evalstate HF Staff commited on
Commit
125e68c
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1 Parent(s): d4f775e

Refresh transformers dataset snapshot 20260422T180025Z

Browse files
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  - eval set creation
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  Notes:
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  - raw data only; no labels or moderation decisions
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15418
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17351
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18558
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18559
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18560
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18611
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18612
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18613
  "name": "Liao Weichen",
 
19586
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19628
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21749
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21750
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21751
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21932
  {
21933
  "author_login": "roycho96",
21934
  "name": "Sung Hyun Cho",
new-contributors-report.md CHANGED
@@ -1,9 +1,9 @@
1
  # New Contributor Report: huggingface/transformers
2
 
3
- - Snapshot: `20260422T120052Z`
4
- - Generated: `2026-04-22T12:03:18Z`
5
  - Activity window: `60d`
6
- - Contributors: `359`
7
 
8
  ## Summary
9
 
@@ -16,7 +16,7 @@
16
  | `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 60 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
17
  | `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 45 | 2 | mixed | moderate | low | high recent PR volume; targets high-star repos |
18
  | `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2360d | `2024-09-02T13:41:47Z` | 40 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
19
- | `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 37 | 1 | mixed | low | low | targets high-star repos |
20
  | `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3961d | `2023-02-27T14:00:41Z` | 37 | 0 | strong | low | low | targets high-star repos |
21
  | `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2025-01-06T17:52:26Z` | 36 | 1 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
22
  | `harshaljanjani` | [profile](https://github.com/harshaljanjani) | no | CONTRIBUTOR | 1961d | `2025-09-17T20:29:13Z` | 31 | 20 | strong | low | low | targets high-star repos |
@@ -43,9 +43,9 @@
43
  | `casinca` | [profile](https://github.com/casinca) | no | CONTRIBUTOR | 2626d | `2025-12-10T12:31:18Z` | 8 | 2 | strong | moderate | low | targets high-star repos |
44
  | `gambletan` | [profile](https://github.com/gambletan) | no | NONE | 40d | `2026-03-13T05:22:03Z` | 8 | 0 | weak | very high | high | very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
45
  | `s-zx` | [profile](https://github.com/s-zx) | no | NONE | 2020d | `2026-03-08T19:38:00Z` | 8 | 0 | weak | very high | high | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 
46
  | `hkc5` | [profile](https://github.com/hkc5) | no | NONE | 973d | `2026-03-19T12:33:00Z` | 7 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
47
  | `Qubitium` | [profile](https://github.com/Qubitium) | no | CONTRIBUTOR | 5681d | `2025-10-03T18:23:49Z` | 7 | 0 | strong | moderate | low | extremely high recent PR volume |
48
- | `winglian` | [profile](https://github.com/winglian) | no | COLLABORATOR | 5708d | `2024-10-17T15:17:05Z` | 7 | 0 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
49
  | `jashshah999` | [profile](https://github.com/jashshah999) | no | CONTRIBUTOR | 2570d | `2026-02-25T22:23:20Z` | 6 | 0 | mixed | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
50
  | `JJJYmmm` | [profile](https://github.com/JJJYmmm) | no | CONTRIBUTOR | 1648d | `2026-01-27T10:34:17Z` | 6 | 0 | mixed | moderate | low | targets high-star repos |
51
  | `kchpp940` | [profile](https://github.com/kchpp940) | no | NONE | 375d | `2026-04-18T01:12:45Z` | 6 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
@@ -57,17 +57,16 @@
57
  | `sxu75374` | [profile](https://github.com/sxu75374) | no | NONE | 2026d | `2026-02-27T04:48:08Z` | 5 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
58
  | `dacorvo` | [profile](https://github.com/dacorvo) | no | MEMBER | 5038d | `2026-03-13T14:45:22Z` | 4 | 6 | mixed | moderate | low | — |
59
  | `KoichiYasuoka` | [profile](https://github.com/KoichiYasuoka) | no | CONTRIBUTOR | 3839d | `2026-01-21T06:14:39Z` | 4 | 3 | weak | low | low | targets high-star repos |
 
60
  | `Charly21r` | [profile](https://github.com/Charly21r) | no | CONTRIBUTOR | 359d | `2026-03-13T09:00:25Z` | 4 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
61
  | `hf-security-analysis[bot]` | [profile](https://github.com/hf-security-analysis[bot]) | no | CONTRIBUTOR | ?d | `2026-03-11T15:39:30Z` | 4 | 0 | n/a | n/a | n/a | summary unavailable |
62
  | `Jah-yee` | [profile](https://github.com/Jah-yee) | no | NONE | 736d | `2026-04-16T00:55:40Z` | 4 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
63
  | `manavshrivastavagit` | [profile](https://github.com/manavshrivastavagit) | no | NONE | 4699d | `2026-02-24T20:35:18Z` | 4 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
64
- | `nightcityblade` | [profile](https://github.com/nightcityblade) | no | CONTRIBUTOR | 67d | `2026-02-18T23:07:23Z` | 4 | 0 | weak | very high | high | very new account; extremely high recent PR volume; very broad repo spread; targets high-star repos |
65
  | `RudrenduPaul` | [profile](https://github.com/RudrenduPaul) | no | CONTRIBUTOR | 2913d | `2026-04-09T09:34:42Z` | 4 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
66
  | `RyanMullins` | [profile](https://github.com/RyanMullins) | no | CONTRIBUTOR | 5413d | `2026-03-12T13:32:25Z` | 4 | 0 | mixed | low | low | high open PR share; targets high-star repos |
67
  | `sirzechs66` | [profile](https://github.com/sirzechs66) | no | CONTRIBUTOR | 1246d | `2026-03-30T12:18:41Z` | 4 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
68
  | `jw9603` | [profile](https://github.com/jw9603) | no | CONTRIBUTOR | 2050d | `2026-03-04T00:51:26Z` | 3 | 2 | weak | low | low | targets high-star repos |
69
  | `paulinebm` | [profile](https://github.com/paulinebm) | no | MEMBER | 830d | `2026-03-25T14:55:10Z` | 3 | 1 | strong | very high | medium | extremely high recent PR volume; very broad repo spread; no visible non-self stars |
70
- | `AmineDiro` | [profile](https://github.com/AmineDiro) | no | MEMBER | 3865d | `2026-04-14T15:35:56Z` | 3 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
71
  | `Cursx` | [profile](https://github.com/Cursx) | no | NONE | 3073d | `2026-03-31T01:44:52Z` | 3 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
72
  | `javierdejesusda` | [profile](https://github.com/javierdejesusda) | no | CONTRIBUTOR | 508d | `2026-03-22T17:27:20Z` | 3 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
73
  | `jayakumarpujar` | [profile](https://github.com/jayakumarpujar) | no | NONE | 2663d | `2026-03-01T01:47:44Z` | 3 | 0 | mixed | low | low | — |
@@ -92,7 +91,7 @@
92
  | `akhilc08` | [profile](https://github.com/akhilc08) | no | NONE | 403d | `2026-04-03T17:43:21Z` | 2 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
93
  | `akintunero` | [profile](https://github.com/akintunero) | no | CONTRIBUTOR | 3950d | `2026-03-30T13:48:47Z` | 2 | 0 | weak | moderate | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
94
  | `albertorkive` | [profile](https://github.com/albertorkive) | no | FIRST_TIME_CONTRIBUTOR | 698d | `2026-04-12T17:02:14Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars |
95
- | `armorbreak001` | [profile](https://github.com/armorbreak001) | no | FIRST_TIME_CONTRIBUTOR | 13d | `2026-04-22T05:24:00Z` | 2 | 0 | weak | very high | high | very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; no visible non-self stars |
96
  | `asuryateja` | [profile](https://github.com/asuryateja) | no | CONTRIBUTOR | 1716d | `2026-03-26T21:05:17Z` | 2 | 0 | mixed | moderate | low | high open PR share |
97
  | `BenjaminBossan` | [profile](https://github.com/BenjaminBossan) | no | MEMBER | 4501d | `2024-10-17T11:56:32Z` | 2 | 0 | strong | moderate | low | high recent PR volume; targets high-star repos |
98
  | `Brianzhengca` | [profile](https://github.com/Brianzhengca) | no | FIRST_TIME_CONTRIBUTOR | 3170d | `2026-04-11T21:41:32Z` | 2 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
@@ -108,6 +107,7 @@
108
  | `haosenwang1018` | [profile](https://github.com/haosenwang1018) | no | NONE | 725d | `2026-02-26T00:58:35Z` | 2 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share |
109
  | `he-yufeng` | [profile](https://github.com/he-yufeng) | no | CONTRIBUTOR | 2869d | `2026-03-14T18:33:53Z` | 2 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
110
  | `hijingsong` | [profile](https://github.com/hijingsong) | no | FIRST_TIME_CONTRIBUTOR | 24d | `2026-04-11T16:23:48Z` | 2 | 0 | weak | high | medium | very new account; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
 
111
  | `kallewoof` | [profile](https://github.com/kallewoof) | no | CONTRIBUTOR | 5838d | `2026-03-24T23:50:07Z` | 2 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
112
  | `KartikPawade` | [profile](https://github.com/KartikPawade) | no | CONTRIBUTOR | 1843d | `2026-03-06T18:49:59Z` | 2 | 0 | mixed | moderate | low | targets high-star repos |
113
  | `Kash6` | [profile](https://github.com/Kash6) | no | CONTRIBUTOR | 2226d | `2026-04-01T18:07:49Z` | 2 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
@@ -124,6 +124,7 @@
124
  | `osman-akkawi` | [profile](https://github.com/osman-akkawi) | no | NONE | 825d | `2026-03-27T17:04:14Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
125
  | `philippguevorguian` | [profile](https://github.com/philippguevorguian) | no | NONE | 1996d | `2025-10-10T14:52:07Z` | 2 | 0 | mixed | low | low | — |
126
  | `r266-tech` | [profile](https://github.com/r266-tech) | no | CONTRIBUTOR | 206d | `2026-03-22T17:28:57Z` | 2 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 
127
  | `saslifat-gif` | [profile](https://github.com/saslifat-gif) | no | CONTRIBUTOR | 229d | `2026-04-02T14:08:15Z` | 2 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
128
  | `sdharani91` | [profile](https://github.com/sdharani91) | no | FIRST_TIME_CONTRIBUTOR | 3365d | `2026-03-18T05:45:40Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
129
  | `sergiopaniego` | [profile](https://github.com/sergiopaniego) | no | MEMBER | 3718d | `2026-03-19T10:22:40Z` | 2 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
@@ -140,6 +141,7 @@
140
  | `ydshieh2` | [profile](https://github.com/ydshieh2) | no | CONTRIBUTOR | 563d | `2025-06-12T08:51:40Z` | 6 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
141
  | `JaredforReal` | [profile](https://github.com/JaredforReal) | no | CONTRIBUTOR | 977d | `2026-01-19T05:05:55Z` | 4 | 0 | strong | moderate | low | high recent PR volume |
142
  | `lashahub` | [profile](https://github.com/lashahub) | no | CONTRIBUTOR | 3339d | `2026-01-08T16:47:50Z` | 4 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 
143
  | `Aravind-11` | [profile](https://github.com/Aravind-11) | no | CONTRIBUTOR | 2804d | `2025-11-10T23:38:23Z` | 3 | 0 | mixed | moderate | low | — |
144
  | `githubnemo` | [profile](https://github.com/githubnemo) | no | MEMBER | 5827d | `2026-01-26T11:34:05Z` | 3 | 0 | strong | moderate | low | targets high-star repos |
145
  | `Olexandr88` | [profile](https://github.com/Olexandr88) | no | CONTRIBUTOR | 1622d | `2025-12-26T13:28:31Z` | 3 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share |
@@ -168,7 +170,7 @@
168
  | `danielquintas8` | [profile](https://github.com/danielquintas8) | no | CONTRIBUTOR | 2020d | `2026-03-30T16:23:11Z` | 1 | 1 | mixed | low | low | high open PR share; targets high-star repos |
169
  | `davevanveen` | [profile](https://github.com/davevanveen) | no | FIRST_TIME_CONTRIBUTOR | 3357d | `2026-04-17T20:59:54Z` | 1 | 1 | mixed | low | low | high open PR share |
170
  | `DogWala` | [profile](https://github.com/DogWala) | no | FIRST_TIME_CONTRIBUTOR | 1331d | `2026-03-12T15:47:16Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
171
- | `earino` | [profile](https://github.com/earino) | no | FIRST_TIME_CONTRIBUTOR | 6609d | `2026-04-20T10:22:03Z` | 1 | 1 | strong | moderate | low | — |
172
  | `florian6973` | [profile](https://github.com/florian6973) | no | CONTRIBUTOR | 2050d | `2026-04-07T23:31:43Z` | 1 | 1 | strong | low | low | targets high-star repos |
173
  | `Fr0do` | [profile](https://github.com/Fr0do) | no | CONTRIBUTOR | 3916d | `2026-03-27T19:19:16Z` | 1 | 1 | mixed | low | low | — |
174
  | `gh-wf` | [profile](https://github.com/gh-wf) | no | NONE | 1335d | `2026-03-19T15:13:12Z` | 1 | 1 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
@@ -189,6 +191,7 @@
189
  | `ntenenz` | [profile](https://github.com/ntenenz) | no | CONTRIBUTOR | 4267d | `2026-03-13T20:09:58Z` | 1 | 1 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
190
  | `rabbierabbie` | [profile](https://github.com/rabbierabbie) | no | NONE | 778d | `2026-03-10T14:40:08Z` | 1 | 1 | mixed | moderate | low | — |
191
  | `Regata3010` | [profile](https://github.com/Regata3010) | no | CONTRIBUTOR | 1431d | `2026-04-08T04:07:37Z` | 1 | 1 | strong | low | low | no visible non-self stars; targets high-star repos |
 
192
  | `rpathade` | [profile](https://github.com/rpathade) | no | FIRST_TIME_CONTRIBUTOR | 2005d | `2026-03-29T22:46:13Z` | 1 | 1 | weak | moderate | low | high open PR share; targets high-star repos |
193
  | `ShahVandit` | [profile](https://github.com/ShahVandit) | no | FIRST_TIME_CONTRIBUTOR | 1886d | `2026-02-02T02:33:32Z` | 1 | 1 | mixed | low | low | no visible non-self stars |
194
  | `stuckvgn` | [profile](https://github.com/stuckvgn) | no | NONE | 1146d | `2026-02-25T14:03:32Z` | 1 | 1 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread |
@@ -203,7 +206,7 @@
203
  | `aashay-sarvam` | [profile](https://github.com/aashay-sarvam) | no | FIRST_TIME_CONTRIBUTOR | 883d | `2026-03-10T11:55:01Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
204
  | `aashirpersonal` | [profile](https://github.com/aashirpersonal) | no | NONE | 957d | `2026-03-15T16:52:03Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
205
  | `aayushbaluni` | [profile](https://github.com/aayushbaluni) | no | NONE | 1999d | `2026-03-17T17:20:35Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
206
- | `Abdeltoto` | [profile](https://github.com/Abdeltoto) | no | FIRST_TIME_CONTRIBUTOR | 265d | `2026-04-22T02:56:43Z` | 1 | 0 | weak | very high | medium | young account; high recent PR volume; very broad repo spread; high open PR share |
207
  | `abidlabs` | [profile](https://github.com/abidlabs) | no | MEMBER | 5075d | `2026-04-08T22:36:08Z` | 1 | 0 | mixed | moderate | low | high recent PR volume |
208
  | `adil-a` | [profile](https://github.com/adil-a) | no | CONTRIBUTOR | 2637d | `2026-02-26T17:57:16Z` | 1 | 0 | strong | low | low | high recent PR volume |
209
  | `agentspan` | [profile](https://github.com/agentspan) | no | NONE | 15d | `2026-04-08T08:40:08Z` | 1 | 0 | weak | low | high | very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
@@ -213,6 +216,7 @@
213
  | `Akshay404error` | [profile](https://github.com/Akshay404error) | no | FIRST_TIMER | 592d | `2026-03-27T08:33:01Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
214
  | `alexandercarruthers` | [profile](https://github.com/alexandercarruthers) | no | CONTRIBUTOR | 2601d | `2026-02-22T18:02:43Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
215
  | `alvarobartt` | [profile](https://github.com/alvarobartt) | no | MEMBER | 2975d | `2026-02-23T15:25:47Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
 
216
  | `andrewor14` | [profile](https://github.com/andrewor14) | no | CONTRIBUTOR | 4996d | `2026-04-08T15:42:16Z` | 1 | 0 | strong | moderate | low | — |
217
  | `anshuS1310` | [profile](https://github.com/anshuS1310) | no | CONTRIBUTOR | 149d | `2026-03-21T09:59:07Z` | 1 | 0 | mixed | low | low | young account; no visible non-self stars |
218
  | `ansley` | [profile](https://github.com/ansley) | no | NONE | 2296d | `2026-04-09T14:31:40Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
@@ -246,7 +250,6 @@
246
  | `garybadwal` | [profile](https://github.com/garybadwal) | no | FIRST_TIME_CONTRIBUTOR | 1178d | `2026-04-21T04:38:14Z` | 1 | 0 | weak | low | low | targets high-star repos |
247
  | `giulio-leone` | [profile](https://github.com/giulio-leone) | no | NONE | 4423d | `2026-02-28T06:22:19Z` | 1 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
248
  | `glegendre01` | [profile](https://github.com/glegendre01) | no | MEMBER | 1282d | `2026-04-21T12:37:31Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
249
- | `GS-GOAT` | [profile](https://github.com/GS-GOAT) | no | NONE | 1748d | `2026-02-21T13:45:15Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
250
  | `hangjun-ezra` | [profile](https://github.com/hangjun-ezra) | no | CONTRIBUTOR | 652d | `2026-02-25T03:52:04Z` | 1 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
251
  | `hanouticelina` | [profile](https://github.com/hanouticelina) | no | MEMBER | 2974d | `2026-04-10T11:59:37Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
252
  | `hardikmeisheri` | [profile](https://github.com/hardikmeisheri) | no | FIRST_TIMER | 3948d | `2026-02-28T16:49:27Z` | 1 | 0 | strong | low | low | targets high-star repos |
@@ -269,7 +272,6 @@
269
  | `JiauZhang` | [profile](https://github.com/JiauZhang) | no | CONTRIBUTOR | 2918d | `2026-04-15T14:00:11Z` | 1 | 0 | strong | low | low | targets high-star repos |
270
  | `JiwaniZakir` | [profile](https://github.com/JiwaniZakir) | no | CONTRIBUTOR | 1386d | `2026-03-17T05:11:16Z` | 1 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
271
  | `jjjamie` | [profile](https://github.com/jjjamie) | no | FIRST_TIME_CONTRIBUTOR | 4994d | `2026-04-21T15:57:53Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
272
- | `joaquinhuigomez` | [profile](https://github.com/joaquinhuigomez) | no | NONE | 1082d | `2026-03-28T12:13:57Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
273
  | `JokeYoonic` | [profile](https://github.com/JokeYoonic) | no | FIRST_TIME_CONTRIBUTOR | 770d | `2026-03-13T16:28:01Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
274
  | `jonghwanhyeon` | [profile](https://github.com/jonghwanhyeon) | no | CONTRIBUTOR | 5135d | `2026-04-21T11:42:03Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
275
  | `JonoLF` | [profile](https://github.com/JonoLF) | no | FIRST_TIME_CONTRIBUTOR | 1365d | `2026-02-23T15:09:05Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -287,7 +289,7 @@
287
  | `leaderofARS` | [profile](https://github.com/leaderofARS) | no | CONTRIBUTOR | 610d | `2026-03-01T07:34:43Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
288
  | `liding-nv` | [profile](https://github.com/liding-nv) | no | CONTRIBUTOR | 227d | `2026-03-02T13:22:21Z` | 1 | 0 | mixed | low | low | young account; no visible non-self stars |
289
  | `likejazz` | [profile](https://github.com/likejazz) | no | CONTRIBUTOR | 5243d | `2026-02-26T14:30:24Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
290
- | `louzongzhi` | [profile](https://github.com/louzongzhi) | no | FIRST_TIME_CONTRIBUTOR | 1325d | `2026-04-14T05:14:08Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
291
  | `lowzhao` | [profile](https://github.com/lowzhao) | no | CONTRIBUTOR | 3244d | `2026-04-06T08:41:40Z` | 1 | 0 | strong | low | low | targets high-star repos |
292
  | `LucasMa2025` | [profile](https://github.com/LucasMa2025) | no | FIRST_TIMER | 79d | `2026-03-14T17:13:34Z` | 1 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
293
  | `lucianommartins` | [profile](https://github.com/lucianommartins) | no | CONTRIBUTOR | 3503d | `2026-04-05T22:07:53Z` | 1 | 0 | weak | low | low | no visible non-self stars; targets high-star repos |
@@ -324,11 +326,10 @@
324
  | `prakhar-agarwal` | [profile](https://github.com/prakhar-agarwal) | no | FIRST_TIME_CONTRIBUTOR | 4776d | `2026-03-22T05:20:22Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
325
  | `pramilajangid` | [profile](https://github.com/pramilajangid) | no | NONE | 3043d | `2026-03-24T09:57:20Z` | 1 | 0 | mixed | moderate | low | — |
326
  | `pranay-3108` | [profile](https://github.com/pranay-3108) | no | NONE | 350d | `2026-03-11T05:13:57Z` | 1 | 0 | weak | low | medium | young account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
327
- | `rain-1` | [profile](https://github.com/rain-1) | no | FIRST_TIME_CONTRIBUTOR | 3706d | `2026-03-10T07:09:07Z` | 1 | 0 | weak | low | low | high open PR share |
328
  | `RicardoLee510520` | [profile](https://github.com/RicardoLee510520) | no | FIRST_TIMER | 168d | `2026-03-19T06:30:53Z` | 1 | 0 | weak | low | medium | young account; many recent closed-unmerged PRs; targets high-star repos |
329
  | `RishabhMehra` | [profile](https://github.com/RishabhMehra) | no | FIRST_TIMER | 3359d | `2026-02-25T12:49:56Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
330
  | `Rohang2005` | [profile](https://github.com/Rohang2005) | no | NONE | 817d | `2026-03-04T08:13:38Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
331
- | `ronansgd` | [profile](https://github.com/ronansgd) | yes | FIRST_TIME_CONTRIBUTOR | 2195d | `2026-04-22T08:50:02Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
332
  | `roycho96` | [profile](https://github.com/roycho96) | no | FIRST_TIME_CONTRIBUTOR | 2160d | `2026-03-20T15:08:32Z` | 1 | 0 | mixed | moderate | low | high open PR share |
333
  | `rsmed31` | [profile](https://github.com/rsmed31) | no | NONE | 1321d | `2026-03-14T23:57:14Z` | 1 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
334
  | `ruben-aghayan` | [profile](https://github.com/ruben-aghayan) | no | FIRST_TIME_CONTRIBUTOR | 3216d | `2026-04-13T03:57:04Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -400,12 +401,12 @@ Example artifacts:
400
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atarekziade)
401
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atarekziade)
402
  - repo first seen: `2026-01-21T16:52:29Z`
403
- - repo last seen: `2026-04-22T11:10:13Z`
404
  - first seen in snapshot: **no**
405
  - repo association: **MEMBER**
406
  - repo primary artifacts: **84**
407
  - snapshot authored PRs/issues: **78 PRs / 6 issues**
408
- - snapshot discussion activity: **142 comments / 163 reviews / 152 review comments**
409
  - account age: **5839 days**
410
  - recent public PR activity: **108 PRs** (92 merged / 3 closed-unmerged / 13 open; merged rate **85%**, closed-unmerged rate **3%**, open rate **12%**)
411
  - public orgs: `AFPy`, `faitmain`, `circus-tent`
@@ -449,12 +450,12 @@ Example artifacts:
449
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azucchini-nlp)
450
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azucchini-nlp)
451
  - repo first seen: `2024-09-26T09:23:39Z`
452
- - repo last seen: `2026-04-22T11:21:10Z`
453
  - first seen in snapshot: **no**
454
  - repo association: **MEMBER**
455
  - repo primary artifacts: **67**
456
  - snapshot authored PRs/issues: **67 PRs / 0 issues**
457
- - snapshot discussion activity: **451 comments / 648 reviews / 1589 review comments**
458
  - account age: **1508 days**
459
  - recent public PR activity: **50 PRs** (33 merged / 6 closed-unmerged / 11 open; merged rate **66%**, closed-unmerged rate **12%**, open rate **22%**)
460
  - public orgs: `huggingface`, `deeppavlov`
@@ -498,12 +499,12 @@ Example artifacts:
498
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArthurZucker)
499
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArthurZucker)
500
  - repo first seen: `2023-02-24T14:13:29Z`
501
- - repo last seen: `2026-04-22T10:21:42Z`
502
  - first seen in snapshot: **no**
503
  - repo association: **MEMBER**
504
  - repo primary artifacts: **47**
505
  - snapshot authored PRs/issues: **45 PRs / 2 issues**
506
- - snapshot discussion activity: **144 comments / 474 reviews / 951 review comments**
507
  - account age: **2590 days**
508
  - recent public PR activity: **60 PRs** (36 merged / 5 closed-unmerged / 19 open; merged rate **60%**, closed-unmerged rate **8%**, open rate **32%**)
509
  - public orgs: none visible
@@ -523,12 +524,12 @@ Example artifacts:
523
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASunMarc)
524
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASunMarc)
525
  - repo first seen: `2024-09-02T13:41:47Z`
526
- - repo last seen: `2026-04-21T12:49:56Z`
527
  - first seen in snapshot: **no**
528
  - repo association: **MEMBER**
529
  - repo primary artifacts: **42**
530
  - snapshot authored PRs/issues: **40 PRs / 2 issues**
531
- - snapshot discussion activity: **161 comments / 273 reviews / 400 review comments**
532
  - account age: **2360 days**
533
  - recent public PR activity: **35 PRs** (28 merged / 3 closed-unmerged / 4 open; merged rate **80%**, closed-unmerged rate **9%**, open rate **11%**)
534
  - public orgs: `huggingface`
@@ -548,12 +549,12 @@ Example artifacts:
548
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avasqu)
549
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avasqu)
550
  - repo first seen: `2025-08-26T12:13:50Z`
551
- - repo last seen: `2026-04-22T11:28:42Z`
552
  - first seen in snapshot: **no**
553
  - repo association: **MEMBER**
554
- - repo primary artifacts: **38**
555
- - snapshot authored PRs/issues: **37 PRs / 1 issues**
556
- - snapshot discussion activity: **459 comments / 761 reviews / 3281 review comments**
557
  - account age: **1991 days**
558
  - recent public PR activity: **21 PRs** (12 merged / 3 closed-unmerged / 6 open; merged rate **57%**, closed-unmerged rate **14%**, open rate **29%**)
559
  - public orgs: none visible
@@ -561,9 +562,9 @@ Example artifacts:
561
  - heuristic read: **targets high-star repos**
562
 
