868473053,
0.2441936731338501,
0.36196258664131165,
0.016961248591542244,
0.1799614578485489,
0.03242708742618561,
0.08645293861627579,
0.0027111247181892395,
0.47603681683540344,
-0.15872550010681152,
-0.17345167696475983,
-0.2307991087436676,
0.35560354590415955,
-0.1477254033088684,
-0.21756406128406525,
0.008593443781137466,
-0.18412253260612488,
-0.26782816648483276,
-0.22726009786128998,
-0.011500604450702667,
-0.23187918961048126,
0.38896307349205017,
0.06516028195619583,
-0.036721304059028625,
-0.40351325273513794,
0.3616931140422821,
0.00884414091706276,
0.2285861372947693,
-0.18973158299922943,
0.035802196711301804,
0.29603785276412964,
-0.02716687321662903,
0.09008485078811646,
-0.015430701896548271,
0.31898510456085205,
0.00609450601041317,
-0.15105468034744263,
0.3874685764312744,
-0.1441560685634613,
-0.22683309018611908,
0.01787746325135231,
0.0781596451997757,
0.3161296844482422,
-0.09641829133033752,
0.1274435967206955,
0.07816071808338165,
-0.14135532081127167,
-0.07756508886814117,
-0.04071781411767006,
0.13235746324062347,
0.5186797976493835,
0.760258138179779,
-0.1873173862695694,
-0.2239956259727478,
0.10856499522924423,
-0.10552891343832016,
-0.12444106489419937,
-0.30410686135292053,
0.04269474744796753,
0.17656075954437256,
0.2187161147594452,
-0.2257542759180069,
0.09335287660360336,
-0.10289952158927917,
0.29764994978904724,
0.08023981750011444,
-0.5395777821540833,
0.04434436187148094,
0.23048074543476105,
-0.3085733950138092,
-0.2734270989894867,
0.027397891506552696,
-0.45204466581344604,
0.09309552609920502,
0.16116861999034882,
0.23871782422065735,
0.02959444746375084,
-0.0821370929479599,
-0.20125563442707062,
0.2603830099105835,
0.07483070343732834,
-0.12321333587169647,
0.4152069687843323,
0.442526638507843,
0.13550856709480286,
0.08118726313114166,
-0.1976790726184845,
0.3396209478378296,
-0.18803386390209198,
-0.059397079050540924,
-0.017268940806388855,
0.32049867510795593,
0.3657531440258026,
-0.18470196425914764,
-0.022421710193157196,
0.21452204883098602,
0.12889006733894348,
-0.15571290254592896,
0.04920361191034317,
0.002594307065010071,
-0.4071201980113983,
-0.1541033536195755,
0.015843547880649567,
-0.20034663379192352,
0.1886230707168579,
-0.018865954130887985,
-0.5630174875259399,
-0.14310403168201447,
0.3746544122695923,
-0.11806495487689972,
-0.2257164865732193,
-0.11160416156053543,
0.18229639530181885,
-0.2032099962234497,
-0.03979463130235672,
-0.03311075642704964,
0.13642430305480957,
0.008160699158906937,
0.13198243081569672,
-0.14661571383476257,
-0.6838000416755676,
0.4478956162929535,
-0.10059604793787003,
-0.289949506521225,
-0.08390401303768158,
0.47123563289642334,
0.34284600615501404,
-0.17534109950065613,
-0.5981260538101196,
-0.07344970107078552,
0.2002929151058197,
-0.05075186491012573,
-0.4972931146621704,
0.3304708003997803,
0.18413126468658447,
-0.06452198326587677,
-0.15211233496665955,
-0.01733146607875824,
-0.10313817113637924,
-0.019048286601901054,
0.18016833066940308,
-0.014821471646428108
] |
https://github.com/huggingface/datasets/issues/5275 | YAML integer keys are not preserved Hub server-side | I opened https://github.com/huggingface/datasets/issues/5406 to communicate on this. Let me know what you think, and if it sounds good to you I can pin this issue | After an internal discussion (https://github.com/huggingface/moon-landing/issues/4563):
- YAML integer keys are not preserved server-side: they are transformed to strings
- See for example this Hub PR: https://huggingface.co/datasets/acronym_identification/discussions/1/files
- Original:
```yaml
class_label:
names:
0: B-long
1: B-short
```
- Returned by the server:
```yaml
class_label:
names:
'0': B-long
'1': B-short
```
- They are planning to enforce only string keys
- Other projects already use interger-transformed-to string keys: e.g. `transformers` models `id2label`: https://huggingface.co/roberta-large-mnli/blob/main/config.json
```yaml
"id2label": {
"0": "CONTRADICTION",
"1": "NEUTRAL",
"2": "ENTAILMENT"
}
```
On the other hand, at `datasets` we are currently using YAML integer keys for `dataset_info` `class_label`.
Please note (thanks @lhoestq for pointing out) that previous versions (2.6 and 2.7) of `datasets` need being patched:
```python
In [18]: Features._from_yaml_list([{'dtype': {'class_label': {'names': {'0': 'neg', '1': 'pos'}}}, 'name': 'label'}])
---------------------------------------------------------------------------
TypeError Traceback (most recent call last)
<ipython-input-18-974f07eea526> in <module>
----> 1 Features._from_yaml_list(ry)
~/Desktop/hf/nlp/src/datasets/features/features.py in _from_yaml_list(cls, yaml_data)
1743 raise TypeError(f"Expected a dict or a list but got {type(obj)}: {obj}")
1744
-> 1745 return cls.from_dict(from_yaml_inner(yaml_data))
1746
1747 def encode_example(self, example):
~/Desktop/hf/nlp/src/datasets/features/features.py in from_yaml_inner(obj)
1739 elif isinstance(obj, list):
1740 names = [_feature.pop("name") for _feature in obj]
-> 1741 return {name: from_yaml_inner(_feature) for name, _feature in zip(names, obj)}
1742 else:
1743 raise TypeError(f"Expected a dict or a list but got {type(obj)}: {obj}")
~/Desktop/hf/nlp/src/datasets/features/features.py in <dictcomp>(.0)
1739 elif isinstance(obj, list):
1740 names = [_feature.pop("name") for _feature in obj]
-> 1741 return {name: from_yaml_inner(_feature) for name, _feature in zip(names, obj)}
1742 else:
1743 raise TypeError(f"Expected a dict or a list but got {type(obj)}: {obj}")
~/Desktop/hf/nlp/src/datasets/features/features.py in from_yaml_inner(obj)
1734 return {"_type": snakecase_to_camelcase(obj["dtype"])}
1735 else:
-> 1736 return from_yaml_inner(obj["dtype"])
1737 else:
1738 return {"_type": snakecase_to_camelcase(_type), **unsimplify(obj)[_type]}
~/Desktop/hf/nlp/src/datasets/features/features.py in from_yaml_inner(obj)
1736 return from_yaml_inner(obj["dtype"])
1737 else:
-> 1738 return {"_type": snakecase_to_camelcase(_type), **unsimplify(obj)[_type]}
1739 elif isinstance(obj, list):
1740 names = [_feature.pop("name") for _feature in obj]
~/Desktop/hf/nlp/src/datasets/features/features.py in unsimplify(feature)
1704 if isinstance(feature.get("class_label"), dict) and isinstance(feature["class_label"].get("names"), dict):
1705 label_ids = sorted(feature["class_label"]["names"])
-> 1706 if label_ids and label_ids != list(range(label_ids[-1] + 1)):
1707 raise ValueError(
1708 f"ClassLabel expected a value for all label ids [0:{label_ids[-1] + 1}] but some ids are missing."
TypeError: can only concatenate str (not "int") to str
```
TODO:
- [x] Remove YAML integer keys from `dataset_info` metadata
- [x] Make a patch release for affected `datasets` versions: 2.6 and 2.7
- [x] Communicate on the fix
- [x] Wait for adoption
- [x] Bulk edit the Hub to fix this in all canonical datasets | 25 | YAML integer keys are not preserved Hub server-side
After an internal discussion (https://github.com/huggingface/moon-landing/issues/4563):
- YAML integer keys are not preserved server-side: they are transformed to strings
- See for example this Hub PR: https://huggingface.co/datasets/acronym_identification/discussions/1/files
- Original:
```yaml
class_label:
names:
0: B-long
1: B-short
```
- Returned by the server:
```yaml
class_label:
names:
'0': B-long
'1': B-short
```
- They are planning to enforce only string keys
- Other projects already use interger-transformed-to string keys: e.g. `transformers` models `id2label`: https://huggingface.co/roberta-large-mnli/blob/main/config.json
```yaml
"id2label": {
"0": "CONTRADICTION",
"1": "NEUTRAL",
"2": "ENTAILMENT"
}
```
On the other hand, at `datasets` we are currently using YAML integer keys for `dataset_info` `class_label`.
Please note (thanks @lhoestq for pointing out) that previous versions (2.6 and 2.7) of `datasets` need being patched:
```python
In [18]: Features._from_yaml_list([{'dtype': {'class_label': {'names': {'0': 'neg', '1': 'pos'}}}, 'name': 'label'}])
---------------------------------------------------------------------------
TypeError Traceback (most recent call last)
<ipython-input-18-974f07eea526> in <module>
----> 1 Features._from_yaml_list(ry)
~/Desktop/hf/nlp/src/datasets/features/features.py in _from_yaml_list(cls, yaml_data)
1743 raise TypeError(f"Expected a dict or a list but got {type(obj)}: {obj}")
1744
-> 1745 return cls.from_dict(from_yaml_inner(yaml_data))
1746
1747 def encode_example(self, example):
~/Desktop/hf/nlp/src/datasets/features/features.py in from_yaml_inner(obj)
1739 elif isinstance(obj, list):
1740 names = [_feature.pop("name") for _feature in obj]
-> 1741 return {name: from_yaml_inner(_feature) for name, _feature in zip(names, obj)}
1742 else:
1743 raise TypeError(f"Expected a dict or a list but got {type(obj)}: {obj}")
~/Desktop/hf/nlp/src/datasets/features/features.py in <dictcomp>(.0)
1739 elif isinstance(obj, list):
1740 names = [_feature.pop("name") for _feature in obj]
-> 1741 return {name: from_yaml_inner(_feature) for name, _feature in zip(names, obj)}
1742 else:
1743 raise TypeError(f"Expected a dict or a list but got {type(obj)}: {obj}")
~/Desktop/hf/nlp/src/datasets/features/features.py in from_yaml_inner(obj)
1734 return {"_type": snakecase_to_camelcase(obj["dtype"])}
1735 else:
-> 1736 return from_yaml_inner(obj["dtype"])
1737 else:
1738 return {"_type": snakecase_to_camelcase(_type), **unsimplify(obj)[_type]}
~/Desktop/hf/nlp/src/datasets/features/features.py in from_yaml_inner(obj)
1736 return from_yaml_inner(obj["dtype"])
1737 else:
-> 1738 return {"_type": snakecase_to_camelcase(_type), **unsimplify(obj)[_type]}
1739 elif isinstance(obj, list):
1740 names = [_feature.pop("name") for _feature in obj]
~/Desktop/hf/nlp/src/datasets/features/features.py in unsimplify(feature)
1704 if isinstance(feature.get("class_label"), dict) and isinstance(feature["class_label"].get("names"), dict):
1705 label_ids = sorted(feature["class_label"]["names"])
-> 1706 if label_ids and label_ids != list(range(label_ids[-1] + 1)):
1707 raise ValueError(
1708 f"ClassLabel expected a value for all label ids [0:{label_ids[-1] + 1}] but some ids are missing."
