evalstate HF Staff commited on
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Refresh transformers dataset snapshot 20260602T000030Z

Browse files
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  Notes:
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- | `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2024-02-08T22:19:09Z` | 52 | 2 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
19
  | `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 47 | 2 | mixed | low | low | targets high-star repos |
20
  | `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2360d | `2024-09-02T13:41:47Z` | 46 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
21
  | `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3961d | `2023-02-27T14:00:41Z` | 45 | 0 | strong | low | low | targets high-star repos |
22
  | `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2996d | `2025-10-14T03:02:06Z` | 37 | 1 | strong | moderate | low | targets high-star repos |
23
- | `harshaljanjani` | [profile](https://github.com/harshaljanjani) | no | CONTRIBUTOR | 1961d | `2025-09-17T20:29:13Z` | 32 | 20 | strong | low | low | targets high-star repos |
24
  | `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1813d | `2026-01-13T09:15:18Z` | 32 | 0 | strong | low | low | targets high-star repos |
25
  | `yonigozlan` | [profile](https://github.com/yonigozlan) | no | MEMBER | 1978d | `2025-04-02T00:38:09Z` | 32 | 0 | strong | low | low | targets high-star repos |
26
  | `itazap` | [profile](https://github.com/itazap) | no | MEMBER | 3139d | `2024-10-21T07:08:47Z` | 31 | 0 | mixed | low | low | no visible non-self stars; targets high-star repos |
@@ -64,9 +63,9 @@
64
  | `Prachi-kushwaha` | [profile](https://github.com/Prachi-kushwaha) | no | FIRST_TIME_CONTRIBUTOR | 1556d | `2026-03-07T22:12:58Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
65
  | `rasmi` | [profile](https://github.com/rasmi) | no | CONTRIBUTOR | 4994d | `2026-05-07T01:29:32Z` | 3 | 0 | mixed | low | low | — |
66
  | `rigen1048` | [profile](https://github.com/rigen1048) | no | CONTRIBUTOR | 92d | `2026-04-28T15:23:48Z` | 3 | 0 | weak | moderate | medium | young account; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 
67
  | `michaelbenayoun` | [profile](https://github.com/michaelbenayoun) | no | MEMBER | 3365d | `2024-10-24T15:39:49Z` | 15 | 0 | strong | moderate | low | targets high-star repos |
68
  | `JJJYmmm` | [profile](https://github.com/JJJYmmm) | no | CONTRIBUTOR | 1648d | `2026-01-27T10:34:17Z` | 8 | 0 | mixed | moderate | low | targets high-star repos |
69
- | `Qubitium` | [profile](https://github.com/Qubitium) | no | CONTRIBUTOR | 5681d | `2025-10-03T18:23:49Z` | 7 | 0 | strong | moderate | low | extremely high recent PR volume |
70
  | `LysandreJik` | [profile](https://github.com/LysandreJik) | no | MEMBER | 3177d | `2021-08-30T15:40:15Z` | 6 | 2 | mixed | low | low | targets high-star repos |
71
  | `RyanMullins` | [profile](https://github.com/RyanMullins) | no | CONTRIBUTOR | 5413d | `2025-03-12T07:35:51Z` | 6 | 0 | mixed | low | low | high open PR share; targets high-star repos |
72
  | `juliendenize` | [profile](https://github.com/juliendenize) | no | CONTRIBUTOR | 2852d | `2026-03-13T10:24:11Z` | 5 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
@@ -131,6 +130,7 @@
131
  | `voodoovampire` | [profile](https://github.com/voodoovampire) | no | FIRST_TIME_CONTRIBUTOR | 512d | `2026-04-25T19:30:01Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
132
  | `omkar-334` | [profile](https://github.com/omkar-334) | no | CONTRIBUTOR | 2888d | `2025-12-12T17:57:18Z` | 15 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
133
  | `ebezzam` | [profile](https://github.com/ebezzam) | no | MEMBER | 4714d | `2025-07-25T12:59:52Z` | 10 | 0 | mixed | low | low | high open PR share |
 
134
  | `ydshieh2` | [profile](https://github.com/ydshieh2) | no | CONTRIBUTOR | 596d | `2025-06-12T08:51:40Z` | 7 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
135
  | `albertvillanova` | [profile](https://github.com/albertvillanova) | no | MEMBER | 4257d | `2026-01-17T10:42:01Z` | 6 | 3 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
136
  | `molbap` | [profile](https://github.com/molbap) | no | MEMBER | 2914d | `2024-06-13T14:13:17Z` | 6 | 1 | weak | low | low | high open PR share; targets high-star repos |
@@ -199,7 +199,7 @@
199
  | `adityachoksi2512` | [profile](https://github.com/adityachoksi2512) | no | FIRST_TIMER | 1471d | `2026-05-01T03:03:13Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
200
  | `adityasingh2400` | [profile](https://github.com/adityasingh2400) | no | NONE | 2313d | `2026-05-21T11:23:35Z` | 1 | 0 | weak | high | medium | extremely high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
201
  | `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 |
202
- | `agesf` | [profile](https://github.com/agesf) | yes | FIRST_TIMER | 1259d | `2026-06-01T12:58:11Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
203
  | `AjAyrAo43` | [profile](https://github.com/AjAyrAo43) | no | FIRST_TIME_CONTRIBUTOR | 303d | `2026-05-10T17:28:09Z` | 1 | 0 | weak | moderate | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
204
  | `Aktharnvdv` | [profile](https://github.com/Aktharnvdv) | no | NONE | 1965d | `2026-05-05T15:06:46Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
205
  | `AlexWortega` | [profile](https://github.com/AlexWortega) | no | NONE | 3256d | `2026-05-28T12:43:05Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
@@ -236,7 +236,6 @@
236
  | `Dhruv908615` | [profile](https://github.com/Dhruv908615) | no | NONE | 300d | `2026-05-03T06:02:43Z` | 1 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
237
  | `Dippp10` | [profile](https://github.com/Dippp10) | no | FIRST_TIME_CONTRIBUTOR | ?d | `2026-04-11T14:17:32Z` | 1 | 0 | n/a | n/a | n/a | summary unavailable |
238
  | `DiwanshuG` | [profile](https://github.com/DiwanshuG) | no | NONE | 1279d | `2026-05-22T10:39:02Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
239
- | `douglas-reid` | [profile](https://github.com/douglas-reid) | no | CONTRIBUTOR | 3526d | `2026-04-02T19:05:35Z` | 1 | 0 | mixed | low | low | targets high-star repos |
240
  | `duyhv-qualgo` | [profile](https://github.com/duyhv-qualgo) | no | FIRST_TIME_CONTRIBUTOR | 34d | `2026-04-20T05:20:19Z` | 1 | 0 | strong | moderate | low | very new account |
241
  | `EhteshamSid` | [profile](https://github.com/EhteshamSid) | no | NONE | 1668d | `2026-04-07T18:40:05Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars |
242
  | `ENg-122` | [profile](https://github.com/ENg-122) | no | NONE | 1764d | `2026-04-03T09:08:28Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
@@ -261,7 +260,7 @@
261
  | `i3hz` | [profile](https://github.com/i3hz) | no | CONTRIBUTOR | 961d | `2026-02-18T04:04:37Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
262
  | `igordertigor` | [profile](https://github.com/igordertigor) | no | CONTRIBUTOR | 5665d | `2026-05-12T19:17:05Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
263
  | `IMvision12` | [profile](https://github.com/IMvision12) | no | CONTRIBUTOR | 1735d | `2026-05-10T21:08:04Z` | 1 | 0 | strong | low | low | high recent PR volume |
264
- | `ishan-1010` | [profile](https://github.com/ishan-1010) | yes | FIRST_TIME_CONTRIBUTOR | 1588d | `2026-06-01T06:07:21Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
265
  | `jacopopper` | [profile](https://github.com/jacopopper) | no | FIRST_TIME_CONTRIBUTOR | 1686d | `2026-05-31T20:04:47Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
266
  | `JAE0Y2N` | [profile](https://github.com/JAE0Y2N) | no | NONE | 877d | `2026-05-20T11:02:07Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
267
  | `jagwar` | [profile](https://github.com/jagwar) | no | MEMBER | 3691d | `2026-04-07T21:35:38Z` | 1 | 0 | strong | low | low | targets high-star repos |
@@ -508,11 +507,11 @@ Example artifacts:
508
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Astevhliu)
509
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Astevhliu)
510
  - repo first seen: `2024-02-08T22:19:09Z`
511
- - repo last seen: `2026-06-01T17:04:56Z`
512
  - first seen in snapshot: **no**
513
  - repo association: **MEMBER**
514
- - repo primary artifacts: **54**
515
- - snapshot authored PRs/issues: **52 PRs / 2 issues**
516
  - snapshot discussion activity: **30 comments / 154 reviews / 280 review comments**
517
  - account age: **2296 days**
518
  - recent public PR activity: **30 PRs** (25 merged / 0 closed-unmerged / 5 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**)
@@ -521,9 +520,9 @@ Example artifacts:
521
  - heuristic read: **high recent PR volume; no visible non-self stars; targets high-star repos**
522
 
523
  Example artifacts:
524
- - [PR #46106: [fix] toctree](https://github.com/huggingface/transformers/pull/46106) — closed, merged
525
- - [PR #46094: [docs] reasoning support for transformers serve](https://github.com/huggingface/transformers/pull/46094) — closed, merged
526
- - [PR #46019: [docs] tp for continuous batching](https://github.com/huggingface/transformers/pull/46019) — open
527
  - [Issue #36979: [Community contributions] Model cards](https://github.com/huggingface/transformers/issues/36979) — closed
528
  - [Issue #28936: [i18n-es] Translating docs to Spanish](https://github.com/huggingface/transformers/issues/28936) — open
529
 