563
  Example artifacts:
564
- - [PR #45574: Fix typos](https://github.com/huggingface/transformers/pull/45574) — open
565
- - [PR #45483: [`Conversion Mapping`] Small fixups](https://github.com/huggingface/transformers/pull/45483) — closed, merged
566
- - [PR #45420: :rotating_light: [`Kernels`] Fix kernel function registration](https://github.com/huggingface/transformers/pull/45420) — closed, merged
567
  - [Issue #40827: [`Cache`] Proper support for Linear Attention (related) caches](https://github.com/huggingface/transformers/issues/40827) — closed
568
 
569
  ### `Rocketknight1`
@@ -572,12 +573,12 @@ Example artifacts:
572
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARocketknight1)
573
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARocketknight1)
574
  - repo first seen: `2023-02-27T14:00:41Z`
575
- - repo last seen: `2026-04-21T12:30:32Z`
576
  - first seen in snapshot: **no**
577
  - repo association: **MEMBER**
578
  - repo primary artifacts: **37**
579
  - snapshot authored PRs/issues: **37 PRs / 0 issues**
580
- - snapshot discussion activity: **530 comments / 203 reviews / 117 review comments**
581
  - account age: **3961 days**
582
  - recent public PR activity: **17 PRs** (16 merged / 1 closed-unmerged / 0 open; merged rate **94%**, closed-unmerged rate **6%**, open rate **0%**)
583
  - public orgs: `huggingface`
@@ -595,12 +596,12 @@ Example artifacts:
595
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Astevhliu)
596
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Astevhliu)
597
  - repo first seen: `2025-01-06T17:52:26Z`
598
- - repo last seen: `2026-04-21T20:05:34Z`
599
  - first seen in snapshot: **no**
600
  - repo association: **MEMBER**
601
  - repo primary artifacts: **37**
602
  - snapshot authored PRs/issues: **36 PRs / 1 issues**
603
- - snapshot discussion activity: **25 comments / 105 reviews / 147 review comments**
604
  - account age: **2296 days**
605
  - recent public PR activity: **30 PRs** (25 merged / 0 closed-unmerged / 5 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**)
606
  - public orgs: `huggingface`
@@ -609,7 +610,7 @@ Example artifacts:
609
 
610
  Example artifacts:
611
  - [PR #45554: [docs] multi-turn tool calling](https://github.com/huggingface/transformers/pull/45554) — open
612
- - [PR #45553: [docs] per-request sampling params](https://github.com/huggingface/transformers/pull/45553) — open
613
  - [PR #45465: [docs] contributing](https://github.com/huggingface/transformers/pull/45465) — open, draft
614
  - [Issue #36979: [Community contributions] Model cards](https://github.com/huggingface/transformers/issues/36979) — closed
615
 
@@ -645,12 +646,12 @@ Example artifacts:
645
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aitazap)
646
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aitazap)
647
  - repo first seen: `2024-10-21T07:08:47Z`
648
- - repo last seen: `2026-04-20T08:52:48Z`
649
  - first seen in snapshot: **no**
650
  - repo association: **MEMBER**
651
  - repo primary artifacts: **27**
652
  - snapshot authored PRs/issues: **27 PRs / 0 issues**
653
- - snapshot discussion activity: **35 comments / 43 reviews / 29 review comments**
654
  - account age: **3139 days**
655
  - recent public PR activity: **20 PRs** (10 merged / 5 closed-unmerged / 5 open; merged rate **50%**, closed-unmerged rate **25%**, open rate **25%**)
656
  - public orgs: none visible
@@ -658,7 +659,7 @@ Example artifacts:
658
  - heuristic read: **no visible non-self stars; targets high-star repos**
659
 
660
  Example artifacts:
661
- - [PR #45435: do not index past decoded chars with special tokens](https://github.com/huggingface/transformers/pull/45435) — open
662
  - [PR #45133: Add sarvam model](https://github.com/huggingface/transformers/pull/45133) — open, draft
663
  - [PR #45078: throw error when conversion required](https://github.com/huggingface/transformers/pull/45078) — closed, merged
664
 
@@ -750,7 +751,7 @@ Example artifacts:
750
  - heuristic read: **high recent PR volume**
751
 
752
  Example artifacts:
753
- - [PR #45560: Update torchao usage for XPU and CPU](https://github.com/huggingface/transformers/pull/45560) — open
754
  - [PR #45525: Fix CSM `TextToAudioPipeline` missing `<bos>` token](https://github.com/huggingface/transformers/pull/45525) — closed, merged
755
  - [PR #45108: Fix `Wav2Vec2Config.vocab_size` type to allow `None`](https://github.com/huggingface/transformers/pull/45108) — closed, merged
756
  - [Issue #44458: Mllama compile failed after new attn mask](https://github.com/huggingface/transformers/issues/44458) — closed
@@ -812,12 +813,12 @@ Example artifacts:
812
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aeustlb)
813
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aeustlb)
814
  - repo first seen: `2025-01-20T12:27:19Z`
815
- - repo last seen: `2026-04-22T10:11:47Z`
816
  - first seen in snapshot: **no**
817
  - repo association: **MEMBER**
818
  - repo primary artifacts: **18**
819
  - snapshot authored PRs/issues: **18 PRs / 0 issues**
820
- - snapshot discussion activity: **29 comments / 122 reviews / 245 review comments**
821
  - account age: **1607 days**
822
  - recent public PR activity: **11 PRs** (8 merged / 0 closed-unmerged / 3 open; merged rate **73%**, closed-unmerged rate **0%**, open rate **27%**)
823
  - public orgs: none visible
@@ -825,7 +826,7 @@ Example artifacts:
825
  - heuristic read: **targets high-star repos**
826
 
827
  Example artifacts:
828
- - [PR #45534: ALM base model class](https://github.com/huggingface/transformers/pull/45534) — open, draft
829
  - [PR #45512: [OutputRecorder] re.search on layer_name](https://github.com/huggingface/transformers/pull/45512) — open
830
  - [PR #45221: user friendly error when loading audio from video](https://github.com/huggingface/transformers/pull/45221) — open
831
 
@@ -882,12 +883,12 @@ Example artifacts:
882
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aqgallouedec)
883
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aqgallouedec)
884
  - repo first seen: `2024-12-13T13:39:10Z`
885
- - repo last seen: `2026-04-21T16:13:32Z`
886
  - first seen in snapshot: **no**
887
  - repo association: **MEMBER**
888
  - repo primary artifacts: **28**
889
  - snapshot authored PRs/issues: **15 PRs / 13 issues**
890
- - snapshot discussion activity: **33 comments / 42 reviews / 41 review comments**
891
  - account age: **2692 days**
892
  - recent public PR activity: **128 PRs** (102 merged / 5 closed-unmerged / 21 open; merged rate **80%**, closed-unmerged rate **4%**, open rate **16%**)
893
  - public orgs: `huggingface`
@@ -908,12 +909,12 @@ Example artifacts:
908
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIlyasMoutawwakil)
909
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIlyasMoutawwakil)
910
  - repo first seen: `2025-07-04T08:41:29Z`
911
- - repo last seen: `2026-04-22T12:01:16Z`
912
  - first seen in snapshot: **no**
913
  - repo association: **MEMBER**
914
  - repo primary artifacts: **18**
915
  - snapshot authored PRs/issues: **15 PRs / 3 issues**
916
- - snapshot discussion activity: **35 comments / 154 reviews / 131 review comments**
917
  - account age: **2354 days**
918
  - recent public PR activity: **22 PRs** (16 merged / 2 closed-unmerged / 4 open; merged rate **73%**, closed-unmerged rate **9%**, open rate **18%**)
919
  - public orgs: `huggingface`, `Chouafa`
@@ -1054,12 +1055,12 @@ Example artifacts:
1054
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3A3outeille)
1055
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3A3outeille)
1056
  - repo first seen: `2025-11-26T16:58:10Z`
1057
- - repo last seen: `2026-04-20T13:44:54Z`
1058
  - first seen in snapshot: **no**
1059
  - repo association: **MEMBER**
1060
  - repo primary artifacts: **13**
1061
  - snapshot authored PRs/issues: **13 PRs / 0 issues**
1062
- - snapshot discussion activity: **23 comments / 69 reviews / 75 review comments**
1063
  - account age: **2625 days**
1064
  - recent public PR activity: **9 PRs** (4 merged / 0 closed-unmerged / 5 open; merged rate **44%**, closed-unmerged rate **0%**, open rate **56%**)
1065
  - public orgs: `huggingface`
@@ -1188,6 +1189,29 @@ Example artifacts:
1188
  - [PR #44921: fix: use shape index access in compute_3d_position_ids for Qwen VL models](https://github.com/huggingface/transformers/pull/44921) — closed
1189
  - [PR #44920: fix: propagate num_labels/id2label to text_config in Qwen3_5Config](https://github.com/huggingface/transformers/pull/44920) — closed
1190
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1191
  ### `hkc5`
1192
 
1193
  - profile: [github.com/hkc5](https://github.com/hkc5)
@@ -1234,29 +1258,6 @@ Example artifacts:
1234
  - [PR #45202: Fix gemma4 has flash-attention incompatbile head-dim=512](https://github.com/huggingface/transformers/pull/45202) — open
1235
  - [PR #45157: [WIP] PrismML Bonsai model support](https://github.com/huggingface/transformers/pull/45157) — open, draft
1236
 
1237
- ### `winglian`
1238
-
1239
- - profile: [github.com/winglian](https://github.com/winglian)
1240
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Awinglian)
1241
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Awinglian)
1242
- - repo first seen: `2024-10-17T15:17:05Z`
1243
- - repo last seen: `2026-04-10T02:54:56Z`
1244
- - first seen in snapshot: **no**
1245
- - repo association: **COLLABORATOR**
1246
- - repo primary artifacts: **7**
1247
- - snapshot authored PRs/issues: **7 PRs / 0 issues**
1248
- - snapshot discussion activity: **11 comments / 31 reviews / 18 review comments**
1249
- - account age: **5708 days**
1250
- - recent public PR activity: **102 PRs** (85 merged / 5 closed-unmerged / 12 open; merged rate **83%**, closed-unmerged rate **5%**, open rate **12%**)
1251
- - public orgs: none visible
1252
- - compact scores: follow-through **strong**, breadth **high**, automation risk **low**
1253
- - heuristic read: **extremely high recent PR volume; broad repo spread; targets high-star repos**
1254
-
1255
- Example artifacts:
1256
- - [PR #45354: fix gemma4 gradient accumulation loss and last token incorrect labels](https://github.com/huggingface/transformers/pull/45354) — closed, merged
1257
- - [PR #44473: fix FSDP loading with meta devices](https://github.com/huggingface/transformers/pull/44473) — closed, merged
1258
- - [PR #44259: Async data producer](https://github.com/huggingface/transformers/pull/44259) — open, draft
1259
-
1260
  ### `jashshah999`
1261
 
1262
  - profile: [github.com/jashshah999](https://github.com/jashshah999)
@@ -1345,7 +1346,7 @@ Example artifacts:
1345
  - heuristic read: **targets high-star repos**
1346
 
1347
  Example artifacts:
1348
- - [PR #45562: Updated the image cache for Paddle models according to the latest API](https://github.com/huggingface/transformers/pull/45562) — open, merged
1349
  - [PR #45532: [Model] Add SLANet Model Support](https://github.com/huggingface/transformers/pull/45532) — closed, merged
1350
  - [PR #45281: Fix resize failure caused by zero-sized masks in PP-DocLayoutV3](https://github.com/huggingface/transformers/pull/45281) — closed, merged
1351
 
@@ -1521,6 +1522,29 @@ Example artifacts:
1521
  - [Issue #45292: resize_token_embeddings does not effect to output_embeddings](https://github.com/huggingface/transformers/issues/45292) — open
1522
  - [Issue #45276: [gemma4] resize_token_embeddings does not effect to embed_tokens_per_layer or output_embeddings](https://github.com/huggingface/transformers/issues/45276) — closed
1523
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1524
  ### `Charly21r`
1525
 
1526
  - profile: [github.com/Charly21r](https://github.com/Charly21r)
@@ -1614,29 +1638,6 @@ Example artifacts:
1614
  - [PR #44344: Fix tokenizer_class in tokenizer_config.json for Qwen3.5 save_pretrained (fixes #44297)](https://github.com/huggingface/transformers/pull/44344) — closed
1615
  - [PR #44343: Fix ANSI codes in loading_report when stdout is not a TTY (fixes #44336)](https://github.com/huggingface/transformers/pull/44343) — closed
1616
 
1617
- ### `nightcityblade`
1618
-
1619
- - profile: [github.com/nightcityblade](https://github.com/nightcityblade)
1620
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Anightcityblade)
1621
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Anightcityblade)
1622
- - repo first seen: `2026-02-18T23:07:23Z`
1623
- - repo last seen: `2026-02-23T14:35:01Z`
1624
- - first seen in snapshot: **no**
1625
- - repo association: **CONTRIBUTOR**
1626
- - repo primary artifacts: **4**
1627
- - snapshot authored PRs/issues: **4 PRs / 0 issues**
1628
- - snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
1629
- - account age: **67 days**
1630
- - recent public PR activity: **219 PRs** (72 merged / 77 closed-unmerged / 70 open; merged rate **33%**, closed-unmerged rate **35%**, open rate **32%**)
1631
- - public orgs: none visible
1632
- - compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
1633
- - heuristic read: **very new account; extremely high recent PR volume; very broad repo spread; targets high-star repos**
1634
-
1635
- Example artifacts:
1636
- - [PR #44210: fix(lasr): remove spurious center arg from _torch_extract_fbank_features call](https://github.com/huggingface/transformers/pull/44210) — closed
1637
- - [PR #44204: fix(layoutlmv2): store only_label_first_subword attribute in tokenizer](https://github.com/huggingface/transformers/pull/44204) — closed
1638
- - [PR #44203: fix(trainer): pass optim_args to SGD, Adagrad, and RMSprop optimizers](https://github.com/huggingface/transformers/pull/44203) — closed, merged
1639
-
1640
  ### `RudrenduPaul`
1641
 
1642
  - profile: [github.com/RudrenduPaul](https://github.com/RudrenduPaul)
@@ -1755,29 +1756,6 @@ Example artifacts:
1755
  - [PR #45180: 🔒 Pin GitHub Actions to commit SHAs](https://github.com/huggingface/transformers/pull/45180) — closed, merged
1756
  - [Issue #45182: 🔒 Track: Pin GitHub Actions to commit SHAs](https://github.com/huggingface/transformers/issues/45182) — closed
1757
 
1758
- ### `AmineDiro`
1759
-
1760
- - profile: [github.com/AmineDiro](https://github.com/AmineDiro)
1761
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAmineDiro)
1762
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAmineDiro)
1763
- - repo first seen: `2026-04-14T15:35:56Z`
1764
- - repo last seen: `2026-04-22T10:09:55Z`
1765
- - first seen in snapshot: **no**
1766
- - repo association: **MEMBER**
1767
- - repo primary artifacts: **3**
1768
- - snapshot authored PRs/issues: **3 PRs / 0 issues**
1769
- - snapshot discussion activity: **6 comments / 4 reviews / 4 review comments**
1770
- - account age: **3865 days**
1771
- - recent public PR activity: **17 PRs** (8 merged / 1 closed-unmerged / 8 open; merged rate **47%**, closed-unmerged rate **6%**, open rate **47%**)
1772
- - public orgs: `huggingface`
1773
- - compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
1774
- - heuristic read: **high open PR share; targets high-star repos**
1775
-
1776
- Example artifacts:
1777
- - [PR #45548: Fix EP + DeepSpeed ZeRO-3 loading via accelerate launch](https://github.com/huggingface/transformers/pull/45548) — open
1778
- - [PR #45473: Fix EP: RouterParallel shape, tp_plan property, grouped_mm sentinels](https://github.com/huggingface/transformers/pull/45473) — closed, merged
1779
- - [PR #45436: Add expert parallelism (EP) config support for Qwen3 MoE](https://github.com/huggingface/transformers/pull/45436) — open
1780
-
1781
  ### `Cursx`
1782
 
1783
  - profile: [github.com/Cursx](https://github.com/Cursx)
@@ -2083,12 +2061,12 @@ Example artifacts:
2083
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aebezzam)
2084
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aebezzam)
2085
  - repo first seen: `2025-07-25T12:59:52Z`
2086
- - repo last seen: `2026-04-22T11:22:59Z`
2087
  - first seen in snapshot: **no**
2088
  - repo association: **MEMBER**
2089
  - repo primary artifacts: **9**
2090
  - snapshot authored PRs/issues: **9 PRs / 0 issues**
2091
- - snapshot discussion activity: **54 comments / 193 reviews / 637 review comments**
2092
  - account age: **4683 days**
2093
  - recent public PR activity: **8 PRs** (4 merged / 1 closed-unmerged / 3 open; merged rate **50%**, closed-unmerged rate **12%**, open rate **38%**)
2094
  - public orgs: `LCAV`
@@ -2342,7 +2320,7 @@ Example artifacts:
2342
  - repo first seen: `2026-04-22T05:24:00Z`
2343
  - repo last seen: `2026-04-22T05:27:49Z`
2344
  - first seen in snapshot: **no**
2345
- - repo association: **FIRST_TIME_CONTRIBUTOR**
2346
  - repo primary artifacts: **2**
2347
  - snapshot authored PRs/issues: **2 PRs / 0 issues**
2348
  - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
@@ -2353,8 +2331,8 @@ Example artifacts:
2353
  - heuristic read: **very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; no visible non-self stars**
2354
 
2355
  Example artifacts:
2356
- - [PR #45566: fix: raise clear error when tokenizer config uses v5 list format on older versions](https://github.com/huggingface/transformers/pull/45566) — open
2357
- - [PR #45565: fix: remove stale num_return_sequences warning in paged generate](https://github.com/huggingface/transformers/pull/45565) — open
2358
 
2359
  ### `asuryateja`
2360
 
@@ -2384,12 +2362,12 @@ Example artifacts:
2384
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ABenjaminBossan)
2385
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ABenjaminBossan)
2386
  - repo first seen: `2024-10-17T11:56:32Z`
2387
- - repo last seen: `2026-04-21T10:28:42Z`
2388
  - first seen in snapshot: **no**
2389
  - repo association: **MEMBER**
2390
  - repo primary artifacts: **2**
2391
  - snapshot authored PRs/issues: **2 PRs / 0 issues**
2392
- - snapshot discussion activity: **13 comments / 5 reviews / 5 review comments**
2393
  - account age: **4501 days**
2394
  - recent public PR activity: **49 PRs** (45 merged / 1 closed-unmerged / 3 open; merged rate **92%**, closed-unmerged rate **2%**, open rate **6%**)
2395
  - public orgs: `huggingface`
@@ -2686,6 +2664,28 @@ Example artifacts:
2686
  - [PR #45379: fix(config): add deepstack_visual_indexes to Qwen3_5MoeVisionConfig](https://github.com/huggingface/transformers/pull/45379) — open
2687
  - [PR #45378: fix(mistral): guard ReasoningEffort import for older mistral_common versions](https://github.com/huggingface/transformers/pull/45378) — open
2688
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2689
  ### `kallewoof`
2690
 
2691
  - profile: [github.com/kallewoof](https://github.com/kallewoof)
@@ -3038,6 +3038,28 @@ Example artifacts:
3038
  - [PR #44932: Fix: Pass scheduler_specific_kwargs to inverse_sqrt scheduler](https://github.com/huggingface/transformers/pull/44932) — closed
3039
  - [PR #44931: fix(camembert): add tie_word_embeddings=True to CamembertConfig](https://github.com/huggingface/transformers/pull/44931) — closed, merged
3040
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3041
  ### `saslifat-gif`
3042
 
3043
  - profile: [github.com/saslifat-gif](https://github.com/saslifat-gif)
@@ -3066,12 +3088,12 @@ Example artifacts:
3066
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asdharani91)
3067
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asdharani91)
3068
  - repo first seen: `2026-03-18T05:45:40Z`
3069
- - repo last seen: `2026-04-20T18:17:41Z`
3070
  - first seen in snapshot: **no**
3071
  - repo association: **FIRST_TIME_CONTRIBUTOR**
3072
  - repo primary artifacts: **2**
3073
  - snapshot authored PRs/issues: **2 PRs / 0 issues**
3074
- - snapshot discussion activity: **15 comments / 13 reviews / 13 review comments**
3075
  - account age: **3365 days**
3076
  - recent public PR activity: **3 PRs** (0 merged / 1 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **33%**, open rate **67%**)
3077
  - public orgs: none visible
@@ -3395,6 +3417,29 @@ Example artifacts:
3395
  - [PR #43538: Add Music Flamingo](https://github.com/huggingface/transformers/pull/43538) — closed, merged
3396
  - [PR #43458: Add Music Flamingo support to Audio Flamingo 3](https://github.com/huggingface/transformers/pull/43458) — closed
3397
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3398
  ### `Aravind-11`
3399
 
3400
  - profile: [github.com/Aravind-11](https://github.com/Aravind-11)
@@ -3506,7 +3551,7 @@ Example artifacts:
3506
  - heuristic read: **high open PR share; targets high-star repos**
3507
 