TypeError: can only concatenate str (not "int") to str
```
TODO:
- [x] Remove YAML integer keys from `dataset_info` metadata
- [x] Make a patch release for affected `datasets` versions: 2.6 and 2.7
- [x] Communicate on the fix
- [x] Wait for adoption
- [x] Bulk edit the Hub to fix this in all canonical datasets
I opened https://github.com/huggingface/datasets/issues/5406 to communicate on this. Let me know what you think, and if it sounds good to you I can pin this issue | [
-0.026737648993730545,
-0.3303128480911255,
0.08248203992843628,
0.08531197905540466,
0.39381879568099976,
-0.08466369658708572,
0.458366721868515,
0.06925182044506073,
0.2985337972640991,
-0.023020446300506592,
-0.12341997772455215,
0.2475965917110443,
-0.23985113203525543,
0.1638866662979126,
0.15535730123519897,
0.36683666706085205,
0.12507669627666473,
-0.10256288945674896,
-0.2398647964000702,
0.004256166517734528,
-0.41567960381507874,
0.19870969653129578,
0.07544329762458801,
0.08714699000120163,
-0.40553197264671326,
0.11862296611070633,
0.09829027950763702,
0.008142564445734024,
-0.14831911027431488,
-0.40838485956192017,
0.26635435223579407,
-0.012723639607429504,
-0.16873283684253693,
-0.19519808888435364,
-0.00011659381561912596,
-0.029709327965974808,
0.32210981845855713,
-0.08543039858341217,
-0.4607383608818054,
0.19780296087265015,
0.10990168899297714,
-0.1473723202943802,
-0.18715466558933258,
-0.2549194395542145,
-0.03613267466425896,
0.3103933036327362,
-0.1768813282251358,
0.02480165660381317,
0.29382574558258057,
0.014616279862821102,
0.12317878007888794,
0.32942256331443787,
0.2661987245082855,
-0.024877380579710007,
0.35962387919425964,
0.5256209373474121,
-0.13914157450199127,
0.11163823306560516,
0.09928750991821289,
0.05217079818248749,
-0.14005932211875916,
0.45299869775772095,
0.0762236937880516,
-0.2718214690685272,
0.12588395178318024,
-0.04770516976714134,
0.27665141224861145,
-0.15751537680625916,
0.20040088891983032,
0.1508823037147522,
-0.011542022228240967,
-0.4455277621746063,
-0.4130554497241974,
-0.27738121151924133,
-0.09030332416296005,
-0.1067432388663292,
0.24972686171531677,
0.1305663138628006,
0.07072769105434418,
0.02546253427863121,
-0.15109747648239136,
-0.44374868273735046,
-0.1590643972158432,
0.14141325652599335,
-0.16056331992149353,
0.37821725010871887,
-0.0010160831734538078,
0.1086195707321167,
-0.1879967749118805,
-0.14176034927368164,
0.120771124958992,
-0.07997901737689972,
0.06762685626745224,
0.0823865756392479,
0.11796039342880249,
-0.2823466658592224,
-0.11578545719385147,
0.3545583486557007,
0.3997308909893036,
0.10965439677238464,
-0.239707812666893,
0.2485448718070984,
0.04322684183716774,
0.03912387788295746,
0.10648655891418457,
0.0898064374923706,
0.6819035410881042,
0.16874273121356964,
0.3147776126861572,
0.2592179775238037,
0.1268233209848404,
0.10784688591957092,
0.10415942966938019,
0.3073183596134186,
0.2749001383781433,
-0.11989270895719528,
0.5746303796768188,
0.004650462418794632,
-0.046292565762996674,
0.160800963640213,
-0.07230407744646072,
0.0021943976171314716,
0.195118248462677,
0.18436408042907715,
0.23095563054084778,
0.10548426955938339,
-0.029129110276699066,
0.13742518424987793,
-0.10961244255304337,
-0.4087836742401123,
-0.19725492596626282,
-0.029641319066286087,
0.11118069291114807,
0.2510147988796234,
0.37644195556640625,
0.05145661160349846,
0.40196990966796875,
0.36471861600875854,
-0.026866130530834198,
0.054020196199417114,
-0.10322900861501694,
0.1082211583852768,
-0.06330744177103043,
0.26749905943870544,
-0.1937609612941742,
0.255036860704422,
0.03822052478790283,
-0.21490336954593658,
-0.11972065269947052,
-0.08997281640768051,
-0.19778457283973694,
-0.24247030913829803,
0.21471188962459564,
0.1644732505083084,
-0.2351750135421753,
-0.07191760838031769,
-0.1970384418964386,
0.01569894701242447,
0.4390568733215332,
0.2001238614320755,
0.28690627217292786,
-0.18245108425617218,
0.19463443756103516,
-0.10910962522029877,
0.21637605130672455,
0.25855767726898193,
0.22660744190216064,
-0.34218528866767883,
0.10904555767774582,
0.03981345146894455,
-0.11668280512094498,
0.04494458809494972,
-0.07229777425527573,
-0.004812873899936676,
-0.16039656102657318,
0.26455581188201904,
-0.13444745540618896,
-0.5822239518165588,
-0.44190576672554016,
-0.12037047743797302,
0.2579766511917114,
0.10887201875448227,
-0.054117925465106964,
0.0697704553604126,
0.5817857980728149,
-0.2717616856098175,
0.4083099067211151,
-0.02711765468120575,
0.052056629210710526,
-0.10131357610225677,
-0.3672564923763275,
-0.10547085851430893,
-0.07991085201501846,
0.05924307182431221,
0.20566852390766144,
-0.14825859665870667,
0.20007574558258057,
0.922073483467102,
0.09493041038513184,
-0.0027867257595062256,
0.4048486351966858,
0.27712592482566833,
0.24541743099689484,
0.13617655634880066,
0.0667007714509964,
-0.19590690732002258,
-0.3599347770214081,
0.13059306144714355,
-0.3133780360221863,
0.16375477612018585,
-0.26703542470932007,
-0.26863160729408264,
-0.25197121500968933,
0.2185325175523758,
-0.13722684979438782,
-0.21047325432300568,
0.06692740321159363,
-0.14286445081233978,
-0.0856647789478302,
0.19030477106571198,
-0.09560287743806839,
0.1406773179769516,
-0.05605524778366089,
0.22556519508361816,
-0.3430964946746826,
0.16708917915821075,
-0.05290500074625015,
-0.06315936893224716,
-0.1956762671470642,
0.31289801001548767,
0.15594743192195892,
-0.12685100734233856,
0.125564306974411,
0.37849700450897217,
0.03358055278658867,
-0.0810672789812088,
0.1560998260974884,
0.1437552571296692,
0.6754469871520996,
0.02586822584271431,
0.11472028493881226,
-0.09580861032009125,
0.08522925525903702,
0.034528493881225586,
-0.08139737695455551,
0.4044203758239746,
-0.014498911798000336,
0.08897771686315536,
-0.07287164032459259,
0.21796779334545135,
-0.009565310552716255,
0.14324244856834412,
-0.49943625926971436,
-0.36494889855384827,
-0.07133007049560547,
-0.6047810912132263,
0.05906623229384422,
0.05417204648256302,
-0.1023450642824173,
0.29831621050834656,
0.8135854601860046,
-0.062165211886167526,
0.22434771060943604,
0.06342807412147522,
-0.5847869515419006,
-0.07108046114444733,
0.09869137406349182,
-0.06647920608520508,
0.07498586177825928,
0.15906092524528503,
-0.062230516225099564,
-0.04119448363780975,
-0.12977053225040436,
-0.10507888346910477,
0.4287789762020111,
0.1172078549861908,
-0.19228936731815338,
0.0021012872457504272,
0.29294222593307495,
-0.14966629445552826,
-0.3121330738067627,
0.1960628628730774,
0.041186295449733734,
-0.15696501731872559,
-0.49014905095100403,
-0.16809606552124023,
-0.3303096294403076,
0.05518049746751785,
-0.14650379121303558,
-0.3971273601055145,
-0.42918479442596436,
-0.5818445086479187,
0.29913944005966187,
0.21785269677639008,
-0.12107646465301514,
0.27766507863998413,
0.26535212993621826,
-0.013170525431632996,
-0.019356954842805862,
-0.1536058932542801,
-0.18131032586097717,
-0.30124422907829285,
0.05820051580667496,
-0.06702230870723724,
-0.14954298734664917,
-0.4037238657474518,
0.4190182387828827,
-0.18791145086288452,
-0.1439911425113678,
-0.4498184323310852,
-0.5486642718315125,
0.07766874134540558,
-0.17773012816905975,
0.2345081865787506,
0.18400141596794128,
0.1016925647854805,
-0.20981602370738983,
-0.05181646719574928,
0.43064478039741516,
-0.05999580770730972,
-0.280610591173172,
0.29987818002700806,
0.1383865922689438,
-0.005962608382105827,
-0.32974910736083984,
-0.316876620054245,
-0.15296222269535065,
-0.22852981090545654,
0.10023924708366394,
0.03558195009827614,
-0.0635901391506195,
0.13580314815044403,
-0.21411818265914917,
-0.10286516696214676,
-0.18905943632125854,
-0.10135558992624283,
-0.38789603114128113,
0.0961945652961731,
0.4950709640979767,
-0.1243394985795021,
-0.20544736087322235,
-0.12007994949817657,
0.033842071890830994,
-0.06687876582145691,
-0.23079830408096313,
-0.14142495393753052,
-0.37774980068206787,
-0.03534158319234848,
0.38550257682800293,
0.29644009470939636,
0.18870386481285095,
0.3539368212223053,
0.24889962375164032,
-0.05989845469594002,
-0.15687988698482513,
-0.09652380645275116,
0.27895277738571167,
-0.008042588829994202,
0.37880170345306396,
0.020894084125757217,
-0.030491940677165985,
0.08613939583301544,
0.501072347164154,
0.17155641317367554,
0.16300970315933228,
0.2303636372089386,
-0.09592225402593613,
0.023800678551197052,
-0.244166761636734,
-0.22780418395996094,
-0.184545636177063,
-0.10489729046821594,
0.35315173864364624,
0.0821574255824089,
0.14202988147735596,
0.3522794842720032,
0.21864497661590576,
-0.24046821892261505,
-0.1229269728064537,
-0.5599468350410461,
-0.12860654294490814,
-0.23361974954605103,
-0.14532750844955444,
0.24026921391487122,
0.1279394030570984,
-0.14114411175251007,
-0.026906760409474373,
0.10419711470603943,
0.026510819792747498,
-0.21711283922195435,
0.2973042130470276,
-0.07771215587854385,
-0.13514907658100128,
-0.5053340792655945,
0.2075323462486267,
-0.21846367418766022,
0.17555274069309235,
0.058642420917749405,