@@ -533,12 +532,12 @@ Example artifacts:
533
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avasqu)
534
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avasqu)
535
  - repo first seen: `2025-08-26T12:13:50Z`
536
- - repo last seen: `2026-06-01T18:00:13Z`
537
  - first seen in snapshot: **no**
538
  - repo association: **MEMBER**
539
  - repo primary artifacts: **49**
540
  - snapshot authored PRs/issues: **47 PRs / 2 issues**
541
- - snapshot discussion activity: **604 comments / 1075 reviews / 4421 review comments**
542
  - account age: **1991 days**
543
  - recent public PR activity: **21 PRs** (12 merged / 3 closed-unmerged / 6 open; merged rate **57%**, closed-unmerged rate **14%**, open rate **29%**)
544
  - public orgs: none visible
@@ -548,7 +547,7 @@ Example artifacts:
548
  Example artifacts:
549
  - [PR #46246: [`Revert`] FSDP+Dtensor refactor related changes](https://github.com/huggingface/transformers/pull/46246) — closed, merged
550
  - [PR #46220: [`Configs`] Fix layer type validation to include its mlp counterpart](https://github.com/huggingface/transformers/pull/46220) — closed, merged
551
- - [PR #46039: [`Kernels`] Sync and add SwigluMLP + CausalLMLoss](https://github.com/huggingface/transformers/pull/46039) — open, draft
552
  - [Issue #46245: [`Layer Types`] Split keys across MLP and Attentions](https://github.com/huggingface/transformers/issues/46245) — open
553
  - [Issue #40827: [`Cache`] Proper support for Linear Attention (related) caches](https://github.com/huggingface/transformers/issues/40827) — closed
554
 
@@ -624,32 +623,6 @@ Example artifacts:
624
  - [PR #46086: update xpu expectation for falcon mamba](https://github.com/huggingface/transformers/pull/46086) — closed, merged
625
  - [Issue #42890: tests/models/sam_hq/test_modeling_sam_hq.py::SamHQModelIntegrationTest may fail since a lot of cases are lack of set_seed()](https://github.com/huggingface/transformers/issues/42890) — closed
626
 
627
- ### `harshaljanjani`
628
-
629
- - profile: [github.com/harshaljanjani](https://github.com/harshaljanjani)
630
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aharshaljanjani)
631
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aharshaljanjani)
632
- - repo first seen: `2025-09-17T20:29:13Z`
633
- - repo last seen: `2026-04-29T05:32:28Z`
634
- - first seen in snapshot: **no**
635
- - repo association: **CONTRIBUTOR**
636
- - repo primary artifacts: **52**
637
- - snapshot authored PRs/issues: **32 PRs / 20 issues**
638
- - snapshot discussion activity: **107 comments / 131 reviews / 131 review comments**
639
- - account age: **1961 days**
640
- - recent public PR activity: **18 PRs** (15 merged / 0 closed-unmerged / 3 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**)
641
- - public orgs: none visible
642
- - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
643
- - heuristic read: **targets high-star repos**
644
-
645
- Example artifacts:
646
- - [PR #45594: fix(utils): Resolve backbone utils test regressions](https://github.com/huggingface/transformers/pull/45594) — closed, merged
647
- - [PR #45326: feat[vLLM × v5]: Add vLLM compatibility for audio models](https://github.com/huggingface/transformers/pull/45326) — closed, merged
648
- - [PR #45199: fix(models): Resolve regressions in Wav2Vec2PhonemeCTCTokenizer (wav2vec2-lv-60-espeak-cv-ft)](https://github.com/huggingface/transformers/pull/45199) — closed, merged
649
- - [Issue #45198: [BUG] Wav2Vec2 wav2vec2-lv-60-espeak-cv-ft: save_pretrained and tokenization fail](https://github.com/huggingface/transformers/issues/45198) — closed
650
- - [Issue #45072: [BUG][CI] SwitchTransformers and TimmWrapperModel dtype mismatches in bfloat16 inference](https://github.com/huggingface/transformers/issues/45072) — closed
651
- - [Issue #44898: [BUG] Perceiver image classification (non-default res) fails even with interpolate_pos_encoding=True](https://github.com/huggingface/transformers/issues/44898) — closed
652
-
653
  ### `remi-or`
654
 
655
  - profile: [github.com/remi-or](https://github.com/remi-or)
@@ -814,7 +787,7 @@ Example artifacts:
814
 
815
  Example artifacts:
816
  - [PR #46292: sp + ep training / tp + ep inference](https://github.com/huggingface/transformers/pull/46292) — open, draft
817
- - [PR #46290: Tp param level](https://github.com/huggingface/transformers/pull/46290) — open, draft
818
  - [PR #46269: DIstributed branch base](https://github.com/huggingface/transformers/pull/46269) — open
819
  - [Issue #46187: cohere2_moe fails training + tensor parallel tests](https://github.com/huggingface/transformers/issues/46187) — closed
820
 
@@ -1665,6 +1638,32 @@ Example artifacts:
1665
  - [PR #45787: fix: ModuleNotFoundError caused by distributed race condition in ci/cd test](https://github.com/huggingface/transformers/pull/45787) — closed
1666
  - [PR #45687: fix: Added Mps support in float fallback backends list ](https://github.com/huggingface/transformers/pull/45687) — closed, merged
1667
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1668
  ### `michaelbenayoun`
1669
 
1670
  - profile: [github.com/michaelbenayoun](https://github.com/michaelbenayoun)
@@ -1711,29 +1710,6 @@ Example artifacts:
1711
  - [PR #45862: [new model] Add Zyphra/ZAYA1-8B](https://github.com/huggingface/transformers/pull/45862) — open
1712
  - [PR #45173: [misc] fix qwen35 tests: correct the text model type and skip reverse_mapping](https://github.com/huggingface/transformers/pull/45173) — closed, merged
1713
 
1714
- ### `Qubitium`
1715
-
1716
- - profile: [github.com/Qubitium](https://github.com/Qubitium)
1717
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AQubitium)
1718
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AQubitium)
1719
- - repo first seen: `2025-10-03T18:23:49Z`
1720
- - repo last seen: `2026-04-14T12:34:51Z`
1721
- - first seen in snapshot: **no**
1722
- - repo association: **CONTRIBUTOR**
1723
- - repo primary artifacts: **7**
1724
- - snapshot authored PRs/issues: **7 PRs / 0 issues**
1725
- - snapshot discussion activity: **24 comments / 10 reviews / 10 review comments**
1726
- - account age: **5681 days**
1727
- - recent public PR activity: **285 PRs** (271 merged / 9 closed-unmerged / 5 open; merged rate **95%**, closed-unmerged rate **3%**, open rate **2%**)
1728
- - public orgs: none visible
1729
- - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
1730
- - heuristic read: **extremely high recent PR volume**
1731
-
1732
- Example artifacts:
1733
- - [PR #45274: Fix CB Accuracy Regression under FA2](https://github.com/huggingface/transformers/pull/45274) — closed
1734
- - [PR #45202: Fix gemma4 has flash-attention incompatbile head-dim=512](https://github.com/huggingface/transformers/pull/45202) — open
1735
- - [PR #45157: [WIP] PrismML Bonsai model support](https://github.com/huggingface/transformers/pull/45157) — open, draft
1736
-
1737
  ### `LysandreJik`
1738
 
1739
  - profile: [github.com/LysandreJik](https://github.com/LysandreJik)
@@ -3177,6 +3153,29 @@ Example artifacts:
3177
  - [PR #44392: [VibeVoice ASR] Use updated padding cache for ASR model.](https://github.com/huggingface/transformers/pull/44392) — closed, merged
3178
  - [PR #44391: [VibeVoice ASR] Use newer cache object for modular](https://github.com/huggingface/transformers/pull/44391) — closed
3179
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3180
  ### `ydshieh2`
3181
 
3182
  - profile: [github.com/ydshieh2](https://github.com/ydshieh2)
@@ -4182,12 +4181,12 @@ Example artifacts:
4182
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajshn9515)
4183
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajshn9515)
4184
  - repo first seen: `2026-05-29T22:55:56Z`
4185
- - repo last seen: `2026-05-29T23:13:10Z`
4186
  - first seen in snapshot: **no**
4187
  - repo association: **FIRST_TIME_CONTRIBUTOR**
4188
  - repo primary artifacts: **2**
4189
  - snapshot authored PRs/issues: **1 PRs / 1 issues**
4190
- - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
4191
  - account age: **214 days**
4192
  - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
4193
  - public orgs: none visible
@@ -4700,7 +4699,7 @@ Example artifacts:
4700
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aagesf)
4701
  - repo first seen: `2026-06-01T12:58:11Z`
4702
  - repo last seen: `2026-06-01T12:58:11Z`
4703
- - first seen in snapshot: **yes**
4704
  - repo association: **FIRST_TIMER**
4705
  - repo primary artifacts: **1**
4706
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -5471,27 +5470,6 @@ Example artifacts:
5471
  Example artifacts:
5472
  - [PR #46158: Add beginner-friendly RAG example](https://github.com/huggingface/transformers/pull/46158) — closed
5473
 
