evalstate HF Staff commited on
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Refresh transformers dataset snapshot 20260504T000033Z

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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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  Notes:
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21714
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21716
  "url": "https://github.com/huggingface/transformers/pull/45687",
21717
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21718
  "merged": false,
new-contributors-report.md CHANGED
@@ -1,9 +1,9 @@
1
  # New Contributor Report: huggingface/transformers
2
 
3
- - Snapshot: `20260503T180031Z`
4
- - Generated: `2026-05-03T18:00:54Z`
5
  - Activity window: `60d`
6
- - Contributors: `355`
7
 
8
  ## Summary
9
 
@@ -32,7 +32,6 @@
32
  | `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2996d | `2025-12-16T08:22:52Z` | 16 | 1 | strong | moderate | low | targets high-star repos |
33
  | `weiguangli-io` | [profile](https://github.com/weiguangli-io) | no | CONTRIBUTOR | 2230d | `2026-02-09T02:10:15Z` | 16 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
34
  | `qgallouedec` | [profile](https://github.com/qgallouedec) | no | MEMBER | 2692d | `2024-12-13T13:39:10Z` | 15 | 13 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
35
- | `NielsRogge` | [profile](https://github.com/NielsRogge) | no | MEMBER | 2598d | `2022-02-21T10:02:38Z` | 15 | 3 | mixed | moderate | low | high recent PR volume |
36
  | `Abdennacer-Badaoui` | [profile](https://github.com/Abdennacer-Badaoui) | no | MEMBER | 1414d | `2026-01-08T18:13:10Z` | 15 | 0 | strong | moderate | low | — |
37
  | `michaelbenayoun` | [profile](https://github.com/michaelbenayoun) | no | MEMBER | 3365d | `2024-10-24T15:39:49Z` | 15 | 0 | strong | moderate | low | targets high-star repos |
38
  | `kashif` | [profile](https://github.com/kashif) | no | MEMBER | 6569d | `2025-09-08T13:05:54Z` | 14 | 0 | mixed | high | low | high recent PR volume; broad repo spread; targets high-star repos |
@@ -65,20 +64,22 @@
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
  | `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 |
67
  | `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 |
 
68
  | `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 |
69
  | `jnMetaCode` | [profile](https://github.com/jnMetaCode) | no | CONTRIBUTOR | 4011d | `2026-03-08T09:21:22Z` | 3 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; targets high-star repos |
70
  | `kmswin1` | [profile](https://github.com/kmswin1) | no | FIRST_TIME_CONTRIBUTOR | 3380d | `2026-03-09T09:03:10Z` | 3 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
71
  | `Lidang-Jiang` | [profile](https://github.com/Lidang-Jiang) | no | CONTRIBUTOR | 1230d | `2026-03-27T02:44:21Z` | 3 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
72
  | `saivedant169` | [profile](https://github.com/saivedant169) | no | NONE | 1712d | `2026-03-14T16:47:42Z` | 3 | 0 | mixed | very high | medium | high recent PR volume; very broad repo spread; targets high-star repos |
73
  | `sergiopaniego` | [profile](https://github.com/sergiopaniego) | no | MEMBER | 3718d | `2026-03-19T10:22:40Z` | 3 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 
74
  | `YangKai0616` | [profile](https://github.com/YangKai0616) | no | CONTRIBUTOR | 1466d | `2025-12-24T11:54:53Z` | 10 | 0 | mixed | moderate | low | targets high-star repos |
75
  | `albertvillanova` | [profile](https://github.com/albertvillanova) | no | MEMBER | 4257d | `2026-01-17T10:42:01Z` | 5 | 3 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
76
  | `lashahub` | [profile](https://github.com/lashahub) | no | CONTRIBUTOR | 3339d | `2026-01-08T16:47:50Z` | 5 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
77
  | `math-hiyoko` | [profile](https://github.com/math-hiyoko) | no | CONTRIBUTOR | 2390d | `2026-02-08T01:31:10Z` | 4 | 7 | strong | low | low | targets high-star repos |
78
  | `jw9603` | [profile](https://github.com/jw9603) | no | CONTRIBUTOR | 2050d | `2026-03-04T00:51:26Z` | 4 | 3 | weak | low | low | targets high-star repos |
79
  | `xenova` | [profile](https://github.com/xenova) | no | MEMBER | 3317d | `2025-11-18T16:26:23Z` | 3 | 3 | strong | moderate | low | high recent PR volume; targets high-star repos |
80
- | `gabe-l-hart` | [profile](https://github.com/gabe-l-hart) | no | CONTRIBUTOR | 5242d | `2026-02-04T17:55:19Z` | 3 | 1 | strong | high | low | broad repo spread |
81
  | `vkuzo` | [profile](https://github.com/vkuzo) | no | CONTRIBUTOR | 5127d | `2026-01-28T15:04:44Z` | 3 | 0 | strong | moderate | low | high recent PR volume |
 
82
  | `w4nderlust` | [profile](https://github.com/w4nderlust) | no | CONTRIBUTOR | 5740d | `2026-04-03T04:55:51Z` | 2 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
83
  | `ionut-anghelina` | [profile](https://github.com/ionut-anghelina) | no | FIRST_TIME_CONTRIBUTOR | 556d | `2026-03-30T08:23:07Z` | 2 | 1 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
84
  | `Milan-Bhimani` | [profile](https://github.com/Milan-Bhimani) | no | FIRST_TIME_CONTRIBUTOR | 823d | `2026-04-30T06:10:00Z` | 2 | 1 | mixed | low | low | many recent closed-unmerged PRs |
@@ -136,6 +137,7 @@
136
  | `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 |
137
  | `JaredforReal` | [profile](https://github.com/JaredforReal) | no | CONTRIBUTOR | 977d | `2026-01-19T05:05:55Z` | 4 | 0 | strong | moderate | low | high recent PR volume |
138
  | `SangbumChoi` | [profile](https://github.com/SangbumChoi) | no | CONTRIBUTOR | 3079d | `2024-06-07T00:26:26Z` | 4 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
139
  | `Aravind-11` | [profile](https://github.com/Aravind-11) | no | CONTRIBUTOR | 2804d | `2025-11-10T23:38:23Z` | 3 | 0 | mixed | moderate | low | — |
140
  | `githubnemo` | [profile](https://github.com/githubnemo) | no | MEMBER | 5827d | `2026-01-26T11:34:05Z` | 3 | 0 | strong | moderate | low | targets high-star repos |
141
  | `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 |
@@ -153,7 +155,6 @@
153
  | `baonudesifeizhai` | [profile](https://github.com/baonudesifeizhai) | no | FIRST_TIME_CONTRIBUTOR | 1781d | `2026-02-10T01:32:32Z` | 1 | 2 | weak | moderate | low | high open PR share; targets high-star repos |
154
  | `bigshanedogg` | [profile](https://github.com/bigshanedogg) | no | FIRST_TIME_CONTRIBUTOR | 3673d | `2026-03-23T19:34:30Z` | 1 | 2 | weak | low | low | high open PR share; targets high-star repos |
155
  | `ghost` | [profile](https://github.com/ghost) | no | NONE | 6553d | `2024-05-09T10:45:25Z` | 1 | 2 | weak | low | low | high open PR share; no visible non-self stars |
156
- | `jamesbraza` | [profile](https://github.com/jamesbraza) | no | CONTRIBUTOR | 4221d | `2026-04-23T00:37:54Z` | 1 | 2 | strong | moderate | low | high recent PR volume |
157
  | `m-matthias` | [profile](https://github.com/m-matthias) | no | CONTRIBUTOR | 3768d | `2026-03-19T12:56:22Z` | 1 | 2 | strong | low | low | no visible non-self stars; targets high-star repos |
158
  | `oleksii-tumanov` | [profile](https://github.com/oleksii-tumanov) | no | FIRST_TIME_CONTRIBUTOR | 4519d | `2026-04-22T03:12:11Z` | 1 | 2 | mixed | moderate | low | high recent PR volume |
159
  | `ouroborosscr` | [profile](https://github.com/ouroborosscr) | no | FIRST_TIMER | 1967d | `2026-03-21T15:38:54Z` | 1 | 2 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
@@ -224,9 +225,10 @@
224
  | `aws-zhanxun` | [profile](https://github.com/aws-zhanxun) | no | CONTRIBUTOR | 1730d | `2026-03-30T07:06:19Z` | 1 | 0 | strong | low | low | targets high-star repos |
225
  | `balgaly` | [profile](https://github.com/balgaly) | no | NONE | 3775d | `2026-04-05T15:38:58Z` | 1 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs |
226
  | `Beichen-Ma` | [profile](https://github.com/Beichen-Ma) | no | FIRST_TIME_CONTRIBUTOR | 1684d | `2026-04-20T23:21:03Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
227
- | `belamaran96-coder` | [profile](https://github.com/belamaran96-coder) | yes | FIRST_TIME_CONTRIBUTOR | 288d | `2026-05-03T16:53:02Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
228
  | `bensons` | [profile](https://github.com/bensons) | no | FIRST_TIME_CONTRIBUTOR | 5188d | `2026-03-17T04:59:02Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
229
  | `black-yt` | [profile](https://github.com/black-yt) | no | NONE | 1826d | `2026-03-10T01:52:18Z` | 1 | 0 | weak | low | low | — |
 