-0.254504919052124,
0.10682499408721924,
-0.09826191514730453,
0.36810481548309326,
-0.05594577640295029,
0.06932546943426132,
-0.14579471945762634,
-0.27938103675842285,
-0.417450875043869,
-0.08996932208538055,
-0.2173461616039276,
0.08371318131685257,
0.12925982475280762,
0.8091201186180115,
-0.695732057094574,
-0.16002090275287628,
-0.1641809493303299,
0.003985104616731405,
-0.17544163763523102,
0.3281654417514801,
-0.17326855659484863,
-0.351179838180542,
-0.39895692467689514,
0.018113456666469574,
0.16725482046604156,
0.14010655879974365,
0.11023425310850143,
-0.02575957402586937,
-0.22575703263282776,
-0.23879238963127136,
0.15208569169044495,
-0.028009681031107903,
0.2144310474395752,
-0.33556634187698364,
0.129195898771286,
-0.06710207462310791,
0.40395671129226685,
0.2730534076690674,
0.2072696089744568,
0.02848209999501705,
-0.30705177783966064,
-0.13402974605560303,
-0.2882521152496338,
-0.07515556365251541,
0.3247376084327698,
-0.023080550134181976,
0.16040359437465668,
0.14219412207603455,
0.0895601212978363,
-0.2409123182296753,
-0.11246153712272644,
-0.05539466440677643,
0.04482847824692726,
-0.17645953595638275,
-0.023939913138747215,
0.4684523642063141,
-0.15404336154460907,
-0.12342323362827301,
-0.1313774287700653,
0.6139187812805176,
-0.4877220392227173,
0.17188233137130737,
0.17734649777412415,
0.7831040620803833,
0.21220587193965912,
0.16289609670639038,
0.15655258297920227,
-0.08779202401638031,
0.3518259823322296,
-0.18556377291679382,
-0.036097653210163116,
-0.3548693358898163,
0.41422519087791443,
0.07405886799097061,
0.300214558839798,
0.07930129766464233,
-0.13383735716342926,
-0.25845852494239807,
0.2261369526386261,
-0.12055309116840363,
0.3725423514842987,
-0.4064733684062958,
0.007955972105264664,
-0.4361765682697296,
-0.24234122037887573,
-0.0776275098323822,
0.0935978889465332,
0.010808046907186508,
0.34830957651138306,
0.03973403573036194,
-0.34024322032928467,
-0.13782593607902527,
-0.42077434062957764,
-0.23102959990501404,
-0.22750550508499146,
-0.028169140219688416,
0.14622777700424194,
0.2571813464164734,
0.09120345115661621,
-0.14735783636569977,
-0.05756785348057747,
0.6115730404853821,
0.17133720219135284,
-0.13507063686847687,
-0.012440886348485947,
-0.10348906368017197,
0.04047007858753204,
0.09743021428585052,
0.19386720657348633,
0.13559356331825256,
0.022679995745420456,
-0.1604577749967575,
-0.20317447185516357,
0.03911500424146652,
0.006769057363271713,
-0.13158227503299713,
-0.2147015482187271,
-0.08774392306804657,
-0.4707353413105011,
0.20194552838802338,
-0.23834186792373657,
-0.0017402656376361847,
-0.4046718180179596,
0.0847678929567337,
-0.19969959557056427,
0.015151368454098701,
0.1588408648967743,
0.00048050656914711,
-0.033692002296447754,
-0.14618778228759766,
0.38144516944885254,
-0.06928103417158127,
0.057606182992458344,
0.22615636885166168,
-0.10708090662956238,
-0.2703920006752014,
-0.22340476512908936,
0.42501774430274963,
0.18321484327316284,
-0.705531895160675,
0.25884681940078735,
0.17492641508579254,
-0.3968086242675781,
0.0003419028944335878,
0.1816462129354477,
0.2245016247034073,
0.12878012657165527,
-0.06783851236104965,
-0.3324151933193207,
-0.27804678678512573,
0.5708077549934387,
0.05821764096617699,
0.051635488867759705,
-0.014525095000863075,
-0.09534096717834473,
-0.13577167689800262,
0.12390976399183273,
-0.28852540254592896,
-0.07246465981006622,
-0.16290603578090668,
0.19938945770263672,
-0.027233436703681946,
-0.12769761681556702,
0.010034697130322456,
-0.010665085166692734,
0.1385832279920578,
0.05602698028087616,
-0.11566965281963348,
-0.11973792314529419,
-0.33847275376319885,
0.12031208723783493,
-0.19192296266555786,
0.37056639790534973,
-0.14325889945030212,
0.08132617920637131,
0.17815463244915009,
-0.2169564962387085,
0.2834995687007904,
0.16817274689674377,
0.1265774667263031,
0.30031129717826843,
0.13581740856170654,
0.4748939275741577,
0.06638433039188385,
0.16162647306919098,
0.14422878623008728,
0.39520692825317383,
-0.18976356089115143,
0.1392008364200592,
-0.04888030141592026,
-0.027929678559303284,
-0.4468977153301239,
0.3474297821521759,
0.059853002429008484,
-0.12796732783317566,
0.3741125762462616,
-0.1399315446615219,
0.034175481647253036,
0.31140294671058655,
0.10437431186437607,
-0.059756115078926086,
-0.17072895169258118,
-0.34479600191116333,
-0.05474386364221573,
0.19946694374084473,
-0.29090502858161926,
-0.10094879567623138,
0.10105971992015839,
-0.2627970278263092,
-0.01783088594675064,
0.41599616408348083,
0.37072816491127014,
0.06894038617610931,
-0.11681915819644928,
0.04560581594705582,
0.552326500415802,
-0.18919281661510468,
-0.011498644948005676,
0.601558268070221,
-0.14284662902355194,
0.12337367236614227,
0.2872755825519562,
0.15645809471607208,
0.09583191573619843,
0.6345096230506897,
-0.32398611307144165,
0.098617322742939,
0.30426183342933655,
0.1451965868473053,
0.2441936731338501,
0.36196258664131165,
0.016961248591542244,
0.1799614578485489,
0.03242708742618561,
0.08645293861627579,
0.0027111247181892395,
0.47603681683540344,
-0.15872550010681152,
-0.17345167696475983,
-0.2307991087436676,
0.35560354590415955,
-0.1477254033088684,
-0.21756406128406525,
0.008593443781137466,
-0.18412253260612488,
-0.26782816648483276,
-0.22726009786128998,
-0.011500604450702667,
-0.23187918961048126,
0.38896307349205017,
0.06516028195619583,
-0.036721304059028625,
-0.40351325273513794,
0.3616931140422821,
0.00884414091706276,
0.2285861372947693,
-0.18973158299922943,
0.035802196711301804,
0.29603785276412964,
-0.02716687321662903,
0.09008485078811646,
-0.015430701896548271,
0.31898510456085205,
0.00609450601041317,
-0.15105468034744263,
0.3874685764312744,
-0.1441560685634613,
-0.22683309018611908,
0.01787746325135231,
0.0781596451997757,
0.3161296844482422,
-0.09641829133033752,
0.1274435967206955,
0.07816071808338165,
-0.14135532081127167,
-0.07756508886814117,
-0.04071781411767006,
0.13235746324062347,
0.5186797976493835,
0.760258138179779,
-0.1873173862695694,
-0.2239956259727478,
0.10856499522924423,
-0.10552891343832016,
-0.12444106489419937,
-0.30410686135292053,
0.04269474744796753,
0.17656075954437256,
0.2187161147594452,
-0.2257542759180069,
0.09335287660360336,
-0.10289952158927917,
0.29764994978904724,
0.08023981750011444,
-0.5395777821540833,
0.04434436187148094,
0.23048074543476105,
-0.3085733950138092,
-0.2734270989894867,
0.027397891506552696,
-0.45204466581344604,
0.09309552609920502,
0.16116861999034882,
0.23871782422065735,
0.02959444746375084,
-0.0821370929479599,
-0.20125563442707062,
0.2603830099105835,
0.07483070343732834,
-0.12321333587169647,
0.4152069687843323,
0.442526638507843,
0.13550856709480286,
0.08118726313114166,
-0.1976790726184845,
0.3396209478378296,
-0.18803386390209198,
-0.059397079050540924,
-0.017268940806388855,
0.32049867510795593,
0.3657531440258026,
-0.18470196425914764,
-0.022421710193157196,
0.21452204883098602,
0.12889006733894348,
-0.15571290254592896,
0.04920361191034317,
0.002594307065010071,
-0.4071201980113983,
-0.1541033536195755,
0.015843547880649567,
-0.20034663379192352,
0.1886230707168579,
-0.018865954130887985,
-0.5630174875259399,
-0.14310403168201447,
0.3746544122695923,
-0.11806495487689972,
-0.2257164865732193,
-0.11160416156053543,
0.18229639530181885,
-0.2032099962234497,
-0.03979463130235672,
-0.03311075642704964,
0.13642430305480957,
0.008160699158906937,
0.13198243081569672,
-0.14661571383476257,
-0.6838000416755676,
0.4478956162929535,
-0.10059604793787003,
-0.289949506521225,
-0.08390401303768158,
0.47123563289642334,
0.34284600615501404,
-0.17534109950065613,
-0.5981260538101196,
-0.07344970107078552,
0.2002929151058197,
-0.05075186491012573,
-0.4972931146621704,
0.3304708003997803,
0.18413126468658447,
-0.06452198326587677,
-0.15211233496665955,
-0.01733146607875824,
-0.10313817113637924,
-0.019048286601901054,
0.18016833066940308,
-0.014821471646428108
] |
https://github.com/huggingface/datasets/issues/5275 | YAML integer keys are not preserved Hub server-side | So, is it OK to make the bulk edit on the Hub now or should we wait longer? If the latter, how long? | After an internal discussion (https://github.com/huggingface/moon-landing/issues/4563):
- YAML integer keys are not preserved server-side: they are transformed to strings
- See for example this Hub PR: https://huggingface.co/datasets/acronym_identification/discussions/1/files
- Original:
```yaml
class_label:
names:
0: B-long
1: B-short
```
- Returned by the server:
```yaml
class_label:
names:
'0': B-long
'1': B-short
```
- They are planning to enforce only string keys
- Other projects already use interger-transformed-to string keys: e.g. `transformers` models `id2label`: https://huggingface.co/roberta-large-mnli/blob/main/config.json
```yaml
"id2label": {
"0": "CONTRADICTION",
"1": "NEUTRAL",
"2": "ENTAILMENT"
}
```
On the other hand, at `datasets` we are currently using YAML integer keys for `dataset_info` `class_label`.