5474
- ### `douglas-reid`
5475
-
5476
- - profile: [github.com/douglas-reid](https://github.com/douglas-reid)
5477
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adouglas-reid)
5478
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adouglas-reid)
5479
- - repo first seen: `2026-04-02T19:05:35Z`
5480
- - repo last seen: `2026-04-02T20:19:13Z`
5481
- - first seen in snapshot: **no**
5482
- - repo association: **CONTRIBUTOR**
5483
- - repo primary artifacts: **1**
5484
- - snapshot authored PRs/issues: **1 PRs / 0 issues**
5485
- - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
5486
- - account age: **3526 days**
5487
- - recent public PR activity: **3 PRs** (2 merged / 0 closed-unmerged / 1 open; merged rate **67%**, closed-unmerged rate **0%**, open rate **33%**)
5488
- - public orgs: none visible
5489
- - compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
5490
- - heuristic read: **targets high-star repos**
5491
-
5492
- Example artifacts:
5493
- - [PR #45197: fix(docs): correct gemma4 docs and examples](https://github.com/huggingface/transformers/pull/45197) — closed, merged
5494
-
5495
  ### `duyhv-qualgo`
5496
 
5497
  - profile: [github.com/duyhv-qualgo](https://github.com/duyhv-qualgo)
@@ -6003,7 +5981,7 @@ Example artifacts:
6003
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aishan-1010)
6004
  - repo first seen: `2026-06-01T06:07:21Z`
6005
  - repo last seen: `2026-06-01T12:19:27Z`
6006
- - first seen in snapshot: **yes**
6007
  - repo association: **FIRST_TIME_CONTRIBUTOR**
6008
  - repo primary artifacts: **1**
6009
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
 
1
  # New Contributor Report: huggingface/transformers
2
 
3
+ - Snapshot: `20260602T000030Z`
4
+ - Generated: `2026-06-02T00:01:17Z`
5
  - Activity window: `60d`
6
+ - Contributors: `342`
7
 
8
  ## Summary
9
 
 
15
  | `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 87 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
16
  | `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-09-26T09:23:39Z` | 81 | 0 | 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` | 60 | 3 | mixed | moderate | low | high recent PR volume; targets high-star repos |
18
+ | `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2024-02-08T22:19:09Z` | 55 | 2 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
19
  | `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 47 | 2 | mixed | low | low | targets high-star repos |
20
  | `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2360d | `2024-09-02T13:41:47Z` | 46 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
21
  | `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3961d | `2023-02-27T14:00:41Z` | 45 | 0 | strong | low | low | targets high-star repos |
22
  | `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2996d | `2025-10-14T03:02:06Z` | 37 | 1 | strong | moderate | low | targets high-star repos |
 
23
  | `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1813d | `2026-01-13T09:15:18Z` | 32 | 0 | strong | low | low | targets high-star repos |
24
  | `yonigozlan` | [profile](https://github.com/yonigozlan) | no | MEMBER | 1978d | `2025-04-02T00:38:09Z` | 32 | 0 | strong | low | low | targets high-star repos |
25
  | `itazap` | [profile](https://github.com/itazap) | no | MEMBER | 3139d | `2024-10-21T07:08:47Z` | 31 | 0 | mixed | low | low | no visible non-self stars; targets high-star repos |
 
63
  | `Prachi-kushwaha` | [profile](https://github.com/Prachi-kushwaha) | no | FIRST_TIME_CONTRIBUTOR | 1556d | `2026-03-07T22:12:58Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
64
  | `rasmi` | [profile](https://github.com/rasmi) | no | CONTRIBUTOR | 4994d | `2026-05-07T01:29:32Z` | 3 | 0 | mixed | low | low | — |
65
  | `rigen1048` | [profile](https://github.com/rigen1048) | no | CONTRIBUTOR | 92d | `2026-04-28T15:23:48Z` | 3 | 0 | weak | moderate | medium | young account; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
66
+ | `harshaljanjani` | [profile](https://github.com/harshaljanjani) | no | CONTRIBUTOR | 1961d | `2025-09-17T20:29:13Z` | 32 | 20 | strong | low | low | targets high-star repos |
67
  | `michaelbenayoun` | [profile](https://github.com/michaelbenayoun) | no | MEMBER | 3365d | `2024-10-24T15:39:49Z` | 15 | 0 | strong | moderate | low | targets high-star repos |
68
  | `JJJYmmm` | [profile](https://github.com/JJJYmmm) | no | CONTRIBUTOR | 1648d | `2026-01-27T10:34:17Z` | 8 | 0 | mixed | moderate | low | targets high-star repos |
 
69
  | `LysandreJik` | [profile](https://github.com/LysandreJik) | no | MEMBER | 3177d | `2021-08-30T15:40:15Z` | 6 | 2 | mixed | low | low | targets high-star repos |
70
  | `RyanMullins` | [profile](https://github.com/RyanMullins) | no | CONTRIBUTOR | 5413d | `2025-03-12T07:35:51Z` | 6 | 0 | mixed | low | low | high open PR share; targets high-star repos |
71
  | `juliendenize` | [profile](https://github.com/juliendenize) | no | CONTRIBUTOR | 2852d | `2026-03-13T10:24:11Z` | 5 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 
130
  | `voodoovampire` | [profile](https://github.com/voodoovampire) | no | FIRST_TIME_CONTRIBUTOR | 512d | `2026-04-25T19:30:01Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
131
  | `omkar-334` | [profile](https://github.com/omkar-334) | no | CONTRIBUTOR | 2888d | `2025-12-12T17:57:18Z` | 15 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
132
  | `ebezzam` | [profile](https://github.com/ebezzam) | no | MEMBER | 4714d | `2025-07-25T12:59:52Z` | 10 | 0 | mixed | low | low | high open PR share |
133
+ | `Qubitium` | [profile](https://github.com/Qubitium) | no | CONTRIBUTOR | 5681d | `2025-10-03T18:23:49Z` | 7 | 0 | strong | moderate | low | extremely high recent PR volume |
134
  | `ydshieh2` | [profile](https://github.com/ydshieh2) | no | CONTRIBUTOR | 596d | `2025-06-12T08:51:40Z` | 7 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
135
  | `albertvillanova` | [profile](https://github.com/albertvillanova) | no | MEMBER | 4257d | `2026-01-17T10:42:01Z` | 6 | 3 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
136
  | `molbap` | [profile](https://github.com/molbap) | no | MEMBER | 2914d | `2024-06-13T14:13:17Z` | 6 | 1 | weak | low | low | high open PR share; targets high-star repos |
 
199
  | `adityachoksi2512` | [profile](https://github.com/adityachoksi2512) | no | FIRST_TIMER | 1471d | `2026-05-01T03:03:13Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
200
  | `adityasingh2400` | [profile](https://github.com/adityasingh2400) | no | NONE | 2313d | `2026-05-21T11:23:35Z` | 1 | 0 | weak | high | medium | extremely high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
201
  | `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 |
202
+ | `agesf` | [profile](https://github.com/agesf) | no | FIRST_TIMER | 1259d | `2026-06-01T12:58:11Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
203
  | `AjAyrAo43` | [profile](https://github.com/AjAyrAo43) | no | FIRST_TIME_CONTRIBUTOR | 303d | `2026-05-10T17:28:09Z` | 1 | 0 | weak | moderate | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
204
  | `Aktharnvdv` | [profile](https://github.com/Aktharnvdv) | no | NONE | 1965d | `2026-05-05T15:06:46Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
205
  | `AlexWortega` | [profile](https://github.com/AlexWortega) | no | NONE | 3256d | `2026-05-28T12:43:05Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 
236
  | `Dhruv908615` | [profile](https://github.com/Dhruv908615) | no | NONE | 300d | `2026-05-03T06:02:43Z` | 1 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
237
  | `Dippp10` | [profile](https://github.com/Dippp10) | no | FIRST_TIME_CONTRIBUTOR | ?d | `2026-04-11T14:17:32Z` | 1 | 0 | n/a | n/a | n/a | summary unavailable |
238
  | `DiwanshuG` | [profile](https://github.com/DiwanshuG) | no | NONE | 1279d | `2026-05-22T10:39:02Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 
239
  | `duyhv-qualgo` | [profile](https://github.com/duyhv-qualgo) | no | FIRST_TIME_CONTRIBUTOR | 34d | `2026-04-20T05:20:19Z` | 1 | 0 | strong | moderate | low | very new account |
240
  | `EhteshamSid` | [profile](https://github.com/EhteshamSid) | no | NONE | 1668d | `2026-04-07T18:40:05Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars |
241
  | `ENg-122` | [profile](https://github.com/ENg-122) | no | NONE | 1764d | `2026-04-03T09:08:28Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 
260
  | `i3hz` | [profile](https://github.com/i3hz) | no | CONTRIBUTOR | 961d | `2026-02-18T04:04:37Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
261
  | `igordertigor` | [profile](https://github.com/igordertigor) | no | CONTRIBUTOR | 5665d | `2026-05-12T19:17:05Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
262
  | `IMvision12` | [profile](https://github.com/IMvision12) | no | CONTRIBUTOR | 1735d | `2026-05-10T21:08:04Z` | 1 | 0 | strong | low | low | high recent PR volume |
263
+ | `ishan-1010` | [profile](https://github.com/ishan-1010) | no | FIRST_TIME_CONTRIBUTOR | 1588d | `2026-06-01T06:07:21Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
264
  | `jacopopper` | [profile](https://github.com/jacopopper) | no | FIRST_TIME_CONTRIBUTOR | 1686d | `2026-05-31T20:04:47Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
265
  | `JAE0Y2N` | [profile](https://github.com/JAE0Y2N) | no | NONE | 877d | `2026-05-20T11:02:07Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
266
  | `jagwar` | [profile](https://github.com/jagwar) | no | MEMBER | 3691d | `2026-04-07T21:35:38Z` | 1 | 0 | strong | low | low | targets high-star repos |
 