3508
  Example artifacts:
3509
- - [PR #45575: fix(generation): remove stale warning for num_return_sequences in paged generate](https://github.com/huggingface/transformers/pull/45575) — open
3510
  - [PR #43047: fix: prevent accelerate from splitting vision encoder by setting _no_…](https://github.com/huggingface/transformers/pull/43047) — closed, merged
3511
 
3512
  ### `ethanknights`
@@ -4026,7 +4071,7 @@ Example artifacts:
4026
  - repo first seen: `2026-04-20T10:22:03Z`
4027
  - repo last seen: `2026-04-21T14:51:02Z`
4028
  - first seen in snapshot: **no**
4029
- - repo association: **FIRST_TIME_CONTRIBUTOR**
4030
  - repo primary artifacts: **2**
4031
  - snapshot authored PRs/issues: **1 PRs / 1 issues**
4032
  - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
@@ -4037,8 +4082,8 @@ Example artifacts:
4037
  - heuristic read: **—**
4038
 
4039
  Example artifacts:
4040
- - [PR #45551: Add ForSequenceClassification heads for the OLMo family](https://github.com/huggingface/transformers/pull/45551) — open
4041
- - [Issue #45529: Add `Olmo2ForSequenceClassification` (and ideally `OlmoForSequenceClassification` / `Olmo3ForSequenceClassification`)](https://github.com/huggingface/transformers/issues/45529) — open
4042
 
4043
  ### `florian6973`
4044
 
@@ -4480,6 +4525,28 @@ Example artifacts:
4480
  - [PR #45320: Fix AttributeError in AssistantToTargetTranslator.unmap_input_ids with cross-vocab models](https://github.com/huggingface/transformers/pull/45320) — closed, merged
4481
  - [Issue #45307: Bug, Generation](https://github.com/huggingface/transformers/issues/45307) — closed
4482
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
4483
  ### `rpathade`
4484
 
4485
  - profile: [github.com/rpathade](https://github.com/rpathade)
@@ -4790,7 +4857,7 @@ Example artifacts:
4790
  - repo first seen: `2026-04-22T02:56:43Z`
4791
  - repo last seen: `2026-04-22T02:56:43Z`
4792
  - first seen in snapshot: **no**
4793
- - repo association: **FIRST_TIME_CONTRIBUTOR**
4794
  - repo primary artifacts: **1**
4795
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
4796
  - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
@@ -4801,7 +4868,7 @@ Example artifacts:
4801
  - heuristic read: **young account; high recent PR volume; very broad repo spread; high open PR share**
4802
 
4803
  Example artifacts:
4804
- - [PR #45558: feat(trainer): log individual losses from loss_dict](https://github.com/huggingface/transformers/pull/45558) — open
4805
 
4806
  ### `abidlabs`
4807
 
@@ -4992,6 +5059,27 @@ Example artifacts:
4992
  Example artifacts:
4993
  - [PR #44229: Add missing backtick in `AnyToAnyPipeline.__call__` docstring](https://github.com/huggingface/transformers/pull/44229) — closed, merged
4994
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
4995
  ### `andrewor14`
4996
 
4997
  - profile: [github.com/andrewor14](https://github.com/andrewor14)
@@ -5686,27 +5774,6 @@ Example artifacts:
5686
  Example artifacts:
5687
  - [PR #45550: Add runner selection for mi325 GPU type](https://github.com/huggingface/transformers/pull/45550) — open, draft
5688
 
5689
- ### `GS-GOAT`
5690
-
5691
- - profile: [github.com/GS-GOAT](https://github.com/GS-GOAT)
5692
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AGS-GOAT)
5693
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AGS-GOAT)
5694
- - repo first seen: `2026-02-21T13:45:15Z`
5695
- - repo last seen: `2026-03-02T13:17:34Z`
5696
- - first seen in snapshot: **no**
5697
- - repo association: **NONE**
5698
- - repo primary artifacts: **1**
5699
- - snapshot authored PRs/issues: **1 PRs / 0 issues**
5700
- - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
5701
- - account age: **1748 days**
5702
- - recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
5703
- - public orgs: none visible
5704
- - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
5705
- - heuristic read: **many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**
5706
-
5707
- Example artifacts:
5708
- - [PR #44202: Fix: bidirectional mask skip when attention dropout is active (#44188)](https://github.com/huggingface/transformers/pull/44202) — closed
5709
-
5710
  ### `hangjun-ezra`
5711
 
5712
  - profile: [github.com/hangjun-ezra](https://github.com/hangjun-ezra)
@@ -6155,12 +6222,12 @@ Example artifacts:
6155
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajjjamie)
6156
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajjjamie)
6157
  - repo first seen: `2026-04-21T15:57:53Z`
6158
- - repo last seen: `2026-04-21T15:57:53Z`
6159
  - first seen in snapshot: **no**
6160
  - repo association: **FIRST_TIME_CONTRIBUTOR**
6161
  - repo primary artifacts: **1**
6162
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
6163
- - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
6164
  - account age: **4994 days**
6165
  - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
6166
  - public orgs: none visible
@@ -6170,27 +6237,6 @@ Example artifacts:
6170
  Example artifacts:
6171
  - [PR #45552: Remove warnings for modernbert](https://github.com/huggingface/transformers/pull/45552) — open
6172
 
6173
- ### `joaquinhuigomez`
6174
-
6175
- - profile: [github.com/joaquinhuigomez](https://github.com/joaquinhuigomez)
6176
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajoaquinhuigomez)
6177
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajoaquinhuigomez)
6178
- - repo first seen: `2026-03-28T12:13:57Z`
6179
- - repo last seen: `2026-03-29T19:36:23Z`
6180
- - first seen in snapshot: **no**
6181
- - repo association: **NONE**
6182
- - repo primary artifacts: **1**
6183
- - snapshot authored PRs/issues: **1 PRs / 0 issues**
6184
- - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
6185
- - account age: **1082 days**
6186
- - recent public PR activity: **139 PRs** (24 merged / 63 closed-unmerged / 52 open; merged rate **17%**, closed-unmerged rate **45%**, open rate **37%**)
6187
- - public orgs: none visible
6188
- - compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
6189
- - heuristic read: **extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos**
6190
-
6191
- Example artifacts:
6192
- - [PR #45080: Fix PreTrainedConfig as Pydantic field type after dataclass conversion](https://github.com/huggingface/transformers/pull/45080) — closed
6193
-
6194
  ### `JokeYoonic`
6195
 
6196
  - profile: [github.com/JokeYoonic](https://github.com/JokeYoonic)
@@ -6554,12 +6600,12 @@ Example artifacts:
6554
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Alouzongzhi)
6555
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Alouzongzhi)
6556
  - repo first seen: `2026-04-14T05:14:08Z`
6557
- - repo last seen: `2026-04-22T07:54:13Z`
6558
  - first seen in snapshot: **no**
6559
- - repo association: **FIRST_TIME_CONTRIBUTOR**
6560
  - repo primary artifacts: **1**
6561
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
6562
- - snapshot discussion activity: **1 comments / 6 reviews / 6 review comments**
6563
  - account age: **1325 days**
6564
  - recent public PR activity: **4 PRs** (1 merged / 2 closed-unmerged / 1 open; merged rate **25%**, closed-unmerged rate **50%**, open rate **25%**)
6565
  - public orgs: none visible
@@ -6567,7 +6613,7 @@ Example artifacts:
6567
  - heuristic read: **many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**
6568
 
6569
  Example artifacts:
6570
- - [PR #45424: Add IndexCache support for GLM5 DSA](https://github.com/huggingface/transformers/pull/45424) — open
6571
 
6572
  ### `lowzhao`
6573
 
@@ -7333,7 +7379,7 @@ Example artifacts:
7333
  - repo first seen: `2026-03-10T07:09:07Z`
7334
  - repo last seen: `2026-04-22T07:13:57Z`
7335
  - first seen in snapshot: **no**
7336
- - repo association: **FIRST_TIME_CONTRIBUTOR**
7337
  - repo primary artifacts: **1**
7338
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
7339
  - snapshot discussion activity: **5 comments / 8 reviews / 8 review comments**
@@ -7344,7 +7390,7 @@ Example artifacts:
7344
  - heuristic read: **high open PR share**
7345
 
7346
  Example artifacts:
7347
- - [PR #44558: Add /v1/completions endpoint (OpenAI legacy completions API) to `transformers serve`](https://github.com/huggingface/transformers/pull/44558) — open
7348
 
7349
  ### `RicardoLee510520`
7350
 
@@ -7409,27 +7455,6 @@ Example artifacts:
7409
  Example artifacts:
7410
  - [PR #44430: Fix inconsistent past_key_value/past_key_values usage in AFMoE modeling](https://github.com/huggingface/transformers/pull/44430) — closed
7411
 
7412
- ### `ronansgd`
7413
-
7414
- - profile: [github.com/ronansgd](https://github.com/ronansgd)
7415
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aronansgd)
7416
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aronansgd)
7417
- - repo first seen: `2026-04-22T08:50:02Z`
7418
- - repo last seen: `2026-04-22T08:50:02Z`
7419
- - first seen in snapshot: **yes**
7420
- - repo association: **FIRST_TIME_CONTRIBUTOR**
7421
- - repo primary artifacts: **1**
7422
- - snapshot authored PRs/issues: **1 PRs / 0 issues**
7423
- - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
7424
- - account age: **2195 days**
7425
- - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
7426
- - public orgs: none visible
7427
- - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
7428
- - heuristic read: **high open PR share; targets high-star repos**
7429
-
7430
- Example artifacts:
7431
- - [PR #45570: Fix whisper long-form generation when eos_token_id is a list](https://github.com/huggingface/transformers/pull/45570) — open
7432
-
7433
  ### `roycho96`
7434
 
7435
  - profile: [github.com/roycho96](https://github.com/roycho96)
 
1
  # New Contributor Report: huggingface/transformers
2
 
3
+ - Snapshot: `20260422T180025Z`
4
+ - Generated: `2026-04-22T18:02:49Z`
5
  - Activity window: `60d`
6
+ - Contributors: `360`
7
 
8
  ## Summary
9
 
 
16
  | `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 60 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
17
  | `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 45 | 2 | mixed | moderate | low | high recent PR volume; targets high-star repos |
18
  | `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2360d | `2024-09-02T13:41:47Z` | 40 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
19
+ | `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 39 | 1 | mixed | low | low | targets high-star repos |
20
  | `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3961d | `2023-02-27T14:00:41Z` | 37 | 0 | strong | low | low | targets high-star repos |
21
  | `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2025-01-06T17:52:26Z` | 36 | 1 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
22
  | `harshaljanjani` | [profile](https://github.com/harshaljanjani) | no | CONTRIBUTOR | 1961d | `2025-09-17T20:29:13Z` | 31 | 20 | strong | low | low | targets high-star repos |
 
43
  | `casinca` | [profile](https://github.com/casinca) | no | CONTRIBUTOR | 2626d | `2025-12-10T12:31:18Z` | 8 | 2 | strong | moderate | low | targets high-star repos |
44
  | `gambletan` | [profile](https://github.com/gambletan) | no | NONE | 40d | `2026-03-13T05:22:03Z` | 8 | 0 | weak | very high | high | very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
45
  | `s-zx` | [profile](https://github.com/s-zx) | no | NONE | 2020d | `2026-03-08T19:38:00Z` | 8 | 0 | weak | very high | high | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
46
+ | `winglian` | [profile](https://github.com/winglian) | no | COLLABORATOR | 5708d | `2024-10-17T15:17:05Z` | 8 | 0 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
47
  | `hkc5` | [profile](https://github.com/hkc5) | no | NONE | 973d | `2026-03-19T12:33:00Z` | 7 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
48
  | `Qubitium` | [profile](https://github.com/Qubitium) | no | CONTRIBUTOR | 5681d | `2025-10-03T18:23:49Z` | 7 | 0 | strong | moderate | low | extremely high recent PR volume |
 
49
  | `jashshah999` | [profile](https://github.com/jashshah999) | no | CONTRIBUTOR | 2570d | `2026-02-25T22:23:20Z` | 6 | 0 | mixed | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
50
  | `JJJYmmm` | [profile](https://github.com/JJJYmmm) | no | CONTRIBUTOR | 1648d | `2026-01-27T10:34:17Z` | 6 | 0 | mixed | moderate | low | targets high-star repos |
51
  | `kchpp940` | [profile](https://github.com/kchpp940) | no | NONE | 375d | `2026-04-18T01:12:45Z` | 6 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
 
57
  | `sxu75374` | [profile](https://github.com/sxu75374) | no | NONE | 2026d | `2026-02-27T04:48:08Z` | 5 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
58
  | `dacorvo` | [profile](https://github.com/dacorvo) | no | MEMBER | 5038d | `2026-03-13T14:45:22Z` | 4 | 6 | mixed | moderate | low | — |
59
  | `KoichiYasuoka` | [profile](https://github.com/KoichiYasuoka) | no | CONTRIBUTOR | 3839d | `2026-01-21T06:14:39Z` | 4 | 3 | weak | low | low | targets high-star repos |
60
+ | `AmineDiro` | [profile](https://github.com/AmineDiro) | no | MEMBER | 3865d | `2026-04-14T15:35:56Z` | 4 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
61
  | `Charly21r` | [profile](https://github.com/Charly21r) | no | CONTRIBUTOR | 359d | `2026-03-13T09:00:25Z` | 4 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
62
  | `hf-security-analysis[bot]` | [profile](https://github.com/hf-security-analysis[bot]) | no | CONTRIBUTOR | ?d | `2026-03-11T15:39:30Z` | 4 | 0 | n/a | n/a | n/a | summary unavailable |
63
  | `Jah-yee` | [profile](https://github.com/Jah-yee) | no | NONE | 736d | `2026-04-16T00:55:40Z` | 4 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
64
  | `manavshrivastavagit` | [profile](https://github.com/manavshrivastavagit) | no | NONE | 4699d | `2026-02-24T20:35:18Z` | 4 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 
65
  | `RudrenduPaul` | [profile](https://github.com/RudrenduPaul) | no | CONTRIBUTOR | 2913d | `2026-04-09T09:34:42Z` | 4 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
66
  | `RyanMullins` | [profile](https://github.com/RyanMullins) | no | CONTRIBUTOR | 5413d | `2026-03-12T13:32:25Z` | 4 | 0 | mixed | low | low | high open PR share; targets high-star repos |
67
  | `sirzechs66` | [profile](https://github.com/sirzechs66) | no | CONTRIBUTOR | 1246d | `2026-03-30T12:18:41Z` | 4 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
68
  | `jw9603` | [profile](https://github.com/jw9603) | no | CONTRIBUTOR | 2050d | `2026-03-04T00:51:26Z` | 3 | 2 | weak | low | low | targets high-star repos |
69
  | `paulinebm` | [profile](https://github.com/paulinebm) | no | MEMBER | 830d | `2026-03-25T14:55:10Z` | 3 | 1 | strong | very high | medium | extremely high recent PR volume; very broad repo spread; no visible non-self stars |
 
70
  | `Cursx` | [profile](https://github.com/Cursx) | no | NONE | 3073d | `2026-03-31T01:44:52Z` | 3 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
71
  | `javierdejesusda` | [profile](https://github.com/javierdejesusda) | no | CONTRIBUTOR | 508d | `2026-03-22T17:27:20Z` | 3 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
72
  | `jayakumarpujar` | [profile](https://github.com/jayakumarpujar) | no | NONE | 2663d | `2026-03-01T01:47:44Z` | 3 | 0 | mixed | low | low | — |
 
91
  | `akhilc08` | [profile](https://github.com/akhilc08) | no | NONE | 403d | `2026-04-03T17:43:21Z` | 2 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
92
  | `akintunero` | [profile](https://github.com/akintunero) | no | CONTRIBUTOR | 3950d | `2026-03-30T13:48:47Z` | 2 | 0 | weak | moderate | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
93
  | `albertorkive` | [profile](https://github.com/albertorkive) | no | FIRST_TIME_CONTRIBUTOR | 698d | `2026-04-12T17:02:14Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars |
94
+ | `armorbreak001` | [profile](https://github.com/armorbreak001) | no | NONE | 13d | `2026-04-22T05:24:00Z` | 2 | 0 | weak | very high | high | very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; no visible non-self stars |
95
  | `asuryateja` | [profile](https://github.com/asuryateja) | no | CONTRIBUTOR | 1716d | `2026-03-26T21:05:17Z` | 2 | 0 | mixed | moderate | low | high open PR share |
96
  | `BenjaminBossan` | [profile](https://github.com/BenjaminBossan) | no | MEMBER | 4501d | `2024-10-17T11:56:32Z` | 2 | 0 | strong | moderate | low | high recent PR volume; targets high-star repos |
97
  | `Brianzhengca` | [profile](https://github.com/Brianzhengca) | no | FIRST_TIME_CONTRIBUTOR | 3170d | `2026-04-11T21:41:32Z` | 2 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
 
107
  | `haosenwang1018` | [profile](https://github.com/haosenwang1018) | no | NONE | 725d | `2026-02-26T00:58:35Z` | 2 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share |
108
  | `he-yufeng` | [profile](https://github.com/he-yufeng) | no | CONTRIBUTOR | 2869d | `2026-03-14T18:33:53Z` | 2 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
109
  | `hijingsong` | [profile](https://github.com/hijingsong) | no | FIRST_TIME_CONTRIBUTOR | 24d | `2026-04-11T16:23:48Z` | 2 | 0 | weak | high | medium | very new account; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
110
+ | `joaquinhuigomez` | [profile](https://github.com/joaquinhuigomez) | no | FIRST_TIME_CONTRIBUTOR | 1082d | `2026-03-28T12:13:57Z` | 2 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
111
  | `kallewoof` | [profile](https://github.com/kallewoof) | no | CONTRIBUTOR | 5838d | `2026-03-24T23:50:07Z` | 2 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
112
  | `KartikPawade` | [profile](https://github.com/KartikPawade) | no | CONTRIBUTOR | 1843d | `2026-03-06T18:49:59Z` | 2 | 0 | mixed | moderate | low | targets high-star repos |
113
  | `Kash6` | [profile](https://github.com/Kash6) | no | CONTRIBUTOR | 2226d | `2026-04-01T18:07:49Z` | 2 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 
124
  | `osman-akkawi` | [profile](https://github.com/osman-akkawi) | no | NONE | 825d | `2026-03-27T17:04:14Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
125
  | `philippguevorguian` | [profile](https://github.com/philippguevorguian) | no | NONE | 1996d | `2025-10-10T14:52:07Z` | 2 | 0 | mixed | low | low | — |
126
  | `r266-tech` | [profile](https://github.com/r266-tech) | no | CONTRIBUTOR | 206d | `2026-03-22T17:28:57Z` | 2 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
127
+ | `saiganesh47` | [profile](https://github.com/saiganesh47) | yes | FIRST_TIME_CONTRIBUTOR | 633d | `2026-04-22T15:13:44Z` | 2 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
128
  | `saslifat-gif` | [profile](https://github.com/saslifat-gif) | no | CONTRIBUTOR | 229d | `2026-04-02T14:08:15Z` | 2 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
129
  | `sdharani91` | [profile](https://github.com/sdharani91) | no | FIRST_TIME_CONTRIBUTOR | 3365d | `2026-03-18T05:45:40Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
130
  | `sergiopaniego` | [profile](https://github.com/sergiopaniego) | no | MEMBER | 3718d | `2026-03-19T10:22:40Z` | 2 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 
141
  | `ydshieh2` | [profile](https://github.com/ydshieh2) | no | CONTRIBUTOR | 563d | `2025-06-12T08:51:40Z` | 6 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
142
  | `JaredforReal` | [profile](https://github.com/JaredforReal) | no | CONTRIBUTOR | 977d | `2026-01-19T05:05:55Z` | 4 | 0 | strong | moderate | low | high recent PR volume |
143
  | `lashahub` | [profile](https://github.com/lashahub) | no | CONTRIBUTOR | 3339d | `2026-01-08T16:47:50Z` | 4 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
144
+ | `nightcityblade` | [profile](https://github.com/nightcityblade) | no | CONTRIBUTOR | 67d | `2026-02-18T23:07:23Z` | 4 | 0 | weak | very high | high | very new account; extremely high recent PR volume; very broad repo spread; targets high-star repos |
145
  | `Aravind-11` | [profile](https://github.com/Aravind-11) | no | CONTRIBUTOR | 2804d | `2025-11-10T23:38:23Z` | 3 | 0 | mixed | moderate | low | — |
146
  | `githubnemo` | [profile](https://github.com/githubnemo) | no | MEMBER | 5827d | `2026-01-26T11:34:05Z` | 3 | 0 | strong | moderate | low | targets high-star repos |
147
  | `Olexandr88` | [profile](https://github.com/Olexandr88) | no | CONTRIBUTOR | 1622d | `2025-12-26T13:28:31Z` | 3 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share |
 
170
  | `danielquintas8` | [profile](https://github.com/danielquintas8) | no | CONTRIBUTOR | 2020d | `2026-03-30T16:23:11Z` | 1 | 1 | mixed | low | low | high open PR share; targets high-star repos |
171
  | `davevanveen` | [profile](https://github.com/davevanveen) | no | FIRST_TIME_CONTRIBUTOR | 3357d | `2026-04-17T20:59:54Z` | 1 | 1 | mixed | low | low | high open PR share |
172
  | `DogWala` | [profile](https://github.com/DogWala) | no | FIRST_TIME_CONTRIBUTOR | 1331d | `2026-03-12T15:47:16Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
173
+ | `earino` | [profile](https://github.com/earino) | no | CONTRIBUTOR | 6609d | `2026-04-20T10:22:03Z` | 1 | 1 | strong | moderate | low | — |
174
  | `florian6973` | [profile](https://github.com/florian6973) | no | CONTRIBUTOR | 2050d | `2026-04-07T23:31:43Z` | 1 | 1 | strong | low | low | targets high-star repos |
175
  | `Fr0do` | [profile](https://github.com/Fr0do) | no | CONTRIBUTOR | 3916d | `2026-03-27T19:19:16Z` | 1 | 1 | mixed | low | low | — |
176
  | `gh-wf` | [profile](https://github.com/gh-wf) | no | NONE | 1335d | `2026-03-19T15:13:12Z` | 1 | 1 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 
191
  | `ntenenz` | [profile](https://github.com/ntenenz) | no | CONTRIBUTOR | 4267d | `2026-03-13T20:09:58Z` | 1 | 1 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
192
  | `rabbierabbie` | [profile](https://github.com/rabbierabbie) | no | NONE | 778d | `2026-03-10T14:40:08Z` | 1 | 1 | mixed | moderate | low | — |
193
  | `Regata3010` | [profile](https://github.com/Regata3010) | no | CONTRIBUTOR | 1431d | `2026-04-08T04:07:37Z` | 1 | 1 | strong | low | low | no visible non-self stars; targets high-star repos |
194
+ | `ronansgd` | [profile](https://github.com/ronansgd) | no | FIRST_TIME_CONTRIBUTOR | 2195d | `2026-04-22T08:50:02Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
195
  | `rpathade` | [profile](https://github.com/rpathade) | no | FIRST_TIME_CONTRIBUTOR | 2005d | `2026-03-29T22:46:13Z` | 1 | 1 | weak | moderate | low | high open PR share; targets high-star repos |
196
  | `ShahVandit` | [profile](https://github.com/ShahVandit) | no | FIRST_TIME_CONTRIBUTOR | 1886d | `2026-02-02T02:33:32Z` | 1 | 1 | mixed | low | low | no visible non-self stars |
197
  | `stuckvgn` | [profile](https://github.com/stuckvgn) | no | NONE | 1146d | `2026-02-25T14:03:32Z` | 1 | 1 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread |
 