Please note (thanks @lhoestq for pointing out) that previous versions (2.6 and 2.7) of `datasets` need being patched:
```python
In [18]: Features._from_yaml_list([{'dtype': {'class_label': {'names': {'0': 'neg', '1': 'pos'}}}, 'name': 'label'}])
---------------------------------------------------------------------------
TypeError Traceback (most recent call last)
<ipython-input-18-974f07eea526> in <module>
----> 1 Features._from_yaml_list(ry)
~/Desktop/hf/nlp/src/datasets/features/features.py in _from_yaml_list(cls, yaml_data)
1743 raise TypeError(f"Expected a dict or a list but got {type(obj)}: {obj}")
1744
-> 1745 return cls.from_dict(from_yaml_inner(yaml_data))
1746
1747 def encode_example(self, example):
~/Desktop/hf/nlp/src/datasets/features/features.py in from_yaml_inner(obj)
1739 elif isinstance(obj, list):
1740 names = [_feature.pop("name") for _feature in obj]
-> 1741 return {name: from_yaml_inner(_feature) for name, _feature in zip(names, obj)}
1742 else:
1743 raise TypeError(f"Expected a dict or a list but got {type(obj)}: {obj}")
~/Desktop/hf/nlp/src/datasets/features/features.py in <dictcomp>(.0)
1739 elif isinstance(obj, list):
1740 names = [_feature.pop("name") for _feature in obj]
-> 1741 return {name: from_yaml_inner(_feature) for name, _feature in zip(names, obj)}
1742 else:
1743 raise TypeError(f"Expected a dict or a list but got {type(obj)}: {obj}")
~/Desktop/hf/nlp/src/datasets/features/features.py in from_yaml_inner(obj)
1734 return {"_type": snakecase_to_camelcase(obj["dtype"])}
1735 else:
-> 1736 return from_yaml_inner(obj["dtype"])
1737 else:
1738 return {"_type": snakecase_to_camelcase(_type), **unsimplify(obj)[_type]}
~/Desktop/hf/nlp/src/datasets/features/features.py in from_yaml_inner(obj)
1736 return from_yaml_inner(obj["dtype"])
1737 else:
-> 1738 return {"_type": snakecase_to_camelcase(_type), **unsimplify(obj)[_type]}
1739 elif isinstance(obj, list):
1740 names = [_feature.pop("name") for _feature in obj]
~/Desktop/hf/nlp/src/datasets/features/features.py in unsimplify(feature)
1704 if isinstance(feature.get("class_label"), dict) and isinstance(feature["class_label"].get("names"), dict):
1705 label_ids = sorted(feature["class_label"]["names"])
-> 1706 if label_ids and label_ids != list(range(label_ids[-1] + 1)):
1707 raise ValueError(
1708 f"ClassLabel expected a value for all label ids [0:{label_ids[-1] + 1}] but some ids are missing."
TypeError: can only concatenate str (not "int") to str
```
TODO:
- [x] Remove YAML integer keys from `dataset_info` metadata
- [x] Make a patch release for affected `datasets` versions: 2.6 and 2.7
- [x] Communicate on the fix
- [x] Wait for adoption
- [x] Bulk edit the Hub to fix this in all canonical datasets | 23 | YAML integer keys are not preserved Hub server-side
After an internal discussion (https://github.com/huggingface/moon-landing/issues/4563):
- YAML integer keys are not preserved server-side: they are transformed to strings
- See for example this Hub PR: https://huggingface.co/datasets/acronym_identification/discussions/1/files
- Original:
```yaml
class_label:
names:
0: B-long
1: B-short
```
- Returned by the server:
```yaml
class_label:
names:
'0': B-long
'1': B-short
```
- They are planning to enforce only string keys
- Other projects already use interger-transformed-to string keys: e.g. `transformers` models `id2label`: https://huggingface.co/roberta-large-mnli/blob/main/config.json
```yaml
"id2label": {
"0": "CONTRADICTION",
"1": "NEUTRAL",
"2": "ENTAILMENT"
}
```
On the other hand, at `datasets` we are currently using YAML integer keys for `dataset_info` `class_label`.
Please note (thanks @lhoestq for pointing out) that previous versions (2.6 and 2.7) of `datasets` need being patched:
```python
In [18]: Features._from_yaml_list([{'dtype': {'class_label': {'names': {'0': 'neg', '1': 'pos'}}}, 'name': 'label'}])
---------------------------------------------------------------------------
TypeError Traceback (most recent call last)
<ipython-input-18-974f07eea526> in <module>
----> 1 Features._from_yaml_list(ry)
~/Desktop/hf/nlp/src/datasets/features/features.py in _from_yaml_list(cls, yaml_data)
1743 raise TypeError(f"Expected a dict or a list but got {type(obj)}: {obj}")
1744
-> 1745 return cls.from_dict(from_yaml_inner(yaml_data))
1746
1747 def encode_example(self, example):
~/Desktop/hf/nlp/src/datasets/features/features.py in from_yaml_inner(obj)
1739 elif isinstance(obj, list):
1740 names = [_feature.pop("name") for _feature in obj]
-> 1741 return {name: from_yaml_inner(_feature) for name, _feature in zip(names, obj)}
1742 else:
1743 raise TypeError(f"Expected a dict or a list but got {type(obj)}: {obj}")
~/Desktop/hf/nlp/src/datasets/features/features.py in <dictcomp>(.0)
1739 elif isinstance(obj, list):
1740 names = [_feature.pop("name") for _feature in obj]
-> 1741 return {name: from_yaml_inner(_feature) for name, _feature in zip(names, obj)}
1742 else:
1743 raise TypeError(f"Expected a dict or a list but got {type(obj)}: {obj}")
~/Desktop/hf/nlp/src/datasets/features/features.py in from_yaml_inner(obj)
1734 return {"_type": snakecase_to_camelcase(obj["dtype"])}
1735 else:
-> 1736 return from_yaml_inner(obj["dtype"])
1737 else:
1738 return {"_type": snakecase_to_camelcase(_type), **unsimplify(obj)[_type]}
~/Desktop/hf/nlp/src/datasets/features/features.py in from_yaml_inner(obj)
1736 return from_yaml_inner(obj["dtype"])
1737 else:
-> 1738 return {"_type": snakecase_to_camelcase(_type), **unsimplify(obj)[_type]}
1739 elif isinstance(obj, list):
1740 names = [_feature.pop("name") for _feature in obj]
~/Desktop/hf/nlp/src/datasets/features/features.py in unsimplify(feature)
1704 if isinstance(feature.get("class_label"), dict) and isinstance(feature["class_label"].get("names"), dict):
1705 label_ids = sorted(feature["class_label"]["names"])
-> 1706 if label_ids and label_ids != list(range(label_ids[-1] + 1)):
1707 raise ValueError(
1708 f"ClassLabel expected a value for all label ids [0:{label_ids[-1] + 1}] but some ids are missing."
TypeError: can only concatenate str (not "int") to str
```
TODO:
- [x] Remove YAML integer keys from `dataset_info` metadata
- [x] Make a patch release for affected `datasets` versions: 2.6 and 2.7
- [x] Communicate on the fix
- [x] Wait for adoption
- [x] Bulk edit the Hub to fix this in all canonical datasets
So, is it OK to make the bulk edit on the Hub now or should we wait longer? If the latter, how long? | [
-0.026737648993730545,
-0.3303128480911255,
0.08248203992843628,
0.08531197905540466,
0.39381879568099976,
-0.08466369658708572,
0.458366721868515,
0.06925182044506073,
0.2985337972640991,
-0.023020446300506592,
-0.12341997772455215,
0.2475965917110443,
-0.23985113203525543,
0.1638866662979126,
0.15535730123519897,
0.36683666706085205,
0.12507669627666473,
-0.10256288945674896,
-0.2398647964000702,
0.004256166517734528,
-0.41567960381507874,
0.19870969653129578,
0.07544329762458801,
0.08714699000120163,
-0.40553197264671326,
0.11862296611070633,
0.09829027950763702,
0.008142564445734024,
-0.14831911027431488,
-0.40838485956192017,
0.26635435223579407,
-0.012723639607429504,
-0.16873283684253693,
-0.19519808888435364,
-0.00011659381561912596,
-0.029709327965974808,
0.32210981845855713,
-0.08543039858341217,
-0.4607383608818054,
0.19780296087265015,
0.10990168899297714,
-0.1473723202943802,
-0.18715466558933258,
-0.2549194395542145,
-0.03613267466425896,
0.3103933036327362,
-0.1768813282251358,
0.02480165660381317,
0.29382574558258057,
0.014616279862821102,
0.12317878007888794,
0.32942256331443787,
0.2661987245082855,
-0.024877380579710007,
0.35962387919425964,
0.5256209373474121,
-0.13914157450199127,
0.11163823306560516,
0.09928750991821289,
0.05217079818248749,
-0.14005932211875916,
0.45299869775772095,
0.0762236937880516,
-0.2718214690685272,
0.12588395178318024,
-0.04770516976714134,
0.27665141224861145,
-0.15751537680625916,
0.20040088891983032,
0.1508823037147522,
-0.011542022228240967,
-0.4455277621746063,
-0.4130554497241974,
-0.27738121151924133,
-0.09030332416296005,
-0.1067432388663292,
0.24972686171531677,
0.1305663138628006,
0.07072769105434418,
0.02546253427863121,
-0.15109747648239136,
-0.44374868273735046,
-0.1590643972158432,
0.14141325652599335,
-0.16056331992149353,
0.37821725010871887,
-0.0010160831734538078,
0.1086195707321167,
-0.1879967749118805,
-0.14176034927368164,
0.120771124958992,
-0.07997901737689972,
0.06762685626745224,
0.0823865756392479,
0.11796039342880249,
-0.2823466658592224,
-0.11578545719385147,
0.3545583486557007,
0.3997308909893036,
0.10965439677238464,
-0.239707812666893,
0.2485448718070984,
0.04322684183716774,
0.03912387788295746,
0.10648655891418457,
0.0898064374923706,
0.6819035410881042,
0.16874273121356964,
0.3147776126861572,
0.2592179775238037,
0.1268233209848404,
0.10784688591957092,
0.10415942966938019,
0.3073183596134186,
0.2749001383781433,
-0.11989270895719528,
0.5746303796768188,
0.004650462418794632,
-0.046292565762996674,
0.160800963640213,
-0.07230407744646072,
0.0021943976171314716,
0.195118248462677,
0.18436408042907715,
0.23095563054084778,
0.10548426955938339,
-0.029129110276699066,
0.13742518424987793,
-0.10961244255304337,
-0.4087836742401123,
-0.19725492596626282,