507
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Astevhliu)
508
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Astevhliu)
509
  - repo first seen: `2024-02-08T22:19:09Z`
510
+ - repo last seen: `2026-06-01T22:27:29Z`
511
  - first seen in snapshot: **no**
512
  - repo association: **MEMBER**
513
+ - repo primary artifacts: **57**
514
+ - snapshot authored PRs/issues: **55 PRs / 2 issues**
515
  - snapshot discussion activity: **30 comments / 154 reviews / 280 review comments**
516
  - account age: **2296 days**
517
  - recent public PR activity: **30 PRs** (25 merged / 0 closed-unmerged / 5 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**)
 
520
  - heuristic read: **high recent PR volume; no visible non-self stars; targets high-star repos**
521
 
522
  Example artifacts:
523
+ - [PR #46335: [docs] update num_items_in_batch for causal LMs](https://github.com/huggingface/transformers/pull/46335) — open
524
+ - [PR #46334: [docs] xpu continuous batching](https://github.com/huggingface/transformers/pull/46334) — open
525
+ - [PR #46333: [docs] padding-free training](https://github.com/huggingface/transformers/pull/46333) — open
526
  - [Issue #36979: [Community contributions] Model cards](https://github.com/huggingface/transformers/issues/36979) — closed
527
  - [Issue #28936: [i18n-es] Translating docs to Spanish](https://github.com/huggingface/transformers/issues/28936) — open
528
 
 
532
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avasqu)
533
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avasqu)
534
  - repo first seen: `2025-08-26T12:13:50Z`
535
+ - repo last seen: `2026-06-01T21:10:01Z`
536
  - first seen in snapshot: **no**
537
  - repo association: **MEMBER**
538
  - repo primary artifacts: **49**
539
  - snapshot authored PRs/issues: **47 PRs / 2 issues**
540
+ - snapshot discussion activity: **606 comments / 1075 reviews / 4421 review comments**
541
  - account age: **1991 days**
542
  - recent public PR activity: **21 PRs** (12 merged / 3 closed-unmerged / 6 open; merged rate **57%**, closed-unmerged rate **14%**, open rate **29%**)
543
  - public orgs: none visible
 
547
  Example artifacts:
548
  - [PR #46246: [`Revert`] FSDP+Dtensor refactor related changes](https://github.com/huggingface/transformers/pull/46246) — closed, merged
549
  - [PR #46220: [`Configs`] Fix layer type validation to include its mlp counterpart](https://github.com/huggingface/transformers/pull/46220) — closed, merged
550
+ - [PR #46039: [`Kernels`] Sync to latest version and add new kernels (SwiGLU, CE)](https://github.com/huggingface/transformers/pull/46039) — open, draft
551
  - [Issue #46245: [`Layer Types`] Split keys across MLP and Attentions](https://github.com/huggingface/transformers/issues/46245) — open
552
  - [Issue #40827: [`Cache`] Proper support for Linear Attention (related) caches](https://github.com/huggingface/transformers/issues/40827) — closed
553
 
 
623
  - [PR #46086: update xpu expectation for falcon mamba](https://github.com/huggingface/transformers/pull/46086) — closed, merged
624
  - [Issue #42890: tests/models/sam_hq/test_modeling_sam_hq.py::SamHQModelIntegrationTest may fail since a lot of cases are lack of set_seed()](https://github.com/huggingface/transformers/issues/42890) — closed
625
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
626
  ### `remi-or`
627
 
628
  - profile: [github.com/remi-or](https://github.com/remi-or)
 
787
 
788
  Example artifacts:
789
  - [PR #46292: sp + ep training / tp + ep inference](https://github.com/huggingface/transformers/pull/46292) — open, draft
790
+ - [PR #46290: Tp param level](https://github.com/huggingface/transformers/pull/46290) — open
791
  - [PR #46269: DIstributed branch base](https://github.com/huggingface/transformers/pull/46269) — open
792
  - [Issue #46187: cohere2_moe fails training + tensor parallel tests](https://github.com/huggingface/transformers/issues/46187) — closed
793
 
 
1638
  - [PR #45787: fix: ModuleNotFoundError caused by distributed race condition in ci/cd test](https://github.com/huggingface/transformers/pull/45787) — closed
1639
  - [PR #45687: fix: Added Mps support in float fallback backends list ](https://github.com/huggingface/transformers/pull/45687) — closed, merged
1640
 
1641
+ ### `harshaljanjani`
1642
+
1643
+ - profile: [github.com/harshaljanjani](https://github.com/harshaljanjani)
1644
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aharshaljanjani)
1645
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aharshaljanjani)
1646
+ - repo first seen: `2025-09-17T20:29:13Z`
1647
+ - repo last seen: `2026-04-29T05:32:28Z`
1648
+ - first seen in snapshot: **no**
1649
+ - repo association: **CONTRIBUTOR**
1650
+ - repo primary artifacts: **52**
1651
+ - snapshot authored PRs/issues: **32 PRs / 20 issues**
1652
+ - snapshot discussion activity: **107 comments / 131 reviews / 131 review comments**
1653
+ - account age: **1961 days**
1654
+ - recent public PR activity: **18 PRs** (15 merged / 0 closed-unmerged / 3 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**)
1655
+ - public orgs: none visible
1656
+ - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
1657
+ - heuristic read: **targets high-star repos**
1658
+
1659
+ Example artifacts:
1660
+ - [PR #45594: fix(utils): Resolve backbone utils test regressions](https://github.com/huggingface/transformers/pull/45594) — closed, merged
1661
+ - [PR #45326: feat[vLLM × v5]: Add vLLM compatibility for audio models](https://github.com/huggingface/transformers/pull/45326) — closed, merged
1662
+ - [PR #45199: fix(models): Resolve regressions in Wav2Vec2PhonemeCTCTokenizer (wav2vec2-lv-60-espeak-cv-ft)](https://github.com/huggingface/transformers/pull/45199) — closed, merged
1663
+ - [Issue #45198: [BUG] Wav2Vec2 wav2vec2-lv-60-espeak-cv-ft: save_pretrained and tokenization fail](https://github.com/huggingface/transformers/issues/45198) — closed
1664
+ - [Issue #45072: [BUG][CI] SwitchTransformers and TimmWrapperModel dtype mismatches in bfloat16 inference](https://github.com/huggingface/transformers/issues/45072) — closed
1665
+ - [Issue #44898: [BUG] Perceiver image classification (non-default res) fails even with interpolate_pos_encoding=True](https://github.com/huggingface/transformers/issues/44898) — closed
1666
+
1667
  ### `michaelbenayoun`
1668
 
1669
  - profile: [github.com/michaelbenayoun](https://github.com/michaelbenayoun)
 
1710
  - [PR #45862: [new model] Add Zyphra/ZAYA1-8B](https://github.com/huggingface/transformers/pull/45862) — open
1711
  - [PR #45173: [misc] fix qwen35 tests: correct the text model type and skip reverse_mapping](https://github.com/huggingface/transformers/pull/45173) — closed, merged
1712
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1713
  ### `LysandreJik`
1714
 
1715
  - profile: [github.com/LysandreJik](https://github.com/LysandreJik)
 
3153
  - [PR #44392: [VibeVoice ASR] Use updated padding cache for ASR model.](https://github.com/huggingface/transformers/pull/44392) — closed, merged
3154
  - [PR #44391: [VibeVoice ASR] Use newer cache object for modular](https://github.com/huggingface/transformers/pull/44391) — closed
3155
 
3156
+ ### `Qubitium`
3157
+
3158
+ - profile: [github.com/Qubitium](https://github.com/Qubitium)
3159
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AQubitium)
3160
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AQubitium)
3161
+ - repo first seen: `2025-10-03T18:23:49Z`
3162
+ - repo last seen: `2026-04-14T12:34:51Z`
3163
+ - first seen in snapshot: **no**
3164
+ - repo association: **CONTRIBUTOR**
3165
+ - repo primary artifacts: **7**
3166
+ - snapshot authored PRs/issues: **7 PRs / 0 issues**
3167
+ - snapshot discussion activity: **24 comments / 10 reviews / 10 review comments**
3168
+ - account age: **5681 days**
3169
+ - recent public PR activity: **285 PRs** (271 merged / 9 closed-unmerged / 5 open; merged rate **95%**, closed-unmerged rate **3%**, open rate **2%**)
3170
+ - public orgs: none visible
3171
+ - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
3172
+ - heuristic read: **extremely high recent PR volume**
3173
+
3174
+ Example artifacts:
3175
+ - [PR #45274: Fix CB Accuracy Regression under FA2](https://github.com/huggingface/transformers/pull/45274) — closed
3176
+ - [PR #45202: Fix gemma4 has flash-attention incompatbile head-dim=512](https://github.com/huggingface/transformers/pull/45202) — open
3177
+ - [PR #45157: [WIP] PrismML Bonsai model support](https://github.com/huggingface/transformers/pull/45157) — open, draft
3178
+
3179
  ### `ydshieh2`
3180
 
3181
  - profile: [github.com/ydshieh2](https://github.com/ydshieh2)
 