230
  | `chandan11248` | [profile](https://github.com/chandan11248) | no | FIRST_TIME_CONTRIBUTOR | 728d | `2026-03-15T15:23:33Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
231
  | `cloudyun888` | [profile](https://github.com/cloudyun888) | no | NONE | 45d | `2026-04-15T13:18:36Z` | 1 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share |
232
  | `code-runner77` | [profile](https://github.com/code-runner77) | no | FIRST_TIMER | 194d | `2026-03-29T17:28:59Z` | 1 | 0 | weak | low | low | young account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
@@ -808,12 +810,12 @@ Example artifacts:
808
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIlyasMoutawwakil)
809
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIlyasMoutawwakil)
810
  - repo first seen: `2025-07-04T08:41:29Z`
811
- - repo last seen: `2026-05-02T19:39:02Z`
812
  - first seen in snapshot: **no**
813
  - repo association: **MEMBER**
814
  - repo primary artifacts: **20**
815
  - snapshot authored PRs/issues: **17 PRs / 3 issues**
816
- - snapshot discussion activity: **52 comments / 171 reviews / 148 review comments**
817
  - account age: **2354 days**
818
  - recent public PR activity: **22 PRs** (16 merged / 2 closed-unmerged / 4 open; merged rate **73%**, closed-unmerged rate **9%**, open rate **18%**)
819
  - public orgs: `huggingface`, `Chouafa`
@@ -926,32 +928,6 @@ Example artifacts:
926
  - [Issue #45290: `apply_chat_template(tokenize=True)` crashes on assistant messages with tool calls and no content](https://github.com/huggingface/transformers/issues/45290) — closed
927
  - [Issue #44514: `Qwen2_5_VLProcessor.apply_chat_template` crashes on batched input when `padding=False`](https://github.com/huggingface/transformers/issues/44514) — closed
928
 
929
- ### `NielsRogge`
930
-
931
- - profile: [github.com/NielsRogge](https://github.com/NielsRogge)
932
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ANielsRogge)
933
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ANielsRogge)
934
- - repo first seen: `2022-02-21T10:02:38Z`
935
- - repo last seen: `2026-04-21T07:02:42Z`
936
- - first seen in snapshot: **no**
937
- - repo association: **MEMBER**
938
- - repo primary artifacts: **18**
939
- - snapshot authored PRs/issues: **15 PRs / 3 issues**
940
- - snapshot discussion activity: **20 comments / 35 reviews / 34 review comments**
941
- - account age: **2598 days**
942
- - recent public PR activity: **95 PRs** (67 merged / 19 closed-unmerged / 9 open; merged rate **71%**, closed-unmerged rate **20%**, open rate **9%**)
943
- - public orgs: none visible
944
- - compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
945
- - heuristic read: **high recent PR volume**
946
-
947
- Example artifacts:
948
- - [PR #45110: Add SAM 3.1](https://github.com/huggingface/transformers/pull/45110) — open
949
- - [PR #45082: [VidEoMT] Update conversion script](https://github.com/huggingface/transformers/pull/45082) — open
950
- - [PR #44441: [LW-DETR] Fix training](https://github.com/huggingface/transformers/pull/44441) — closed, merged
951
- - [Issue #41211: Add DEIMv2](https://github.com/huggingface/transformers/issues/41211) — open
952
- - [Issue #30525: Support align_corners=True in image_transforms module](https://github.com/huggingface/transformers/issues/30525) — closed
953
- - [Issue #21110: Add support for BLIP and GIT in image-to-text and VQA pipelines](https://github.com/huggingface/transformers/issues/21110) — closed
954
-
955
  ### `Abdennacer-Badaoui`
956
 
957
  - profile: [github.com/Abdennacer-Badaoui](https://github.com/Abdennacer-Badaoui)
@@ -1700,6 +1676,29 @@ Example artifacts:
1700
  - [PR #45180: 🔒 Pin GitHub Actions to commit SHAs](https://github.com/huggingface/transformers/pull/45180) — closed, merged
1701
  - [Issue #45182: 🔒 Track: Pin GitHub Actions to commit SHAs](https://github.com/huggingface/transformers/issues/45182) — closed
1702
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1703
  ### `Cursx`
1704
 
1705
  - profile: [github.com/Cursx](https://github.com/Cursx)
@@ -1838,6 +1837,32 @@ Example artifacts:
1838
  - [PR #44873: Fix VL model rope_deltas batch size mismatch in online RL training](https://github.com/huggingface/transformers/pull/44873) — closed, merged
1839
  - [PR #44853: Fix Zamba2MambaMixer ignoring use_mamba_kernels=False](https://github.com/huggingface/transformers/pull/44853) — closed, merged
1840
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1841
  ### `YangKai0616`
1842
 
1843
  - profile: [github.com/YangKai0616](https://github.com/YangKai0616)
@@ -1988,30 +2013,6 @@ Example artifacts:
1988
  - [Issue #44496: ValueError: Unrecognized model in allenai/Olmo-Hybrid-Instruct-SFT-7B. Should have a `model_type` key in its config.json.](https://github.com/huggingface/transformers/issues/44496) — closed
1989
  - [Issue #43452: gguf_file breaks for AutoTokenizer.from_pretrained and AutoModelForCausalLM.from_pretrained](https://github.com/huggingface/transformers/issues/43452) — closed
1990
 
1991
- ### `gabe-l-hart`
1992
-
1993
- - profile: [github.com/gabe-l-hart](https://github.com/gabe-l-hart)
1994
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Agabe-l-hart)
1995
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Agabe-l-hart)
1996
- - repo first seen: `2026-02-04T17:55:19Z`
1997
- - repo last seen: `2026-03-11T18:41:58Z`
1998
- - first seen in snapshot: **no**
1999
- - repo association: **CONTRIBUTOR**
2000
- - repo primary artifacts: **4**
2001
- - snapshot authored PRs/issues: **3 PRs / 1 issues**
2002
- - snapshot discussion activity: **6 comments / 19 reviews / 19 review comments**
2003
- - account age: **5242 days**
2004
- - recent public PR activity: **16 PRs** (13 merged / 1 closed-unmerged / 2 open; merged rate **81%**, closed-unmerged rate **6%**, open rate **12%**)
2005
- - public orgs: none visible
2006
- - compact scores: follow-through **strong**, breadth **high**, automation risk **low**
2007
- - heuristic read: **broad repo spread**
2008
-
2009
- Example artifacts:
2010
- - [PR #44607: Idefics3 without cache fix](https://github.com/huggingface/transformers/pull/44607) — closed, merged
2011
- - [PR #44445: Adding support for GraniteDoclingHybrid](https://github.com/huggingface/transformers/pull/44445) — open, draft
2012
- - [PR #43781: fix: Load model with co-located adapter from local path (Granite Speech)](https://github.com/huggingface/transformers/pull/43781) — closed, merged
2013
- - [Issue #43746: [GraniteSpeechForConditionalGeneration] Models with PEFT adapters won't load from local checkpoints (from_pretrained)](https://github.com/huggingface/transformers/issues/43746) — closed
2014
-
2015
  ### `vkuzo`
2016
 
2017
  - profile: [github.com/vkuzo](https://github.com/vkuzo)
@@ -2035,6 +2036,31 @@ Example artifacts:
2035
  - [PR #45573: fix transformers + torchao nvfp4 serialization](https://github.com/huggingface/transformers/pull/45573) — closed, merged
2036
  - [PR #43561: remove torchao.autoquant from transformers](https://github.com/huggingface/transformers/pull/43561) — closed, merged
2037
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2038
  ### `w4nderlust`
2039
 
2040
  - profile: [github.com/w4nderlust](https://github.com/w4nderlust)
@@ -3299,6 +3325,30 @@ Example artifacts:
3299
  - [PR #43451: Add Molmo2](https://github.com/huggingface/transformers/pull/43451) — open
3300
  - [PR #43448: Add Molmo](https://github.com/huggingface/transformers/pull/43448) — open
3301
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3302
  ### `Aravind-11`
3303
 
3304
  - profile: [github.com/Aravind-11](https://github.com/Aravind-11)
@@ -3683,29 +3733,6 @@ Example artifacts:
3683
  - [Issue #35905: Convert RT-DETR model to coreml](https://github.com/huggingface/transformers/issues/35905) — closed
3684
  - [Issue #30725: Support for Multiple Datasets and Domain-Specific Loss Calculation in Trainer](https://github.com/huggingface/transformers/issues/30725) — open
3685
 
3686
- ### `jamesbraza`
3687
-
3688
- - profile: [github.com/jamesbraza](https://github.com/jamesbraza)
3689
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajamesbraza)
3690
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajamesbraza)
3691
- - repo first seen: `2026-04-23T00:37:54Z`
3692
- - repo last seen: `2026-04-27T20:55:50Z`
3693
- - first seen in snapshot: **no**
3694
- - repo association: **CONTRIBUTOR**
3695
- - repo primary artifacts: **3**
3696
- - snapshot authored PRs/issues: **1 PRs / 2 issues**
3697
- - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
3698
- - account age: **4221 days**
3699
- - recent public PR activity: **36 PRs** (32 merged / 2 closed-unmerged / 2 open; merged rate **89%**, closed-unmerged rate **6%**, open rate **6%**)
3700
- - public orgs: none visible
3701
- - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
3702
- - heuristic read: **high recent PR volume**
3703
-
3704
- Example artifacts:
3705
- - [PR #45589: Fix `AttributeError` on `s_aux=None` in `flash_attention_forward`](https://github.com/huggingface/transformers/pull/45589) — closed, merged
3706
- - [Issue #45663: Gemma-4 training with FSDP2 raises `KeyError` in `Gemma4TextAttention.forward` because `shared_kv_states` is rebuilt per-layer](https://github.com/huggingface/transformers/issues/45663) — open
3707
- - [Issue #45588: `integrations/flash_attention.py` crashes with `AttributeError` on `s_aux=None` for sink-less models](https://github.com/huggingface/transformers/issues/45588) — closed
3708
-
3709
  ### `m-matthias`
3710
 