-0.029641319066286087,
0.11118069291114807,
0.2510147988796234,
0.37644195556640625,
0.05145661160349846,
0.40196990966796875,
0.36471861600875854,
-0.026866130530834198,
0.054020196199417114,
-0.10322900861501694,
0.1082211583852768,
-0.06330744177103043,
0.26749905943870544,
-0.1937609612941742,
0.255036860704422,
0.03822052478790283,
-0.21490336954593658,
-0.11972065269947052,
-0.08997281640768051,
-0.19778457283973694,
-0.24247030913829803,
0.21471188962459564,
0.1644732505083084,
-0.2351750135421753,
-0.07191760838031769,
-0.1970384418964386,
0.01569894701242447,
0.4390568733215332,
0.2001238614320755,
0.28690627217292786,
-0.18245108425617218,
0.19463443756103516,
-0.10910962522029877,
0.21637605130672455,
0.25855767726898193,
0.22660744190216064,
-0.34218528866767883,
0.10904555767774582,
0.03981345146894455,
-0.11668280512094498,
0.04494458809494972,
-0.07229777425527573,
-0.004812873899936676,
-0.16039656102657318,
0.26455581188201904,
-0.13444745540618896,
-0.5822239518165588,
-0.44190576672554016,
-0.12037047743797302,
0.2579766511917114,
0.10887201875448227,
-0.054117925465106964,
0.0697704553604126,
0.5817857980728149,
-0.2717616856098175,
0.4083099067211151,
-0.02711765468120575,
0.052056629210710526,
-0.10131357610225677,
-0.3672564923763275,
-0.10547085851430893,
-0.07991085201501846,
0.05924307182431221,
0.20566852390766144,
-0.14825859665870667,
0.20007574558258057,
0.922073483467102,
0.09493041038513184,
-0.0027867257595062256,
0.4048486351966858,
0.27712592482566833,
0.24541743099689484,
0.13617655634880066,
0.0667007714509964,
-0.19590690732002258,
-0.3599347770214081,
0.13059306144714355,
-0.3133780360221863,
0.16375477612018585,
-0.26703542470932007,
-0.26863160729408264,
-0.25197121500968933,
0.2185325175523758,
-0.13722684979438782,
-0.21047325432300568,
0.06692740321159363,
-0.14286445081233978,
-0.0856647789478302,
0.19030477106571198,
-0.09560287743806839,
0.1406773179769516,
-0.05605524778366089,
0.22556519508361816,
-0.3430964946746826,
0.16708917915821075,
-0.05290500074625015,
-0.06315936893224716,
-0.1956762671470642,
0.31289801001548767,
0.15594743192195892,
-0.12685100734233856,
0.125564306974411,
0.37849700450897217,
0.03358055278658867,
-0.0810672789812088,
0.1560998260974884,
0.1437552571296692,
0.6754469871520996,
0.02586822584271431,
0.11472028493881226,
-0.09580861032009125,
0.08522925525903702,
0.034528493881225586,
-0.08139737695455551,
0.4044203758239746,
-0.014498911798000336,
0.08897771686315536,
-0.07287164032459259,
0.21796779334545135,
-0.009565310552716255,
0.14324244856834412,
-0.49943625926971436,
-0.36494889855384827,
-0.07133007049560547,
-0.6047810912132263,
0.05906623229384422,
0.05417204648256302,
-0.1023450642824173,
0.29831621050834656,
0.8135854601860046,
-0.062165211886167526,
0.22434771060943604,
0.06342807412147522,
-0.5847869515419006,
-0.07108046114444733,
0.09869137406349182,
-0.06647920608520508,
0.07498586177825928,
0.15906092524528503,
-0.062230516225099564,
-0.04119448363780975,
-0.12977053225040436,
-0.10507888346910477,
0.4287789762020111,
0.1172078549861908,
-0.19228936731815338,
0.0021012872457504272,
0.29294222593307495,
-0.14966629445552826,
-0.3121330738067627,
0.1960628628730774,
0.041186295449733734,
-0.15696501731872559,
-0.49014905095100403,
-0.16809606552124023,
-0.3303096294403076,
0.05518049746751785,
-0.14650379121303558,
-0.3971273601055145,
-0.42918479442596436,
-0.5818445086479187,
0.29913944005966187,
0.21785269677639008,
-0.12107646465301514,
0.27766507863998413,
0.26535212993621826,
-0.013170525431632996,
-0.019356954842805862,
-0.1536058932542801,
-0.18131032586097717,
-0.30124422907829285,
0.05820051580667496,
-0.06702230870723724,
-0.14954298734664917,
-0.4037238657474518,
0.4190182387828827,
-0.18791145086288452,
-0.1439911425113678,
-0.4498184323310852,
-0.5486642718315125,
0.07766874134540558,
-0.17773012816905975,
0.2345081865787506,
0.18400141596794128,
0.1016925647854805,
-0.20981602370738983,
-0.05181646719574928,
0.43064478039741516,
-0.05999580770730972,
-0.280610591173172,
0.29987818002700806,
0.1383865922689438,
-0.005962608382105827,
-0.32974910736083984,
-0.316876620054245,
-0.15296222269535065,
-0.22852981090545654,
0.10023924708366394,
0.03558195009827614,
-0.0635901391506195,
0.13580314815044403,
-0.21411818265914917,
-0.10286516696214676,
-0.18905943632125854,
-0.10135558992624283,
-0.38789603114128113,
0.0961945652961731,
0.4950709640979767,
-0.1243394985795021,
-0.20544736087322235,
-0.12007994949817657,
0.033842071890830994,
-0.06687876582145691,
-0.23079830408096313,
-0.14142495393753052,
-0.37774980068206787,
-0.03534158319234848,
0.38550257682800293,
0.29644009470939636,
0.18870386481285095,
0.3539368212223053,
0.24889962375164032,
-0.05989845469594002,
-0.15687988698482513,
-0.09652380645275116,
0.27895277738571167,
-0.008042588829994202,
0.37880170345306396,
0.020894084125757217,
-0.030491940677165985,
0.08613939583301544,
0.501072347164154,
0.17155641317367554,
0.16300970315933228,
0.2303636372089386,
-0.09592225402593613,
0.023800678551197052,
-0.244166761636734,
-0.22780418395996094,
-0.184545636177063,
-0.10489729046821594,
0.35315173864364624,
0.0821574255824089,
0.14202988147735596,
0.3522794842720032,
0.21864497661590576,
-0.24046821892261505,
-0.1229269728064537,
-0.5599468350410461,
-0.12860654294490814,
-0.23361974954605103,
-0.14532750844955444,
0.24026921391487122,
0.1279394030570984,
-0.14114411175251007,
-0.026906760409474373,
0.10419711470603943,
0.026510819792747498,
-0.21711283922195435,
0.2973042130470276,
-0.07771215587854385,
-0.13514907658100128,
-0.5053340792655945,
0.2075323462486267,
-0.21846367418766022,
0.17555274069309235,
0.058642420917749405,
-0.254504919052124,
0.10682499408721924,
-0.09826191514730453,
0.36810481548309326,
-0.05594577640295029,
0.06932546943426132,
-0.14579471945762634,
-0.27938103675842285,
-0.417450875043869,
-0.08996932208538055,
-0.2173461616039276,
0.08371318131685257,
0.12925982475280762,
0.8091201186180115,
-0.695732057094574,
-0.16002090275287628,
-0.1641809493303299,
0.003985104616731405,
-0.17544163763523102,
0.3281654417514801,
-0.17326855659484863,
-0.351179838180542,
-0.39895692467689514,
0.018113456666469574,
0.16725482046604156,
0.14010655879974365,
0.11023425310850143,
-0.02575957402586937,
-0.22575703263282776,
-0.23879238963127136,
0.15208569169044495,
-0.028009681031107903,
0.2144310474395752,
-0.33556634187698364,
0.129195898771286,
-0.06710207462310791,
0.40395671129226685,
0.2730534076690674,
0.2072696089744568,
0.02848209999501705,
-0.30705177783966064,
-0.13402974605560303,
-0.2882521152496338,
-0.07515556365251541,
0.3247376084327698,
-0.023080550134181976,
0.16040359437465668,
0.14219412207603455,
0.0895601212978363,
-0.2409123182296753,
-0.11246153712272644,
-0.05539466440677643,
0.04482847824692726,
-0.17645953595638275,
-0.023939913138747215,
0.4684523642063141,
-0.15404336154460907,
-0.12342323362827301,
-0.1313774287700653,
0.6139187812805176,
-0.4877220392227173,
0.17188233137130737,
0.17734649777412415,
0.7831040620803833,
0.21220587193965912,
0.16289609670639038,
0.15655258297920227,
-0.08779202401638031,
0.3518259823322296,
-0.18556377291679382,
-0.036097653210163116,
-0.3548693358898163,
0.41422519087791443,
0.07405886799097061,
0.300214558839798,
0.07930129766464233,
-0.13383735716342926,
-0.25845852494239807,
0.2261369526386261,
-0.12055309116840363,
0.3725423514842987,
-0.4064733684062958,
0.007955972105264664,
-0.4361765682697296,
-0.24234122037887573,
-0.0776275098323822,
0.0935978889465332,
0.010808046907186508,
0.34830957651138306,
0.03973403573036194,
-0.34024322032928467,
-0.13782593607902527,
-0.42077434062957764,
-0.23102959990501404,
-0.22750550508499146,
-0.028169140219688416,
0.14622777700424194,
0.2571813464164734,
0.09120345115661621,
-0.14735783636569977,
-0.05756785348057747,
0.6115730404853821,
0.17133720219135284,
-0.13507063686847687,
-0.012440886348485947,
-0.10348906368017197,
0.04047007858753204,
0.09743021428585052,
0.19386720657348633,
0.13559356331825256,
0.022679995745420456,
-0.1604577749967575,
-0.20317447185516357,
0.03911500424146652,
0.006769057363271713,
-0.13158227503299713,
-0.2147015482187271,
-0.08774392306804657,
-0.4707353413105011,
0.20194552838802338,
-0.23834186792373657,
-0.0017402656376361847,
-0.4046718180179596,
0.0847678929567337,
-0.19969959557056427,
0.015151368454098701,
0.1588408648967743,
0.00048050656914711,
-0.033692002296447754,
-0.14618778228759766,
0.38144516944885254,
-0.06928103417158127,
0.057606182992458344,
0.22615636885166168,
-0.10708090662956238,
-0.2703920006752014,
-0.22340476512908936,
0.42501774430274963,
0.18321484327316284,
-0.705531895160675,
0.25884681940078735,
0.17492641508579254,
-0.3968086242675781,
0.0003419028944335878,
0.1816462129354477,
0.2245016247034073,
0.12878012657165527,
-0.06783851236104965,
-0.3324151933193207,
-0.27804678678512573,
0.5708077549934387,
0.05821764096617699,
0.051635488867759705,
-0.014525095000863075,
-0.09534096717834473,
-0.13577167689800262,
0.12390976399183273,
-0.28852540254592896,
-0.07246465981006622,
-0.16290603578090668,
0.19938945770263672,
-0.027233436703681946,
-0.12769761681556702,
0.010034697130322456,