4181
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajshn9515)
4182
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajshn9515)
4183
  - repo first seen: `2026-05-29T22:55:56Z`
4184
+ - repo last seen: `2026-06-01T22:47:11Z`
4185
  - first seen in snapshot: **no**
4186
  - repo association: **FIRST_TIME_CONTRIBUTOR**
4187
  - repo primary artifacts: **2**
4188
  - snapshot authored PRs/issues: **1 PRs / 1 issues**
4189
+ - snapshot discussion activity: **0 comments / 1 reviews / 1 review comments**
4190
  - account age: **214 days**
4191
  - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
4192
  - public orgs: none visible
 
4699
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aagesf)
4700
  - repo first seen: `2026-06-01T12:58:11Z`
4701
  - repo last seen: `2026-06-01T12:58:11Z`
4702
+ - first seen in snapshot: **no**
4703
  - repo association: **FIRST_TIMER**
4704
  - repo primary artifacts: **1**
4705
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
 
5470
  Example artifacts:
5471
  - [PR #46158: Add beginner-friendly RAG example](https://github.com/huggingface/transformers/pull/46158) — closed
5472
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
5473
  ### `duyhv-qualgo`
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5475
  - profile: [github.com/duyhv-qualgo](https://github.com/duyhv-qualgo)
 
5981
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aishan-1010)
5982
  - repo first seen: `2026-06-01T06:07:21Z`
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@@ -2376,8 +2304,8 @@
2376
  {
2377
  "left_pr_number": 44940,
2378
  "right_pr_number": 46114,
2379
- "similarity": 0.482,
2380
- "content_similarity": 0.418,
2381
  "size_similarity": 0.692,
2382
  "breadth_similarity": 0.381,
2383
  "concentration_similarity": 0.96,
@@ -2394,8 +2322,8 @@
2394
  {
2395
  "left_pr_number": 46114,
2396
  "right_pr_number": 46207,
2397
- "similarity": 0.427,
2398
- "content_similarity": 0.411,
2399
  "size_similarity": 0.458,
2400
  "breadth_similarity": 0.31,
2401
  "concentration_similarity": 0.798,
@@ -2411,6 +2339,78 @@
2411
  }
2412
  ]
2413
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2414
  {
2415
  "cluster_id": "pr-scope-45293-3",
2416
  "pr_numbers": [
@@ -2439,7 +2439,7 @@
2439
  "left_pr_number": 45293,
2440
  "right_pr_number": 46091,
2441
  "similarity": 0.504,
2442
- "content_similarity": 0.51,
2443
  "size_similarity": 0.204,
2444
  "breadth_similarity": 0.667,
2445
  "concentration_similarity": 0.985,
@@ -2479,7 +2479,7 @@
2479
  {
2480
  "left_pr_number": 45317,
2481
  "right_pr_number": 46091,
2482
- "similarity": 0.42,
2483
  "content_similarity": 0.377,
2484
  "size_similarity": 0.276,
2485
  "breadth_similarity": 0.667,
@@ -2534,8 +2534,8 @@
2534
  {
2535
  "left_pr_number": 45649,
2536
  "right_pr_number": 45655,
2537
- "similarity": 0.501,
2538
- "content_similarity": 0.335,
2539
  "size_similarity": 0.778,
2540
  "breadth_similarity": 1.0,
2541
  "concentration_similarity": 1.0,
@@ -2551,7 +2551,7 @@
2551
  "left_pr_number": 45548,
2552
  "right_pr_number": 45655,
2553
  "similarity": 0.348,
2554
- "content_similarity": 0.277,
2555
  "size_similarity": 0.191,
2556
  "breadth_similarity": 0.75,
2557
  "concentration_similarity": 1.0,
@@ -2645,7 +2645,7 @@
2645
  46211
2646
  ],
2647
  "representative_pr_number": 45742,
2648
- "average_similarity": 0.418,
2649
  "summary": "3 open PRs share weighted file overlap around `tests/models/llama/test_modeling_llama.py`, `src/transformers/models/llama/configuration_llama.py`, `src/transformers/models/llama/modeling_llama.py`; representative PR #45742.",
2650
  "shared_filenames": [
2651
  "tests/models/llama/test_modeling_llama.py",
@@ -2665,8 +2665,8 @@
2665
  {
2666
  "left_pr_number": 45742,
2667
  "right_pr_number": 46211,
2668
- "similarity": 0.56,
2669
- "content_similarity": 0.497,
2670
  "size_similarity": 0.963,
2671
  "breadth_similarity": 0.25,
2672
  "concentration_similarity": 0.852,
@@ -2821,7 +2821,7 @@
2821
  "left_pr_number": 43446,
2822
  "right_pr_number": 44907,
2823
  "similarity": 0.334,
2824
- "content_similarity": 0.319,
2825
  "size_similarity": 0.219,
2826
  "breadth_similarity": 0.322,
2827
  "concentration_similarity": 0.899,
@@ -2873,7 +2873,7 @@
2873
  {
2874
  "left_pr_number": 33686,
2875
  "right_pr_number": 44550,
2876
- "similarity": 0.388,
2877
  "content_similarity": 0.125,
2878
  "size_similarity": 1.0,
2879
  "breadth_similarity": 1.0,
@@ -2889,8 +2889,8 @@
2889
  {
2890
  "left_pr_number": 44407,
2891
  "right_pr_number": 44550,
2892
- "similarity": 0.359,
2893
- "content_similarity": 0.094,
2894
  "size_similarity": 0.957,
2895
  "breadth_similarity": 1.0,
2896
  "concentration_similarity": 1.0,
@@ -2904,8 +2904,8 @@
2904
  {
2905
  "left_pr_number": 33686,
2906
  "right_pr_number": 44407,
2907
- "similarity": 0.349,
2908
- "content_similarity": 0.079,
2909
  "size_similarity": 0.957,
2910
  "breadth_similarity": 1.0,
2911
  "concentration_similarity": 1.0,
@@ -2975,8 +2975,8 @@
2975
  {
2976
  "left_pr_number": 44889,
2977
  "right_pr_number": 45917,
2978
- "similarity": 0.331,
2979
- "content_similarity": 0.081,
2980
  "size_similarity": 0.879,
2981
  "breadth_similarity": 1.0,
2982
  "concentration_similarity": 0.852,
@@ -3290,12 +3290,12 @@
3290
  "shared_directories": [
3291
  "src/transformers/models/jetmoe",
3292
  "src/transformers/models/dbrx",
3293
- "src/transformers/models/ernie4_5_moe",
3294
  "src/transformers/models/phimoe",
3295
- "src/transformers/models/flex_olmo",
3296
  "src/transformers/models/jamba",
 