206
  | `aashay-sarvam` | [profile](https://github.com/aashay-sarvam) | no | FIRST_TIME_CONTRIBUTOR | 883d | `2026-03-10T11:55:01Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
207
  | `aashirpersonal` | [profile](https://github.com/aashirpersonal) | no | NONE | 957d | `2026-03-15T16:52:03Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
208
  | `aayushbaluni` | [profile](https://github.com/aayushbaluni) | no | NONE | 1999d | `2026-03-17T17:20:35Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
209
+ | `Abdeltoto` | [profile](https://github.com/Abdeltoto) | no | NONE | 265d | `2026-04-22T02:56:43Z` | 1 | 0 | weak | very high | medium | young account; high recent PR volume; very broad repo spread; high open PR share |
210
  | `abidlabs` | [profile](https://github.com/abidlabs) | no | MEMBER | 5075d | `2026-04-08T22:36:08Z` | 1 | 0 | mixed | moderate | low | high recent PR volume |
211
  | `adil-a` | [profile](https://github.com/adil-a) | no | CONTRIBUTOR | 2637d | `2026-02-26T17:57:16Z` | 1 | 0 | strong | low | low | high recent PR volume |
212
  | `agentspan` | [profile](https://github.com/agentspan) | no | NONE | 15d | `2026-04-08T08:40:08Z` | 1 | 0 | weak | low | high | very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
 
216
  | `Akshay404error` | [profile](https://github.com/Akshay404error) | no | FIRST_TIMER | 592d | `2026-03-27T08:33:01Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
217
  | `alexandercarruthers` | [profile](https://github.com/alexandercarruthers) | no | CONTRIBUTOR | 2601d | `2026-02-22T18:02:43Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
218
  | `alvarobartt` | [profile](https://github.com/alvarobartt) | no | MEMBER | 2975d | `2026-02-23T15:25:47Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
219
+ | `Anai-Guo` | [profile](https://github.com/Anai-Guo) | yes | FIRST_TIME_CONTRIBUTOR | 9d | `2026-04-22T13:14:19Z` | 1 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
220
  | `andrewor14` | [profile](https://github.com/andrewor14) | no | CONTRIBUTOR | 4996d | `2026-04-08T15:42:16Z` | 1 | 0 | strong | moderate | low | — |
221
  | `anshuS1310` | [profile](https://github.com/anshuS1310) | no | CONTRIBUTOR | 149d | `2026-03-21T09:59:07Z` | 1 | 0 | mixed | low | low | young account; no visible non-self stars |
222
  | `ansley` | [profile](https://github.com/ansley) | no | NONE | 2296d | `2026-04-09T14:31:40Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 
250
  | `garybadwal` | [profile](https://github.com/garybadwal) | no | FIRST_TIME_CONTRIBUTOR | 1178d | `2026-04-21T04:38:14Z` | 1 | 0 | weak | low | low | targets high-star repos |
251
  | `giulio-leone` | [profile](https://github.com/giulio-leone) | no | NONE | 4423d | `2026-02-28T06:22:19Z` | 1 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
252
  | `glegendre01` | [profile](https://github.com/glegendre01) | no | MEMBER | 1282d | `2026-04-21T12:37:31Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
 
253
  | `hangjun-ezra` | [profile](https://github.com/hangjun-ezra) | no | CONTRIBUTOR | 652d | `2026-02-25T03:52:04Z` | 1 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
254
  | `hanouticelina` | [profile](https://github.com/hanouticelina) | no | MEMBER | 2974d | `2026-04-10T11:59:37Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
255
  | `hardikmeisheri` | [profile](https://github.com/hardikmeisheri) | no | FIRST_TIMER | 3948d | `2026-02-28T16:49:27Z` | 1 | 0 | strong | low | low | targets high-star repos |
 
272
  | `JiauZhang` | [profile](https://github.com/JiauZhang) | no | CONTRIBUTOR | 2918d | `2026-04-15T14:00:11Z` | 1 | 0 | strong | low | low | targets high-star repos |
273
  | `JiwaniZakir` | [profile](https://github.com/JiwaniZakir) | no | CONTRIBUTOR | 1386d | `2026-03-17T05:11:16Z` | 1 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
274
  | `jjjamie` | [profile](https://github.com/jjjamie) | no | FIRST_TIME_CONTRIBUTOR | 4994d | `2026-04-21T15:57:53Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
275
  | `JokeYoonic` | [profile](https://github.com/JokeYoonic) | no | FIRST_TIME_CONTRIBUTOR | 770d | `2026-03-13T16:28:01Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
276
  | `jonghwanhyeon` | [profile](https://github.com/jonghwanhyeon) | no | CONTRIBUTOR | 5135d | `2026-04-21T11:42:03Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
277
  | `JonoLF` | [profile](https://github.com/JonoLF) | no | FIRST_TIME_CONTRIBUTOR | 1365d | `2026-02-23T15:09:05Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
289
  | `leaderofARS` | [profile](https://github.com/leaderofARS) | no | CONTRIBUTOR | 610d | `2026-03-01T07:34:43Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
290
  | `liding-nv` | [profile](https://github.com/liding-nv) | no | CONTRIBUTOR | 227d | `2026-03-02T13:22:21Z` | 1 | 0 | mixed | low | low | young account; no visible non-self stars |
291
  | `likejazz` | [profile](https://github.com/likejazz) | no | CONTRIBUTOR | 5243d | `2026-02-26T14:30:24Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
292
+ | `louzongzhi` | [profile](https://github.com/louzongzhi) | no | CONTRIBUTOR | 1325d | `2026-04-14T05:14:08Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
293
  | `lowzhao` | [profile](https://github.com/lowzhao) | no | CONTRIBUTOR | 3244d | `2026-04-06T08:41:40Z` | 1 | 0 | strong | low | low | targets high-star repos |
294
  | `LucasMa2025` | [profile](https://github.com/LucasMa2025) | no | FIRST_TIMER | 79d | `2026-03-14T17:13:34Z` | 1 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
295
  | `lucianommartins` | [profile](https://github.com/lucianommartins) | no | CONTRIBUTOR | 3503d | `2026-04-05T22:07:53Z` | 1 | 0 | weak | low | low | no visible non-self stars; targets high-star repos |
 
326
  | `prakhar-agarwal` | [profile](https://github.com/prakhar-agarwal) | no | FIRST_TIME_CONTRIBUTOR | 4776d | `2026-03-22T05:20:22Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
327
  | `pramilajangid` | [profile](https://github.com/pramilajangid) | no | NONE | 3043d | `2026-03-24T09:57:20Z` | 1 | 0 | mixed | moderate | low | — |
328
  | `pranay-3108` | [profile](https://github.com/pranay-3108) | no | NONE | 350d | `2026-03-11T05:13:57Z` | 1 | 0 | weak | low | medium | young account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
329
+ | `rain-1` | [profile](https://github.com/rain-1) | no | CONTRIBUTOR | 3706d | `2026-03-10T07:09:07Z` | 1 | 0 | weak | low | low | high open PR share |
330
  | `RicardoLee510520` | [profile](https://github.com/RicardoLee510520) | no | FIRST_TIMER | 168d | `2026-03-19T06:30:53Z` | 1 | 0 | weak | low | medium | young account; many recent closed-unmerged PRs; targets high-star repos |
331
  | `RishabhMehra` | [profile](https://github.com/RishabhMehra) | no | FIRST_TIMER | 3359d | `2026-02-25T12:49:56Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
332
  | `Rohang2005` | [profile](https://github.com/Rohang2005) | no | NONE | 817d | `2026-03-04T08:13:38Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 
333
  | `roycho96` | [profile](https://github.com/roycho96) | no | FIRST_TIME_CONTRIBUTOR | 2160d | `2026-03-20T15:08:32Z` | 1 | 0 | mixed | moderate | low | high open PR share |
334
  | `rsmed31` | [profile](https://github.com/rsmed31) | no | NONE | 1321d | `2026-03-14T23:57:14Z` | 1 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
335
  | `ruben-aghayan` | [profile](https://github.com/ruben-aghayan) | no | FIRST_TIME_CONTRIBUTOR | 3216d | `2026-04-13T03:57:04Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
401
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atarekziade)
402
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atarekziade)
403
  - repo first seen: `2026-01-21T16:52:29Z`
404
+ - repo last seen: `2026-04-22T13:12:36Z`
405
  - first seen in snapshot: **no**
406
  - repo association: **MEMBER**
407
  - repo primary artifacts: **84**
408
  - snapshot authored PRs/issues: **78 PRs / 6 issues**
409
+ - snapshot discussion activity: **143 comments / 164 reviews / 154 review comments**
410
  - account age: **5839 days**
411
  - recent public PR activity: **108 PRs** (92 merged / 3 closed-unmerged / 13 open; merged rate **85%**, closed-unmerged rate **3%**, open rate **12%**)
412
  - public orgs: `AFPy`, `faitmain`, `circus-tent`
 
450
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azucchini-nlp)
451
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azucchini-nlp)
452
  - repo first seen: `2024-09-26T09:23:39Z`
453
+ - repo last seen: `2026-04-22T15:54:30Z`
454
  - first seen in snapshot: **no**
455
  - repo association: **MEMBER**
456
  - repo primary artifacts: **67**
457
  - snapshot authored PRs/issues: **67 PRs / 0 issues**
458
+ - snapshot discussion activity: **451 comments / 650 reviews / 1591 review comments**
459
  - account age: **1508 days**
460
  - recent public PR activity: **50 PRs** (33 merged / 6 closed-unmerged / 11 open; merged rate **66%**, closed-unmerged rate **12%**, open rate **22%**)
461
  - public orgs: `huggingface`, `deeppavlov`
 
499
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArthurZucker)
500
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArthurZucker)
501
  - repo first seen: `2023-02-24T14:13:29Z`
502
+ - repo last seen: `2026-04-22T16:13:48Z`
503
  - first seen in snapshot: **no**
504
  - repo association: **MEMBER**
505
  - repo primary artifacts: **47**
506
  - snapshot authored PRs/issues: **45 PRs / 2 issues**
507
+ - snapshot discussion activity: **144 comments / 478 reviews / 952 review comments**
508
  - account age: **2590 days**
509
  - recent public PR activity: **60 PRs** (36 merged / 5 closed-unmerged / 19 open; merged rate **60%**, closed-unmerged rate **8%**, open rate **32%**)
510
  - public orgs: none visible
 
524
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASunMarc)
525
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASunMarc)
526
  - repo first seen: `2024-09-02T13:41:47Z`
527
+ - repo last seen: `2026-04-22T14:18:01Z`
528
  - first seen in snapshot: **no**
529
  - repo association: **MEMBER**
530
  - repo primary artifacts: **42**
531
  - snapshot authored PRs/issues: **40 PRs / 2 issues**
532
+ - snapshot discussion activity: **165 comments / 277 reviews / 406 review comments**
533
  - account age: **2360 days**
534
  - recent public PR activity: **35 PRs** (28 merged / 3 closed-unmerged / 4 open; merged rate **80%**, closed-unmerged rate **9%**, open rate **11%**)
535
  - public orgs: `huggingface`
 
549
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avasqu)
550
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avasqu)
551
  - repo first seen: `2025-08-26T12:13:50Z`
552
+ - repo last seen: `2026-04-22T16:00:35Z`
553
  - first seen in snapshot: **no**
554
  - repo association: **MEMBER**
555
+ - repo primary artifacts: **40**
556
+ - snapshot authored PRs/issues: **39 PRs / 1 issues**
557
+ - snapshot discussion activity: **465 comments / 764 reviews / 3281 review comments**
558
  - account age: **1991 days**
559
  - recent public PR activity: **21 PRs** (12 merged / 3 closed-unmerged / 6 open; merged rate **57%**, closed-unmerged rate **14%**, open rate **29%**)
560
  - public orgs: none visible
 
562
  - heuristic read: **targets high-star repos**
563
 
564
  Example artifacts:
565
+ - [PR #45583: Update dev version](https://github.com/huggingface/transformers/pull/45583) — closed, merged
566
+ - [PR #45580: [`Privacy Filter`] Add model](https://github.com/huggingface/transformers/pull/45580) — closed, merged
567
+ - [PR #45574: Fix typos](https://github.com/huggingface/transformers/pull/45574) — closed, merged
568
  - [Issue #40827: [`Cache`] Proper support for Linear Attention (related) caches](https://github.com/huggingface/transformers/issues/40827) — closed
569
 
570
  ### `Rocketknight1`
 
573
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARocketknight1)
574
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARocketknight1)
575
  - repo first seen: `2023-02-27T14:00:41Z`
576
+ - repo last seen: `2026-04-22T14:16:17Z`
577
  - first seen in snapshot: **no**
578
  - repo association: **MEMBER**
579
  - repo primary artifacts: **37**
580
  - snapshot authored PRs/issues: **37 PRs / 0 issues**
581
+ - snapshot discussion activity: **535 comments / 204 reviews / 117 review comments**
582
  - account age: **3961 days**
583
  - recent public PR activity: **17 PRs** (16 merged / 1 closed-unmerged / 0 open; merged rate **94%**, closed-unmerged rate **6%**, open rate **0%**)
584
  - public orgs: `huggingface`
 
596
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Astevhliu)
597
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Astevhliu)
598
  - repo first seen: `2025-01-06T17:52:26Z`
599
+ - repo last seen: `2026-04-22T16:29:45Z`
600
  - first seen in snapshot: **no**
601
  - repo association: **MEMBER**
602
  - repo primary artifacts: **37**
603
  - snapshot authored PRs/issues: **36 PRs / 1 issues**
604
+ - snapshot discussion activity: **25 comments / 107 reviews / 148 review comments**
605
  - account age: **2296 days**
606
  - recent public PR activity: **30 PRs** (25 merged / 0 closed-unmerged / 5 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**)
607
  - public orgs: `huggingface`
 
610
 
611
  Example artifacts:
612
  - [PR #45554: [docs] multi-turn tool calling](https://github.com/huggingface/transformers/pull/45554) — open
613
+ - [PR #45553: [docs] per-request sampling params](https://github.com/huggingface/transformers/pull/45553) — closed, merged
614
  - [PR #45465: [docs] contributing](https://github.com/huggingface/transformers/pull/45465) — open, draft
615
  - [Issue #36979: [Community contributions] Model cards](https://github.com/huggingface/transformers/issues/36979) — closed
616
 
 
646
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aitazap)
647
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aitazap)
648
  - repo first seen: `2024-10-21T07:08:47Z`
649
+ - repo last seen: `2026-04-22T17:18:13Z`
650
  - first seen in snapshot: **no**
651
  - repo association: **MEMBER**
652
  - repo primary artifacts: **27**
653
  - snapshot authored PRs/issues: **27 PRs / 0 issues**
654
+ - snapshot discussion activity: **37 comments / 43 reviews / 29 review comments**
655
  - account age: **3139 days**
656
  - recent public PR activity: **20 PRs** (10 merged / 5 closed-unmerged / 5 open; merged rate **50%**, closed-unmerged rate **25%**, open rate **25%**)
657
  - public orgs: none visible
 
659
  - heuristic read: **no visible non-self stars; targets high-star repos**
660
 
661
  Example artifacts:
662
+ - [PR #45435: do not index past decoded chars with special tokens](https://github.com/huggingface/transformers/pull/45435) — closed, merged
663
  - [PR #45133: Add sarvam model](https://github.com/huggingface/transformers/pull/45133) — open, draft
664
  - [PR #45078: throw error when conversion required](https://github.com/huggingface/transformers/pull/45078) — closed, merged
665
 
 
751
  - heuristic read: **high recent PR volume**
752
 
753
  Example artifacts:
754
+ - [PR #45560: Update torchao usage for XPU and CPU](https://github.com/huggingface/transformers/pull/45560) — closed, merged
755
  - [PR #45525: Fix CSM `TextToAudioPipeline` missing `<bos>` token](https://github.com/huggingface/transformers/pull/45525) — closed, merged
756
  - [PR #45108: Fix `Wav2Vec2Config.vocab_size` type to allow `None`](https://github.com/huggingface/transformers/pull/45108) — closed, merged
757
  - [Issue #44458: Mllama compile failed after new attn mask](https://github.com/huggingface/transformers/issues/44458) — closed
 
813
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aeustlb)
814
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aeustlb)
815
  - repo first seen: `2025-01-20T12:27:19Z`
816
+ - repo last seen: `2026-04-22T15:09:26Z`
817
  - first seen in snapshot: **no**
818
  - repo association: **MEMBER**
819
  - repo primary artifacts: **18**
820
  - snapshot authored PRs/issues: **18 PRs / 0 issues**
821
+ - snapshot discussion activity: **30 comments / 125 reviews / 247 review comments**
822
  - account age: **1607 days**
823
  - recent public PR activity: **11 PRs** (8 merged / 0 closed-unmerged / 3 open; merged rate **73%**, closed-unmerged rate **0%**, open rate **27%**)
824
  - public orgs: none visible
 
826
  - heuristic read: **targets high-star repos**
827
 
828
  Example artifacts:
829
+ - [PR #45534: 🚨 [ALM] Add base model without head](https://github.com/huggingface/transformers/pull/45534) — open, draft
830
  - [PR #45512: [OutputRecorder] re.search on layer_name](https://github.com/huggingface/transformers/pull/45512) — open
831
  - [PR #45221: user friendly error when loading audio from video](https://github.com/huggingface/transformers/pull/45221) — open
832
 
 
883
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aqgallouedec)
884
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aqgallouedec)
885
  - repo first seen: `2024-12-13T13:39:10Z`
886
+ - repo last seen: `2026-04-22T13:30:55Z`
887
  - first seen in snapshot: **no**
888
  - repo association: **MEMBER**
889
  - repo primary artifacts: **28**
890
  - snapshot authored PRs/issues: **15 PRs / 13 issues**
891
+ - snapshot discussion activity: **33 comments / 43 reviews / 42 review comments**
892
  - account age: **2692 days**
893
  - recent public PR activity: **128 PRs** (102 merged / 5 closed-unmerged / 21 open; merged rate **80%**, closed-unmerged rate **4%**, open rate **16%**)
894
  - public orgs: `huggingface`
 
909
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIlyasMoutawwakil)
910
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIlyasMoutawwakil)
911
  - repo first seen: `2025-07-04T08:41:29Z`
912
+ - repo last seen: `2026-04-22T16:03:49Z`
913
  - first seen in snapshot: **no**
914
  - repo association: **MEMBER**
915
  - repo primary artifacts: **18**
916
  - snapshot authored PRs/issues: **15 PRs / 3 issues**
917
+ - snapshot discussion activity: **35 comments / 157 reviews / 134 review comments**
918
  - account age: **2354 days**
919
  - recent public PR activity: **22 PRs** (16 merged / 2 closed-unmerged / 4 open; merged rate **73%**, closed-unmerged rate **9%**, open rate **18%**)
920
  - public orgs: `huggingface`, `Chouafa`
 
1055
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3A3outeille)
1056
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3A3outeille)
1057
  - repo first seen: `2025-11-26T16:58:10Z`
1058
+ - repo last seen: `2026-04-22T14:23:52Z`
1059
  - first seen in snapshot: **no**
1060
  - repo association: **MEMBER**
1061
  - repo primary artifacts: **13**
1062
  - snapshot authored PRs/issues: **13 PRs / 0 issues**
1063
+ - snapshot discussion activity: **23 comments / 70 reviews / 76 review comments**
1064
  - account age: **2625 days**
1065
  - recent public PR activity: **9 PRs** (4 merged / 0 closed-unmerged / 5 open; merged rate **44%**, closed-unmerged rate **0%**, open rate **56%**)
1066
  - public orgs: `huggingface`
 
1189
  - [PR #44921: fix: use shape index access in compute_3d_position_ids for Qwen VL models](https://github.com/huggingface/transformers/pull/44921) — closed
1190
  - [PR #44920: fix: propagate num_labels/id2label to text_config in Qwen3_5Config](https://github.com/huggingface/transformers/pull/44920) — closed
1191
 
1192
+ ### `winglian`
1193
+
1194
+ - profile: [github.com/winglian](https://github.com/winglian)
1195
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Awinglian)
1196
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Awinglian)
1197
+ - repo first seen: `2024-10-17T15:17:05Z`
1198
+ - repo last seen: `2026-04-22T13:41:37Z`
1199
+ - first seen in snapshot: **no**
1200
+ - repo association: **COLLABORATOR**
1201
+ - repo primary artifacts: **8**
1202
+ - snapshot authored PRs/issues: **8 PRs / 0 issues**
1203
+ - snapshot discussion activity: **11 comments / 31 reviews / 18 review comments**
1204
+ - account age: **5708 days**
1205
+ - recent public PR activity: **102 PRs** (85 merged / 5 closed-unmerged / 12 open; merged rate **83%**, closed-unmerged rate **5%**, open rate **12%**)
1206
+ - public orgs: none visible
1207
+ - compact scores: follow-through **strong**, breadth **high**, automation risk **low**
1208
+ - heuristic read: **extremely high recent PR volume; broad repo spread; targets high-star repos**
1209
+
1210
+ Example artifacts:
1211
+ - [PR #45577: Allow for registered experts from kernels hub](https://github.com/huggingface/transformers/pull/45577) — open
1212
+ - [PR #45354: fix gemma4 gradient accumulation loss and last token incorrect labels](https://github.com/huggingface/transformers/pull/45354) — closed, merged
1213
+ - [PR #44473: fix FSDP loading with meta devices](https://github.com/huggingface/transformers/pull/44473) — closed, merged
1214
+
1215
  ### `hkc5`
1216
 
1217
  - profile: [github.com/hkc5](https://github.com/hkc5)
 
1258
  - [PR #45202: Fix gemma4 has flash-attention incompatbile head-dim=512](https://github.com/huggingface/transformers/pull/45202) — open
1259
  - [PR #45157: [WIP] PrismML Bonsai model support](https://github.com/huggingface/transformers/pull/45157) — open, draft
1260
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1261
  ### `jashshah999`
1262
 
1263
  - profile: [github.com/jashshah999](https://github.com/jashshah999)
 
1346
  - heuristic read: **targets high-star repos**
1347
 
1348
  Example artifacts:
1349
+ - [PR #45562: Updated the image cache for Paddle models according to the latest API](https://github.com/huggingface/transformers/pull/45562) — closed, merged
1350
  - [PR #45532: [Model] Add SLANet Model Support](https://github.com/huggingface/transformers/pull/45532) — closed, merged
1351
  - [PR #45281: Fix resize failure caused by zero-sized masks in PP-DocLayoutV3](https://github.com/huggingface/transformers/pull/45281) — closed, merged
1352
 
 
1522
  - [Issue #45292: resize_token_embeddings does not effect to output_embeddings](https://github.com/huggingface/transformers/issues/45292) — open
1523
  - [Issue #45276: [gemma4] resize_token_embeddings does not effect to embed_tokens_per_layer or output_embeddings](https://github.com/huggingface/transformers/issues/45276) — closed
1524
 
1525
+ ### `AmineDiro`
1526
+
1527
+ - profile: [github.com/AmineDiro](https://github.com/AmineDiro)
1528
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAmineDiro)
1529
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAmineDiro)
1530
+ - repo first seen: `2026-04-14T15:35:56Z`
1531
+ - repo last seen: `2026-04-22T14:54:36Z`
1532
+ - first seen in snapshot: **no**
1533
+ - repo association: **MEMBER**
1534
+ - repo primary artifacts: **4**
1535
+ - snapshot authored PRs/issues: **4 PRs / 0 issues**
1536
+ - snapshot discussion activity: **7 comments / 6 reviews / 6 review comments**
1537
+ - account age: **3865 days**
1538
+ - recent public PR activity: **17 PRs** (8 merged / 1 closed-unmerged / 8 open; merged rate **47%**, closed-unmerged rate **6%**, open rate **47%**)
1539
+ - public orgs: `huggingface`
1540
+ - compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
1541
+ - heuristic read: **high open PR share; targets high-star repos**
1542
+
1543
+ Example artifacts:
1544
+ - [PR #45578: Remove attribute_map from GptOssConfig](https://github.com/huggingface/transformers/pull/45578) — open
1545
+ - [PR #45548: Fix EP + DeepSpeed ZeRO-3 loading via accelerate launch](https://github.com/huggingface/transformers/pull/45548) — open
1546
+ - [PR #45473: Fix EP: RouterParallel shape, tp_plan property, grouped_mm sentinels](https://github.com/huggingface/transformers/pull/45473) — closed, merged
1547
+
1548
  ### `Charly21r`
1549
 
1550
  - profile: [github.com/Charly21r](https://github.com/Charly21r)
 