-0.010665085166692734,
0.1385832279920578,
0.05602698028087616,
-0.11566965281963348,
-0.11973792314529419,
-0.33847275376319885,
0.12031208723783493,
-0.19192296266555786,
0.37056639790534973,
-0.14325889945030212,
0.08132617920637131,
0.17815463244915009,
-0.2169564962387085,
0.2834995687007904,
0.16817274689674377,
0.1265774667263031,
0.30031129717826843,
0.13581740856170654,
0.4748939275741577,
0.06638433039188385,
0.16162647306919098,
0.14422878623008728,
0.39520692825317383,
-0.18976356089115143,
0.1392008364200592,
-0.04888030141592026,
-0.027929678559303284,
-0.4468977153301239,
0.3474297821521759,
0.059853002429008484,
-0.12796732783317566,
0.3741125762462616,
-0.1399315446615219,
0.034175481647253036,
0.31140294671058655,
0.10437431186437607,
-0.059756115078926086,
-0.17072895169258118,
-0.34479600191116333,
-0.05474386364221573,
0.19946694374084473,
-0.29090502858161926,
-0.10094879567623138,
0.10105971992015839,
-0.2627970278263092,
-0.01783088594675064,
0.41599616408348083,
0.37072816491127014,
0.06894038617610931,
-0.11681915819644928,
0.04560581594705582,
0.552326500415802,
-0.18919281661510468,
-0.011498644948005676,
0.601558268070221,
-0.14284662902355194,
0.12337367236614227,
0.2872755825519562,
0.15645809471607208,
0.09583191573619843,
0.6345096230506897,
-0.32398611307144165,
0.098617322742939,
0.30426183342933655,
0.1451965868473053,
0.2441936731338501,
0.36196258664131165,
0.016961248591542244,
0.1799614578485489,
0.03242708742618561,
0.08645293861627579,
0.0027111247181892395,
0.47603681683540344,
-0.15872550010681152,
-0.17345167696475983,
-0.2307991087436676,
0.35560354590415955,
-0.1477254033088684,
-0.21756406128406525,
0.008593443781137466,
-0.18412253260612488,
-0.26782816648483276,
-0.22726009786128998,
-0.011500604450702667,
-0.23187918961048126,
0.38896307349205017,
0.06516028195619583,
-0.036721304059028625,
-0.40351325273513794,
0.3616931140422821,
0.00884414091706276,
0.2285861372947693,
-0.18973158299922943,
0.035802196711301804,
0.29603785276412964,
-0.02716687321662903,
0.09008485078811646,
-0.015430701896548271,
0.31898510456085205,
0.00609450601041317,
-0.15105468034744263,
0.3874685764312744,
-0.1441560685634613,
-0.22683309018611908,
0.01787746325135231,
0.0781596451997757,
0.3161296844482422,
-0.09641829133033752,
0.1274435967206955,
0.07816071808338165,
-0.14135532081127167,
-0.07756508886814117,
-0.04071781411767006,
0.13235746324062347,
0.5186797976493835,
0.760258138179779,
-0.1873173862695694,
-0.2239956259727478,
0.10856499522924423,
-0.10552891343832016,
-0.12444106489419937,
-0.30410686135292053,
0.04269474744796753,
0.17656075954437256,
0.2187161147594452,
-0.2257542759180069,
0.09335287660360336,
-0.10289952158927917,
0.29764994978904724,
0.08023981750011444,
-0.5395777821540833,
0.04434436187148094,
0.23048074543476105,
-0.3085733950138092,
-0.2734270989894867,
0.027397891506552696,
-0.45204466581344604,
0.09309552609920502,
0.16116861999034882,
0.23871782422065735,
0.02959444746375084,
-0.0821370929479599,
-0.20125563442707062,
0.2603830099105835,
0.07483070343732834,
-0.12321333587169647,
0.4152069687843323,
0.442526638507843,
0.13550856709480286,
0.08118726313114166,
-0.1976790726184845,
0.3396209478378296,
-0.18803386390209198,
-0.059397079050540924,
-0.017268940806388855,
0.32049867510795593,
0.3657531440258026,
-0.18470196425914764,
-0.022421710193157196,
0.21452204883098602,
0.12889006733894348,
-0.15571290254592896,
0.04920361191034317,
0.002594307065010071,
-0.4071201980113983,
-0.1541033536195755,
0.015843547880649567,
-0.20034663379192352,
0.1886230707168579,
-0.018865954130887985,
-0.5630174875259399,
-0.14310403168201447,
0.3746544122695923,
-0.11806495487689972,
-0.2257164865732193,
-0.11160416156053543,
0.18229639530181885,
-0.2032099962234497,
-0.03979463130235672,
-0.03311075642704964,
0.13642430305480957,
0.008160699158906937,
0.13198243081569672,
-0.14661571383476257,
-0.6838000416755676,
0.4478956162929535,
-0.10059604793787003,
-0.289949506521225,
-0.08390401303768158,
0.47123563289642334,
0.34284600615501404,
-0.17534109950065613,
-0.5981260538101196,
-0.07344970107078552,
0.2002929151058197,
-0.05075186491012573,
-0.4972931146621704,
0.3304708003997803,
0.18413126468658447,
-0.06452198326587677,
-0.15211233496665955,
-0.01733146607875824,
-0.10313817113637924,
-0.019048286601901054,
0.18016833066940308,
-0.014821471646428108
] |
https://github.com/huggingface/datasets/issues/5275 | YAML integer keys are not preserved Hub server-side | I think we can do it. If you want to be extra cautious you can do it for all datasets except imdb and conllpp for now which are actively used by 2.6.1 users. For those two we can keep the YAML like this for some more time, or alternatively use the old dataset_infos.json file | After an internal discussion (https://github.com/huggingface/moon-landing/issues/4563):
- YAML integer keys are not preserved server-side: they are transformed to strings
- See for example this Hub PR: https://huggingface.co/datasets/acronym_identification/discussions/1/files
- Original:
```yaml
class_label:
names:
0: B-long
1: B-short
```
- Returned by the server:
```yaml
class_label:
names:
'0': B-long
'1': B-short
```
- They are planning to enforce only string keys
- Other projects already use interger-transformed-to string keys: e.g. `transformers` models `id2label`: https://huggingface.co/roberta-large-mnli/blob/main/config.json
```yaml
"id2label": {
"0": "CONTRADICTION",
"1": "NEUTRAL",
"2": "ENTAILMENT"
}
```
On the other hand, at `datasets` we are currently using YAML integer keys for `dataset_info` `class_label`.
Please note (thanks @lhoestq for pointing out) that previous versions (2.6 and 2.7) of `datasets` need being patched:
```python
In [18]: Features._from_yaml_list([{'dtype': {'class_label': {'names': {'0': 'neg', '1': 'pos'}}}, 'name': 'label'}])
---------------------------------------------------------------------------
TypeError Traceback (most recent call last)
<ipython-input-18-974f07eea526> in <module>
----> 1 Features._from_yaml_list(ry)
~/Desktop/hf/nlp/src/datasets/features/features.py in _from_yaml_list(cls, yaml_data)
1743 raise TypeError(f"Expected a dict or a list but got {type(obj)}: {obj}")
1744
-> 1745 return cls.from_dict(from_yaml_inner(yaml_data))
1746
1747 def encode_example(self, example):
~/Desktop/hf/nlp/src/datasets/features/features.py in from_yaml_inner(obj)
1739 elif isinstance(obj, list):
1740 names = [_feature.pop("name") for _feature in obj]
-> 1741 return {name: from_yaml_inner(_feature) for name, _feature in zip(names, obj)}
1742 else:
1743 raise TypeError(f"Expected a dict or a list but got {type(obj)}: {obj}")
~/Desktop/hf/nlp/src/datasets/features/features.py in <dictcomp>(.0)
1739 elif isinstance(obj, list):
1740 names = [_feature.pop("name") for _feature in obj]
-> 1741 return {name: from_yaml_inner(_feature) for name, _feature in zip(names, obj)}
1742 else:
1743 raise TypeError(f"Expected a dict or a list but got {type(obj)}: {obj}")
~/Desktop/hf/nlp/src/datasets/features/features.py in from_yaml_inner(obj)
1734 return {"_type": snakecase_to_camelcase(obj["dtype"])}
1735 else:
-> 1736 return from_yaml_inner(obj["dtype"])
1737 else:
1738 return {"_type": snakecase_to_camelcase(_type), **unsimplify(obj)[_type]}
~/Desktop/hf/nlp/src/datasets/features/features.py in from_yaml_inner(obj)
1736 return from_yaml_inner(obj["dtype"])
1737 else:
-> 1738 return {"_type": snakecase_to_camelcase(_type), **unsimplify(obj)[_type]}
1739 elif isinstance(obj, list):
1740 names = [_feature.pop("name") for _feature in obj]
~/Desktop/hf/nlp/src/datasets/features/features.py in unsimplify(feature)
1704 if isinstance(feature.get("class_label"), dict) and isinstance(feature["class_label"].get("names"), dict):
1705 label_ids = sorted(feature["class_label"]["names"])
-> 1706 if label_ids and label_ids != list(range(label_ids[-1] + 1)):
1707 raise ValueError(
1708 f"ClassLabel expected a value for all label ids [0:{label_ids[-1] + 1}] but some ids are missing."
TypeError: can only concatenate str (not "int") to str
```
TODO:
- [x] Remove YAML integer keys from `dataset_info` metadata
- [x] Make a patch release for affected `datasets` versions: 2.6 and 2.7
- [x] Communicate on the fix
- [x] Wait for adoption
- [x] Bulk edit the Hub to fix this in all canonical datasets | 54 | YAML integer keys are not preserved Hub server-side
After an internal discussion (https://github.com/huggingface/moon-landing/issues/4563):
- YAML integer keys are not preserved server-side: they are transformed to strings
- See for example this Hub PR: https://huggingface.co/datasets/acronym_identification/discussions/1/files
- Original:
```yaml
class_label:
names:
0: B-long
1: B-short
```
- Returned by the server:
```yaml
class_label:
names:
'0': B-long
'1': B-short
```
- They are planning to enforce only string keys
- Other projects already use interger-transformed-to string keys: e.g. `transformers` models `id2label`: https://huggingface.co/roberta-large-mnli/blob/main/config.json
```yaml
"id2label": {
"0": "CONTRADICTION",
"1": "NEUTRAL",
"2": "ENTAILMENT"
}
```
On the other hand, at `datasets` we are currently using YAML integer keys for `dataset_info` `class_label`.