3297
  "src/transformers/models/minimax_m2",
3298
- "src/transformers/models/mixtral"
3299
  ],
3300
  "pairwise": [
3301
  {
@@ -3396,7 +3396,7 @@
3396
  "left_pr_number": 45606,
3397
  "right_pr_number": 45607,
3398
  "similarity": 0.765,
3399
- "content_similarity": 0.811,
3400
  "size_similarity": 0.778,
3401
  "breadth_similarity": 0.417,
3402
  "concentration_similarity": 0.778,
@@ -3556,6 +3556,43 @@
3556
  }
3557
  ]
3558
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3559
  {
3560
  "cluster_id": "pr-scope-41901-2",
3561
  "pr_numbers": [
@@ -3578,7 +3615,7 @@
3578
  "left_pr_number": 41901,
3579
  "right_pr_number": 45523,
3580
  "similarity": 0.719,
3581
- "content_similarity": 0.779,
3582
  "size_similarity": 0.158,
3583
  "breadth_similarity": 1.0,
3584
  "concentration_similarity": 1.0,
@@ -3764,7 +3801,7 @@
3764
  "left_pr_number": 43654,
3765
  "right_pr_number": 46323,
3766
  "similarity": 0.602,
3767
- "content_similarity": 0.541,
3768
  "size_similarity": 0.491,
3769
  "breadth_similarity": 1.0,
3770
  "concentration_similarity": 0.985,
@@ -3787,7 +3824,7 @@
3787
  46174
3788
  ],
3789
  "representative_pr_number": 45932,
3790
- "average_similarity": 0.595,
3791
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/vit_mae/modeling_vit_mae.py`, `src/transformers/models/vit_mae/modular_vit_mae.py`, `src/transformers/models/aimv2/modeling_aimv2.py`; representative PR #45932.",
3792
  "shared_filenames": [
3793
  "src/transformers/models/vit_mae/modeling_vit_mae.py",
@@ -3813,7 +3850,7 @@
3813
  {
3814
  "left_pr_number": 45932,
3815
  "right_pr_number": 46174,
3816
- "similarity": 0.595,
3817
  "content_similarity": 0.635,
3818
  "size_similarity": 0.248,
3819
  "breadth_similarity": 0.679,
@@ -3904,7 +3941,7 @@
3904
  "left_pr_number": 45541,
3905
  "right_pr_number": 46177,
3906
  "similarity": 0.533,
3907
- "content_similarity": 0.436,
3908
  "size_similarity": 0.519,
3909
  "breadth_similarity": 1.0,
3910
  "concentration_similarity": 1.0,
@@ -4027,7 +4064,7 @@
4027
  43649
4028
  ],
4029
  "representative_pr_number": 43532,
4030
- "average_similarity": 0.506,
4031
  "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.",
4032
  "shared_filenames": [
4033
  "utils/notification_service.py",
@@ -4047,7 +4084,7 @@
4047
  {
4048
  "left_pr_number": 43532,
4049
  "right_pr_number": 43649,
4050
- "similarity": 0.506,
4051
  "content_similarity": 0.45,
4052
  "size_similarity": 0.395,
4053
  "breadth_similarity": 0.875,
@@ -4091,7 +4128,7 @@
4091
  "left_pr_number": 45056,
4092
  "right_pr_number": 45128,
4093
  "similarity": 0.503,
4094
- "content_similarity": 0.398,
4095
  "size_similarity": 0.669,
4096
  "breadth_similarity": 0.875,
4097
  "concentration_similarity": 0.724,
@@ -4272,7 +4309,7 @@
4272
  46126
4273
  ],
4274
  "representative_pr_number": 46113,
4275
- "average_similarity": 0.47,
4276
  "summary": "2 open PRs share weighted file overlap around `src/transformers/distributed/utils.py`; representative PR #46113.",
4277
  "shared_filenames": [
4278
  "src/transformers/distributed/utils.py"
@@ -4286,8 +4323,8 @@
4286
  {
4287
  "left_pr_number": 46113,
4288
  "right_pr_number": 46126,
4289
- "similarity": 0.47,
4290
- "content_similarity": 0.522,
4291
  "size_similarity": 0.302,
4292
  "breadth_similarity": 0.292,
4293
  "concentration_similarity": 0.603,
@@ -4581,7 +4618,7 @@
4581
  46269
4582
  ],
4583
  "representative_pr_number": 46099,
4584
- "average_similarity": 0.412,
4585
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/apertus/configuration_apertus.py`, `src/transformers/models/apertus/modular_apertus.py`, `src/transformers/models/arcee/modular_arcee.py`; representative PR #46099.",
4586
  "shared_filenames": [
4587
  "src/transformers/models/apertus/configuration_apertus.py",
@@ -4590,8 +4627,8 @@
4590
  "src/transformers/models/cohere/configuration_cohere.py",
4591
  "src/transformers/models/cohere2/configuration_cohere2.py",
4592
  "src/transformers/models/cohere2/modular_cohere2.py",
4593
- "src/transformers/models/deepseek_v2/modular_deepseek_v2.py",
4594
- "src/transformers/models/ernie4_5/configuration_ernie4_5.py"
4595
  ],
4596
  "shared_directories": [
4597
  "src/transformers/models/granite4_vision",
@@ -4607,8 +4644,8 @@
4607
  {
4608
  "left_pr_number": 46099,
4609
  "right_pr_number": 46269,
4610
- "similarity": 0.412,
4611
- "content_similarity": 0.486,
4612
  "size_similarity": 0.013,
4613
  "breadth_similarity": 0.303,
4614
  "concentration_similarity": 0.796,
@@ -4761,7 +4798,7 @@
4761
  45552
4762
  ],
4763
  "representative_pr_number": 44642,
4764
- "average_similarity": 0.358,
4765
  "summary": "2 open PRs share weighted file overlap around `src/transformers/utils/auto_docstring.py`; representative PR #44642.",
4766
  "shared_filenames": [
4767
  "src/transformers/utils/auto_docstring.py"
@@ -4775,7 +4812,7 @@
4775
  {
4776
  "left_pr_number": 44642,
4777
  "right_pr_number": 45552,
4778
- "similarity": 0.358,
4779
  "content_similarity": 0.262,
4780
  "size_similarity": 0.167,
4781
  "breadth_similarity": 1.0,
@@ -4791,39 +4828,6 @@
4791
  }
4792
  ]
4793
  },
4794
- {
4795
- "cluster_id": "pr-scope-46019-2",
4796
- "pr_numbers": [
4797
- 46019,
4798
- 46319
4799
- ],
4800
- "representative_pr_number": 46019,
4801
- "average_similarity": 0.346,
4802
- "summary": "2 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #46019.",
4803
- "shared_filenames": [],
4804
- "shared_directories": [
4805
- "docs/source/en",
4806
- "docs/source",
4807
- "docs"
4808
- ],
4809
- "pairwise": [
4810
- {
4811
- "left_pr_number": 46019,
4812
- "right_pr_number": 46319,
4813
- "similarity": 0.346,
4814
- "content_similarity": 0.089,
4815
- "size_similarity": 0.892,
4816
- "breadth_similarity": 1.0,
4817
- "concentration_similarity": 1.0,
4818
- "shared_filenames": [],
4819
- "shared_directories": [
4820
- "docs/source/en",
4821
- "docs/source",
4822
- "docs"
4823
- ]
4824
- }
4825
- ]
4826
- },
4827
  {
4828
  "cluster_id": "pr-scope-45105-2",
4829
  "pr_numbers": [
 
1
  {
2
  "repo": "huggingface/transformers",
3
+ "snapshot_id": "20260602T000030Z",
4
+ "generated_at": "2026-06-02T00:01:16Z",
5
  "cluster_count": 62,
6
  "pr_scope_clusters": [
7
  {
 
19
  45273
20
  ],
21
  "representative_pr_number": 45067,
22
+ "average_similarity": 0.422,
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"
 
49
  "left_pr_number": 43663,
50
  "right_pr_number": 45067,
51
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52
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53
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54
  "breadth_similarity": 1.0,
55
  "concentration_similarity": 1.0,
 
65
  "left_pr_number": 43651,
66
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67
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68
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69
  "size_similarity": 0.72,
70
  "breadth_similarity": 1.0,
71
  "concentration_similarity": 1.0,
 
81
  "left_pr_number": 43651,
82
  "right_pr_number": 45067,
83
  "similarity": 0.516,
84
+ "content_similarity": 0.369,
85
  "size_similarity": 0.72,
86
  "breadth_similarity": 1.0,
87
  "concentration_similarity": 1.0,
 
113
  "left_pr_number": 44257,
114
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115
  "similarity": 0.487,
116
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117
  "size_similarity": 1.0,
118
  "breadth_similarity": 1.0,
119
  "concentration_similarity": 1.0,
 
129
  "left_pr_number": 44123,
130
  "right_pr_number": 45067,
131
  "similarity": 0.476,
132
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133
  "size_similarity": 0.455,
134
  "breadth_similarity": 1.0,
135
  "concentration_similarity": 1.0,
 
192
  {
193
  "left_pr_number": 44189,
194
  "right_pr_number": 45055,
195
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196
+ "content_similarity": 0.262,
197
  "size_similarity": 0.75,
198
  "breadth_similarity": 1.0,
199
  "concentration_similarity": 1.0,
 
207
  },
208
  {
209
  "left_pr_number": 43636,
210
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211
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212
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213
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214
  "breadth_similarity": 1.0,
215
  "concentration_similarity": 1.0,
216
  "shared_filenames": [
 
223
  },
224
  {
225
  "left_pr_number": 43636,
226
+ "right_pr_number": 45067,
227
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228
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229
+ "size_similarity": 0.44,
230
  "breadth_similarity": 1.0,
231
  "concentration_similarity": 1.0,
232
  "shared_filenames": [
 
256
  {
257
  "left_pr_number": 44660,
258
  "right_pr_number": 45067,
259
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260
  "content_similarity": 0.361,
261
  "size_similarity": 0.24,
262
  "breadth_similarity": 1.0,
 
273
  "left_pr_number": 44189,
274
  "right_pr_number": 44257,
275
  "similarity": 0.431,
276
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277
  "size_similarity": 0.667,
278
  "breadth_similarity": 1.0,
279
  "concentration_similarity": 1.0,
 
289
  "left_pr_number": 43636,
290
  "right_pr_number": 44660,
291
  "similarity": 0.427,
292
+ "content_similarity": 0.28,
293
  "size_similarity": 0.545,
294
  "breadth_similarity": 1.0,
295
  "concentration_similarity": 1.0,
 
337
  "left_pr_number": 43663,
338
  "right_pr_number": 44257,
339
  "similarity": 0.422,
340
+ "content_similarity": 0.338,
341
  "size_similarity": 0.24,
342
  "breadth_similarity": 1.0,
343
  "concentration_similarity": 1.0,
 
352
  {
353
  "left_pr_number": 44660,
354
  "right_pr_number": 45055,
355
+ "similarity": 0.415,
356
+ "content_similarity": 0.271,
357
  "size_similarity": 0.5,
358
  "breadth_similarity": 1.0,
359
  "concentration_similarity": 1.0,
 
369
  "left_pr_number": 43663,
370
  "right_pr_number": 45055,
371
  "similarity": 0.407,
372
+ "content_similarity": 0.342,
373
  "size_similarity": 0.12,
374
  "breadth_similarity": 1.0,
375
  "concentration_similarity": 1.0,
 
432
  {
433
  "left_pr_number": 43636,
434
  "right_pr_number": 44189,
435
+ "similarity": 0.394,
436
  "content_similarity": 0.27,
437
  "size_similarity": 0.364,
438
  "breadth_similarity": 1.0,
 
513
  "left_pr_number": 45055,
514
  "right_pr_number": 45067,
515
  "similarity": 0.387,
516
+ "content_similarity": 0.313,
517
  "size_similarity": 0.12,
518
  "breadth_similarity": 1.0,
519
  "concentration_similarity": 1.0,
 
545
  "left_pr_number": 43636,
546
  "right_pr_number": 44123,
547
  "similarity": 0.38,
548
+ "content_similarity": 0.286,
549
  "size_similarity": 0.2,
550
  "breadth_similarity": 1.0,
551
  "concentration_similarity": 1.0,
 
561
  "left_pr_number": 44123,
562
  "right_pr_number": 44189,
563
  "similarity": 0.377,
564
+ "content_similarity": 0.309,
565
  "size_similarity": 0.073,
566
  "breadth_similarity": 1.0,
567
  "concentration_similarity": 1.0,
 