1638
  - [PR #44344: Fix tokenizer_class in tokenizer_config.json for Qwen3.5 save_pretrained (fixes #44297)](https://github.com/huggingface/transformers/pull/44344) — closed
1639
  - [PR #44343: Fix ANSI codes in loading_report when stdout is not a TTY (fixes #44336)](https://github.com/huggingface/transformers/pull/44343) — closed
1640
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1641
  ### `RudrenduPaul`
1642
 
1643
  - profile: [github.com/RudrenduPaul](https://github.com/RudrenduPaul)
 
1756
  - [PR #45180: 🔒 Pin GitHub Actions to commit SHAs](https://github.com/huggingface/transformers/pull/45180) — closed, merged
1757
  - [Issue #45182: 🔒 Track: Pin GitHub Actions to commit SHAs](https://github.com/huggingface/transformers/issues/45182) — closed
1758
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1759
  ### `Cursx`
1760
 
1761
  - profile: [github.com/Cursx](https://github.com/Cursx)
 
2061
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aebezzam)
2062
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aebezzam)
2063
  - repo first seen: `2025-07-25T12:59:52Z`
2064
+ - repo last seen: `2026-04-22T16:46:03Z`
2065
  - first seen in snapshot: **no**
2066
  - repo association: **MEMBER**
2067
  - repo primary artifacts: **9**
2068
  - snapshot authored PRs/issues: **9 PRs / 0 issues**
2069
+ - snapshot discussion activity: **55 comments / 194 reviews / 648 review comments**
2070
  - account age: **4683 days**
2071
  - recent public PR activity: **8 PRs** (4 merged / 1 closed-unmerged / 3 open; merged rate **50%**, closed-unmerged rate **12%**, open rate **38%**)
2072
  - public orgs: `LCAV`
 
2320
  - repo first seen: `2026-04-22T05:24:00Z`
2321
  - repo last seen: `2026-04-22T05:27:49Z`
2322
  - first seen in snapshot: **no**
2323
+ - repo association: **NONE**
2324
  - repo primary artifacts: **2**
2325
  - snapshot authored PRs/issues: **2 PRs / 0 issues**
2326
  - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
 
2331
  - heuristic read: **very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; no visible non-self stars**
2332
 
2333
  Example artifacts:
2334
+ - [PR #45566: fix: raise clear error when tokenizer config uses v5 list format on older versions](https://github.com/huggingface/transformers/pull/45566) — closed
2335
+ - [PR #45565: fix: remove stale num_return_sequences warning in paged generate](https://github.com/huggingface/transformers/pull/45565) — closed
2336
 
2337
  ### `asuryateja`
2338
 
 
2362
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ABenjaminBossan)
2363
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ABenjaminBossan)
2364
  - repo first seen: `2024-10-17T11:56:32Z`
2365
+ - repo last seen: `2026-04-22T13:41:27Z`
2366
  - first seen in snapshot: **no**
2367
  - repo association: **MEMBER**
2368
  - repo primary artifacts: **2**
2369
  - snapshot authored PRs/issues: **2 PRs / 0 issues**
2370
+ - snapshot discussion activity: **14 comments / 6 reviews / 6 review comments**
2371
  - account age: **4501 days**
2372
  - recent public PR activity: **49 PRs** (45 merged / 1 closed-unmerged / 3 open; merged rate **92%**, closed-unmerged rate **2%**, open rate **6%**)
2373
  - public orgs: `huggingface`
 
2664
  - [PR #45379: fix(config): add deepstack_visual_indexes to Qwen3_5MoeVisionConfig](https://github.com/huggingface/transformers/pull/45379) — open
2665
  - [PR #45378: fix(mistral): guard ReasoningEffort import for older mistral_common versions](https://github.com/huggingface/transformers/pull/45378) — open
2666
 
2667
+ ### `joaquinhuigomez`
2668
+
2669
+ - profile: [github.com/joaquinhuigomez](https://github.com/joaquinhuigomez)
2670
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajoaquinhuigomez)
2671
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajoaquinhuigomez)
2672
+ - repo first seen: `2026-03-28T12:13:57Z`
2673
+ - repo last seen: `2026-04-22T15:51:03Z`
2674
+ - first seen in snapshot: **no**
2675
+ - repo association: **FIRST_TIME_CONTRIBUTOR**
2676
+ - repo primary artifacts: **2**
2677
+ - snapshot authored PRs/issues: **2 PRs / 0 issues**
2678
+ - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
2679
+ - account age: **1082 days**
2680
+ - recent public PR activity: **139 PRs** (24 merged / 63 closed-unmerged / 52 open; merged rate **17%**, closed-unmerged rate **45%**, open rate **37%**)
2681
+ - public orgs: none visible
2682
+ - compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
2683
+ - heuristic read: **extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos**
2684
+
2685
+ Example artifacts:
2686
+ - [PR #45582: generate: drop stale num_return_sequences warning on continuous batching path](https://github.com/huggingface/transformers/pull/45582) — open
2687
+ - [PR #45080: Fix PreTrainedConfig as Pydantic field type after dataclass conversion](https://github.com/huggingface/transformers/pull/45080) — closed
2688
+
2689
  ### `kallewoof`
2690
 
2691
  - profile: [github.com/kallewoof](https://github.com/kallewoof)
 
3038
  - [PR #44932: Fix: Pass scheduler_specific_kwargs to inverse_sqrt scheduler](https://github.com/huggingface/transformers/pull/44932) — closed
3039
  - [PR #44931: fix(camembert): add tie_word_embeddings=True to CamembertConfig](https://github.com/huggingface/transformers/pull/44931) — closed, merged
3040
 
3041
+ ### `saiganesh47`
3042
+
3043
+ - profile: [github.com/saiganesh47](https://github.com/saiganesh47)
3044
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asaiganesh47)
3045
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asaiganesh47)
3046
+ - repo first seen: `2026-04-22T15:13:44Z`
3047
+ - repo last seen: `2026-04-22T15:18:23Z`
3048
+ - first seen in snapshot: **yes**
3049
+ - repo association: **FIRST_TIME_CONTRIBUTOR**
3050
+ - repo primary artifacts: **2**
3051
+ - snapshot authored PRs/issues: **2 PRs / 0 issues**
3052
+ - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
3053
+ - account age: **633 days**
3054
+ - recent public PR activity: **65 PRs** (4 merged / 17 closed-unmerged / 44 open; merged rate **6%**, closed-unmerged rate **26%**, open rate **68%**)
3055
+ - public orgs: none visible
3056
+ - compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
3057
+ - heuristic read: **high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
3058
+
3059
+ Example artifacts:
3060
+ - [PR #45581: Add automated reviewer assignment script](https://github.com/huggingface/transformers/pull/45581) — open
3061
+ - [PR #45579: Update assign_reviewers.py](https://github.com/huggingface/transformers/pull/45579) — open
3062
+
3063
  ### `saslifat-gif`
3064
 
3065
  - profile: [github.com/saslifat-gif](https://github.com/saslifat-gif)
 
3088
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asdharani91)
3089
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asdharani91)
3090
  - repo first seen: `2026-03-18T05:45:40Z`
3091
+ - repo last seen: `2026-04-22T15:33:48Z`
3092
  - first seen in snapshot: **no**
3093
  - repo association: **FIRST_TIME_CONTRIBUTOR**
3094
  - repo primary artifacts: **2**
3095
  - snapshot authored PRs/issues: **2 PRs / 0 issues**
3096
+ - snapshot discussion activity: **15 comments / 14 reviews / 14 review comments**
3097
  - account age: **3365 days**
3098
  - recent public PR activity: **3 PRs** (0 merged / 1 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **33%**, open rate **67%**)
3099
  - public orgs: none visible
 
3417
  - [PR #43538: Add Music Flamingo](https://github.com/huggingface/transformers/pull/43538) — closed, merged
3418
  - [PR #43458: Add Music Flamingo support to Audio Flamingo 3](https://github.com/huggingface/transformers/pull/43458) — closed
3419
 
3420
+ ### `nightcityblade`
3421
+
3422
+ - profile: [github.com/nightcityblade](https://github.com/nightcityblade)
3423
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Anightcityblade)
3424
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Anightcityblade)
3425
+ - repo first seen: `2026-02-18T23:07:23Z`
3426
+ - repo last seen: `2026-02-23T14:35:01Z`
3427
+ - first seen in snapshot: **no**
3428
+ - repo association: **CONTRIBUTOR**
3429
+ - repo primary artifacts: **4**
3430
+ - snapshot authored PRs/issues: **4 PRs / 0 issues**
3431
+ - snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
3432
+ - account age: **67 days**
3433
+ - recent public PR activity: **219 PRs** (72 merged / 77 closed-unmerged / 70 open; merged rate **33%**, closed-unmerged rate **35%**, open rate **32%**)
3434
+ - public orgs: none visible
3435
+ - compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
3436
+ - heuristic read: **very new account; extremely high recent PR volume; very broad repo spread; targets high-star repos**
3437
+
3438
+ Example artifacts:
3439
+ - [PR #44210: fix(lasr): remove spurious center arg from _torch_extract_fbank_features call](https://github.com/huggingface/transformers/pull/44210) — closed
3440
+ - [PR #44204: fix(layoutlmv2): store only_label_first_subword attribute in tokenizer](https://github.com/huggingface/transformers/pull/44204) — closed
3441
+ - [PR #44203: fix(trainer): pass optim_args to SGD, Adagrad, and RMSprop optimizers](https://github.com/huggingface/transformers/pull/44203) — closed, merged
3442
+
3443
  ### `Aravind-11`
3444
 
3445
  - profile: [github.com/Aravind-11](https://github.com/Aravind-11)
 
3551
  - heuristic read: **high open PR share; targets high-star repos**
3552
 
3553
  Example artifacts:
3554
+ - [PR #45575: fix(generation): remove stale warning for num_return_sequences in paged generate](https://github.com/huggingface/transformers/pull/45575) — closed
3555
  - [PR #43047: fix: prevent accelerate from splitting vision encoder by setting _no_…](https://github.com/huggingface/transformers/pull/43047) — closed, merged
3556
 
3557
  ### `ethanknights`
 
4071
  - repo first seen: `2026-04-20T10:22:03Z`
4072
  - repo last seen: `2026-04-21T14:51:02Z`
4073
  - first seen in snapshot: **no**
4074
+ - repo association: **CONTRIBUTOR**
4075
  - repo primary artifacts: **2**
4076
  - snapshot authored PRs/issues: **1 PRs / 1 issues**
4077
  - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
 
4082
  - heuristic read: **—**
4083
 
4084
  Example artifacts:
4085
+ - [PR #45551: Add ForSequenceClassification heads for the OLMo family](https://github.com/huggingface/transformers/pull/45551) — closed, merged
4086
+ - [Issue #45529: Add `Olmo2ForSequenceClassification` (and ideally `OlmoForSequenceClassification` / `Olmo3ForSequenceClassification`)](https://github.com/huggingface/transformers/issues/45529) — closed
4087
 
4088
  ### `florian6973`
4089
 
 
4525
  - [PR #45320: Fix AttributeError in AssistantToTargetTranslator.unmap_input_ids with cross-vocab models](https://github.com/huggingface/transformers/pull/45320) — closed, merged
4526
  - [Issue #45307: Bug, Generation](https://github.com/huggingface/transformers/issues/45307) — closed
4527
 
4528
+ ### `ronansgd`
4529
+
4530
+ - profile: [github.com/ronansgd](https://github.com/ronansgd)
4531
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aronansgd)
4532
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aronansgd)
4533
+ - repo first seen: `2026-04-22T08:50:02Z`
4534
+ - repo last seen: `2026-04-22T17:24:47Z`
4535
+ - first seen in snapshot: **no**
4536
+ - repo association: **FIRST_TIME_CONTRIBUTOR**
4537
+ - repo primary artifacts: **2**
4538
+ - snapshot authored PRs/issues: **1 PRs / 1 issues**
4539
+ - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
4540
+ - account age: **2195 days**
4541
+ - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
4542
+ - public orgs: none visible
4543
+ - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
4544
+ - heuristic read: **high open PR share; targets high-star repos**
4545
+
4546
+ Example artifacts:
4547
+ - [PR #45570: Fix whisper long-form generation when eos_token_id is a list](https://github.com/huggingface/transformers/pull/45570) — open
4548
+ - [Issue #45584: Whisper generation fails on empty transcription after align_special_tokens](https://github.com/huggingface/transformers/issues/45584) — open
4549
+
4550
  ### `rpathade`
4551
 
4552
  - profile: [github.com/rpathade](https://github.com/rpathade)
 
4857
  - repo first seen: `2026-04-22T02:56:43Z`
4858
  - repo last seen: `2026-04-22T02:56:43Z`
4859
  - first seen in snapshot: **no**
4860
+ - repo association: **NONE**
4861
  - repo primary artifacts: **1**
4862
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
4863
  - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
 
4868
  - heuristic read: **young account; high recent PR volume; very broad repo spread; high open PR share**
4869
 
4870
  Example artifacts:
4871
+ - [PR #45558: feat(trainer): log individual losses from loss_dict](https://github.com/huggingface/transformers/pull/45558) — closed
4872
 
4873
  ### `abidlabs`
4874
 
 
5059
  Example artifacts:
5060
  - [PR #44229: Add missing backtick in `AnyToAnyPipeline.__call__` docstring](https://github.com/huggingface/transformers/pull/44229) — closed, merged
5061
 
5062
+ ### `Anai-Guo`
5063
+
5064
+ - profile: [github.com/Anai-Guo](https://github.com/Anai-Guo)
5065
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAnai-Guo)
5066
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAnai-Guo)
5067
+ - repo first seen: `2026-04-22T13:14:19Z`
5068
+ - repo last seen: `2026-04-22T13:14:19Z`
5069
+ - first seen in snapshot: **yes**
5070
+ - repo association: **FIRST_TIME_CONTRIBUTOR**
5071
+ - repo primary artifacts: **1**
5072
+ - snapshot authored PRs/issues: **1 PRs / 0 issues**
5073
+ - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
5074
+ - account age: **9 days**
5075
+ - recent public PR activity: **42 PRs** (4 merged / 5 closed-unmerged / 33 open; merged rate **10%**, closed-unmerged rate **12%**, open rate **79%**)
5076
+ - public orgs: none visible
5077
+ - compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
5078
+ - heuristic read: **very new account; high recent PR volume; broad repo spread; high open PR share; targets high-star repos**
5079
+
5080
+ Example artifacts:
5081
+ - [PR #45576: docs(pipeline): fix num_workers docstring default from 8 to 0](https://github.com/huggingface/transformers/pull/45576) — open
5082
+
5083
  ### `andrewor14`
5084
 
5085
  - profile: [github.com/andrewor14](https://github.com/andrewor14)
 
5774
  Example artifacts:
5775
  - [PR #45550: Add runner selection for mi325 GPU type](https://github.com/huggingface/transformers/pull/45550) — open, draft
5776
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
5777
  ### `hangjun-ezra`
5778
 
5779
  - profile: [github.com/hangjun-ezra](https://github.com/hangjun-ezra)
 
6222
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajjjamie)
6223
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajjjamie)
6224
  - repo first seen: `2026-04-21T15:57:53Z`
6225
+ - repo last seen: `2026-04-22T13:41:20Z`
6226
  - first seen in snapshot: **no**
6227
  - repo association: **FIRST_TIME_CONTRIBUTOR**
6228
  - repo primary artifacts: **1**
6229
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
6230
+ - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
6231
  - account age: **4994 days**
6232
  - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
6233
  - public orgs: none visible
 
6237
  Example artifacts:
6238
  - [PR #45552: Remove warnings for modernbert](https://github.com/huggingface/transformers/pull/45552) — open
6239
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
6240
  ### `JokeYoonic`
6241
 
6242
  - profile: [github.com/JokeYoonic](https://github.com/JokeYoonic)
 
6600
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Alouzongzhi)
6601
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Alouzongzhi)
6602
  - repo first seen: `2026-04-14T05:14:08Z`
6603
+ - repo last seen: `2026-04-22T13:42:22Z`
6604
  - first seen in snapshot: **no**
6605
+ - repo association: **CONTRIBUTOR**
6606
  - repo primary artifacts: **1**
6607
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
6608
+ - snapshot discussion activity: **3 comments / 6 reviews / 6 review comments**
6609
  - account age: **1325 days**
6610
  - recent public PR activity: **4 PRs** (1 merged / 2 closed-unmerged / 1 open; merged rate **25%**, closed-unmerged rate **50%**, open rate **25%**)
6611
  - public orgs: none visible
 
6613
  - heuristic read: **many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**
6614
 
6615
  Example artifacts:
6616
+ - [PR #45424: Add IndexCache support for GLM5 DSA](https://github.com/huggingface/transformers/pull/45424) — closed, merged
6617
 
6618
  ### `lowzhao`
6619
 
 
7379
  - repo first seen: `2026-03-10T07:09:07Z`
7380
  - repo last seen: `2026-04-22T07:13:57Z`
7381
  - first seen in snapshot: **no**
7382
+ - repo association: **CONTRIBUTOR**
7383
  - repo primary artifacts: **1**
7384
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
7385
  - snapshot discussion activity: **5 comments / 8 reviews / 8 review comments**
 
7390
  - heuristic read: **high open PR share**
7391
 
7392
  Example artifacts:
7393
+ - [PR #44558: Add /v1/completions endpoint (OpenAI legacy completions API) to `transformers serve`](https://github.com/huggingface/transformers/pull/44558) — closed, merged
7394
 
7395
  ### `RicardoLee510520`
7396
 
 
7455
  Example artifacts:
7456
  - [PR #44430: Fix inconsistent past_key_value/past_key_values usage in AFMoE modeling](https://github.com/huggingface/transformers/pull/44430) — closed
7457
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
7458
  ### `roycho96`
7459
 