Please note (thanks @lhoestq for pointing out) that previous versions (2.6 and 2.7) of `datasets` need being patched:
```python
In [18]: Features._from_yaml_list([{'dtype': {'class_label': {'names': {'0': 'neg', '1': 'pos'}}}, 'name': 'label'}])
---------------------------------------------------------------------------
TypeError Traceback (most recent call last)
<ipython-input-18-974f07eea526> in <module>
----> 1 Features._from_yaml_list(ry)
~/Desktop/hf/nlp/src/datasets/features/features.py in _from_yaml_list(cls, yaml_data)
1743 raise TypeError(f"Expected a dict or a list but got {type(obj)}: {obj}")
1744
-> 1745 return cls.from_dict(from_yaml_inner(yaml_data))
1746
1747 def encode_example(self, example):
~/Desktop/hf/nlp/src/datasets/features/features.py in from_yaml_inner(obj)
1739 elif isinstance(obj, list):
1740 names = [_feature.pop("name") for _feature in obj]
-> 1741 return {name: from_yaml_inner(_feature) for name, _feature in zip(names, obj)}
1742 else:
1743 raise TypeError(f"Expected a dict or a list but got {type(obj)}: {obj}")
~/Desktop/hf/nlp/src/datasets/features/features.py in <dictcomp>(.0)
1739 elif isinstance(obj, list):
1740 names = [_feature.pop("name") for _feature in obj]
-> 1741 return {name: from_yaml_inner(_feature) for name, _feature in zip(names, obj)}
1742 else:
1743 raise TypeError(f"Expected a dict or a list but got {type(obj)}: {obj}")
~/Desktop/hf/nlp/src/datasets/features/features.py in from_yaml_inner(obj)
1734 return {"_type": snakecase_to_camelcase(obj["dtype"])}
1735 else:
-> 1736 return from_yaml_inner(obj["dtype"])
1737 else:
1738 return {"_type": snakecase_to_camelcase(_type), **unsimplify(obj)[_type]}
~/Desktop/hf/nlp/src/datasets/features/features.py in from_yaml_inner(obj)
1736 return from_yaml_inner(obj["dtype"])
1737 else:
-> 1738 return {"_type": snakecase_to_camelcase(_type), **unsimplify(obj)[_type]}
1739 elif isinstance(obj, list):
1740 names = [_feature.pop("name") for _feature in obj]
~/Desktop/hf/nlp/src/datasets/features/features.py in unsimplify(feature)
1704 if isinstance(feature.get("class_label"), dict) and isinstance(feature["class_label"].get("names"), dict):
1705 label_ids = sorted(feature["class_label"]["names"])
-> 1706 if label_ids and label_ids != list(range(label_ids[-1] + 1)):
1707 raise ValueError(
1708 f"ClassLabel expected a value for all label ids [0:{label_ids[-1] + 1}] but some ids are missing."
TypeError: can only concatenate str (not "int") to str
```
TODO:
- [x] Remove YAML integer keys from `dataset_info` metadata
- [x] Make a patch release for affected `datasets` versions: 2.6 and 2.7
- [x] Communicate on the fix
- [x] Wait for adoption
- [x] Bulk edit the Hub to fix this in all canonical datasets
I think we can do it. If you want to be extra cautious you can do it for all datasets except imdb and conllpp for now which are actively used by 2.6.1 users. For those two we can keep the YAML like this for some more time, or alternatively use the old dataset_infos.json file | [
-0.026737648993730545,
-0.3303128480911255,
0.08248203992843628,
0.08531197905540466,
0.39381879568099976,
-0.08466369658708572,
0.458366721868515,
0.06925182044506073,
0.2985337972640991,
-0.023020446300506592,
-0.12341997772455215,
0.2475965917110443,
-0.23985113203525543,
0.1638866662979126,
0.15535730123519897,
0.36683666706085205,
0.12507669627666473,
-0.10256288945674896,
-0.2398647964000702,
0.004256166517734528,
-0.41567960381507874,
0.19870969653129578,
0.07544329762458801,
0.08714699000120163,
-0.40553197264671326,
0.11862296611070633,
0.09829027950763702,
0.008142564445734024,
-0.14831911027431488,
-0.40838485956192017,
0.26635435223579407,
-0.012723639607429504,
-0.16873283684253693,
-0.19519808888435364,
-0.00011659381561912596,
-0.029709327965974808,
0.32210981845855713,
-0.08543039858341217,
-0.4607383608818054,
0.19780296087265015,
0.10990168899297714,
-0.1473723202943802,
-0.18715466558933258,
-0.2549194395542145,
-0.03613267466425896,
0.3103933036327362,
-0.1768813282251358,
0.02480165660381317,
0.29382574558258057,
0.014616279862821102,
0.12317878007888794,
0.32942256331443787,
0.2661987245082855,
-0.024877380579710007,
0.35962387919425964,
0.5256209373474121,
-0.13914157450199127,
0.11163823306560516,
0.09928750991821289,
0.05217079818248749,
-0.14005932211875916,
0.45299869775772095,
0.0762236937880516,
-0.2718214690685272,
0.12588395178318024,
-0.04770516976714134,
0.27665141224861145,
-0.15751537680625916,
0.20040088891983032,
0.1508823037147522,
-0.011542022228240967,
-0.4455277621746063,
-0.4130554497241974,
-0.27738121151924133,
-0.09030332416296005,
-0.1067432388663292,
0.24972686171531677,
0.1305663138628006,
0.07072769105434418,
0.02546253427863121,
-0.15109747648239136,
-0.44374868273735046,
-0.1590643972158432,
0.14141325652599335,
-0.16056331992149353,
0.37821725010871887,
-0.0010160831734538078,
0.1086195707321167,
-0.1879967749118805,
-0.14176034927368164,
0.120771124958992,
-0.07997901737689972,
0.06762685626745224,
0.0823865756392479,
0.11796039342880249,
-0.2823466658592224,
-0.11578545719385147,
0.3545583486557007,
0.3997308909893036,
0.10965439677238464,
-0.239707812666893,
0.2485448718070984,
0.04322684183716774,
0.03912387788295746,
0.10648655891418457,
0.0898064374923706,
0.6819035410881042,
0.16874273121356964,
0.3147776126861572,
0.2592179775238037,
0.1268233209848404,
0.10784688591957092,
0.10415942966938019,
0.3073183596134186,
0.2749001383781433,
-0.11989270895719528,
0.5746303796768188,
0.004650462418794632,
-0.046292565762996674,
0.160800963640213,
-0.07230407744646072,
0.0021943976171314716,
0.195118248462677,
0.18436408042907715,
0.23095563054084778,
0.10548426955938339,
-0.029129110276699066,
0.13742518424987793,
-0.10961244255304337,
-0.4087836742401123,
-0.19725492596626282,
-0.029641319066286087,
0.11118069291114807,
0.2510147988796234,
0.37644195556640625,
0.05145661160349846,
0.40196990966796875,
0.36471861600875854,
-0.026866130530834198,
0.054020196199417114,
-0.10322900861501694,
0.1082211583852768,
-0.06330744177103043,
0.26749905943870544,
-0.1937609612941742,
0.255036860704422,
0.03822052478790283,
-0.21490336954593658,
-0.11972065269947052,
-0.08997281640768051,
-0.19778457283973694,
-0.24247030913829803,
0.21471188962459564,
0.1644732505083084,
-0.2351750135421753,
-0.07191760838031769,
-0.1970384418964386,
0.01569894701242447,
0.4390568733215332,
0.2001238614320755,
0.28690627217292786,
-0.18245108425617218,
0.19463443756103516,
-0.10910962522029877,
0.21637605130672455,
0.25855767726898193,
0.22660744190216064,
-0.34218528866767883,
0.10904555767774582,
0.03981345146894455,
-0.11668280512094498,
0.04494458809494972,
-0.07229777425527573,
-0.004812873899936676,
-0.16039656102657318,
0.26455581188201904,
-0.13444745540618896,
-0.5822239518165588,
-0.44190576672554016,
-0.12037047743797302,
0.2579766511917114,
0.10887201875448227,
-0.054117925465106964,
0.0697704553604126,
0.5817857980728149,
-0.2717616856098175,
0.4083099067211151,
-0.02711765468120575,
0.052056629210710526,
-0.10131357610225677,
-0.3672564923763275,
-0.10547085851430893,
-0.07991085201501846,
0.05924307182431221,
0.20566852390766144,
-0.14825859665870667,
0.20007574558258057,
0.922073483467102,
0.09493041038513184,
-0.0027867257595062256,
0.4048486351966858,
0.27712592482566833,
0.24541743099689484,
0.13617655634880066,
0.0667007714509964,
-0.19590690732002258,
-0.3599347770214081,
0.13059306144714355,
-0.3133780360221863,
0.16375477612018585,
-0.26703542470932007,
-0.26863160729408264,
-0.25197121500968933,
0.2185325175523758,
-0.13722684979438782,
-0.21047325432300568,
0.06692740321159363,
-0.14286445081233978,
-0.0856647789478302,
0.19030477106571198,
-0.09560287743806839,
0.1406773179769516,
-0.05605524778366089,
0.22556519508361816,
-0.3430964946746826,
0.16708917915821075,
-0.05290500074625015,
-0.06315936893224716,
-0.1956762671470642,
0.31289801001548767,
0.15594743192195892,
-0.12685100734233856,
0.125564306974411,
0.37849700450897217,
0.03358055278658867,
-0.0810672789812088,
0.1560998260974884,
0.1437552571296692,
0.6754469871520996,
0.02586822584271431,
0.11472028493881226,
-0.09580861032009125,
0.08522925525903702,
0.034528493881225586,
-0.08139737695455551,
0.4044203758239746,
-0.014498911798000336,
0.08897771686315536,
-0.07287164032459259,
0.21796779334545135,
-0.009565310552716255,
0.14324244856834412,
-0.49943625926971436,
-0.36494889855384827,
-0.07133007049560547,
-0.6047810912132263,
0.05906623229384422,
0.05417204648256302,
-0.1023450642824173,
0.29831621050834656,
0.8135854601860046,
-0.062165211886167526,
0.22434771060943604,
0.06342807412147522,
-0.5847869515419006,
-0.07108046114444733,
0.09869137406349182,
-0.06647920608520508,
0.07498586177825928,
0.15906092524528503,
-0.062230516225099564,
-0.04119448363780975,
-0.12977053225040436,
-0.10507888346910477,
0.4287789762020111,
0.1172078549861908,
-0.19228936731815338,
0.0021012872457504272,
0.29294222593307495,
-0.14966629445552826,
-0.3121330738067627,
0.1960628628730774,
0.041186295449733734,
-0.15696501731872559,
-0.49014905095100403,
-0.16809606552124023,
-0.3303096294403076,
0.05518049746751785,
-0.14650379121303558,
-0.3971273601055145,
-0.42918479442596436,
-0.5818445086479187,
0.29913944005966187,
0.21785269677639008,
-0.12107646465301514,
0.27766507863998413,
0.26535212993621826,
-0.013170525431632996,
-0.019356954842805862,
-0.1536058932542801,
-0.18131032586097717,
-0.30124422907829285,
0.05820051580667496,
-0.06702230870723724,
-0.14954298734664917,
-0.4037238657474518,
0.4190182387828827,
-0.18791145086288452,
-0.1439911425113678,
-0.4498184323310852,
-0.5486642718315125,
0.07766874134540558,
-0.17773012816905975,
0.2345081865787506,
0.18400141596794128,
0.1016925647854805,
-0.20981602370738983,