3711
  - profile: [github.com/m-matthias](https://github.com/m-matthias)
@@ -5227,7 +5254,7 @@ Example artifacts:
5227
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Abelamaran96-coder)
5228
  - repo first seen: `2026-05-03T16:53:02Z`
5229
  - repo last seen: `2026-05-03T17:26:18Z`
5230
- - first seen in snapshot: **yes**
5231
  - repo association: **FIRST_TIME_CONTRIBUTOR**
5232
  - repo primary artifacts: **1**
5233
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -5283,6 +5310,27 @@ Example artifacts:
5283
  Example artifacts:
5284
  - [PR #44555: Fix TypeError in RoPE validation when ignore_keys_at_rope_validation is a list](https://github.com/huggingface/transformers/pull/44555) — closed
5285
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
5286
  ### `chandan11248`
5287
 
5288
  - profile: [github.com/chandan11248](https://github.com/chandan11248)
@@ -7306,12 +7354,12 @@ Example artifacts:
7306
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Arigen1048)
7307
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Arigen1048)
7308
  - repo first seen: `2026-04-28T15:23:48Z`
7309
- - repo last seen: `2026-05-03T00:33:39Z`
7310
  - first seen in snapshot: **no**
7311
  - repo association: **FIRST_TIME_CONTRIBUTOR**
7312
  - repo primary artifacts: **1**
7313
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
7314
- - snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
7315
  - account age: **92 days**
7316
  - recent public PR activity: **5 PRs** (0 merged / 3 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **60%**, open rate **40%**)
7317
  - public orgs: none visible
@@ -7319,7 +7367,7 @@ Example artifacts:
7319
  - heuristic read: **young account; many recent closed-unmerged PRs; high open PR share; targets high-star repos**
7320
 
7321
  Example artifacts:
7322
- - [PR #45687: fix: Made histc_input robust for broader hardware](https://github.com/huggingface/transformers/pull/45687) — open
7323
 
7324
  ### `RobTand`
7325
 
 
1
  # New Contributor Report: huggingface/transformers
2
 
3
+ - Snapshot: `20260504T000033Z`
4
+ - Generated: `2026-05-04T00:01:05Z`
5
  - Activity window: `60d`
6
+ - Contributors: `357`
7
 
8
  ## Summary
9
 
 
32
  | `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2996d | `2025-12-16T08:22:52Z` | 16 | 1 | strong | moderate | low | targets high-star repos |
33
  | `weiguangli-io` | [profile](https://github.com/weiguangli-io) | no | CONTRIBUTOR | 2230d | `2026-02-09T02:10:15Z` | 16 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
34
  | `qgallouedec` | [profile](https://github.com/qgallouedec) | no | MEMBER | 2692d | `2024-12-13T13:39:10Z` | 15 | 13 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
 
35
  | `Abdennacer-Badaoui` | [profile](https://github.com/Abdennacer-Badaoui) | no | MEMBER | 1414d | `2026-01-08T18:13:10Z` | 15 | 0 | strong | moderate | low | — |
36
  | `michaelbenayoun` | [profile](https://github.com/michaelbenayoun) | no | MEMBER | 3365d | `2024-10-24T15:39:49Z` | 15 | 0 | strong | moderate | low | targets high-star repos |
37
  | `kashif` | [profile](https://github.com/kashif) | no | MEMBER | 6569d | `2025-09-08T13:05:54Z` | 14 | 0 | mixed | high | low | high recent PR volume; broad repo spread; targets high-star repos |
 
64
  | `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 |
65
  | `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 |
66
  | `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 |
67
+ | `CharlieKerfoot` | [profile](https://github.com/CharlieKerfoot) | yes | FIRST_TIME_CONTRIBUTOR | 1583d | `2026-05-03T18:22:43Z` | 3 | 0 | weak | moderate | low | high recent PR volume; targets high-star repos |
68
  | `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 |
69
  | `jnMetaCode` | [profile](https://github.com/jnMetaCode) | no | CONTRIBUTOR | 4011d | `2026-03-08T09:21:22Z` | 3 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; targets high-star repos |
70
  | `kmswin1` | [profile](https://github.com/kmswin1) | no | FIRST_TIME_CONTRIBUTOR | 3380d | `2026-03-09T09:03:10Z` | 3 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
71
  | `Lidang-Jiang` | [profile](https://github.com/Lidang-Jiang) | no | CONTRIBUTOR | 1230d | `2026-03-27T02:44:21Z` | 3 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
72
  | `saivedant169` | [profile](https://github.com/saivedant169) | no | NONE | 1712d | `2026-03-14T16:47:42Z` | 3 | 0 | mixed | very high | medium | high recent PR volume; very broad repo spread; targets high-star repos |
73
  | `sergiopaniego` | [profile](https://github.com/sergiopaniego) | no | MEMBER | 3718d | `2026-03-19T10:22:40Z` | 3 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
74
+ | `NielsRogge` | [profile](https://github.com/NielsRogge) | no | MEMBER | 2598d | `2022-02-21T10:02:38Z` | 15 | 3 | mixed | moderate | low | high recent PR volume |
75
  | `YangKai0616` | [profile](https://github.com/YangKai0616) | no | CONTRIBUTOR | 1466d | `2025-12-24T11:54:53Z` | 10 | 0 | mixed | moderate | low | targets high-star repos |
76
  | `albertvillanova` | [profile](https://github.com/albertvillanova) | no | MEMBER | 4257d | `2026-01-17T10:42:01Z` | 5 | 3 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
77
  | `lashahub` | [profile](https://github.com/lashahub) | no | CONTRIBUTOR | 3339d | `2026-01-08T16:47:50Z` | 5 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
78
  | `math-hiyoko` | [profile](https://github.com/math-hiyoko) | no | CONTRIBUTOR | 2390d | `2026-02-08T01:31:10Z` | 4 | 7 | strong | low | low | targets high-star repos |
79
  | `jw9603` | [profile](https://github.com/jw9603) | no | CONTRIBUTOR | 2050d | `2026-03-04T00:51:26Z` | 4 | 3 | weak | low | low | targets high-star repos |
80
  | `xenova` | [profile](https://github.com/xenova) | no | MEMBER | 3317d | `2025-11-18T16:26:23Z` | 3 | 3 | strong | moderate | low | high recent PR volume; targets high-star repos |
 
81
  | `vkuzo` | [profile](https://github.com/vkuzo) | no | CONTRIBUTOR | 5127d | `2026-01-28T15:04:44Z` | 3 | 0 | strong | moderate | low | high recent PR volume |
82
+ | `jamesbraza` | [profile](https://github.com/jamesbraza) | no | CONTRIBUTOR | 4221d | `2026-04-23T00:37:54Z` | 2 | 3 | strong | moderate | low | high recent PR volume |
83
  | `w4nderlust` | [profile](https://github.com/w4nderlust) | no | CONTRIBUTOR | 5740d | `2026-04-03T04:55:51Z` | 2 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
84
  | `ionut-anghelina` | [profile](https://github.com/ionut-anghelina) | no | FIRST_TIME_CONTRIBUTOR | 556d | `2026-03-30T08:23:07Z` | 2 | 1 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
85
  | `Milan-Bhimani` | [profile](https://github.com/Milan-Bhimani) | no | FIRST_TIME_CONTRIBUTOR | 823d | `2026-04-30T06:10:00Z` | 2 | 1 | mixed | low | low | many recent closed-unmerged PRs |
 
137
  | `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 |
138
  | `JaredforReal` | [profile](https://github.com/JaredforReal) | no | CONTRIBUTOR | 977d | `2026-01-19T05:05:55Z` | 4 | 0 | strong | moderate | low | high recent PR volume |
139
  | `SangbumChoi` | [profile](https://github.com/SangbumChoi) | no | CONTRIBUTOR | 3079d | `2024-06-07T00:26:26Z` | 4 | 0 | weak | low | low | high open PR share; targets high-star repos |
140
+ | `gabe-l-hart` | [profile](https://github.com/gabe-l-hart) | no | CONTRIBUTOR | 5242d | `2026-02-04T17:55:19Z` | 3 | 1 | strong | high | low | broad repo spread |
141
  | `Aravind-11` | [profile](https://github.com/Aravind-11) | no | CONTRIBUTOR | 2804d | `2025-11-10T23:38:23Z` | 3 | 0 | mixed | moderate | low | — |
142
  | `githubnemo` | [profile](https://github.com/githubnemo) | no | MEMBER | 5827d | `2026-01-26T11:34:05Z` | 3 | 0 | strong | moderate | low | targets high-star repos |
143
  | `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 |
 