7460
  - profile: [github.com/roycho96](https://github.com/roycho96)
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@@ -749,18 +749,17 @@
749
  ]
750
  },
751
  {
752
- "cluster_id": "pr-scope-34667-6",
753
  "pr_numbers": [
754
  34667,
755
  39683,
756
  44872,
757
  45389,
758
- 45565,
759
- 45575
760
  ],
761
- "representative_pr_number": 45565,
762
- "average_similarity": 0.481,
763
- "summary": "6 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #45565.",
764
  "shared_filenames": [
765
  "src/transformers/generation/utils.py"
766
  ],
@@ -768,46 +767,12 @@
768
  "src/transformers/generation"
769
  ],
770
  "pairwise": [
771
- {
772
- "left_pr_number": 45565,
773
- "right_pr_number": 45575,
774
- "similarity": 0.913,
775
- "content_similarity": 0.999,
776
- "size_similarity": 0.429,
777
- "breadth_similarity": 1.0,
778
- "concentration_similarity": 1.0,
779
- "shared_filenames": [
780
- "src/transformers/generation/utils.py"
781
- ],
782
- "shared_directories": [
783
- "src/transformers/generation",
784
- "src/transformers",
785
- "src"
786
- ]
787
- },
788
  {
789
  "left_pr_number": 34667,
790
- "right_pr_number": 45565,
791
- "similarity": 0.593,
792
- "content_similarity": 0.464,
793
- "size_similarity": 0.786,
794
- "breadth_similarity": 1.0,
795
- "concentration_similarity": 1.0,
796
- "shared_filenames": [
797
- "src/transformers/generation/utils.py"
798
- ],
799
- "shared_directories": [
800
- "src/transformers/generation",
801
- "src/transformers",
802
- "src"
803
- ]
804
- },
805
- {
806
- "left_pr_number": 39683,
807
- "right_pr_number": 45565,
808
- "similarity": 0.565,
809
- "content_similarity": 0.463,
810
- "size_similarity": 0.609,
811
  "breadth_similarity": 1.0,
812
  "concentration_similarity": 1.0,
813
  "shared_filenames": [
@@ -821,9 +786,9 @@
821
  },
822
  {
823
  "left_pr_number": 34667,
824
- "right_pr_number": 45575,
825
- "similarity": 0.539,
826
- "content_similarity": 0.439,
827
  "size_similarity": 0.545,
828
  "breadth_similarity": 1.0,
829
  "concentration_similarity": 1.0,
@@ -836,28 +801,11 @@
836
  "src"
837
  ]
838
  },
839
- {
840
- "left_pr_number": 34667,
841
- "right_pr_number": 39683,
842
- "similarity": 0.537,
843
- "content_similarity": 0.45,
844
- "size_similarity": 0.478,
845
- "breadth_similarity": 1.0,
846
- "concentration_similarity": 1.0,
847
- "shared_filenames": [
848
- "src/transformers/generation/utils.py"
849
- ],
850
- "shared_directories": [
851
- "src/transformers/generation",
852
- "src/transformers",
853
- "src"
854
- ]
855
- },
856
  {
857
  "left_pr_number": 34667,
858
  "right_pr_number": 45389,
859
- "similarity": 0.519,
860
- "content_similarity": 0.557,
861
  "size_similarity": 0.344,
862
  "breadth_similarity": 0.5,
863
  "concentration_similarity": 0.562,
@@ -872,9 +820,9 @@
872
  },
873
  {
874
  "left_pr_number": 39683,
875
- "right_pr_number": 45575,
876
- "similarity": 0.495,
877
- "content_similarity": 0.438,
878
  "size_similarity": 0.261,
879
  "breadth_similarity": 1.0,
880
  "concentration_similarity": 1.0,
@@ -889,9 +837,9 @@
889
  },
890
  {
891
  "left_pr_number": 44872,
892
- "right_pr_number": 45575,
893
- "similarity": 0.472,
894
- "content_similarity": 0.353,
895
  "size_similarity": 0.5,
896
  "breadth_similarity": 1.0,
897
  "concentration_similarity": 1.0,
@@ -907,8 +855,8 @@
907
  {
908
  "left_pr_number": 34667,
909
  "right_pr_number": 44872,
910
- "similarity": 0.445,
911
- "content_similarity": 0.363,
912
  "size_similarity": 0.273,
913
  "breadth_similarity": 1.0,
914
  "concentration_similarity": 1.0,
@@ -921,28 +869,11 @@
921
  "src"
922
  ]
923
  },
924
- {
925
- "left_pr_number": 44872,
926
- "right_pr_number": 45565,
927
- "similarity": 0.443,
928
- "content_similarity": 0.373,
929
- "size_similarity": 0.214,
930
- "breadth_similarity": 1.0,
931
- "concentration_similarity": 1.0,
932
- "shared_filenames": [
933
- "src/transformers/generation/utils.py"
934
- ],
935
- "shared_directories": [
936
- "src/transformers/generation",
937
- "src/transformers",
938
- "src"
939
- ]
940
- },
941
  {
942
  "left_pr_number": 39683,
943
  "right_pr_number": 44872,
944
- "similarity": 0.423,
945
- "content_similarity": 0.362,
946
  "size_similarity": 0.13,
947
  "breadth_similarity": 1.0,
948
  "concentration_similarity": 1.0,
@@ -958,8 +889,8 @@
958
  {
959
  "left_pr_number": 39683,
960
  "right_pr_number": 45389,
961
- "similarity": 0.38,
962
- "content_similarity": 0.277,
963
  "size_similarity": 0.719,
964
  "breadth_similarity": 0.5,
965
  "concentration_similarity": 0.562,
@@ -974,26 +905,9 @@
974
  },
975
  {
976
  "left_pr_number": 45389,
977
- "right_pr_number": 45565,
978
- "similarity": 0.343,
979
- "content_similarity": 0.285,
980
- "size_similarity": 0.438,
981
- "breadth_similarity": 0.5,
982
- "concentration_similarity": 0.562,
983
- "shared_filenames": [
984
- "src/transformers/generation/utils.py"
985
- ],
986
- "shared_directories": [
987
- "src/transformers/generation",
988
- "src/transformers",
989
- "src"
990
- ]
991
- },
992
- {
993
- "left_pr_number": 45389,
994
- "right_pr_number": 45575,
995
- "similarity": 0.295,
996
- "content_similarity": 0.27,
997
  "size_similarity": 0.188,
998
  "breadth_similarity": 0.5,
999
  "concentration_similarity": 0.562,
@@ -1009,8 +923,8 @@
1009
  {
1010
  "left_pr_number": 44872,
1011
  "right_pr_number": 45389,
1012
- "similarity": 0.248,
1013
- "content_similarity": 0.223,
1014
  "size_similarity": 0.094,
1015
  "breadth_similarity": 0.5,
1016
  "concentration_similarity": 0.562,
@@ -1117,8 +1031,8 @@
1117
  {
1118
  "left_pr_number": 44070,
1119
  "right_pr_number": 45283,
1120
- "similarity": 0.635,
1121
- "content_similarity": 0.675,
1122
  "size_similarity": 0.393,
1123
  "breadth_similarity": 0.667,
1124
  "concentration_similarity": 0.733,
@@ -1135,8 +1049,8 @@
1135
  {
1136
  "left_pr_number": 45283,
1137
  "right_pr_number": 45546,
1138
- "similarity": 0.592,
1139
- "content_similarity": 0.538,
1140
  "size_similarity": 0.764,
1141
  "breadth_similarity": 0.667,
1142
  "concentration_similarity": 0.679,
@@ -1154,7 +1068,7 @@
1154
  "left_pr_number": 45283,
1155
  "right_pr_number": 45296,
1156
  "similarity": 0.544,
1157
- "content_similarity": 0.515,
1158
  "size_similarity": 0.56,
1159
  "breadth_similarity": 0.667,
1160
  "concentration_similarity": 0.665,
@@ -1179,7 +1093,7 @@
1179
  44682
1180
  ],
1181
  "representative_pr_number": 43836,
1182
- "average_similarity": 0.558,
1183
  "summary": "4 open PRs share weighted file overlap around `src/transformers/cli/serve.py`; representative PR #43836.",
1184
  "shared_filenames": [
1185
  "src/transformers/cli/serve.py"
@@ -1191,8 +1105,8 @@
1191
  {
1192
  "left_pr_number": 43656,
1193
  "right_pr_number": 43836,
1194
- "similarity": 0.686,
1195
- "content_similarity": 0.74,
1196
  "size_similarity": 0.121,
1197
  "breadth_similarity": 1.0,
1198
  "concentration_similarity": 1.0,
@@ -1208,8 +1122,8 @@
1208
  {
1209
  "left_pr_number": 43836,
1210
  "right_pr_number": 43842,
1211
- "similarity": 0.61,
1212
- "content_similarity": 0.651,
1213
  "size_similarity": 0.027,
1214
  "breadth_similarity": 1.0,
1215
  "concentration_similarity": 1.0,
@@ -1225,8 +1139,8 @@
1225
  {
1226
  "left_pr_number": 43836,
1227
  "right_pr_number": 44682,
1228
- "similarity": 0.606,
1229
- "content_similarity": 0.652,
1230
  "size_similarity": 0.398,
1231
  "breadth_similarity": 0.5,
1232
  "concentration_similarity": 0.802,
@@ -1242,8 +1156,8 @@
1242
  {
1243
  "left_pr_number": 43656,
1244
  "right_pr_number": 43842,
1245
- "similarity": 0.593,
1246
- "content_similarity": 0.586,
1247
  "size_similarity": 0.222,
1248
  "breadth_similarity": 1.0,
1249
  "concentration_similarity": 1.0,
@@ -1259,8 +1173,8 @@
1259
  {
1260
  "left_pr_number": 43656,
1261
  "right_pr_number": 44682,
1262
- "similarity": 0.442,
1263
- "content_similarity": 0.492,
1264
  "size_similarity": 0.048,
1265
  "breadth_similarity": 0.5,
1266
  "concentration_similarity": 0.802,
@@ -1276,8 +1190,8 @@
1276
  {
1277
  "left_pr_number": 43842,
1278
  "right_pr_number": 44682,
1279
- "similarity": 0.411,
1280
- "content_similarity": 0.456,
1281
  "size_similarity": 0.011,
1282
  "breadth_similarity": 0.5,
1283
  "concentration_similarity": 0.802,
@@ -1391,8 +1305,8 @@
1391
  {
1392
  "left_pr_number": 44059,
1393
  "right_pr_number": 44676,
1394
- "similarity": 0.681,
1395
- "content_similarity": 0.745,
1396
  "size_similarity": 0.062,
1397
  "breadth_similarity": 1.0,
1398
  "concentration_similarity": 1.0,
@@ -1427,7 +1341,7 @@
1427
  {
1428
  "left_pr_number": 44015,
1429
  "right_pr_number": 44676,
1430
- "similarity": 0.414,
1431
  "content_similarity": 0.501,
1432
  "size_similarity": 0.034,
1433
  "breadth_similarity": 0.333,
@@ -1452,7 +1366,7 @@
1452
  45077
1453
  ],
1454
  "representative_pr_number": 45077,
1455
- "average_similarity": 0.529,
1456
  "summary": "3 open PRs share weighted file overlap around `.github/workflows/build-ci-docker-images.yml`, `.github/workflows/build-docker-images.yml`, `.github/workflows/build-nightly-ci-docker-images.yml`; representative PR #45077.",
1457
  "shared_filenames": [
1458
  ".github/workflows/build-ci-docker-images.yml",
@@ -1472,8 +1386,8 @@
1472
  {
1473
  "left_pr_number": 42975,
1474
  "right_pr_number": 45077,
1475
- "similarity": 0.681,
1476
- "content_similarity": 0.626,
1477
  "size_similarity": 0.731,
1478
  "breadth_similarity": 0.833,
1479
  "concentration_similarity": 1.0,
@@ -1497,8 +1411,8 @@
1497
  {
1498
  "left_pr_number": 42976,
1499
  "right_pr_number": 45077,
1500
- "similarity": 0.492,
1501
- "content_similarity": 0.522,
1502
  "size_similarity": 0.074,
1503
  "breadth_similarity": 0.659,
1504
  "concentration_similarity": 1.0,
@@ -1517,8 +1431,8 @@
1517
  {
1518
  "left_pr_number": 42975,
1519
  "right_pr_number": 42976,
1520
- "similarity": 0.414,
1521
- "content_similarity": 0.412,
1522
  "size_similarity": 0.101,
1523
  "breadth_similarity": 0.606,
1524
  "concentration_similarity": 1.0,
@@ -1619,7 +1533,7 @@
1619
  45438
1620
  ],
1621
  "representative_pr_number": 45438,
1622
- "average_similarity": 0.51,
1623
  "summary": "3 open PRs share weighted file overlap around `src/transformers/models/gemma4/modeling_gemma4.py`, `src/transformers/models/gemma4/modular_gemma4.py`, `docs/source/en/model_doc/gemma4.md`; representative PR #45438.",
1624
  "shared_filenames": [
1625
  "src/transformers/models/gemma4/modeling_gemma4.py",
@@ -1642,8 +1556,8 @@
1642
  {
1643
  "left_pr_number": 45294,
1644
  "right_pr_number": 45438,
1645
- "similarity": 0.762,
1646
- "content_similarity": 0.786,
1647
  "size_similarity": 0.42,
1648
  "breadth_similarity": 1.0,
1649
  "concentration_similarity": 0.989,
@@ -1670,8 +1584,8 @@
1670
  {
1671
  "left_pr_number": 45202,
1672
  "right_pr_number": 45438,
1673
- "similarity": 0.43,
1674
- "content_similarity": 0.499,
1675
  "size_similarity": 0.014,
1676
  "breadth_similarity": 0.325,
1677
  "concentration_similarity": 0.92,
@@ -1689,8 +1603,8 @@
1689
  {
1690
  "left_pr_number": 45202,
1691
  "right_pr_number": 45294,
1692
- "similarity": 0.337,
1693
- "content_similarity": 0.363,
1694
  "size_similarity": 0.033,
1695
  "breadth_similarity": 0.325,
1696
  "concentration_similarity": 0.908,
@@ -1738,7 +1652,7 @@
1738
  "left_pr_number": 45274,
1739
  "right_pr_number": 45530,
1740
  "similarity": 0.566,
1741
- "content_similarity": 0.48,
1742
  "size_similarity": 0.854,
1743
  "breadth_similarity": 0.646,
1744
  "concentration_similarity": 0.747,
@@ -1760,8 +1674,8 @@
1760
  {
1761
  "left_pr_number": 45184,
1762
  "right_pr_number": 45530,
1763
- "similarity": 0.475,
1764
- "content_similarity": 0.353,
1765
  "size_similarity": 0.589,
1766
  "breadth_similarity": 0.938,
1767
  "concentration_similarity": 0.921,
@@ -1786,7 +1700,7 @@
1786
  "left_pr_number": 45184,
1787
  "right_pr_number": 45274,
1788
  "similarity": 0.425,
1789
- "content_similarity": 0.341,
1790
  "size_similarity": 0.503,
1791
  "breadth_similarity": 0.69,
1792
  "concentration_similarity": 0.826,
@@ -1871,92 +1785,27 @@
1871
  ]
1872
  },
1873
  {
1874
- "cluster_id": "pr-scope-44606-3",
1875
  "pr_numbers": [
1876
- 44606,
1877
- 45086,
1878
- 45317
1879
  ],
1880
- "representative_pr_number": 45086,
1881
- "average_similarity": 0.408,
1882
- "summary": "3 open PRs share weighted file overlap around `src/transformers/tokenization_utils_tokenizers.py`; representative PR #45086.",
1883
  "shared_filenames": [
1884
- "src/transformers/tokenization_utils_tokenizers.py"
1885
- ],
1886
- "shared_directories": [],
1887
- "pairwise": [
1888
- {
1889
- "left_pr_number": 45086,
1890
- "right_pr_number": 45317,
1891
- "similarity": 0.466,
1892
- "content_similarity": 0.491,
1893
- "size_similarity": 0.222,
1894
- "breadth_similarity": 0.5,
1895
- "concentration_similarity": 0.778,
1896
- "shared_filenames": [
1897
- "src/transformers/tokenization_utils_tokenizers.py"
1898
- ],
1899
- "shared_directories": [
1900
- "src/transformers",
1901
- "src"
1902
- ]
1903
- },
1904
- {
1905
- "left_pr_number": 44606,
1906
- "right_pr_number": 45086,
1907
- "similarity": 0.409,
1908
- "content_similarity": 0.322,
1909
- "size_similarity": 0.222,
1910
- "breadth_similarity": 1.0,
1911
- "concentration_similarity": 1.0,
1912
- "shared_filenames": [
1913
- "src/transformers/tokenization_utils_tokenizers.py"
1914
- ],
1915
- "shared_directories": [
1916
- "src/transformers",
1917
- "src"
1918
- ]
1919
- },
1920
- {
1921
- "left_pr_number": 44606,
1922
- "right_pr_number": 45317,
1923
- "similarity": 0.35,
1924
- "content_similarity": 0.158,
1925
- "size_similarity": 1.0,
1926
- "breadth_similarity": 0.5,
1927
- "concentration_similarity": 0.778,
1928
- "shared_filenames": [
1929
- "src/transformers/tokenization_utils_tokenizers.py"
1930
- ],
1931
- "shared_directories": [
1932
- "src/transformers",
1933
- "src"
1934
- ]
1935
- }
1936
- ]
1937
- },
1938
- {
1939
- "cluster_id": "pr-scope-44385-3",
1940
- "pr_numbers": [
1941
- 44385,
1942
- 44615,
1943
- 45524
1944
- ],
1945
- "representative_pr_number": 44615,
1946
- "average_similarity": 0.401,
1947
- "summary": "3 open PRs share weighted file overlap around `src/transformers/utils/import_utils.py`; representative PR #44615.",
1948
- "shared_filenames": [
1949
- "src/transformers/utils/import_utils.py"
1950
- ],
1951
- "shared_directories": [
1952
- "src/transformers/utils"
1953
  ],
1954
  "pairwise": [
1955
  {
1956
  "left_pr_number": 44615,
1957
  "right_pr_number": 45524,
1958
- "similarity": 0.418,
1959
- "content_similarity": 0.334,
1960
  "size_similarity": 0.229,
1961
  "breadth_similarity": 1.0,
1962
  "concentration_similarity": 1.0,
@@ -1990,7 +1839,7 @@
1990
  "left_pr_number": 44385,
1991
  "right_pr_number": 45524,
1992
  "similarity": 0.38,
1993
- "content_similarity": 0.245,
1994
  "size_similarity": 0.615,
1995
  "breadth_similarity": 0.667,
1996
  "concentration_similarity": 1.0,
@@ -2006,75 +1855,67 @@
2006
  ]
2007
  },
2008
  {
2009
- "cluster_id": "pr-scope-44889-3",
2010
  "pr_numbers": [
2011
- 44889,
2012
- 44981,
2013
- 45558
2014
- ],
2015
- "representative_pr_number": 44889,
2016
- "average_similarity": 0.394,
2017
- "summary": "3 open PRs share weighted file overlap around `src/transformers/trainer.py`; representative PR #44889.",
2018
- "shared_filenames": [
2019
- "src/transformers/trainer.py"
2020
  ],
 
 
 
 
2021
  "shared_directories": [
2022
- "tests/trainer",
2023
- "tests"
 
 
2024
  ],
2025
  "pairwise": [
2026
  {
2027
- "left_pr_number": 44889,
2028
- "right_pr_number": 45558,
2029
- "similarity": 0.427,
2030
- "content_similarity": 0.259,
2031
- "size_similarity": 0.77,
2032
- "breadth_similarity": 0.833,
2033
- "concentration_similarity": 0.929,
2034
- "shared_filenames": [
2035
- "src/transformers/trainer.py"
2036
- ],
2037
  "shared_directories": [
2038
- "src/transformers",
2039
- "tests/trainer",
2040
- "src",
2041
- "tests"
2042
  ]
2043
  },
2044
  {
2045
- "left_pr_number": 44889,
2046
- "right_pr_number": 44981,
2047
- "similarity": 0.404,
2048
- "content_similarity": 0.164,
2049
- "size_similarity": 0.991,
2050
  "breadth_similarity": 1.0,
2051
- "concentration_similarity": 0.812,
2052
- "shared_filenames": [
2053
- "src/transformers/trainer.py"
2054
- ],
2055
  "shared_directories": [
2056
- "src/transformers",
2057
- "tests/trainer",
2058
- "src",
2059
- "tests"
2060
  ]
2061
  },
2062
  {
2063
- "left_pr_number": 44981,
2064
- "right_pr_number": 45558,
2065
- "similarity": 0.35,
2066
- "content_similarity": 0.162,
2067
- "size_similarity": 0.777,
2068
- "breadth_similarity": 0.833,
2069
- "concentration_similarity": 0.741,
2070
- "shared_filenames": [
2071
- "src/transformers/trainer.py"
2072
- ],
2073
  "shared_directories": [
2074
- "src/transformers",
2075
- "tests/trainer",
2076
- "src",
2077
- "tests"
2078
  ]
2079
  }
2080
  ]
@@ -2087,7 +1928,7 @@
2087
  45476
2088
  ],
2089
  "representative_pr_number": 43665,
2090
- "average_similarity": 0.372,
2091
  "summary": "3 open PRs share weighted file overlap around `tests/models/vit/test_modeling_vit.py`; representative PR #43665.",
2092
  "shared_filenames": [
2093
  "tests/models/vit/test_modeling_vit.py"
@@ -2118,8 +1959,8 @@
2118
  {
2119
  "left_pr_number": 43488,
2120
  "right_pr_number": 43665,
2121
- "similarity": 0.381,
2122
- "content_similarity": 0.203,
2123
  "size_similarity": 0.818,
2124
  "breadth_similarity": 0.667,
2125
  "concentration_similarity": 0.99,
@@ -2135,8 +1976,8 @@
2135
  {
2136
  "left_pr_number": 43488,
2137
  "right_pr_number": 45476,
2138
- "similarity": 0.336,
2139
- "content_similarity": 0.135,
2140
  "size_similarity": 0.786,
2141
  "breadth_similarity": 0.75,
2142
  "concentration_similarity": 0.974,
@@ -2153,72 +1994,6 @@
2153
  }
2154
  ]
2155
  },
2156
- {
2157
- "cluster_id": "pr-scope-33686-3",
2158
- "pr_numbers": [
2159
- 33686,
2160
- 44407,
2161
- 44550
2162
- ],
2163
- "representative_pr_number": 44550,
2164
- "average_similarity": 0.37,
2165
- "summary": "3 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
2166
- "shared_filenames": [],
2167
- "shared_directories": [
2168
- "docs/source/en",
2169
- "docs/source",
2170
- "docs",
2171
- "docs/source/en/model_doc"
2172
- ],
2173
- "pairwise": [
2174
- {
2175
- "left_pr_number": 33686,
2176
- "right_pr_number": 44550,
2177
- "similarity": 0.393,
2178
- "content_similarity": 0.133,
2179
- "size_similarity": 1.0,
2180
- "breadth_similarity": 1.0,
2181
- "concentration_similarity": 1.0,
2182
- "shared_filenames": [],
2183
- "shared_directories": [
2184
- "docs/source/en/model_doc",
2185
- "docs/source/en",
2186
- "docs/source",
2187
- "docs"
2188
- ]
2189
- },
2190
- {
2191
- "left_pr_number": 44407,
2192
- "right_pr_number": 44550,
2193
- "similarity": 0.364,
2194
- "content_similarity": 0.101,
2195
- "size_similarity": 0.957,
2196
- "breadth_similarity": 1.0,
2197
- "concentration_similarity": 1.0,
2198
- "shared_filenames": [],
2199
- "shared_directories": [
2200
- "docs/source/en",
2201
- "docs/source",
2202
- "docs"
2203
- ]
2204
- },
2205
- {
2206
- "left_pr_number": 33686,
2207
- "right_pr_number": 44407,
2208
- "similarity": 0.353,
2209
- "content_similarity": 0.086,
2210
- "size_similarity": 0.957,
2211
- "breadth_similarity": 1.0,
2212
- "concentration_similarity": 1.0,
2213
- "shared_filenames": [],
2214
- "shared_directories": [
2215
- "docs/source/en",
2216
- "docs/source",
2217
- "docs"
2218
- ]
2219
- }
2220
- ]
2221
- },
2222
  {
2223
  "cluster_id": "pr-scope-44018-2",
2224
  "pr_numbers": [
@@ -2436,7 +2211,7 @@
2436
  44375
2437
  ],
2438
  "representative_pr_number": 36895,
2439
- "average_similarity": 0.761,
2440
  "summary": "2 open PRs share weighted file overlap around `docs/source/en/model_doc/rf_detr.md`, `src/transformers/loss/loss_lw_detr.py`, `src/transformers/models/rf_detr/__init__.py`; representative PR #36895.",
2441
  "shared_filenames": [
2442
  "docs/source/en/model_doc/rf_detr.md",
@@ -2462,10 +2237,10 @@
2462
  {
2463
  "left_pr_number": 36895,
2464
  "right_pr_number": 44375,
2465
- "similarity": 0.761,
2466
- "content_similarity": 0.721,
2467
- "size_similarity": 0.806,
2468
- "breadth_similarity": 0.886,
2469
  "concentration_similarity": 0.93,
2470
  "shared_filenames": [
2471
  "docs/source/en/_toctree.yml",
@@ -2473,11 +2248,11 @@
2473
  "src/transformers/loss/loss_lw_detr.py",
2474
  "src/transformers/loss/loss_utils.py",
2475
  "src/transformers/models/__init__.py",
2476
- "src/transformers/models/auto/configuration_auto.py",
2477
  "src/transformers/models/auto/image_processing_auto.py",
2478
  "src/transformers/models/auto/modeling_auto.py",
2479
  "src/transformers/models/rf_detr/__init__.py",
2480
- "src/transformers/models/rf_detr/configuration_rf_detr.py"
 
2481
  ],
2482
  "shared_directories": [
2483
  "docs/source/en/model_doc",
@@ -2692,45 +2467,6 @@
2692
  }
2693
  ]
2694
  },
2695
- {
2696
- "cluster_id": "pr-scope-45321-2",
2697
- "pr_numbers": [
2698
- 45321,
2699
- 45573
2700
- ],
2701
- "representative_pr_number": 45321,
2702
- "average_similarity": 0.663,
2703
- "summary": "2 open PRs share weighted file overlap around `tests/quantization/torchao_integration/test_torchao.py`; representative PR #45321.",
2704
- "shared_filenames": [
2705
- "tests/quantization/torchao_integration/test_torchao.py"
2706
- ],
2707
- "shared_directories": [
2708
- "tests/quantization/torchao_integration",
2709
- "tests/quantization",
2710
- "tests"
2711
- ],
2712
- "pairwise": [
2713
- {
2714
- "left_pr_number": 45321,
2715
- "right_pr_number": 45573,
2716
- "similarity": 0.663,
2717
- "content_similarity": 0.561,
2718
- "size_similarity": 0.898,
2719
- "breadth_similarity": 1.0,
2720
- "concentration_similarity": 0.717,
2721
- "shared_filenames": [
2722
- "tests/quantization/torchao_integration/test_torchao.py"
2723
- ],
2724
- "shared_directories": [
2725
- "tests/quantization/torchao_integration",
2726
- "src/transformers",
2727
- "tests/quantization",
2728
- "src",
2729
- "tests"
2730
- ]
2731
- }
2732
- ]
2733
- },
2734
  {
2735
  "cluster_id": "pr-scope-45034-2",
2736
  "pr_numbers": [
@@ -2778,6 +2514,45 @@
2778
  }
2779
  ]
2780
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2781
  {
2782
  "cluster_id": "pr-scope-44101-2",
2783
  "pr_numbers": [
@@ -2815,38 +2590,6 @@
2815
  }
2816
  ]
2817
  },
2818
- {
2819
- "cluster_id": "pr-scope-45342-2",
2820
- "pr_numbers": [
2821
- 45342,
2822
- 45548
2823
- ],
2824
- "representative_pr_number": 45342,
2825
- "average_similarity": 0.548,
2826
- "summary": "2 open PRs share weighted file overlap around `src/transformers/modeling_utils.py`; representative PR #45342.",
2827
- "shared_filenames": [
2828
- "src/transformers/modeling_utils.py"
2829
- ],
2830
- "shared_directories": [],
2831
- "pairwise": [
2832
- {
2833
- "left_pr_number": 45342,
2834
- "right_pr_number": 45548,
2835
- "similarity": 0.548,
2836
- "content_similarity": 0.567,
2837
- "size_similarity": 0.17,
2838
- "breadth_similarity": 0.75,
2839
- "concentration_similarity": 1.0,
2840
- "shared_filenames": [
2841
- "src/transformers/modeling_utils.py"
2842
- ],
2843
- "shared_directories": [
2844
- "src/transformers",
2845
- "src"
2846
- ]
2847
- }
2848
- ]
2849
- },
2850
  {
2851
  "cluster_id": "pr-scope-41992-2",
2852
  "pr_numbers": [
@@ -2854,7 +2597,7 @@
2854
  45396
2855
  ],
2856
  "representative_pr_number": 41992,
2857
- "average_similarity": 0.533,
2858
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/ernie4_5_vl_moe/modular_ernie4_5_vl_moe.py`, `src/transformers/models/esm/configuration_esm.py`, `src/transformers/models/glm_ocr/modular_glm_ocr.py`; representative PR #41992.",
2859
  "shared_filenames": [
2860
  "src/transformers/models/ernie4_5_vl_moe/modular_ernie4_5_vl_moe.py",
@@ -2880,11 +2623,11 @@
2880
  {
2881
  "left_pr_number": 41992,
2882
  "right_pr_number": 45396,
2883
- "similarity": 0.533,
2884
- "content_similarity": 0.494,
2885
- "size_similarity": 0.621,
2886
  "breadth_similarity": 0.524,
2887
- "concentration_similarity": 0.83,
2888
  "shared_filenames": [
2889
  "src/transformers/models/ernie4_5_vl_moe/modeling_ernie4_5_vl_moe.py",
2890
  "src/transformers/models/ernie4_5_vl_moe/modular_ernie4_5_vl_moe.py",
@@ -2919,7 +2662,7 @@
2919
  43649
2920
  ],
2921
  "representative_pr_number": 43532,
2922
- "average_similarity": 0.517,
2923
  "summary": "2 open PRs share weighted file overlap around `utils/notification_service.py`, `.github/workflows/self-comment-ci.yml`, `.github/workflows/self-scheduled.yml`; representative PR #43532.",
2924
  "shared_filenames": [
2925
  "utils/notification_service.py",
@@ -2939,8 +2682,8 @@
2939
  {
2940
  "left_pr_number": 43532,
2941
  "right_pr_number": 43649,
2942
- "similarity": 0.517,
2943
- "content_similarity": 0.465,
2944
  "size_similarity": 0.395,
2945
  "breadth_similarity": 0.875,
2946
  "concentration_similarity": 0.893,
@@ -2961,6 +2704,45 @@
2961
  }
2962
  ]
2963
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2964
  {
2965
  "cluster_id": "pr-scope-44543-2",
2966
  "pr_numbers": [
@@ -2968,7 +2750,7 @@
2968
  45422
2969
  ],
2970
  "representative_pr_number": 44543,
2971
- "average_similarity": 0.503,
2972
  "summary": "2 open PRs share weighted file overlap around `tests/test_processing_common.py`, `src/transformers/processing_utils.py`; representative PR #44543.",
2973
  "shared_filenames": [
2974
  "tests/test_processing_common.py",
@@ -2981,8 +2763,8 @@
2981
  {
2982
  "left_pr_number": 44543,
2983
  "right_pr_number": 45422,
2984
- "similarity": 0.503,
2985
- "content_similarity": 0.483,
2986
  "size_similarity": 0.331,
2987
  "breadth_similarity": 0.75,
2988
  "concentration_similarity": 0.802,
@@ -3081,31 +2863,34 @@
3081
  ]
3082
  },
3083
  {
3084
- "cluster_id": "pr-scope-45541-2",
3085
  "pr_numbers": [
3086
- 45541,
3087
- 45566
3088
  ],
3089
- "representative_pr_number": 45541,
3090
- "average_similarity": 0.459,
3091
- "summary": "2 open PRs share weighted file overlap around `src/transformers/tokenization_utils_base.py`; representative PR #45541.",
3092
  "shared_filenames": [
3093
- "src/transformers/tokenization_utils_base.py"
 