-0.05181646719574928,
0.43064478039741516,
-0.05999580770730972,
-0.280610591173172,
0.29987818002700806,
0.1383865922689438,
-0.005962608382105827,
-0.32974910736083984,
-0.316876620054245,
-0.15296222269535065,
-0.22852981090545654,
0.10023924708366394,
0.03558195009827614,
-0.0635901391506195,
0.13580314815044403,
-0.21411818265914917,
-0.10286516696214676,
-0.18905943632125854,
-0.10135558992624283,
-0.38789603114128113,
0.0961945652961731,
0.4950709640979767,
-0.1243394985795021,
-0.20544736087322235,
-0.12007994949817657,
0.033842071890830994,
-0.06687876582145691,
-0.23079830408096313,
-0.14142495393753052,
-0.37774980068206787,
-0.03534158319234848,
0.38550257682800293,
0.29644009470939636,
0.18870386481285095,
0.3539368212223053,
0.24889962375164032,
-0.05989845469594002,
-0.15687988698482513,
-0.09652380645275116,
0.27895277738571167,
-0.008042588829994202,
0.37880170345306396,
0.020894084125757217,
-0.030491940677165985,
0.08613939583301544,
0.501072347164154,
0.17155641317367554,
0.16300970315933228,
0.2303636372089386,
-0.09592225402593613,
0.023800678551197052,
-0.244166761636734,
-0.22780418395996094,
-0.184545636177063,
-0.10489729046821594,
0.35315173864364624,
0.0821574255824089,
0.14202988147735596,
0.3522794842720032,
0.21864497661590576,
-0.24046821892261505,
-0.1229269728064537,
-0.5599468350410461,
-0.12860654294490814,
-0.23361974954605103,
-0.14532750844955444,
0.24026921391487122,
0.1279394030570984,
-0.14114411175251007,
-0.026906760409474373,
0.10419711470603943,
0.026510819792747498,
-0.21711283922195435,
0.2973042130470276,
-0.07771215587854385,
-0.13514907658100128,
-0.5053340792655945,
0.2075323462486267,
-0.21846367418766022,
0.17555274069309235,
0.058642420917749405,
-0.254504919052124,
0.10682499408721924,
-0.09826191514730453,
0.36810481548309326,
-0.05594577640295029,
0.06932546943426132,
-0.14579471945762634,
-0.27938103675842285,
-0.417450875043869,
-0.08996932208538055,
-0.2173461616039276,
0.08371318131685257,
0.12925982475280762,
0.8091201186180115,
-0.695732057094574,
-0.16002090275287628,
-0.1641809493303299,
0.003985104616731405,
-0.17544163763523102,
0.3281654417514801,
-0.17326855659484863,
-0.351179838180542,
-0.39895692467689514,
0.018113456666469574,
0.16725482046604156,
0.14010655879974365,
0.11023425310850143,
-0.02575957402586937,
-0.22575703263282776,
-0.23879238963127136,
0.15208569169044495,
-0.028009681031107903,
0.2144310474395752,
-0.33556634187698364,
0.129195898771286,
-0.06710207462310791,
0.40395671129226685,
0.2730534076690674,
0.2072696089744568,
0.02848209999501705,
-0.30705177783966064,
-0.13402974605560303,
-0.2882521152496338,
-0.07515556365251541,
0.3247376084327698,
-0.023080550134181976,
0.16040359437465668,
0.14219412207603455,
0.0895601212978363,
-0.2409123182296753,
-0.11246153712272644,
-0.05539466440677643,
0.04482847824692726,
-0.17645953595638275,
-0.023939913138747215,
0.4684523642063141,
-0.15404336154460907,
-0.12342323362827301,
-0.1313774287700653,
0.6139187812805176,
-0.4877220392227173,
0.17188233137130737,
0.17734649777412415,
0.7831040620803833,
0.21220587193965912,
0.16289609670639038,
0.15655258297920227,
-0.08779202401638031,
0.3518259823322296,
-0.18556377291679382,
-0.036097653210163116,
-0.3548693358898163,
0.41422519087791443,
0.07405886799097061,
0.300214558839798,
0.07930129766464233,
-0.13383735716342926,
-0.25845852494239807,
0.2261369526386261,
-0.12055309116840363,
0.3725423514842987,
-0.4064733684062958,
0.007955972105264664,
-0.4361765682697296,
-0.24234122037887573,
-0.0776275098323822,
0.0935978889465332,
0.010808046907186508,
0.34830957651138306,
0.03973403573036194,
-0.34024322032928467,
-0.13782593607902527,
-0.42077434062957764,
-0.23102959990501404,
-0.22750550508499146,
-0.028169140219688416,
0.14622777700424194,
0.2571813464164734,
0.09120345115661621,
-0.14735783636569977,
-0.05756785348057747,
0.6115730404853821,
0.17133720219135284,
-0.13507063686847687,
-0.012440886348485947,
-0.10348906368017197,
0.04047007858753204,
0.09743021428585052,
0.19386720657348633,
0.13559356331825256,
0.022679995745420456,
-0.1604577749967575,
-0.20317447185516357,
0.03911500424146652,
0.006769057363271713,
-0.13158227503299713,
-0.2147015482187271,
-0.08774392306804657,
-0.4707353413105011,
0.20194552838802338,
-0.23834186792373657,
-0.0017402656376361847,
-0.4046718180179596,
0.0847678929567337,
-0.19969959557056427,
0.015151368454098701,
0.1588408648967743,
0.00048050656914711,
-0.033692002296447754,
-0.14618778228759766,
0.38144516944885254,
-0.06928103417158127,
0.057606182992458344,
0.22615636885166168,
-0.10708090662956238,
-0.2703920006752014,
-0.22340476512908936,
0.42501774430274963,
0.18321484327316284,
-0.705531895160675,
0.25884681940078735,
0.17492641508579254,
-0.3968086242675781,
0.0003419028944335878,
0.1816462129354477,
0.2245016247034073,
0.12878012657165527,
-0.06783851236104965,
-0.3324151933193207,
-0.27804678678512573,
0.5708077549934387,
0.05821764096617699,
0.051635488867759705,
-0.014525095000863075,
-0.09534096717834473,
-0.13577167689800262,
0.12390976399183273,
-0.28852540254592896,
-0.07246465981006622,
-0.16290603578090668,
0.19938945770263672,
-0.027233436703681946,
-0.12769761681556702,
0.010034697130322456,
-0.010665085166692734,
0.1385832279920578,
0.05602698028087616,
-0.11566965281963348,
-0.11973792314529419,
-0.33847275376319885,
0.12031208723783493,
-0.19192296266555786,
0.37056639790534973,
-0.14325889945030212,
0.08132617920637131,
0.17815463244915009,
-0.2169564962387085,
0.2834995687007904,
0.16817274689674377,
0.1265774667263031,
0.30031129717826843,
0.13581740856170654,
0.4748939275741577,
0.06638433039188385,
0.16162647306919098,
0.14422878623008728,
0.39520692825317383,
-0.18976356089115143,
0.1392008364200592,
-0.04888030141592026,
-0.027929678559303284,
-0.4468977153301239,
0.3474297821521759,
0.059853002429008484,
-0.12796732783317566,
0.3741125762462616,
-0.1399315446615219,
0.034175481647253036,
0.31140294671058655,
0.10437431186437607,
-0.059756115078926086,
-0.17072895169258118,
-0.34479600191116333,
-0.05474386364221573,
0.19946694374084473,
-0.29090502858161926,
-0.10094879567623138,
0.10105971992015839,
-0.2627970278263092,
-0.01783088594675064,
0.41599616408348083,
0.37072816491127014,
0.06894038617610931,
-0.11681915819644928,
0.04560581594705582,
0.552326500415802,
-0.18919281661510468,
-0.011498644948005676,
0.601558268070221,
-0.14284662902355194,
0.12337367236614227,
0.2872755825519562,
0.15645809471607208,
0.09583191573619843,
0.6345096230506897,
-0.32398611307144165,
0.098617322742939,
0.30426183342933655,
0.1451965868473053,
0.2441936731338501,
0.36196258664131165,
0.016961248591542244,
0.1799614578485489,
0.03242708742618561,
0.08645293861627579,
0.0027111247181892395,
0.47603681683540344,
-0.15872550010681152,
-0.17345167696475983,
-0.2307991087436676,
0.35560354590415955,
-0.1477254033088684,
-0.21756406128406525,
0.008593443781137466,
-0.18412253260612488,
-0.26782816648483276,
-0.22726009786128998,
-0.011500604450702667,
-0.23187918961048126,
0.38896307349205017,
0.06516028195619583,
-0.036721304059028625,
-0.40351325273513794,
0.3616931140422821,
0.00884414091706276,
0.2285861372947693,
-0.18973158299922943,
0.035802196711301804,
0.29603785276412964,
-0.02716687321662903,
0.09008485078811646,
-0.015430701896548271,
0.31898510456085205,
0.00609450601041317,
-0.15105468034744263,
0.3874685764312744,
-0.1441560685634613,
-0.22683309018611908,
0.01787746325135231,
0.0781596451997757,
0.3161296844482422,
-0.09641829133033752,
0.1274435967206955,
0.07816071808338165,
-0.14135532081127167,
-0.07756508886814117,
-0.04071781411767006,
0.13235746324062347,
0.5186797976493835,
0.760258138179779,
-0.1873173862695694,
-0.2239956259727478,
0.10856499522924423,
-0.10552891343832016,
-0.12444106489419937,
-0.30410686135292053,
0.04269474744796753,
0.17656075954437256,
0.2187161147594452,
-0.2257542759180069,
0.09335287660360336,
-0.10289952158927917,
0.29764994978904724,
0.08023981750011444,
-0.5395777821540833,
0.04434436187148094,
0.23048074543476105,
-0.3085733950138092,
-0.2734270989894867,
0.027397891506552696,
-0.45204466581344604,
0.09309552609920502,
0.16116861999034882,
0.23871782422065735,
0.02959444746375084,
-0.0821370929479599,
-0.20125563442707062,
0.2603830099105835,
0.07483070343732834,
-0.12321333587169647,
0.4152069687843323,
0.442526638507843,
0.13550856709480286,
0.08118726313114166,
-0.1976790726184845,
0.3396209478378296,
-0.18803386390209198,
-0.059397079050540924,
-0.017268940806388855,
0.32049867510795593,
0.3657531440258026,
-0.18470196425914764,
-0.022421710193157196,
0.21452204883098602,
0.12889006733894348,
-0.15571290254592896,
0.04920361191034317,
0.002594307065010071,
-0.4071201980113983,
-0.1541033536195755,
0.015843547880649567,
-0.20034663379192352,
0.1886230707168579,
-0.018865954130887985,
-0.5630174875259399,
-0.14310403168201447,
0.3746544122695923,
-0.11806495487689972,
-0.2257164865732193,
-0.11160416156053543,
0.18229639530181885,
-0.2032099962234497,
-0.03979463130235672,
-0.03311075642704964,
0.13642430305480957,
0.008160699158906937,
0.13198243081569672,
-0.14661571383476257,
-0.6838000416755676,
0.4478956162929535,
-0.10059604793787003,
-0.289949506521225,
-0.08390401303768158,
0.47123563289642334,
0.34284600615501404,
-0.17534109950065613,
-0.5981260538101196,
-0.07344970107078552,
0.2002929151058197,
-0.05075186491012573,
-0.4972931146621704,
0.3304708003997803,
0.18413126468658447,
-0.06452198326587677,
-0.15211233496665955,
-0.01733146607875824,
-0.10313817113637924,
-0.019048286601901054,
0.18016833066940308,
-0.014821471646428108
] |
Subsets and Splits
No community queries yet
The top public SQL queries from the community will appear here once available.