576
  {
577
  "left_pr_number": 43651,
578
  "right_pr_number": 45055,
579
+ "similarity": 0.369,
580
+ "content_similarity": 0.277,
581
  "size_similarity": 0.167,
582
  "breadth_similarity": 1.0,
583
  "concentration_similarity": 1.0,
 
657
  "left_pr_number": 44123,
658
  "right_pr_number": 45055,
659
  "similarity": 0.352,
660
+ "content_similarity": 0.277,
661
  "size_similarity": 0.055,
662
  "breadth_similarity": 1.0,
663
  "concentration_similarity": 1.0,
 
672
  {
673
  "left_pr_number": 45067,
674
  "right_pr_number": 45273,
675
+ "similarity": 0.35,
676
  "content_similarity": 0.268,
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  "size_similarity": 0.08,
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  "breadth_similarity": 1.0,
 
689
  "left_pr_number": 44257,
690
  "right_pr_number": 45273,
691
  "similarity": 0.339,
692
+ "content_similarity": 0.199,
693
  "size_similarity": 0.333,
694
  "breadth_similarity": 1.0,
695
  "concentration_similarity": 1.0,
 
704
  {
705
  "left_pr_number": 43651,
706
  "right_pr_number": 45273,
707
+ "similarity": 0.333,
708
  "content_similarity": 0.237,
709
  "size_similarity": 0.111,
710
  "breadth_similarity": 1.0,
 
720
  {
721
  "left_pr_number": 43636,
722
  "right_pr_number": 45273,
723
+ "similarity": 0.323,
724
+ "content_similarity": 0.208,
725
  "size_similarity": 0.182,
726
  "breadth_similarity": 1.0,
727
  "concentration_similarity": 1.0,
 
858
  {
859
  "left_pr_number": 41606,
860
  "right_pr_number": 45422,
861
+ "similarity": 0.497,
862
  "content_similarity": 0.417,
863
  "size_similarity": 0.569,
864
  "breadth_similarity": 0.75,
 
911
  {
912
  "left_pr_number": 41606,
913
  "right_pr_number": 46161,
914
+ "similarity": 0.367,
915
  "content_similarity": 0.122,
916
  "size_similarity": 0.971,
917
  "breadth_similarity": 1.0,
 
945
  {
946
  "left_pr_number": 42668,
947
  "right_pr_number": 44543,
948
+ "similarity": 0.354,
949
  "content_similarity": 0.309,
950
  "size_similarity": 0.446,
951
  "breadth_similarity": 0.216,
 
980
  {
981
  "left_pr_number": 45422,
982
  "right_pr_number": 45627,
983
+ "similarity": 0.305,
984
+ "content_similarity": 0.102,
985
  "size_similarity": 0.784,
986
  "breadth_similarity": 0.75,
987
  "concentration_similarity": 0.816,
 
1414
  "left_pr_number": 41097,
1415
  "right_pr_number": 43549,
1416
  "similarity": 0.546,
1417
+ "content_similarity": 0.438,
1418
  "size_similarity": 0.6,
1419
  "breadth_similarity": 1.0,
1420
  "concentration_similarity": 1.0,
 
1462
  "left_pr_number": 43549,
1463
  "right_pr_number": 44547,
1464
  "similarity": 0.429,
1465
+ "content_similarity": 0.342,
1466
  "size_similarity": 0.267,
1467
  "breadth_similarity": 1.0,
1468
  "concentration_similarity": 1.0,
 
1477
  {
1478
  "left_pr_number": 41097,
1479
  "right_pr_number": 44547,
1480
+ "similarity": 0.393,
1481
  "content_similarity": 0.312,
1482
  "size_similarity": 0.16,
1483
  "breadth_similarity": 1.0,
 
1520
  "left_pr_number": 44974,
1521
  "right_pr_number": 45635,
1522
  "similarity": 0.719,
1523
+ "content_similarity": 0.721,
1524
  "size_similarity": 0.59,
1525
  "breadth_similarity": 0.8,
1526
  "concentration_similarity": 0.929,
 
1612
  {
1613
  "left_pr_number": 45421,
1614
  "right_pr_number": 45996,
1615
+ "similarity": 0.322,
1616
  "content_similarity": 0.194,
1617
  "size_similarity": 0.573,
1618
  "breadth_similarity": 0.583,
 
1637
  45985
1638
  ],
1639
  "representative_pr_number": 45985,
1640
+ "average_similarity": 0.518,
1641
  "summary": "4 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #45985.",
1642
  "shared_filenames": [
1643
  "src/transformers/generation/utils.py"
 
1651
  {
1652
  "left_pr_number": 34667,
1653
  "right_pr_number": 45985,
1654
+ "similarity": 0.615,
1655
+ "content_similarity": 0.507,
1656
  "size_similarity": 0.733,
1657
  "breadth_similarity": 1.0,
1658
  "concentration_similarity": 1.0,
 
1702
  {
1703
  "left_pr_number": 44872,
1704
  "right_pr_number": 45985,
1705
+ "similarity": 0.472,
1706
  "content_similarity": 0.416,
1707
  "size_similarity": 0.2,
1708
  "breadth_similarity": 1.0,
 
1720
  "left_pr_number": 34667,
1721
  "right_pr_number": 44872,
1722
  "similarity": 0.446,
1723
+ "content_similarity": 0.365,
1724
  "size_similarity": 0.273,
1725
  "breadth_similarity": 1.0,
1726
  "concentration_similarity": 1.0,
 
1761
  45883
1762
  ],
1763
  "representative_pr_number": 45438,
1764
+ "average_similarity": 0.501,
1765
  "summary": "4 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.",
1766
  "shared_filenames": [
1767
  "src/transformers/models/gemma4/modeling_gemma4.py",
 
1785
  "left_pr_number": 45294,
1786
  "right_pr_number": 45438,
1787
  "similarity": 0.758,
1788
+ "content_similarity": 0.779,
1789
  "size_similarity": 0.42,
1790
  "breadth_similarity": 1.0,
1791
  "concentration_similarity": 0.989,
 
1812
  {
1813
  "left_pr_number": 45294,
1814
  "right_pr_number": 45883,
1815
+ "similarity": 0.555,
1816
+ "content_similarity": 0.481,
1817
  "size_similarity": 0.933,
1818
  "breadth_similarity": 0.325,
1819
  "concentration_similarity": 0.908,
 
1831
  {
1832
  "left_pr_number": 45438,
1833
  "right_pr_number": 45883,
1834
+ "similarity": 0.547,
1835
+ "content_similarity": 0.585,
1836
  "size_similarity": 0.392,
1837
  "breadth_similarity": 0.325,
1838
  "concentration_similarity": 0.92,
 
1850
  {
1851
  "left_pr_number": 45202,
1852
  "right_pr_number": 45883,
1853
+ "similarity": 0.434,
1854
+ "content_similarity": 0.4,
1855
  "size_similarity": 0.027,
1856
  "breadth_similarity": 1.0,
1857
  "concentration_similarity": 1.0,
 
1869
  {
1870
  "left_pr_number": 45202,
1871
  "right_pr_number": 45438,
1872
+ "similarity": 0.398,
1873
+ "content_similarity": 0.455,
1874
  "size_similarity": 0.01,
1875
  "breadth_similarity": 0.325,
1876
  "concentration_similarity": 0.92,
 
1888
  {
1889
  "left_pr_number": 45202,
1890
  "right_pr_number": 45294,
1891
+ "similarity": 0.317,
1892
+ "content_similarity": 0.336,
1893
  "size_similarity": 0.025,
1894
  "breadth_similarity": 0.325,
1895
  "concentration_similarity": 0.908,
 
1981
  "left_pr_number": 44385,
1982
  "right_pr_number": 46152,
1983
  "similarity": 0.387,
1984
+ "content_similarity": 0.34,
1985
  "size_similarity": 0.217,
1986
  "breadth_similarity": 0.667,
1987
  "concentration_similarity": 1.0,
 
1998
  "left_pr_number": 44615,
1999
  "right_pr_number": 45060,
2000
  "similarity": 0.309,
2001
+ "content_similarity": 0.232,
2002
  "size_similarity": 0.614,
2003
  "breadth_similarity": 0.333,
2004
  "concentration_similarity": 0.421,
 
2015
  "left_pr_number": 44385,
2016
  "right_pr_number": 45060,
2017
  "similarity": 0.24,
2018
+ "content_similarity": 0.169,
2019
  "size_similarity": 0.228,
2020
  "breadth_similarity": 0.667,
2021
  "concentration_similarity": 0.421,
 
2170
  "left_pr_number": 44015,
2171
  "right_pr_number": 44676,
2172
  "similarity": 0.412,
2173
+ "content_similarity": 0.499,
2174
  "size_similarity": 0.034,
2175
  "breadth_similarity": 0.333,
2176
  "concentration_similarity": 0.488,
 
2261
  }
2262
  ]
2263
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2264
  {
2265
  "cluster_id": "pr-scope-44940-3",
2266
  "pr_numbers": [
 
2269
  46207
2270
  ],
2271
  "representative_pr_number": 44940,
2272
+ "average_similarity": 0.482,
2273
  "summary": "3 open PRs share weighted file overlap around `tests/utils/test_modeling_utils.py`, `src/transformers/modeling_utils.py`; representative PR #44940.",
2274
  "shared_filenames": [
2275
  "tests/utils/test_modeling_utils.py",
 
2304
  {
2305
  "left_pr_number": 44940,
2306
  "right_pr_number": 46114,
2307
+ "similarity": 0.483,
2308
+ "content_similarity": 0.419,
2309
  "size_similarity": 0.692,
2310
  "breadth_similarity": 0.381,
2311
  "concentration_similarity": 0.96,
 