155
  | `baonudesifeizhai` | [profile](https://github.com/baonudesifeizhai) | no | FIRST_TIME_CONTRIBUTOR | 1781d | `2026-02-10T01:32:32Z` | 1 | 2 | weak | moderate | low | high open PR share; targets high-star repos |
156
  | `bigshanedogg` | [profile](https://github.com/bigshanedogg) | no | FIRST_TIME_CONTRIBUTOR | 3673d | `2026-03-23T19:34:30Z` | 1 | 2 | weak | low | low | high open PR share; targets high-star repos |
157
  | `ghost` | [profile](https://github.com/ghost) | no | NONE | 6553d | `2024-05-09T10:45:25Z` | 1 | 2 | weak | low | low | high open PR share; no visible non-self stars |
 
158
  | `m-matthias` | [profile](https://github.com/m-matthias) | no | CONTRIBUTOR | 3768d | `2026-03-19T12:56:22Z` | 1 | 2 | strong | low | low | no visible non-self stars; targets high-star repos |
159
  | `oleksii-tumanov` | [profile](https://github.com/oleksii-tumanov) | no | FIRST_TIME_CONTRIBUTOR | 4519d | `2026-04-22T03:12:11Z` | 1 | 2 | mixed | moderate | low | high recent PR volume |
160
  | `ouroborosscr` | [profile](https://github.com/ouroborosscr) | no | FIRST_TIMER | 1967d | `2026-03-21T15:38:54Z` | 1 | 2 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 
225
  | `aws-zhanxun` | [profile](https://github.com/aws-zhanxun) | no | CONTRIBUTOR | 1730d | `2026-03-30T07:06:19Z` | 1 | 0 | strong | low | low | targets high-star repos |
226
  | `balgaly` | [profile](https://github.com/balgaly) | no | NONE | 3775d | `2026-04-05T15:38:58Z` | 1 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs |
227
  | `Beichen-Ma` | [profile](https://github.com/Beichen-Ma) | no | FIRST_TIME_CONTRIBUTOR | 1684d | `2026-04-20T23:21:03Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
228
+ | `belamaran96-coder` | [profile](https://github.com/belamaran96-coder) | no | FIRST_TIME_CONTRIBUTOR | 288d | `2026-05-03T16:53:02Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
229
  | `bensons` | [profile](https://github.com/bensons) | no | FIRST_TIME_CONTRIBUTOR | 5188d | `2026-03-17T04:59:02Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
230
  | `black-yt` | [profile](https://github.com/black-yt) | no | NONE | 1826d | `2026-03-10T01:52:18Z` | 1 | 0 | weak | low | low | — |
231
+ | `butterwecksolutions` | [profile](https://github.com/butterwecksolutions) | yes | FIRST_TIME_CONTRIBUTOR | 4479d | `2026-05-03T23:41:12Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
232
  | `chandan11248` | [profile](https://github.com/chandan11248) | no | FIRST_TIME_CONTRIBUTOR | 728d | `2026-03-15T15:23:33Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
233
  | `cloudyun888` | [profile](https://github.com/cloudyun888) | no | NONE | 45d | `2026-04-15T13:18:36Z` | 1 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share |
234
  | `code-runner77` | [profile](https://github.com/code-runner77) | no | FIRST_TIMER | 194d | `2026-03-29T17:28:59Z` | 1 | 0 | weak | low | low | young account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 
810
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIlyasMoutawwakil)
811
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIlyasMoutawwakil)
812
  - repo first seen: `2025-07-04T08:41:29Z`
813
+ - repo last seen: `2026-05-03T18:22:50Z`
814
  - first seen in snapshot: **no**
815
  - repo association: **MEMBER**
816
  - repo primary artifacts: **20**
817
  - snapshot authored PRs/issues: **17 PRs / 3 issues**
818
+ - snapshot discussion activity: **53 comments / 171 reviews / 148 review comments**
819
  - account age: **2354 days**
820
  - recent public PR activity: **22 PRs** (16 merged / 2 closed-unmerged / 4 open; merged rate **73%**, closed-unmerged rate **9%**, open rate **18%**)
821
  - public orgs: `huggingface`, `Chouafa`
 
928
  - [Issue #45290: `apply_chat_template(tokenize=True)` crashes on assistant messages with tool calls and no content](https://github.com/huggingface/transformers/issues/45290) — closed
929
  - [Issue #44514: `Qwen2_5_VLProcessor.apply_chat_template` crashes on batched input when `padding=False`](https://github.com/huggingface/transformers/issues/44514) — closed
930
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
931
  ### `Abdennacer-Badaoui`
932
 
933
  - profile: [github.com/Abdennacer-Badaoui](https://github.com/Abdennacer-Badaoui)
 
1676
  - [PR #45180: 🔒 Pin GitHub Actions to commit SHAs](https://github.com/huggingface/transformers/pull/45180) — closed, merged
1677
  - [Issue #45182: 🔒 Track: Pin GitHub Actions to commit SHAs](https://github.com/huggingface/transformers/issues/45182) — closed
1678
 
1679
+ ### `CharlieKerfoot`
1680
+
1681
+ - profile: [github.com/CharlieKerfoot](https://github.com/CharlieKerfoot)
1682
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ACharlieKerfoot)
1683
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ACharlieKerfoot)
1684
+ - repo first seen: `2026-05-03T18:22:43Z`
1685
+ - repo last seen: `2026-05-03T18:36:20Z`
1686
+ - first seen in snapshot: **yes**
1687
+ - repo association: **FIRST_TIME_CONTRIBUTOR**
1688
+ - repo primary artifacts: **3**
1689
+ - snapshot authored PRs/issues: **3 PRs / 0 issues**
1690
+ - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
1691
+ - account age: **1583 days**
1692
+ - recent public PR activity: **37 PRs** (12 merged / 13 closed-unmerged / 12 open; merged rate **32%**, closed-unmerged rate **35%**, open rate **32%**)
1693
+ - public orgs: none visible
1694
+ - compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
1695
+ - heuristic read: **high recent PR volume; targets high-star repos**
1696
+
1697
+ Example artifacts:
1698
+ - [PR #45757: fix: align attention_mask padding with appended eos token in clvp](https://github.com/huggingface/transformers/pull/45757) — open
1699
+ - [PR #45756: fix attribute access in PermuteForRope._apply](https://github.com/huggingface/transformers/pull/45756) — open
1700
+ - [PR #45755: fix: return correct forward output in AriaTextForCausalLM](https://github.com/huggingface/transformers/pull/45755) — open
1701
+
1702
  ### `Cursx`
1703
 
1704
  - profile: [github.com/Cursx](https://github.com/Cursx)
 
1837
  - [PR #44873: Fix VL model rope_deltas batch size mismatch in online RL training](https://github.com/huggingface/transformers/pull/44873) — closed, merged
1838
  - [PR #44853: Fix Zamba2MambaMixer ignoring use_mamba_kernels=False](https://github.com/huggingface/transformers/pull/44853) — closed, merged
1839
 
1840
+ ### `NielsRogge`
1841
+
1842
+ - profile: [github.com/NielsRogge](https://github.com/NielsRogge)
1843
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ANielsRogge)
1844
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ANielsRogge)
1845
+ - repo first seen: `2022-02-21T10:02:38Z`
1846
+ - repo last seen: `2026-04-21T07:02:42Z`
1847
+ - first seen in snapshot: **no**
1848
+ - repo association: **MEMBER**
1849
+ - repo primary artifacts: **18**
1850
+ - snapshot authored PRs/issues: **15 PRs / 3 issues**
1851
+ - snapshot discussion activity: **20 comments / 35 reviews / 34 review comments**
1852
+ - account age: **2598 days**
1853
+ - recent public PR activity: **95 PRs** (67 merged / 19 closed-unmerged / 9 open; merged rate **71%**, closed-unmerged rate **20%**, open rate **9%**)
1854
+ - public orgs: none visible
1855
+ - compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
1856
+ - heuristic read: **high recent PR volume**
1857
+
1858
+ Example artifacts:
1859
+ - [PR #45110: Add SAM 3.1](https://github.com/huggingface/transformers/pull/45110) — open
1860
+ - [PR #45082: [VidEoMT] Update conversion script](https://github.com/huggingface/transformers/pull/45082) — open
1861
+ - [PR #44441: [LW-DETR] Fix training](https://github.com/huggingface/transformers/pull/44441) — closed, merged
1862
+ - [Issue #41211: Add DEIMv2](https://github.com/huggingface/transformers/issues/41211) — open
1863
+ - [Issue #30525: Support align_corners=True in image_transforms module](https://github.com/huggingface/transformers/issues/30525) — closed
1864
+ - [Issue #21110: Add support for BLIP and GIT in image-to-text and VQA pipelines](https://github.com/huggingface/transformers/issues/21110) — closed
1865
+
1866
  ### `YangKai0616`
1867
 
1868
  - profile: [github.com/YangKai0616](https://github.com/YangKai0616)
 
2013
  - [Issue #44496: ValueError: Unrecognized model in allenai/Olmo-Hybrid-Instruct-SFT-7B. Should have a `model_type` key in its config.json.](https://github.com/huggingface/transformers/issues/44496) — closed
2014
  - [Issue #43452: gguf_file breaks for AutoTokenizer.from_pretrained and AutoModelForCausalLM.from_pretrained](https://github.com/huggingface/transformers/issues/43452) — closed
2015
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2016
  ### `vkuzo`
2017
 