 
 
3094
  ],
3095
- "shared_directories": [],
3096
  "pairwise": [
3097
  {
3098
- "left_pr_number": 45541,
3099
- "right_pr_number": 45566,
3100
- "similarity": 0.459,
3101
- "content_similarity": 0.402,
3102
- "size_similarity": 0.185,
3103
  "breadth_similarity": 1.0,
3104
  "concentration_similarity": 1.0,
3105
  "shared_filenames": [
3106
- "src/transformers/tokenization_utils_base.py"
3107
  ],
3108
  "shared_directories": [
 
3109
  "src/transformers",
3110
  "src"
3111
  ]
@@ -3212,6 +2997,45 @@
3212
  }
3213
  ]
3214
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3215
  {
3216
  "cluster_id": "pr-scope-44974-2",
3217
  "pr_numbers": [
@@ -3219,7 +3043,7 @@
3219
  45421
3220
  ],
3221
  "representative_pr_number": 44974,
3222
- "average_similarity": 0.43,
3223
  "summary": "2 open PRs share weighted file overlap around `src/transformers/core_model_loading.py`; representative PR #44974.",
3224
  "shared_filenames": [
3225
  "src/transformers/core_model_loading.py"
@@ -3231,8 +3055,8 @@
3231
  {
3232
  "left_pr_number": 44974,
3233
  "right_pr_number": 45421,
3234
- "similarity": 0.43,
3235
- "content_similarity": 0.315,
3236
  "size_similarity": 0.735,
3237
  "breadth_similarity": 0.667,
3238
  "concentration_similarity": 0.657,
@@ -3247,6 +3071,38 @@
3247
  }
3248
  ]
3249
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3250
  {
3251
  "cluster_id": "pr-scope-40755-2",
3252
  "pr_numbers": [
@@ -3290,6 +3146,75 @@
3290
  }
3291
  ]
3292
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3293
  {
3294
  "cluster_id": "pr-scope-44642-2",
3295
  "pr_numbers": [
@@ -3297,7 +3222,7 @@
3297
  45552
3298
  ],
3299
  "representative_pr_number": 44642,
3300
- "average_similarity": 0.353,
3301
  "summary": "2 open PRs share weighted file overlap around `src/transformers/utils/auto_docstring.py`; representative PR #44642.",
3302
  "shared_filenames": [
3303
  "src/transformers/utils/auto_docstring.py"
@@ -3309,8 +3234,8 @@
3309
  {
3310
  "left_pr_number": 44642,
3311
  "right_pr_number": 45552,
3312
- "similarity": 0.353,
3313
- "content_similarity": 0.254,
3314
  "size_similarity": 0.167,
3315
  "breadth_similarity": 1.0,
3316
  "concentration_similarity": 1.0,
 
1
  {
2
  "repo": "huggingface/transformers",
3
+ "snapshot_id": "20260422T180025Z",
4
+ "generated_at": "2026-04-22T18:02:37Z",
5
+ "cluster_count": 43,
6
  "pr_scope_clusters": [
7
  {
8
  "cluster_id": "pr-scope-43636-10",
 
19
  45273
20
  ],
21
  "representative_pr_number": 45067,
22
+ "average_similarity": 0.426,
23
  "summary": "10 open PRs share weighted file overlap around `src/transformers/trainer.py`; representative PR #45067.",
24
  "shared_filenames": [
25
  "src/transformers/trainer.py"
 
29
  {
30
  "left_pr_number": 44189,
31
  "right_pr_number": 45067,
32
+ "similarity": 0.776,
33
+ "content_similarity": 0.86,
34
  "size_similarity": 0.16,
35
  "breadth_similarity": 1.0,
36
  "concentration_similarity": 1.0,
 
45
  {
46
  "left_pr_number": 43663,
47
  "right_pr_number": 45067,
48
+ "similarity": 0.624,
49
+ "content_similarity": 0.463,
50
  "size_similarity": 1.0,
51
  "breadth_similarity": 1.0,
52
  "concentration_similarity": 1.0,
 
61
  {
62
  "left_pr_number": 43651,
63
  "right_pr_number": 43663,
64
+ "similarity": 0.55,
65
+ "content_similarity": 0.417,
66
  "size_similarity": 0.72,
67
  "breadth_similarity": 1.0,
68
  "concentration_similarity": 1.0,
 
77
  {
78
  "left_pr_number": 43651,
79
  "right_pr_number": 45067,
80
+ "similarity": 0.522,
81
+ "content_similarity": 0.377,
82
  "size_similarity": 0.72,
83
  "breadth_similarity": 1.0,
84
  "concentration_similarity": 1.0,
 
93
  {
94
  "left_pr_number": 43663,
95
  "right_pr_number": 44123,
96
+ "similarity": 0.507,
97
+ "content_similarity": 0.413,
98
  "size_similarity": 0.455,
99
  "breadth_similarity": 1.0,
100
  "concentration_similarity": 1.0,
 
109
  {
110
  "left_pr_number": 44257,
111
  "right_pr_number": 44660,
112
+ "similarity": 0.495,
113
+ "content_similarity": 0.279,
114
  "size_similarity": 1.0,
115
  "breadth_similarity": 1.0,
116
  "concentration_similarity": 1.0,
 
125
  {
126
  "left_pr_number": 44123,
127
  "right_pr_number": 45067,
128
+ "similarity": 0.479,
129
+ "content_similarity": 0.373,
130
  "size_similarity": 0.455,
131
  "breadth_similarity": 1.0,
132
  "concentration_similarity": 1.0,
 
141
  {
142
  "left_pr_number": 43663,
143
  "right_pr_number": 44660,
144
+ "similarity": 0.472,
145
+ "content_similarity": 0.408,
146
  "size_similarity": 0.24,
147
  "breadth_similarity": 1.0,
148
  "concentration_similarity": 1.0,
 
157
  {
158
  "left_pr_number": 44189,
159
  "right_pr_number": 44660,
160
+ "similarity": 0.47,
161
+ "content_similarity": 0.314,
162
  "size_similarity": 0.667,
163
  "breadth_similarity": 1.0,
164
  "concentration_similarity": 1.0,
 
173
  {
174
  "left_pr_number": 43636,
175
  "right_pr_number": 43663,
176
+ "similarity": 0.46,
177
+ "content_similarity": 0.349,
178
  "size_similarity": 0.44,
179
  "breadth_similarity": 1.0,
180
  "concentration_similarity": 1.0,
 
189
  {
190
  "left_pr_number": 43663,
191
  "right_pr_number": 44189,
192
+ "similarity": 0.45,
193
+ "content_similarity": 0.395,
194
  "size_similarity": 0.16,
195
  "breadth_similarity": 1.0,
196
  "concentration_similarity": 1.0,
 
203
  ]
204
  },
205
  {
206
+ "left_pr_number": 44189,
207
+ "right_pr_number": 45055,
208
+ "similarity": 0.446,
209
+ "content_similarity": 0.263,
210
+ "size_similarity": 0.75,
211
  "breadth_similarity": 1.0,
212
  "concentration_similarity": 1.0,
213
  "shared_filenames": [
 
219
  ]
220
  },
221
  {
222
+ "left_pr_number": 44660,
223
+ "right_pr_number": 45067,
224
+ "similarity": 0.444,
225
+ "content_similarity": 0.369,
226
+ "size_similarity": 0.24,
227
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228
  "concentration_similarity": 1.0,
229
  "shared_filenames": [
 
235
  ]
236
  },
237
  {
238
+ "left_pr_number": 43636,
239
+ "right_pr_number": 43651,
240
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241
+ "content_similarity": 0.284,
242
+ "size_similarity": 0.611,
243
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244
  "concentration_similarity": 1.0,
245
  "shared_filenames": [
 
251
  ]
252
  },
253
  {
254
+ "left_pr_number": 44189,
255
+ "right_pr_number": 44257,
256
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257
+ "content_similarity": 0.27,
258
+ "size_similarity": 0.667,
259
  "breadth_similarity": 1.0,
260
  "concentration_similarity": 1.0,
261
  "shared_filenames": [
 
267
  ]
268
  },
269
  {
270
+ "left_pr_number": 43636,
271
+ "right_pr_number": 45067,
272
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273
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274
+ "size_similarity": 0.44,
275
  "breadth_similarity": 1.0,
276
  "concentration_similarity": 1.0,
277
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284
  },
285
  {
286
  "left_pr_number": 43651,
287
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288
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289
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290
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291
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292
  "concentration_similarity": 1.0,
293
  "shared_filenames": [
 
299
  ]
300
  },
301
  {
302
+ "left_pr_number": 43651,
303
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304
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305
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306
+ "size_similarity": 0.333,
307
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308
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309
  "shared_filenames": [
 
317
  {
318
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319
  "right_pr_number": 44257,
320
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321
+ "content_similarity": 0.35,
322
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323
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324
  "concentration_similarity": 1.0,
 
333
  {
334
  "left_pr_number": 43636,
335
  "right_pr_number": 44660,
336
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337
+ "content_similarity": 0.278,
338
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339
  "breadth_similarity": 1.0,
340
  "concentration_similarity": 1.0,
 
349
  {
350
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351
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352
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353
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354
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355
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356
  "concentration_similarity": 1.0,
 
365
  {
366
  "left_pr_number": 43651,
367
  "right_pr_number": 44189,
368
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369
+ "content_similarity": 0.321,
370
  "size_similarity": 0.222,
371
  "breadth_similarity": 1.0,
372
  "concentration_similarity": 1.0,
 
381
  {
382
  "left_pr_number": 44257,
383
  "right_pr_number": 45067,
384
+ "similarity": 0.408,
385
+ "content_similarity": 0.317,
386
  "size_similarity": 0.24,
387
  "breadth_similarity": 1.0,
388
  "concentration_similarity": 1.0,
 
395
  ]
396
  },
397
  {
398
+ "left_pr_number": 43663,
399
+ "right_pr_number": 45055,
400
  "similarity": 0.407,
401
+ "content_similarity": 0.342,
402
+ "size_similarity": 0.12,
403
  "breadth_similarity": 1.0,
404
  "concentration_similarity": 1.0,
405
  "shared_filenames": [
 
411
  ]
412
  },
413
  {
414
+ "left_pr_number": 43636,
415
+ "right_pr_number": 44257,
416
+ "similarity": 0.399,
417
+ "content_similarity": 0.238,
418
+ "size_similarity": 0.545,
419
  "breadth_similarity": 1.0,
420
  "concentration_similarity": 1.0,
421
  "shared_filenames": [
 
427
  ]
428
  },
429
  {
430
+ "left_pr_number": 43651,
431
  "right_pr_number": 44257,
432
  "similarity": 0.399,
433
+ "content_similarity": 0.285,
434
+ "size_similarity": 0.333,
435
  "breadth_similarity": 1.0,
436
  "concentration_similarity": 1.0,
437
  "shared_filenames": [
 
445
  {
446
  "left_pr_number": 44123,
447
  "right_pr_number": 44660,
448
+ "similarity": 0.397,
449
+ "content_similarity": 0.329,
450
  "size_similarity": 0.109,
451
  "breadth_similarity": 1.0,
452
  "concentration_similarity": 1.0,
 
461
  {
462
  "left_pr_number": 43636,
463
  "right_pr_number": 44189,
464
+ "similarity": 0.392,
465
+ "content_similarity": 0.268,
466
  "size_similarity": 0.364,
467
  "breadth_similarity": 1.0,
468
  "concentration_similarity": 1.0,
 
475
  ]
476
  },
477
  {
478
+ "left_pr_number": 45055,
479
+ "right_pr_number": 45273,
480
+ "similarity": 0.392,
481
+ "content_similarity": 0.203,
482
+ "size_similarity": 0.667,
483
  "breadth_similarity": 1.0,
484
  "concentration_similarity": 1.0,
485
  "shared_filenames": [
 
491
  ]
492
  },
493
  {
494
+ "left_pr_number": 44189,
495
  "right_pr_number": 45273,
496
  "similarity": 0.389,
497
+ "content_similarity": 0.234,
498
+ "size_similarity": 0.5,
499
  "breadth_similarity": 1.0,
500
  "concentration_similarity": 1.0,
501
  "shared_filenames": [
 
507
  ]
508
  },
509
  {
510
+ "left_pr_number": 44257,
511
+ "right_pr_number": 45055,
512
+ "similarity": 0.388,
513
+ "content_similarity": 0.233,
514
  "size_similarity": 0.5,
515
  "breadth_similarity": 1.0,
516
  "concentration_similarity": 1.0,
 
523
  ]
524
  },
525
  {
526
+ "left_pr_number": 45055,
527
+ "right_pr_number": 45067,
528
+ "similarity": 0.384,
529
+ "content_similarity": 0.309,
530
+ "size_similarity": 0.12,
531
  "breadth_similarity": 1.0,
532
  "concentration_similarity": 1.0,
533
  "shared_filenames": [
 
539
  ]
540
  },
541
  {
542
+ "left_pr_number": 44123,
543
+ "right_pr_number": 44189,
544
+ "similarity": 0.383,
545
+ "content_similarity": 0.318,
546
+ "size_similarity": 0.073,
547
  "breadth_similarity": 1.0,
548
  "concentration_similarity": 1.0,
549
  "shared_filenames": [
 
557
  {
558
  "left_pr_number": 43636,
559
  "right_pr_number": 44123,
560
+ "similarity": 0.377,
561
+ "content_similarity": 0.281,
562
  "size_similarity": 0.2,
563
  "breadth_similarity": 1.0,
564
  "concentration_similarity": 1.0,
 
571
  ]
572
  },
573
  {
574
+ "left_pr_number": 43663,
575
+ "right_pr_number": 45273,
576
+ "similarity": 0.375,
577
+ "content_similarity": 0.305,
578
+ "size_similarity": 0.08,
579
  "breadth_similarity": 1.0,
580
  "concentration_similarity": 1.0,
581
  "shared_filenames": [
 
587
  ]
588
  },
589
  {
590
+ "left_pr_number": 44660,
591
  "right_pr_number": 45273,
592
+ "similarity": 0.37,
593
+ "content_similarity": 0.243,
594
+ "size_similarity": 0.333,
595
  "breadth_similarity": 1.0,
596
  "concentration_similarity": 1.0,
597
  "shared_filenames": [
 
603
  ]
604
  },
605
  {
606
+ "left_pr_number": 43651,
607
+ "right_pr_number": 45055,
608
+ "similarity": 0.369,
609
+ "content_similarity": 0.278,
610
+ "size_similarity": 0.167,
611
  "breadth_similarity": 1.0,
612
  "concentration_similarity": 1.0,
613
  "shared_filenames": [
 
621
  {
622
  "left_pr_number": 44123,
623
  "right_pr_number": 44257,
624
+ "similarity": 0.364,
625
+ "content_similarity": 0.282,
626
  "size_similarity": 0.109,
627
  "breadth_similarity": 1.0,
628
  "concentration_similarity": 1.0,
 
637
  {
638
  "left_pr_number": 45067,
639
  "right_pr_number": 45273,
640
+ "similarity": 0.355,
641
+ "content_similarity": 0.275,
642
  "size_similarity": 0.08,
643
  "breadth_similarity": 1.0,
644
  "concentration_similarity": 1.0,
 
653
  {
654
  "left_pr_number": 43636,
655
  "right_pr_number": 45055,
656
+ "similarity": 0.354,
657
+ "content_similarity": 0.232,
658
  "size_similarity": 0.273,
659
  "breadth_similarity": 1.0,
660
  "concentration_similarity": 1.0,
 
669
  {
670
  "left_pr_number": 44123,
671
  "right_pr_number": 45055,
672
+ "similarity": 0.351,
673
+ "content_similarity": 0.275,
674
  "size_similarity": 0.055,
675
  "breadth_similarity": 1.0,
676
  "concentration_similarity": 1.0,
 
686
  "left_pr_number": 44257,
687
  "right_pr_number": 45273,
688
  "similarity": 0.346,
689
+ "content_similarity": 0.208,
690
  "size_similarity": 0.333,
691
  "breadth_similarity": 1.0,
692
  "concentration_similarity": 1.0,
 
701
  {
702
  "left_pr_number": 43651,
703
  "right_pr_number": 45273,
704
+ "similarity": 0.34,
705
+ "content_similarity": 0.248,
706
  "size_similarity": 0.111,
707
  "breadth_similarity": 1.0,
708
  "concentration_similarity": 1.0,
 
717
  {
718
  "left_pr_number": 44123,
719
  "right_pr_number": 45273,
720
+ "similarity": 0.327,
721
+ "content_similarity": 0.245,
722
  "size_similarity": 0.036,
723
  "breadth_similarity": 1.0,
724
  "concentration_similarity": 1.0,
 
733
  {
734
  "left_pr_number": 43636,
735
  "right_pr_number": 45273,
736
+ "similarity": 0.322,
737
+ "content_similarity": 0.207,
738
  "size_similarity": 0.182,
739
  "breadth_similarity": 1.0,
740
  "concentration_similarity": 1.0,
 
749
  ]
750
  },
751
  {
752
+ "cluster_id": "pr-scope-34667-5",
753
  "pr_numbers": [
754
  34667,
755
  39683,
756
  44872,
757
  45389,
758
+ 45582
 
759
  ],
760
+ "representative_pr_number": 34667,
761
+ "average_similarity": 0.435,
762
+ "summary": "5 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #34667.",
763
  "shared_filenames": [
764
  "src/transformers/generation/utils.py"
765
  ],
 
767
  "src/transformers/generation"
768
  ],
769
  "pairwise": [
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
770
  {
771
  "left_pr_number": 34667,
772
+ "right_pr_number": 39683,
773
+ "similarity": 0.542,
774
+ "content_similarity": 0.457,
775
+ "size_similarity": 0.478,
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
776
  "breadth_similarity": 1.0,
777
  "concentration_similarity": 1.0,
778
  "shared_filenames": [
 
786
  },
787
  {
788
  "left_pr_number": 34667,
789
+ "right_pr_number": 45582,
790
+ "similarity": 0.532,
791
+ "content_similarity": 0.428,
792
  "size_similarity": 0.545,
793
  "breadth_similarity": 1.0,
794
  "concentration_similarity": 1.0,
 
801
  "src"
802
  ]
803
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
804
  {
805
  "left_pr_number": 34667,
806
  "right_pr_number": 45389,
807
+ "similarity": 0.522,
808
+ "content_similarity": 0.56,
809
  "size_similarity": 0.344,
810
  "breadth_similarity": 0.5,
811
  "concentration_similarity": 0.562,
 
820
  },
821
  {
822
  "left_pr_number": 39683,
823
+ "right_pr_number": 45582,
824
+ "similarity": 0.488,
825
+ "content_similarity": 0.427,
826
  "size_similarity": 0.261,
827
  "breadth_similarity": 1.0,
828
  "concentration_similarity": 1.0,
 
837
  },
838
  {
839
  "left_pr_number": 44872,
840
+ "right_pr_number": 45582,
841
+ "similarity": 0.467,
842
+ "content_similarity": 0.345,
843
  "size_similarity": 0.5,
844
  "breadth_similarity": 1.0,
845
  "concentration_similarity": 1.0,
 
855
  {
856
  "left_pr_number": 34667,
857
  "right_pr_number": 44872,
858
+ "similarity": 0.45,
859
+ "content_similarity": 0.37,
860
  "size_similarity": 0.273,
861
  "breadth_similarity": 1.0,
862
  "concentration_similarity": 1.0,
 
869
  "src"
870
  ]
871
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
872
  {
873
  "left_pr_number": 39683,
874
  "right_pr_number": 44872,
875
+ "similarity": 0.428,
876
+ "content_similarity": 0.369,
877
  "size_similarity": 0.13,
878
  "breadth_similarity": 1.0,
879
  "concentration_similarity": 1.0,
 
889
  {
890
  "left_pr_number": 39683,
891
  "right_pr_number": 45389,
892
+ "similarity": 0.384,
893
+ "content_similarity": 0.283,
894
  "size_similarity": 0.719,
895
  "breadth_similarity": 0.5,
896
  "concentration_similarity": 0.562,
 
905
  },
906
  {
907
  "left_pr_number": 45389,
908
+ "right_pr_number": 45582,
909
+ "similarity": 0.291,
910
+ "content_similarity": 0.265,
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
911
  "size_similarity": 0.188,
912
  "breadth_similarity": 0.5,
913
  "concentration_similarity": 0.562,
 
923
  {
924
  "left_pr_number": 44872,
925
  "right_pr_number": 45389,
926
+ "similarity": 0.252,
927
+ "content_similarity": 0.228,
928
  "size_similarity": 0.094,
929
  "breadth_similarity": 0.5,
930
  "concentration_similarity": 0.562,
 
1031
  {
1032
  "left_pr_number": 44070,
1033
  "right_pr_number": 45283,
1034
+ "similarity": 0.634,
1035
+ "content_similarity": 0.674,
1036
  "size_similarity": 0.393,
1037
  "breadth_similarity": 0.667,
1038
  "concentration_similarity": 0.733,
 
1049
  {
1050
  "left_pr_number": 45283,
1051
  "right_pr_number": 45546,
1052
+ "similarity": 0.591,
1053
+ "content_similarity": 0.537,
1054
  "size_similarity": 0.764,
1055
  "breadth_similarity": 0.667,
1056
  "concentration_similarity": 0.679,
 
1068
  "left_pr_number": 45283,
1069
  "right_pr_number": 45296,
1070
  "similarity": 0.544,
1071
+ "content_similarity": 0.514,
1072
  "size_similarity": 0.56,
1073
  "breadth_similarity": 0.667,
1074
  "concentration_similarity": 0.665,
 
1093
  44682
1094
  ],
1095
  "representative_pr_number": 43836,
1096
+ "average_similarity": 0.566,
1097
  "summary": "4 open PRs share weighted file overlap around `src/transformers/cli/serve.py`; representative PR #43836.",
1098
  "shared_filenames": [
1099
  "src/transformers/cli/serve.py"
 