2018
  - profile: [github.com/vkuzo](https://github.com/vkuzo)
 
2036
  - [PR #45573: fix transformers + torchao nvfp4 serialization](https://github.com/huggingface/transformers/pull/45573) — closed, merged
2037
  - [PR #43561: remove torchao.autoquant from transformers](https://github.com/huggingface/transformers/pull/43561) — closed, merged
2038
 
2039
+ ### `jamesbraza`
2040
+
2041
+ - profile: [github.com/jamesbraza](https://github.com/jamesbraza)
2042
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajamesbraza)
2043
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajamesbraza)
2044
+ - repo first seen: `2026-04-23T00:37:54Z`
2045
+ - repo last seen: `2026-05-03T19:26:12Z`
2046
+ - first seen in snapshot: **no**
2047
+ - repo association: **CONTRIBUTOR**
2048
+ - repo primary artifacts: **5**
2049
+ - snapshot authored PRs/issues: **2 PRs / 3 issues**
2050
+ - snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
2051
+ - account age: **4221 days**
2052
+ - recent public PR activity: **36 PRs** (32 merged / 2 closed-unmerged / 2 open; merged rate **89%**, closed-unmerged rate **6%**, open rate **6%**)
2053
+ - public orgs: none visible
2054
+ - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
2055
+ - heuristic read: **high recent PR volume**
2056
+
2057
+ Example artifacts:
2058
+ - [PR #45760: End-to-end test of Gemma 3 + FA2 construction](https://github.com/huggingface/transformers/pull/45760) — open
2059
+ - [PR #45589: Fix `AttributeError` on `s_aux=None` in `flash_attention_forward`](https://github.com/huggingface/transformers/pull/45589) — closed, merged
2060
+ - [Issue #45759: `AutoModelForCausalLM.from_config` does not unwrap `text_config` for composite Qwen 3.5 and 3.6 multimodal configs](https://github.com/huggingface/transformers/issues/45759) — open
2061
+ - [Issue #45663: Gemma-4 training with FSDP2 raises `KeyError` in `Gemma4TextAttention.forward` because `shared_kv_states` is rebuilt per-layer](https://github.com/huggingface/transformers/issues/45663) — open
2062
+ - [Issue #45588: `integrations/flash_attention.py` crashes with `AttributeError` on `s_aux=None` for sink-less models](https://github.com/huggingface/transformers/issues/45588) — closed
2063
+
2064
  ### `w4nderlust`
2065
 
2066
  - profile: [github.com/w4nderlust](https://github.com/w4nderlust)
 
3325
  - [PR #43451: Add Molmo2](https://github.com/huggingface/transformers/pull/43451) — open
3326
  - [PR #43448: Add Molmo](https://github.com/huggingface/transformers/pull/43448) — open
3327
 
3328
+ ### `gabe-l-hart`
3329
+
3330
+ - profile: [github.com/gabe-l-hart](https://github.com/gabe-l-hart)
3331
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Agabe-l-hart)
3332
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Agabe-l-hart)
3333
+ - repo first seen: `2026-02-04T17:55:19Z`
3334
+ - repo last seen: `2026-03-11T18:41:58Z`
3335
+ - first seen in snapshot: **no**
3336
+ - repo association: **CONTRIBUTOR**
3337
+ - repo primary artifacts: **4**
3338
+ - snapshot authored PRs/issues: **3 PRs / 1 issues**
3339
+ - snapshot discussion activity: **6 comments / 19 reviews / 19 review comments**
3340
+ - account age: **5242 days**
3341
+ - recent public PR activity: **16 PRs** (13 merged / 1 closed-unmerged / 2 open; merged rate **81%**, closed-unmerged rate **6%**, open rate **12%**)
3342
+ - public orgs: none visible
3343
+ - compact scores: follow-through **strong**, breadth **high**, automation risk **low**
3344
+ - heuristic read: **broad repo spread**
3345
+
3346
+ Example artifacts:
3347
+ - [PR #44607: Idefics3 without cache fix](https://github.com/huggingface/transformers/pull/44607) — closed, merged
3348
+ - [PR #44445: Adding support for GraniteDoclingHybrid](https://github.com/huggingface/transformers/pull/44445) — open, draft
3349
+ - [PR #43781: fix: Load model with co-located adapter from local path (Granite Speech)](https://github.com/huggingface/transformers/pull/43781) — closed, merged
3350
+ - [Issue #43746: [GraniteSpeechForConditionalGeneration] Models with PEFT adapters won't load from local checkpoints (from_pretrained)](https://github.com/huggingface/transformers/issues/43746) — closed
3351
+
3352
  ### `Aravind-11`
3353
 
3354
  - profile: [github.com/Aravind-11](https://github.com/Aravind-11)
 
3733
  - [Issue #35905: Convert RT-DETR model to coreml](https://github.com/huggingface/transformers/issues/35905) — closed
3734
  - [Issue #30725: Support for Multiple Datasets and Domain-Specific Loss Calculation in Trainer](https://github.com/huggingface/transformers/issues/30725) — open
3735
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3736
  ### `m-matthias`
3737
 
3738
  - profile: [github.com/m-matthias](https://github.com/m-matthias)
 
5254
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Abelamaran96-coder)
5255
  - repo first seen: `2026-05-03T16:53:02Z`
5256
  - repo last seen: `2026-05-03T17:26:18Z`
5257
+ - first seen in snapshot: **no**
5258
  - repo association: **FIRST_TIME_CONTRIBUTOR**
5259
  - repo primary artifacts: **1**
5260
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
 
5310
  Example artifacts:
5311
  - [PR #44555: Fix TypeError in RoPE validation when ignore_keys_at_rope_validation is a list](https://github.com/huggingface/transformers/pull/44555) — closed
5312
 
5313
+ ### `butterwecksolutions`
5314
+
5315
+ - profile: [github.com/butterwecksolutions](https://github.com/butterwecksolutions)
5316
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Abutterwecksolutions)
5317
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Abutterwecksolutions)
5318
+ - repo first seen: `2026-05-03T23:41:12Z`
5319
+ - repo last seen: `2026-05-03T23:41:12Z`
5320
+ - first seen in snapshot: **yes**
5321
+ - repo association: **FIRST_TIME_CONTRIBUTOR**
5322
+ - repo primary artifacts: **1**
5323
+ - snapshot authored PRs/issues: **1 PRs / 0 issues**
5324
+ - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
5325
+ - account age: **4479 days**
5326
+ - recent public PR activity: **8 PRs** (1 merged / 4 closed-unmerged / 3 open; merged rate **12%**, closed-unmerged rate **50%**, open rate **38%**)
5327
+ - public orgs: none visible
5328
+ - compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
5329
+ - heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
5330
+
5331
+ Example artifacts:
5332
+ - [PR #45769: feat: add bf16_loss training argument for VRAM-efficient QLoRA](https://github.com/huggingface/transformers/pull/45769) — open
5333
+
5334
  ### `chandan11248`
5335
 
5336
  - profile: [github.com/chandan11248](https://github.com/chandan11248)
 
7354
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Arigen1048)
7355
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Arigen1048)
7356
  - repo first seen: `2026-04-28T15:23:48Z`
7357
+ - repo last seen: `2026-05-03T19:00:50Z`
7358
  - first seen in snapshot: **no**
7359
  - repo association: **FIRST_TIME_CONTRIBUTOR**
7360
  - repo primary artifacts: **1**
7361
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
7362
+ - snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
7363
  - account age: **92 days**
7364
  - recent public PR activity: **5 PRs** (0 merged / 3 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **60%**, open rate **40%**)
7365
  - public orgs: none visible
 
7367
  - heuristic read: **young account; many recent closed-unmerged PRs; high open PR share; targets high-star repos**
7368
 
7369
  Example artifacts:
7370
+ - [PR #45687: fix: Added Mps support in float fallback backends list ](https://github.com/huggingface/transformers/pull/45687) — open
7371
 
7372
  ### `RobTand`
7373
 
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307
  "breadth_similarity": 1.0,
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  "concentration_similarity": 1.0,
309
  "shared_filenames": [
@@ -315,11 +331,11 @@
315
  ]
316
  },
317
  {
318
- "left_pr_number": 43651,
319
  "right_pr_number": 44660,
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323
  "breadth_similarity": 1.0,
324
  "concentration_similarity": 1.0,
325
  "shared_filenames": [
@@ -332,11 +348,11 @@
332
  },
333
  {
334
  "left_pr_number": 43663,
335
- "right_pr_number": 44257,
336
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337
- "content_similarity": 0.336,
338
- "size_similarity": 0.24,
339
- "breadth_similarity": 1.0,
340
  "concentration_similarity": 1.0,
341
  "shared_filenames": [
342
  "src/transformers/trainer.py"
@@ -347,11 +363,11 @@
347
  ]
348
  },
349
  {
350
- "left_pr_number": 44660,
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- "right_pr_number": 45055,
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355
  "breadth_similarity": 1.0,
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  "concentration_similarity": 1.0,
357
  "shared_filenames": [
@@ -363,11 +379,11 @@
363
  ]
364
  },
365
  {
366
- "left_pr_number": 44257,
367
- "right_pr_number": 45067,
368
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369
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- "size_similarity": 0.24,
371
  "breadth_similarity": 1.0,
372
  "concentration_similarity": 1.0,
373
  "shared_filenames": [
@@ -379,12 +395,12 @@
379
  ]
380
  },
381
  {
382
- "left_pr_number": 43651,
383
- "right_pr_number": 44189,
384
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385
- "content_similarity": 0.306,
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387
- "breadth_similarity": 1.0,
388
  "concentration_similarity": 1.0,
389
  "shared_filenames": [
390
  "src/transformers/trainer.py"
@@ -395,11 +411,11 @@
395
  ]
396
  },
397
  {
398
- "left_pr_number": 43663,
399
- "right_pr_number": 45055,
400
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401
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- "size_similarity": 0.12,
403
  "breadth_similarity": 1.0,
404
  "concentration_similarity": 1.0,
405
  "shared_filenames": [
@@ -411,11 +427,11 @@
411
  ]
412
  },
413
  {
414
- "left_pr_number": 43636,
415
- "right_pr_number": 44257,
416
- "similarity": 0.395,
417
- "content_similarity": 0.233,
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- "size_similarity": 0.545,
419
  "breadth_similarity": 1.0,
420
  "concentration_similarity": 1.0,
421
  "shared_filenames": [
@@ -429,8 +445,8 @@
429
  {
430
  "left_pr_number": 43651,
431
  "right_pr_number": 44257,
432
- "similarity": 0.39,
433
- "content_similarity": 0.271,
434
  "size_similarity": 0.333,
435
  "breadth_similarity": 1.0,
436
  "concentration_similarity": 1.0,
@@ -443,11 +459,11 @@
443
  ]
444
  },
445
  {
446
- "left_pr_number": 43636,
447
- "right_pr_number": 44189,
448
- "similarity": 0.388,
449
- "content_similarity": 0.262,
450
- "size_similarity": 0.364,
451
  "breadth_similarity": 1.0,
452
  "concentration_similarity": 1.0,
453
  "shared_filenames": [
@@ -459,11 +475,11 @@
459
  ]
460
  },
461
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462
- "left_pr_number": 44123,
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- "right_pr_number": 44660,
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- "size_similarity": 0.109,
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  "breadth_similarity": 1.0,
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  "concentration_similarity": 1.0,
469
  "shared_filenames": [
@@ -475,11 +491,11 @@
475
  ]
476
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  {
478
- "left_pr_number": 45055,
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- "right_pr_number": 45273,
480
- "similarity": 0.384,
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- "size_similarity": 0.667,
483
  "breadth_similarity": 1.0,
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  "concentration_similarity": 1.0,
485
  "shared_filenames": [
@@ -491,11 +507,11 @@
491
  ]
492
  },
493
  {
494
- "left_pr_number": 44189,
495
- "right_pr_number": 45273,
496
- "similarity": 0.381,
497
- "content_similarity": 0.222,
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- "size_similarity": 0.5,
499
  "breadth_similarity": 1.0,
500
  "concentration_similarity": 1.0,
501
  "shared_filenames": [
@@ -509,8 +525,8 @@
509
  {
510
  "left_pr_number": 44257,
511
  "right_pr_number": 45055,
512
- "similarity": 0.38,
513
- "content_similarity": 0.221,
514
  "size_similarity": 0.5,
515
  "breadth_similarity": 1.0,
516
  "concentration_similarity": 1.0,
@@ -525,8 +541,8 @@
525
  {
526
  "left_pr_number": 45055,
527
  "right_pr_number": 45067,
528
- "similarity": 0.374,
529
- "content_similarity": 0.294,
530
  "size_similarity": 0.12,
531
  "breadth_similarity": 1.0,
532
  "concentration_similarity": 1.0,
@@ -541,8 +557,8 @@
541
  {
542
  "left_pr_number": 43636,
543
  "right_pr_number": 44123,
544
- "similarity": 0.373,
545
- "content_similarity": 0.275,
546
  "size_similarity": 0.2,
547
  "breadth_similarity": 1.0,
548
  "concentration_similarity": 1.0,
@@ -557,8 +573,8 @@
557
  {
558
  "left_pr_number": 44123,
559
  "right_pr_number": 44189,
560
- "similarity": 0.373,
561
- "content_similarity": 0.303,
562
  "size_similarity": 0.073,
563
  "breadth_similarity": 1.0,
564
  "concentration_similarity": 1.0,
@@ -571,11 +587,11 @@
571
  ]
572
  },
573
  {
574
- "left_pr_number": 43663,
575
- "right_pr_number": 45273,
576
- "similarity": 0.366,
577
- "content_similarity": 0.291,
578
- "size_similarity": 0.08,
579
  "breadth_similarity": 1.0,
580
  "concentration_similarity": 1.0,
581
  "shared_filenames": [
@@ -587,11 +603,11 @@
587
  ]
588
  },
589
  {
590
- "left_pr_number": 44660,
591
- "right_pr_number": 45273,
592
- "similarity": 0.361,
593
- "content_similarity": 0.23,
594
- "size_similarity": 0.333,
595
  "breadth_similarity": 1.0,
596
  "concentration_similarity": 1.0,
597
  "shared_filenames": [
@@ -603,11 +619,11 @@
603
  ]
604
  },
605
  {
606
- "left_pr_number": 43651,
607
  "right_pr_number": 45055,
608
- "similarity": 0.36,
609
- "content_similarity": 0.264,
610
- "size_similarity": 0.167,
611
  "breadth_similarity": 1.0,
612
  "concentration_similarity": 1.0,
613
  "shared_filenames": [
@@ -620,26 +636,10 @@
620
  },
621
  {
622
  "left_pr_number": 44123,
623
- "right_pr_number": 44257,
624
- "similarity": 0.354,
625
- "content_similarity": 0.269,
626
- "size_similarity": 0.109,
627
- "breadth_similarity": 1.0,
628
- "concentration_similarity": 1.0,
629
- "shared_filenames": [
630
- "src/transformers/trainer.py"
631
- ],
632
- "shared_directories": [
633
- "src/transformers",
634
- "src"
635
- ]
636
- },
637
- {
638
- "left_pr_number": 43636,
639
  "right_pr_number": 45055,
640
- "similarity": 0.35,
641
- "content_similarity": 0.227,
642
- "size_similarity": 0.273,
643
  "breadth_similarity": 1.0,
644
  "concentration_similarity": 1.0,
645
  "shared_filenames": [
@@ -651,12 +651,12 @@
651
  ]
652
  },
653
  {
654
- "left_pr_number": 45067,
655
- "right_pr_number": 45273,
656
- "similarity": 0.345,
657
- "content_similarity": 0.262,
658
- "size_similarity": 0.08,
659
- "breadth_similarity": 1.0,
660
  "concentration_similarity": 1.0,
661
  "shared_filenames": [
662
  "src/transformers/trainer.py"
@@ -667,12 +667,12 @@
667
  ]
668
  },
669
  {
670
- "left_pr_number": 44123,
671
- "right_pr_number": 45055,
672
- "similarity": 0.341,
673
- "content_similarity": 0.262,
674
- "size_similarity": 0.055,
675
- "breadth_similarity": 1.0,
676
  "concentration_similarity": 1.0,
677
  "shared_filenames": [
678
  "src/transformers/trainer.py"
@@ -683,12 +683,12 @@
683
  ]
684
  },
685
  {
686
- "left_pr_number": 44257,
687
- "right_pr_number": 45273,
688
- "similarity": 0.338,
689
- "content_similarity": 0.197,
690
- "size_similarity": 0.333,
691
- "breadth_similarity": 1.0,
692
  "concentration_similarity": 1.0,
693
  "shared_filenames": [
694
  "src/transformers/trainer.py"
@@ -699,12 +699,12 @@
699
  ]
700
  },
701
  {
702
- "left_pr_number": 43651,
703
- "right_pr_number": 45273,
704
- "similarity": 0.331,
705
- "content_similarity": 0.235,
706
- "size_similarity": 0.111,
707
- "breadth_similarity": 1.0,
708
  "concentration_similarity": 1.0,
709
  "shared_filenames": [
710
  "src/transformers/trainer.py"
@@ -715,12 +715,12 @@
715
  ]
716
  },
717
  {
718
- "left_pr_number": 43636,
719
- "right_pr_number": 45273,
720
- "similarity": 0.319,
721
- "content_similarity": 0.202,
722
- "size_similarity": 0.182,
723
- "breadth_similarity": 1.0,
724
  "concentration_similarity": 1.0,
725
  "shared_filenames": [
726
  "src/transformers/trainer.py"
@@ -731,12 +731,12 @@
731
  ]
732
  },
733
  {
734
- "left_pr_number": 44123,
735
- "right_pr_number": 45273,
736
- "similarity": 0.319,
737
- "content_similarity": 0.233,
738
- "size_similarity": 0.036,
739
- "breadth_similarity": 1.0,
740
  "concentration_similarity": 1.0,
741
  "shared_filenames": [
742
  "src/transformers/trainer.py"
@@ -841,7 +841,7 @@
841
  "left_pr_number": 44070,
842
  "right_pr_number": 45546,
843
  "similarity": 0.731,
844
- "content_similarity": 0.748,
845
  "size_similarity": 0.404,
846
  "breadth_similarity": 1.0,
847
  "concentration_similarity": 0.927,
@@ -884,7 +884,7 @@
884
  {
885
  "left_pr_number": 44070,
886
  "right_pr_number": 45668,
887
- "similarity": 0.635,
888
  "content_similarity": 0.628,
889
  "size_similarity": 0.312,
890
  "breadth_similarity": 1.0,
@@ -1076,7 +1076,7 @@
1076
  "left_pr_number": 45293,
1077
  "right_pr_number": 45741,
1078
  "similarity": 0.511,
1079
- "content_similarity": 0.345,
1080
  "size_similarity": 0.85,
1081
  "breadth_similarity": 1.0,
1082
  "concentration_similarity": 0.838,
@@ -1220,7 +1220,7 @@
1220
  "left_pr_number": 45606,
1221
  "right_pr_number": 45716,
1222
  "similarity": 0.587,
1223
- "content_similarity": 0.485,
1224
  "size_similarity": 0.655,
1225
  "breadth_similarity": 1.0,
1226
  "concentration_similarity": 0.978,
@@ -1330,7 +1330,7 @@
1330