1105
  {
1106
  "left_pr_number": 43656,
1107
  "right_pr_number": 43836,
1108
+ "similarity": 0.692,
1109
+ "content_similarity": 0.748,
1110
  "size_similarity": 0.121,
1111
  "breadth_similarity": 1.0,
1112
  "concentration_similarity": 1.0,
 
1122
  {
1123
  "left_pr_number": 43836,
1124
  "right_pr_number": 43842,
1125
+ "similarity": 0.617,
1126
+ "content_similarity": 0.662,
1127
  "size_similarity": 0.027,
1128
  "breadth_similarity": 1.0,
1129
  "concentration_similarity": 1.0,
 
1139
  {
1140
  "left_pr_number": 43836,
1141
  "right_pr_number": 44682,
1142
+ "similarity": 0.615,
1143
+ "content_similarity": 0.664,
1144
  "size_similarity": 0.398,
1145
  "breadth_similarity": 0.5,
1146
  "concentration_similarity": 0.802,
 
1156
  {
1157
  "left_pr_number": 43656,
1158
  "right_pr_number": 43842,
1159
+ "similarity": 0.601,
1160
+ "content_similarity": 0.596,
1161
  "size_similarity": 0.222,
1162
  "breadth_similarity": 1.0,
1163
  "concentration_similarity": 1.0,
 
1173
  {
1174
  "left_pr_number": 43656,
1175
  "right_pr_number": 44682,
1176
+ "similarity": 0.452,
1177
+ "content_similarity": 0.507,
1178
  "size_similarity": 0.048,
1179
  "breadth_similarity": 0.5,
1180
  "concentration_similarity": 0.802,
 
1190
  {
1191
  "left_pr_number": 43842,
1192
  "right_pr_number": 44682,
1193
+ "similarity": 0.421,
1194
+ "content_similarity": 0.471,
1195
  "size_similarity": 0.011,
1196
  "breadth_similarity": 0.5,
1197
  "concentration_similarity": 0.802,
 
1305
  {
1306
  "left_pr_number": 44059,
1307
  "right_pr_number": 44676,
1308
+ "similarity": 0.68,
1309
+ "content_similarity": 0.744,
1310
  "size_similarity": 0.062,
1311
  "breadth_similarity": 1.0,
1312
  "concentration_similarity": 1.0,
 
1341
  {
1342
  "left_pr_number": 44015,
1343
  "right_pr_number": 44676,
1344
+ "similarity": 0.413,
1345
  "content_similarity": 0.501,
1346
  "size_similarity": 0.034,
1347
  "breadth_similarity": 0.333,
 
1366
  45077
1367
  ],
1368
  "representative_pr_number": 45077,
1369
+ "average_similarity": 0.528,
1370
  "summary": "3 open PRs share weighted file overlap around `.github/workflows/build-ci-docker-images.yml`, `.github/workflows/build-docker-images.yml`, `.github/workflows/build-nightly-ci-docker-images.yml`; representative PR #45077.",
1371
  "shared_filenames": [
1372
  ".github/workflows/build-ci-docker-images.yml",
 
1386
  {
1387
  "left_pr_number": 42975,
1388
  "right_pr_number": 45077,
1389
+ "similarity": 0.68,
1390
+ "content_similarity": 0.624,
1391
  "size_similarity": 0.731,
1392
  "breadth_similarity": 0.833,
1393
  "concentration_similarity": 1.0,
 
1411
  {
1412
  "left_pr_number": 42976,
1413
  "right_pr_number": 45077,
1414
+ "similarity": 0.491,
1415
+ "content_similarity": 0.52,
1416
  "size_similarity": 0.074,
1417
  "breadth_similarity": 0.659,
1418
  "concentration_similarity": 1.0,
 
1431
  {
1432
  "left_pr_number": 42975,
1433
  "right_pr_number": 42976,
1434
+ "similarity": 0.413,
1435
+ "content_similarity": 0.41,
1436
  "size_similarity": 0.101,
1437
  "breadth_similarity": 0.606,
1438
  "concentration_similarity": 1.0,
 
1533
  45438
1534
  ],
1535
  "representative_pr_number": 45438,
1536
+ "average_similarity": 0.508,
1537
  "summary": "3 open PRs share weighted file overlap around `src/transformers/models/gemma4/modeling_gemma4.py`, `src/transformers/models/gemma4/modular_gemma4.py`, `docs/source/en/model_doc/gemma4.md`; representative PR #45438.",
1538
  "shared_filenames": [
1539
  "src/transformers/models/gemma4/modeling_gemma4.py",
 
1556
  {
1557
  "left_pr_number": 45294,
1558
  "right_pr_number": 45438,
1559
+ "similarity": 0.761,
1560
+ "content_similarity": 0.784,
1561
  "size_similarity": 0.42,
1562
  "breadth_similarity": 1.0,
1563
  "concentration_similarity": 0.989,
 
1584
  {
1585
  "left_pr_number": 45202,
1586
  "right_pr_number": 45438,
1587
+ "similarity": 0.428,
1588
+ "content_similarity": 0.496,
1589
  "size_similarity": 0.014,
1590
  "breadth_similarity": 0.325,
1591
  "concentration_similarity": 0.92,
 
1603
  {
1604
  "left_pr_number": 45202,
1605
  "right_pr_number": 45294,
1606
+ "similarity": 0.335,
1607
+ "content_similarity": 0.36,
1608
  "size_similarity": 0.033,
1609
  "breadth_similarity": 0.325,
1610
  "concentration_similarity": 0.908,
 
1652
  "left_pr_number": 45274,
1653
  "right_pr_number": 45530,
1654
  "similarity": 0.566,
1655
+ "content_similarity": 0.481,
1656
  "size_similarity": 0.854,
1657
  "breadth_similarity": 0.646,
1658
  "concentration_similarity": 0.747,
 
1674
  {
1675
  "left_pr_number": 45184,
1676
  "right_pr_number": 45530,
1677
+ "similarity": 0.476,
1678
+ "content_similarity": 0.354,
1679
  "size_similarity": 0.589,
1680
  "breadth_similarity": 0.938,
1681
  "concentration_similarity": 0.921,
 
1700
  "left_pr_number": 45184,
1701
  "right_pr_number": 45274,
1702
  "similarity": 0.425,
1703
+ "content_similarity": 0.342,
1704
  "size_similarity": 0.503,
1705
  "breadth_similarity": 0.69,
1706
  "concentration_similarity": 0.826,
 
1785
  ]
1786
  },
1787
  {
1788
+ "cluster_id": "pr-scope-44385-3",
1789
  "pr_numbers": [
1790
+ 44385,
1791
+ 44615,
1792
+ 45524
1793
  ],
1794
+ "representative_pr_number": 44615,
1795
+ "average_similarity": 0.4,
1796
+ "summary": "3 open PRs share weighted file overlap around `src/transformers/utils/import_utils.py`; representative PR #44615.",
1797
  "shared_filenames": [
1798
+ "src/transformers/utils/import_utils.py"
1799
+ ],
1800
+ "shared_directories": [
1801
+ "src/transformers/utils"
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1802
  ],
1803
  "pairwise": [
1804
  {
1805
  "left_pr_number": 44615,
1806
  "right_pr_number": 45524,
1807
+ "similarity": 0.417,
1808
+ "content_similarity": 0.333,
1809
  "size_similarity": 0.229,
1810
  "breadth_similarity": 1.0,
1811
  "concentration_similarity": 1.0,
 
1839
  "left_pr_number": 44385,
1840
  "right_pr_number": 45524,
1841
  "similarity": 0.38,
1842
+ "content_similarity": 0.244,
1843
  "size_similarity": 0.615,
1844
  "breadth_similarity": 0.667,
1845
  "concentration_similarity": 1.0,
 
1855
  ]
1856
  },
1857
  {
1858
+ "cluster_id": "pr-scope-33686-3",
1859
  "pr_numbers": [
1860
+ 33686,
1861
+ 44407,
1862
+ 44550
 
 
 
 
 
 
1863
  ],
1864
+ "representative_pr_number": 44550,
1865
+ "average_similarity": 0.374,
1866
+ "summary": "3 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
1867
+ "shared_filenames": [],
1868
  "shared_directories": [
1869
+ "docs/source/en",
1870
+ "docs/source",
1871
+ "docs",
1872
+ "docs/source/en/model_doc"
1873
  ],
1874
  "pairwise": [
1875
  {
1876
+ "left_pr_number": 33686,
1877
+ "right_pr_number": 44550,
1878
+ "similarity": 0.398,
1879
+ "content_similarity": 0.139,
1880
+ "size_similarity": 1.0,
1881
+ "breadth_similarity": 1.0,
1882
+ "concentration_similarity": 1.0,
1883
+ "shared_filenames": [],
 
 
1884
  "shared_directories": [
1885
+ "docs/source/en/model_doc",
1886
+ "docs/source/en",
1887
+ "docs/source",
1888
+ "docs"
1889
  ]
1890
  },
1891
  {
1892
+ "left_pr_number": 44407,
1893
+ "right_pr_number": 44550,
1894
+ "similarity": 0.368,
1895
+ "content_similarity": 0.107,
1896
+ "size_similarity": 0.957,
1897
  "breadth_similarity": 1.0,
1898
+ "concentration_similarity": 1.0,
1899
+ "shared_filenames": [],
 
 
1900
  "shared_directories": [
1901
+ "docs/source/en",
1902
+ "docs/source",
1903
+ "docs"
 
1904
  ]
1905
  },
1906
  {
1907
+ "left_pr_number": 33686,
1908
+ "right_pr_number": 44407,
1909
+ "similarity": 0.356,
1910
+ "content_similarity": 0.089,
1911
+ "size_similarity": 0.957,
1912
+ "breadth_similarity": 1.0,
1913
+ "concentration_similarity": 1.0,
1914
+ "shared_filenames": [],
 
 
1915
  "shared_directories": [
1916
+ "docs/source/en",
1917
+ "docs/source",
1918
+ "docs"
 
1919
  ]
1920
  }
1921
  ]
 
1928
  45476
1929
  ],
1930
  "representative_pr_number": 43665,
1931
+ "average_similarity": 0.371,
1932
  "summary": "3 open PRs share weighted file overlap around `tests/models/vit/test_modeling_vit.py`; representative PR #43665.",
1933
  "shared_filenames": [
1934
  "tests/models/vit/test_modeling_vit.py"
 
1959
  {
1960
  "left_pr_number": 43488,
1961
  "right_pr_number": 43665,
1962
+ "similarity": 0.377,
1963
+ "content_similarity": 0.198,
1964
  "size_similarity": 0.818,
1965
  "breadth_similarity": 0.667,
1966
  "concentration_similarity": 0.99,
 
1976
  {
1977
  "left_pr_number": 43488,
1978
  "right_pr_number": 45476,
1979
+ "similarity": 0.334,
1980
+ "content_similarity": 0.132,
1981
  "size_similarity": 0.786,
1982
  "breadth_similarity": 0.75,
1983
  "concentration_similarity": 0.974,
 
1994
  }
1995
  ]
1996
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1997
  {
1998
  "cluster_id": "pr-scope-44018-2",
1999
  "pr_numbers": [
 
2211
  44375
2212
  ],
2213
  "representative_pr_number": 36895,
2214
+ "average_similarity": 0.758,
2215
  "summary": "2 open PRs share weighted file overlap around `docs/source/en/model_doc/rf_detr.md`, `src/transformers/loss/loss_lw_detr.py`, `src/transformers/models/rf_detr/__init__.py`; representative PR #36895.",
2216
  "shared_filenames": [
2217
  "docs/source/en/model_doc/rf_detr.md",
 
2237
  {
2238
  "left_pr_number": 36895,
2239
  "right_pr_number": 44375,
2240
+ "similarity": 0.758,
2241
+ "content_similarity": 0.72,
2242
+ "size_similarity": 0.807,
2243
+ "breadth_similarity": 0.866,
2244
  "concentration_similarity": 0.93,
2245
  "shared_filenames": [
2246
  "docs/source/en/_toctree.yml",
 
2248
  "src/transformers/loss/loss_lw_detr.py",
2249
  "src/transformers/loss/loss_utils.py",
2250
  "src/transformers/models/__init__.py",
 
2251
  "src/transformers/models/auto/image_processing_auto.py",
2252
  "src/transformers/models/auto/modeling_auto.py",
2253
  "src/transformers/models/rf_detr/__init__.py",
2254
+ "src/transformers/models/rf_detr/configuration_rf_detr.py",
2255
+ "src/transformers/models/rf_detr/modeling_rf_detr.py"
2256
  ],
2257
  "shared_directories": [
2258
  "docs/source/en/model_doc",
 
2467
  }
2468
  ]
2469
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2470
  {
2471
  "cluster_id": "pr-scope-45034-2",
2472
  "pr_numbers": [
 
2514
  }
2515
  ]
2516
  },
2517
+ {
2518
+ "cluster_id": "pr-scope-45321-2",
2519
+ "pr_numbers": [
2520
+ 45321,
2521
+ 45573
2522
+ ],
2523
+ "representative_pr_number": 45321,
2524
+ "average_similarity": 0.591,
2525
+ "summary": "2 open PRs share weighted file overlap around `tests/quantization/torchao_integration/test_torchao.py`; representative PR #45321.",
2526
+ "shared_filenames": [
2527
+ "tests/quantization/torchao_integration/test_torchao.py"
2528
+ ],
2529
+ "shared_directories": [
2530
+ "tests/quantization/torchao_integration",
2531
+ "tests/quantization",
2532
+ "tests"
2533
+ ],
2534
+ "pairwise": [
2535
+ {
2536
+ "left_pr_number": 45321,
2537
+ "right_pr_number": 45573,
2538
+ "similarity": 0.591,
2539
+ "content_similarity": 0.53,
2540
+ "size_similarity": 0.551,
2541
+ "breadth_similarity": 1.0,
2542
+ "concentration_similarity": 0.731,
2543
+ "shared_filenames": [
2544
+ "tests/quantization/torchao_integration/test_torchao.py"
2545
+ ],
2546
+ "shared_directories": [
2547
+ "tests/quantization/torchao_integration",
2548
+ "src/transformers",
2549
+ "tests/quantization",
2550
+ "src",
2551
+ "tests"
2552
+ ]
2553
+ }
2554
+ ]
2555
+ },
2556
  {
2557
  "cluster_id": "pr-scope-44101-2",
2558
  "pr_numbers": [
 
2590
  }
2591
  ]
2592
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2593
  {
2594
  "cluster_id": "pr-scope-41992-2",
2595
  "pr_numbers": [
 
2597
  45396
2598
  ],
2599
  "representative_pr_number": 41992,
2600
+ "average_similarity": 0.534,
2601
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/ernie4_5_vl_moe/modular_ernie4_5_vl_moe.py`, `src/transformers/models/esm/configuration_esm.py`, `src/transformers/models/glm_ocr/modular_glm_ocr.py`; representative PR #41992.",
2602
  "shared_filenames": [
2603
  "src/transformers/models/ernie4_5_vl_moe/modular_ernie4_5_vl_moe.py",
 
2623
  {
2624
  "left_pr_number": 41992,
2625
  "right_pr_number": 45396,
2626
+ "similarity": 0.534,
2627
+ "content_similarity": 0.491,
2628
+ "size_similarity": 0.635,
2629
  "breadth_similarity": 0.524,
2630
+ "concentration_similarity": 0.848,
2631
  "shared_filenames": [
2632
  "src/transformers/models/ernie4_5_vl_moe/modeling_ernie4_5_vl_moe.py",
2633
  "src/transformers/models/ernie4_5_vl_moe/modular_ernie4_5_vl_moe.py",
 
2662
  43649
2663
  ],
2664
  "representative_pr_number": 43532,
2665
+ "average_similarity": 0.516,
2666
  "summary": "2 open PRs share weighted file overlap around `utils/notification_service.py`, `.github/workflows/self-comment-ci.yml`, `.github/workflows/self-scheduled.yml`; representative PR #43532.",
2667
  "shared_filenames": [
2668
  "utils/notification_service.py",
 
2682
  {
2683
  "left_pr_number": 43532,
2684
  "right_pr_number": 43649,
2685
+ "similarity": 0.516,
2686
+ "content_similarity": 0.463,
2687
  "size_similarity": 0.395,
2688
  "breadth_similarity": 0.875,
2689
  "concentration_similarity": 0.893,
 
2704
  }
2705
  ]
2706
  },
2707
+ {
2708
+ "cluster_id": "pr-scope-45293-2",
2709
+ "pr_numbers": [
2710
+ 45293,
2711
+ 45317
2712
+ ],
2713
+ "representative_pr_number": 45293,
2714
+ "average_similarity": 0.508,
2715
+ "summary": "2 open PRs share weighted file overlap around `tests/models/auto/test_tokenization_auto.py`; representative PR #45293.",
2716
+ "shared_filenames": [
2717
+ "tests/models/auto/test_tokenization_auto.py"
2718
+ ],
2719
+ "shared_directories": [
2720
+ "tests/models/auto",
2721
+ "tests/models",
2722
+ "tests"
2723
+ ],
2724
+ "pairwise": [
2725
+ {
2726
+ "left_pr_number": 45293,
2727
+ "right_pr_number": 45317,
2728
+ "similarity": 0.508,
2729
+ "content_similarity": 0.354,
2730
+ "size_similarity": 0.741,
2731
+ "breadth_similarity": 1.0,
2732
+ "concentration_similarity": 0.972,
2733
+ "shared_filenames": [
2734
+ "tests/models/auto/test_tokenization_auto.py"
2735
+ ],
2736
+ "shared_directories": [
2737
+ "tests/models/auto",
2738
+ "src/transformers",
2739
+ "tests/models",
2740
+ "src",
2741
+ "tests"
2742
+ ]
2743
+ }
2744
+ ]
2745
+ },
2746
  {
2747
  "cluster_id": "pr-scope-44543-2",
2748
  "pr_numbers": [
 
2750
  45422
2751
  ],
2752
  "representative_pr_number": 44543,
2753
+ "average_similarity": 0.502,
2754
  "summary": "2 open PRs share weighted file overlap around `tests/test_processing_common.py`, `src/transformers/processing_utils.py`; representative PR #44543.",
2755
  "shared_filenames": [
2756
  "tests/test_processing_common.py",
 
2763
  {
2764
  "left_pr_number": 44543,
2765
  "right_pr_number": 45422,
2766
+ "similarity": 0.502,
2767
+ "content_similarity": 0.482,
2768
  "size_similarity": 0.331,
2769
  "breadth_similarity": 0.75,
2770
  "concentration_similarity": 0.802,
 
2863
  ]
2864
  },
2865
  {
2866
+ "cluster_id": "pr-scope-43826-2",
2867
  "pr_numbers": [
2868
+ 43826,
2869
+ 45576
2870
  ],
2871
+ "representative_pr_number": 43826,
2872
+ "average_similarity": 0.469,
2873
+ "summary": "2 open PRs share weighted file overlap around `src/transformers/pipelines/base.py`; representative PR #43826.",
2874
  "shared_filenames": [
2875
+ "src/transformers/pipelines/base.py"
2876
+ ],
2877
+ "shared_directories": [
2878
+ "src/transformers/pipelines"
2879
  ],
 
2880
  "pairwise": [
2881
  {
2882
+ "left_pr_number": 43826,
2883
+ "right_pr_number": 45576,
2884
+ "similarity": 0.469,
2885
+ "content_similarity": 0.348,
2886
+ "size_similarity": 0.5,
2887
  "breadth_similarity": 1.0,
2888
  "concentration_similarity": 1.0,
2889
  "shared_filenames": [
2890
+ "src/transformers/pipelines/base.py"
2891
  ],
2892
  "shared_directories": [
2893
+ "src/transformers/pipelines",
2894
  "src/transformers",
2895
  "src"
2896
  ]
 
2997
  }
2998
  ]
2999
  },
3000
+ {
3001
+ "cluster_id": "pr-scope-44940-2",
3002
+ "pr_numbers": [
3003
+ 44940,
3004
+ 45577
3005
+ ],
3006
+ "representative_pr_number": 44940,
3007
+ "average_similarity": 0.434,
3008
+ "summary": "2 open PRs share weighted file overlap around `tests/utils/test_modeling_utils.py`, `src/transformers/modeling_utils.py`; representative PR #44940.",
3009
+ "shared_filenames": [
3010
+ "tests/utils/test_modeling_utils.py",
3011
+ "src/transformers/modeling_utils.py"
3012
+ ],
3013
+ "shared_directories": [
3014
+ "tests/utils",
3015
+ "tests"
3016
+ ],
3017
+ "pairwise": [
3018
+ {
3019
+ "left_pr_number": 44940,
3020
+ "right_pr_number": 45577,
3021
+ "similarity": 0.434,
3022
+ "content_similarity": 0.407,
3023
+ "size_similarity": 0.162,
3024
+ "breadth_similarity": 0.833,
3025
+ "concentration_similarity": 0.82,
3026
+ "shared_filenames": [
3027
+ "src/transformers/modeling_utils.py",
3028
+ "tests/utils/test_modeling_utils.py"
3029
+ ],
3030
+ "shared_directories": [
3031
+ "src/transformers",
3032
+ "tests/utils",
3033
+ "src",
3034
+ "tests"
3035
+ ]
3036
+ }
3037
+ ]
3038
+ },
3039
  {
3040
  "cluster_id": "pr-scope-44974-2",
3041
  "pr_numbers": [
 
3043
  45421
3044
  ],
3045
  "representative_pr_number": 44974,
3046
+ "average_similarity": 0.432,
3047
  "summary": "2 open PRs share weighted file overlap around `src/transformers/core_model_loading.py`; representative PR #44974.",
3048
  "shared_filenames": [
3049
  "src/transformers/core_model_loading.py"
 
3055
  {
3056
  "left_pr_number": 44974,
3057
  "right_pr_number": 45421,
3058
+ "similarity": 0.432,
3059
+ "content_similarity": 0.318,
3060
  "size_similarity": 0.735,
3061
  "breadth_similarity": 0.667,
3062
  "concentration_similarity": 0.657,
 
3071
  }
3072
  ]
3073
  },
3074
+ {
3075
+ "cluster_id": "pr-scope-44228-2",
3076
+ "pr_numbers": [
3077
+ 44228,
3078
+ 45548
3079
+ ],
3080
+ "representative_pr_number": 44228,
3081
+ "average_similarity": 0.426,
3082
+ "summary": "2 open PRs share weighted file overlap around `src/transformers/modeling_utils.py`; representative PR #44228.",
3083
+ "shared_filenames": [
3084
+ "src/transformers/modeling_utils.py"
3085
+ ],
3086
+ "shared_directories": [],
3087
+ "pairwise": [
3088
+ {
3089
+ "left_pr_number": 44228,
3090
+ "right_pr_number": 45548,
3091
+ "similarity": 0.426,
3092
+ "content_similarity": 0.262,
3093
+ "size_similarity": 0.894,
3094
+ "breadth_similarity": 0.75,
3095
+ "concentration_similarity": 0.667,
3096
+ "shared_filenames": [
3097
+ "src/transformers/modeling_utils.py"
3098
+ ],
3099
+ "shared_directories": [
3100
+ "src/transformers",
3101
+ "src"
3102
+ ]
3103
+ }
3104
+ ]
3105
+ },
3106
  {
3107
  "cluster_id": "pr-scope-40755-2",
3108
  "pr_numbers": [
 
3146
  }
3147
  ]
3148
  },
3149
+ {
3150
+ "cluster_id": "pr-scope-44606-2",
3151
+ "pr_numbers": [
3152
+ 44606,
3153
+ 45086
3154
+ ],
3155
+ "representative_pr_number": 44606,
3156
+ "average_similarity": 0.409,
3157
+ "summary": "2 open PRs share weighted file overlap around `src/transformers/tokenization_utils_tokenizers.py`; representative PR #44606.",
3158
+ "shared_filenames": [
3159
+ "src/transformers/tokenization_utils_tokenizers.py"
3160
+ ],
3161
+ "shared_directories": [],
3162
+ "pairwise": [
3163
+ {
3164
+ "left_pr_number": 44606,
3165
+ "right_pr_number": 45086,
3166
+ "similarity": 0.409,
3167
+ "content_similarity": 0.322,
3168
+ "size_similarity": 0.222,
3169
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