  45661
1331
  ],
1332
  "representative_pr_number": 44974,
1333
- "average_similarity": 0.472,
1334
  "summary": "4 open PRs share weighted file overlap around `src/transformers/core_model_loading.py`, `tests/utils/test_core_model_loading.py`, `tests/test_modeling_common.py`; representative PR #44974.",
1335
  "shared_filenames": [
1336
  "src/transformers/core_model_loading.py",
@@ -1348,8 +1348,8 @@
1348
  {
1349
  "left_pr_number": 44974,
1350
  "right_pr_number": 45635,
1351
- "similarity": 0.723,
1352
- "content_similarity": 0.726,
1353
  "size_similarity": 0.59,
1354
  "breadth_similarity": 0.8,
1355
  "concentration_similarity": 0.929,
@@ -1367,8 +1367,8 @@
1367
  {
1368
  "left_pr_number": 44974,
1369
  "right_pr_number": 45661,
1370
- "similarity": 0.486,
1371
- "content_similarity": 0.441,
1372
  "size_similarity": 0.799,
1373
  "breadth_similarity": 0.161,
1374
  "concentration_similarity": 0.826,
@@ -1388,8 +1388,8 @@
1388
  {
1389
  "left_pr_number": 45421,
1390
  "right_pr_number": 45635,
1391
- "similarity": 0.477,
1392
- "content_similarity": 0.396,
1393
  "size_similarity": 0.803,
1394
  "breadth_similarity": 0.5,
1395
  "concentration_similarity": 0.586,
@@ -1403,28 +1403,11 @@
1403
  "tests"
1404
  ]
1405
  },
1406
- {
1407
- "left_pr_number": 44974,
1408
- "right_pr_number": 45421,
1409
- "similarity": 0.431,
1410
- "content_similarity": 0.316,
1411
- "size_similarity": 0.735,
1412
- "breadth_similarity": 0.667,
1413
- "concentration_similarity": 0.657,
1414
- "shared_filenames": [
1415
- "src/transformers/core_model_loading.py"
1416
- ],
1417
- "shared_directories": [
1418
- "src/transformers",
1419
- "src",
1420
- "tests"
1421
- ]
1422
- },
1423
  {
1424
  "left_pr_number": 45635,
1425
  "right_pr_number": 45661,
1426
- "similarity": 0.43,
1427
- "content_similarity": 0.442,
1428
  "size_similarity": 0.472,
1429
  "breadth_similarity": 0.123,
1430
  "concentration_similarity": 0.755,
@@ -1440,11 +1423,28 @@
1440
  "tests"
1441
  ]
1442
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1443
  {
1444
  "left_pr_number": 45421,
1445
  "right_pr_number": 45661,
1446
- "similarity": 0.288,
1447
- "content_similarity": 0.191,
1448
  "size_similarity": 0.588,
1449
  "breadth_similarity": 0.246,
1450
  "concentration_similarity": 0.831,
@@ -1481,7 +1481,7 @@
1481
  "left_pr_number": 45342,
1482
  "right_pr_number": 45655,
1483
  "similarity": 0.837,
1484
- "content_similarity": 0.791,
1485
  "size_similarity": 0.889,
1486
  "breadth_similarity": 1.0,
1487
  "concentration_similarity": 1.0,
@@ -1496,8 +1496,8 @@
1496
  {
1497
  "left_pr_number": 45342,
1498
  "right_pr_number": 45649,
1499
- "similarity": 0.465,
1500
- "content_similarity": 0.316,
1501
  "size_similarity": 0.625,
1502
  "breadth_similarity": 1.0,
1503
  "concentration_similarity": 1.0,
@@ -1529,7 +1529,7 @@
1529
  "left_pr_number": 45548,
1530
  "right_pr_number": 45649,
1531
  "similarity": 0.361,
1532
- "content_similarity": 0.314,
1533
  "size_similarity": 0.106,
1534
  "breadth_similarity": 0.75,
1535
  "concentration_similarity": 1.0,
@@ -1584,7 +1584,7 @@
1584
  45754
1585
  ],
1586
  "representative_pr_number": 45754,
1587
- "average_similarity": 0.462,
1588
  "summary": "4 open PRs share weighted file overlap around `src/transformers/integrations/moe.py`, `src/transformers/integrations/finegrained_fp8.py`; representative PR #45754.",
1589
  "shared_filenames": [
1590
  "src/transformers/integrations/moe.py",
@@ -1598,7 +1598,7 @@
1598
  "left_pr_number": 45687,
1599
  "right_pr_number": 45754,
1600
  "similarity": 0.755,
1601
- "content_similarity": 0.685,
1602
  "size_similarity": 1.0,
1603
  "breadth_similarity": 0.75,
1604
  "concentration_similarity": 1.0,
@@ -1615,7 +1615,7 @@
1615
  "left_pr_number": 43833,
1616
  "right_pr_number": 45687,
1617
  "similarity": 0.558,
1618
- "content_similarity": 0.411,
1619
  "size_similarity": 0.8,
1620
  "breadth_similarity": 1.0,
1621
  "concentration_similarity": 1.0,
@@ -1684,7 +1684,7 @@
1684
  "left_pr_number": 43833,
1685
  "right_pr_number": 45621,
1686
  "similarity": 0.249,
1687
- "content_similarity": 0.235,
1688
  "size_similarity": 0.008,
1689
  "breadth_similarity": 0.35,
1690
  "concentration_similarity": 0.964,
@@ -1859,7 +1859,7 @@
1859
  45422
1860
  ],
1861
  "representative_pr_number": 41606,
1862
- "average_similarity": 0.561,
1863
  "summary": "3 open PRs share weighted file overlap around `tests/test_processing_common.py`, `src/transformers/processing_utils.py`; representative PR #41606.",
1864
  "shared_filenames": [
1865
  "tests/test_processing_common.py",
@@ -1933,7 +1933,7 @@
1933
  45077
1934
  ],
1935
  "representative_pr_number": 45077,
1936
- "average_similarity": 0.527,
1937
  "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.",
1938
  "shared_filenames": [
1939
  ".github/workflows/build-ci-docker-images.yml",
@@ -2043,7 +2043,7 @@
2043
  "left_pr_number": 44007,
2044
  "right_pr_number": 44019,
2045
  "similarity": 0.689,
2046
- "content_similarity": 0.695,
2047
  "size_similarity": 0.94,
2048
  "breadth_similarity": 0.333,
2049
  "concentration_similarity": 0.548,
@@ -2151,7 +2151,7 @@
2151
  {
2152
  "left_pr_number": 45202,
2153
  "right_pr_number": 45438,
2154
- "similarity": 0.389,
2155
  "content_similarity": 0.442,
2156
  "size_similarity": 0.01,
2157
  "breadth_similarity": 0.325,
@@ -2209,7 +2209,7 @@
2209
  "left_pr_number": 34667,
2210
  "right_pr_number": 39683,
2211
  "similarity": 0.527,
2212
- "content_similarity": 0.436,
2213
  "size_similarity": 0.478,
2214
  "breadth_similarity": 1.0,
2215
  "concentration_similarity": 1.0,
@@ -2277,7 +2277,7 @@
2277
  "left_pr_number": 41097,
2278
  "right_pr_number": 43549,
2279
  "similarity": 0.541,
2280
- "content_similarity": 0.43,
2281
  "size_similarity": 0.6,
2282
  "breadth_similarity": 1.0,
2283
  "concentration_similarity": 1.0,
@@ -2343,7 +2343,7 @@
2343
  {
2344
  "left_pr_number": 44615,
2345
  "right_pr_number": 45524,
2346
- "similarity": 0.421,
2347
  "content_similarity": 0.339,
2348
  "size_similarity": 0.229,
2349
  "breadth_similarity": 1.0,
@@ -2361,7 +2361,7 @@
2361
  "left_pr_number": 44385,
2362
  "right_pr_number": 44615,
2363
  "similarity": 0.408,
2364
- "content_similarity": 0.336,
2365
  "size_similarity": 0.371,
2366
  "breadth_similarity": 0.667,
2367
  "concentration_similarity": 1.0,
@@ -2378,7 +2378,7 @@
2378
  "left_pr_number": 44385,
2379
  "right_pr_number": 45524,
2380
  "similarity": 0.377,
2381
- "content_similarity": 0.24,
2382
  "size_similarity": 0.615,
2383
  "breadth_similarity": 0.667,
2384
  "concentration_similarity": 1.0,
@@ -2416,7 +2416,7 @@
2416
  "left_pr_number": 43665,
2417
  "right_pr_number": 45476,
2418
  "similarity": 0.401,
2419
- "content_similarity": 0.293,
2420
  "size_similarity": 0.643,
2421
  "breadth_similarity": 0.5,
2422
  "concentration_similarity": 0.984,
@@ -2475,7 +2475,7 @@
2475
  44550
2476
  ],
2477
  "representative_pr_number": 44550,
2478
- "average_similarity": 0.372,
2479
  "summary": "3 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
2480
  "shared_filenames": [],
2481
  "shared_directories": [
@@ -2520,7 +2520,7 @@
2520
  "left_pr_number": 33686,
2521
  "right_pr_number": 44407,
2522
  "similarity": 0.355,
2523
- "content_similarity": 0.087,
2524
  "size_similarity": 0.957,
2525
  "breadth_similarity": 1.0,
2526
  "concentration_similarity": 1.0,
@@ -3094,7 +3094,7 @@
3094
  "left_pr_number": 43779,
3095
  "right_pr_number": 43816,
3096
  "similarity": 0.665,
3097
- "content_similarity": 0.682,
3098
  "size_similarity": 0.25,
3099
  "breadth_similarity": 1.0,
3100
  "concentration_similarity": 1.0,
@@ -3215,7 +3215,7 @@
3215
  "left_pr_number": 43532,
3216
  "right_pr_number": 43649,
3217
  "similarity": 0.516,
3218
- "content_similarity": 0.463,
3219
  "size_similarity": 0.395,
3220
  "breadth_similarity": 0.875,
3221
  "concentration_similarity": 0.893,
@@ -3418,7 +3418,7 @@
3418
  "left_pr_number": 45056,
3419
  "right_pr_number": 45128,
3420
  "similarity": 0.502,
3421
- "content_similarity": 0.396,
3422
  "size_similarity": 0.669,
3423
  "breadth_similarity": 0.875,
3424
  "concentration_similarity": 0.724,
@@ -3501,7 +3501,7 @@
3501
  "left_pr_number": 45709,
3502
  "right_pr_number": 45742,
3503
  "similarity": 0.489,
3504
- "content_similarity": 0.36,
3505
  "size_similarity": 0.782,
3506
  "breadth_similarity": 0.833,
3507
  "concentration_similarity": 0.72,
@@ -3683,7 +3683,7 @@
3683
  45413
3684
  ],
3685
  "representative_pr_number": 42112,
3686
- "average_similarity": 0.42,
3687
  "summary": "2 open PRs share weighted file overlap around `src/transformers/generation/logits_process.py`, `tests/generation/test_logits_process.py`; representative PR #42112.",
3688
  "shared_filenames": [
3689
  "src/transformers/generation/logits_process.py",
@@ -3698,7 +3698,7 @@
3698
  {
3699
  "left_pr_number": 42112,
3700
  "right_pr_number": 45413,
3701
- "similarity": 0.42,
3702
  "content_similarity": 0.462,
3703
  "size_similarity": 0.017,
3704
  "breadth_similarity": 0.458,
@@ -3756,7 +3756,7 @@
3756
  44981
3757
  ],
3758
  "representative_pr_number": 44889,
3759
- "average_similarity": 0.401,
3760
  "summary": "2 open PRs share weighted file overlap around `src/transformers/trainer.py`; representative PR #44889.",
3761
  "shared_filenames": [
3762
  "src/transformers/trainer.py"
@@ -3769,8 +3769,8 @@
3769
  {
3770
  "left_pr_number": 44889,
3771
  "right_pr_number": 44981,
3772
- "similarity": 0.401,
3773
- "content_similarity": 0.16,
3774
  "size_similarity": 0.991,
3775
  "breadth_similarity": 1.0,
3776
  "concentration_similarity": 0.812,
@@ -3793,7 +3793,7 @@
3793
  45618
3794
  ],
3795
  "representative_pr_number": 42655,
3796
- "average_similarity": 0.368,
3797
  "summary": "2 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #42655.",
3798
  "shared_filenames": [
3799
  "src/transformers/generation/utils.py"
@@ -3807,8 +3807,8 @@
3807
  {
3808
  "left_pr_number": 42655,
3809
  "right_pr_number": 45618,
3810
- "similarity": 0.368,
3811
- "content_similarity": 0.199,
3812
  "size_similarity": 0.974,
3813
  "breadth_similarity": 0.389,
3814
  "concentration_similarity": 0.878,
 
1
  {
2
  "repo": "huggingface/transformers",
3
+ "snapshot_id": "20260504T000033Z",
4
+ "generated_at": "2026-05-04T00:00:58Z",
5
  "cluster_count": 48,
6
  "pr_scope_clusters": [
7
  {
 
16
  44660,
17
  45055,
18
  45067,
19
+ 45769
20
  ],
21
  "representative_pr_number": 45067,
22
+ "average_similarity": 0.416,
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
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32
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33
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34
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35
  "breadth_similarity": 1.0,
36
  "concentration_similarity": 1.0,
 
42
  "src"
43
  ]
44
  },
45
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46
+ "left_pr_number": 43651,
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48
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53
+ "shared_filenames": [
54
+ "src/transformers/trainer.py"
55
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56
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57
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58
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60
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61
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62
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125
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126
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141
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173
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189
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190
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203
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253
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269
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283
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363
  ]
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411
  ]
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446
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  ]
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  "left_pr_number": 44123,
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  "right_pr_number": 45055,
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667
  ]
668
  },
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  ]
684
  },
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699
  ]
700
  },
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841
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842
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843
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845
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847
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884
  {
885
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886
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887
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888
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890
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1077
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1078
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1082
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  45661
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  "summary": "4 open PRs share weighted file overlap around `src/transformers/core_model_loading.py`, `tests/utils/test_core_model_loading.py`, `tests/test_modeling_common.py`; representative PR #44974.",
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  "shared_filenames": [
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  "src/transformers/core_model_loading.py",
 
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  {
1349
  "left_pr_number": 44974,
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  {
1368
  "left_pr_number": 44974,
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1371
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1372
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1373
  "breadth_similarity": 0.161,
1374
  "concentration_similarity": 0.826,
 
1388
  {
1389
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1392
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1393
  "size_similarity": 0.803,
1394
  "breadth_similarity": 0.5,
1395
  "concentration_similarity": 0.586,
 
1403
  "tests"
1404
  ]
1405
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1406
  {
1407
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1408
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1411
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1412
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1413
  "concentration_similarity": 0.755,
 
1423
  "tests"
1424
  ]
1425
  },
1426
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1427
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1428
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1444
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1448
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1449
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1450
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1481
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1482
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1483
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1484
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1485
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1486
  "breadth_similarity": 1.0,
1487
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1496
  {
1497
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1498
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1499
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1501
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1502
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1503
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1529
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1530
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1531
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1533
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1534
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1584
  45754
1585
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1586
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1587
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1588
  "summary": "4 open PRs share weighted file overlap around `src/transformers/integrations/moe.py`, `src/transformers/integrations/finegrained_fp8.py`; representative PR #45754.",
1589
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1590
  "src/transformers/integrations/moe.py",
 
1598
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1615
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1621
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1684
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1685
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1859
  45422
1860
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1861
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  "summary": "3 open PRs share weighted file overlap around `tests/test_processing_common.py`, `src/transformers/processing_utils.py`; representative PR #41606.",
1864
  "shared_filenames": [
1865
  "tests/test_processing_common.py",
 
1933
  45077
1934
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  "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.",
1938
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1939
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2044
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2047
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2049
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2151
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2152
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2153
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2155
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2157
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2209
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2210
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2211
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2215
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2277
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2283
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2344
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2361
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2362
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2363
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2364
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2367
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2378
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2379
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2380
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2381
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2382
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2383
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2384
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2416
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2475
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2477
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  "summary": "3 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
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2520
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3098
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3100
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3424
  "concentration_similarity": 0.724,
 
3501
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3502
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3503
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3683
  45413
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3685
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  "summary": "2 open PRs share weighted file overlap around `src/transformers/generation/logits_process.py`, `tests/generation/test_logits_process.py`; representative PR #42112.",
3688
  "shared_filenames": [
3689
  "src/transformers/generation/logits_process.py",
 
3698
  {
3699
  "left_pr_number": 42112,
3700
  "right_pr_number": 45413,
3701
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3702
  "content_similarity": 0.462,
3703
  "size_similarity": 0.017,
3704
  "breadth_similarity": 0.458,
 
3756
  44981
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3758
  "representative_pr_number": 44889,
3759
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3760
  "summary": "2 open PRs share weighted file overlap around `src/transformers/trainer.py`; representative PR #44889.",
3761
  "shared_filenames": [
3762
  "src/transformers/trainer.py"
 
3769
  {
3770
  "left_pr_number": 44889,
3771
  "right_pr_number": 44981,
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3773
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3774
  "size_similarity": 0.991,
3775
  "breadth_similarity": 1.0,
3776
  "concentration_similarity": 0.812,
 
3793
  45618
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3795
  "representative_pr_number": 42655,
3796
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3797
  "summary": "2 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #42655.",
3798
  "shared_filenames": [
3799
  "src/transformers/generation/utils.py"
 
3807
  {
3808
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3812
  "size_similarity": 0.974,
3813
  "breadth_similarity": 0.389,
3814
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