2322
  {
2323
  "left_pr_number": 46114,
2324
  "right_pr_number": 46207,
2325
+ "similarity": 0.428,
2326
+ "content_similarity": 0.412,
2327
  "size_similarity": 0.458,
2328
  "breadth_similarity": 0.31,
2329
  "concentration_similarity": 0.798,
 
2339
  }
2340
  ]
2341
  },
2342
+ {
2343
+ "cluster_id": "pr-scope-43656-3",
2344
+ "pr_numbers": [
2345
+ 43656,
2346
+ 43842,
2347
+ 44682
2348
+ ],
2349
+ "representative_pr_number": 43656,
2350
+ "average_similarity": 0.481,
2351
+ "summary": "3 open PRs share weighted file overlap around `src/transformers/cli/serve.py`; representative PR #43656.",
2352
+ "shared_filenames": [
2353
+ "src/transformers/cli/serve.py"
2354
+ ],
2355
+ "shared_directories": [
2356
+ "src/transformers/cli",
2357
+ "src/transformers",
2358
+ "src"
2359
+ ],
2360
+ "pairwise": [
2361
+ {
2362
+ "left_pr_number": 43656,
2363
+ "right_pr_number": 43842,
2364
+ "similarity": 0.585,
2365
+ "content_similarity": 0.574,
2366
+ "size_similarity": 0.222,
2367
+ "breadth_similarity": 1.0,
2368
+ "concentration_similarity": 1.0,
2369
+ "shared_filenames": [
2370
+ "src/transformers/cli/serve.py"
2371
+ ],
2372
+ "shared_directories": [
2373
+ "src/transformers/cli",
2374
+ "src/transformers",
2375
+ "src"
2376
+ ]
2377
+ },
2378
+ {
2379
+ "left_pr_number": 43656,
2380
+ "right_pr_number": 44682,
2381
+ "similarity": 0.446,
2382
+ "content_similarity": 0.498,
2383
+ "size_similarity": 0.048,
2384
+ "breadth_similarity": 0.5,
2385
+ "concentration_similarity": 0.802,
2386
+ "shared_filenames": [
2387
+ "src/transformers/cli/serve.py"
2388
+ ],
2389
+ "shared_directories": [
2390
+ "src/transformers/cli",
2391
+ "src/transformers",
2392
+ "src"
2393
+ ]
2394
+ },
2395
+ {
2396
+ "left_pr_number": 43842,
2397
+ "right_pr_number": 44682,
2398
+ "similarity": 0.412,
2399
+ "content_similarity": 0.458,
2400
+ "size_similarity": 0.011,
2401
+ "breadth_similarity": 0.5,
2402
+ "concentration_similarity": 0.802,
2403
+ "shared_filenames": [
2404
+ "src/transformers/cli/serve.py"
2405
+ ],
2406
+ "shared_directories": [
2407
+ "src/transformers/cli",
2408
+ "src/transformers",
2409
+ "src"
2410
+ ]
2411
+ }
2412
+ ]
2413
+ },
2414
  {
2415
  "cluster_id": "pr-scope-45293-3",
2416
  "pr_numbers": [
 
2439
  "left_pr_number": 45293,
2440
  "right_pr_number": 46091,
2441
  "similarity": 0.504,
2442
+ "content_similarity": 0.511,
2443
  "size_similarity": 0.204,
2444
  "breadth_similarity": 0.667,
2445
  "concentration_similarity": 0.985,
 
2479
  {
2480
  "left_pr_number": 45317,
2481
  "right_pr_number": 46091,
2482
+ "similarity": 0.419,
2483
  "content_similarity": 0.377,
2484
  "size_similarity": 0.276,
2485
  "breadth_similarity": 0.667,
 
2534
  {
2535
  "left_pr_number": 45649,
2536
  "right_pr_number": 45655,
2537
+ "similarity": 0.502,
2538
+ "content_similarity": 0.336,
2539
  "size_similarity": 0.778,
2540
  "breadth_similarity": 1.0,
2541
  "concentration_similarity": 1.0,
 
2551
  "left_pr_number": 45548,
2552
  "right_pr_number": 45655,
2553
  "similarity": 0.348,
2554
+ "content_similarity": 0.278,
2555
  "size_similarity": 0.191,
2556
  "breadth_similarity": 0.75,
2557
  "concentration_similarity": 1.0,
 
2645
  46211
2646
  ],
2647
  "representative_pr_number": 45742,
2648
+ "average_similarity": 0.419,
2649
  "summary": "3 open PRs share weighted file overlap around `tests/models/llama/test_modeling_llama.py`, `src/transformers/models/llama/configuration_llama.py`, `src/transformers/models/llama/modeling_llama.py`; representative PR #45742.",
2650
  "shared_filenames": [
2651
  "tests/models/llama/test_modeling_llama.py",
 
2665
  {
2666
  "left_pr_number": 45742,
2667
  "right_pr_number": 46211,
2668
+ "similarity": 0.561,
2669
+ "content_similarity": 0.499,
2670
  "size_similarity": 0.963,
2671
  "breadth_similarity": 0.25,
2672
  "concentration_similarity": 0.852,
 
2821
  "left_pr_number": 43446,
2822
  "right_pr_number": 44907,
2823
  "similarity": 0.334,
2824
+ "content_similarity": 0.32,
2825
  "size_similarity": 0.219,
2826
  "breadth_similarity": 0.322,
2827
  "concentration_similarity": 0.899,
 
2873
  {
2874
  "left_pr_number": 33686,
2875
  "right_pr_number": 44550,
2876
+ "similarity": 0.387,
2877
  "content_similarity": 0.125,
2878
  "size_similarity": 1.0,
2879
  "breadth_similarity": 1.0,
 
2889
  {
2890
  "left_pr_number": 44407,
2891
  "right_pr_number": 44550,
2892
+ "similarity": 0.358,
2893
+ "content_similarity": 0.093,
2894
  "size_similarity": 0.957,
2895
  "breadth_similarity": 1.0,
2896
  "concentration_similarity": 1.0,
 
2904
  {
2905
  "left_pr_number": 33686,
2906
  "right_pr_number": 44407,
2907
+ "similarity": 0.348,
2908
+ "content_similarity": 0.078,
2909
  "size_similarity": 0.957,
2910
  "breadth_similarity": 1.0,
2911
  "concentration_similarity": 1.0,
 
2975
  {
2976
  "left_pr_number": 44889,
2977
  "right_pr_number": 45917,
2978
+ "similarity": 0.332,
2979
+ "content_similarity": 0.082,
2980
  "size_similarity": 0.879,
2981
  "breadth_similarity": 1.0,
2982
  "concentration_similarity": 0.852,
 
3290
  "shared_directories": [
3291
  "src/transformers/models/jetmoe",
3292
  "src/transformers/models/dbrx",
 
3293
  "src/transformers/models/phimoe",
3294
+ "src/transformers/models/ernie4_5_moe",
3295
  "src/transformers/models/jamba",
3296
+ "src/transformers/models/flex_olmo",
3297
  "src/transformers/models/minimax_m2",
3298
+ "src/transformers/models/granitemoe"
3299
  ],
3300
  "pairwise": [
3301
  {
 
3396
  "left_pr_number": 45606,
3397
  "right_pr_number": 45607,
3398
  "similarity": 0.765,
3399
+ "content_similarity": 0.812,
3400
  "size_similarity": 0.778,
3401
  "breadth_similarity": 0.417,
3402
  "concentration_similarity": 0.778,
 
3556
  }
3557
  ]
3558
  },
3559
+ {
3560
+ "cluster_id": "pr-scope-46019-2",
3561
+ "pr_numbers": [
3562
+ 46019,
3563
+ 46334
3564
+ ],
3565
+ "representative_pr_number": 46019,
3566
+ "average_similarity": 0.722,
3567
+ "summary": "2 open PRs share weighted file overlap around `docs/source/en/continuous_batching.md`; representative PR #46019.",
3568
+ "shared_filenames": [
3569
+ "docs/source/en/continuous_batching.md"
3570
+ ],
3571
+ "shared_directories": [
3572
+ "docs/source/en",
3573
+ "docs/source",
3574
+ "docs"
3575
+ ],
3576
+ "pairwise": [
3577
+ {
3578
+ "left_pr_number": 46019,
3579
+ "right_pr_number": 46334,
3580
+ "similarity": 0.722,
3581
+ "content_similarity": 0.758,
3582
+ "size_similarity": 0.273,
3583
+ "breadth_similarity": 1.0,
3584
+ "concentration_similarity": 1.0,
3585
+ "shared_filenames": [
3586
+ "docs/source/en/continuous_batching.md"
3587
+ ],
3588
+ "shared_directories": [
3589
+ "docs/source/en",
3590
+ "docs/source",
3591
+ "docs"
3592
+ ]
3593
+ }
3594
+ ]
3595
+ },
3596
  {
3597
  "cluster_id": "pr-scope-41901-2",
3598
  "pr_numbers": [
 
3615
  "left_pr_number": 41901,
3616
  "right_pr_number": 45523,
3617
  "similarity": 0.719,
3618
+ "content_similarity": 0.778,
3619
  "size_similarity": 0.158,
3620
  "breadth_similarity": 1.0,
3621
  "concentration_similarity": 1.0,
 
3801
  "left_pr_number": 43654,
3802
  "right_pr_number": 46323,
3803
  "similarity": 0.602,
3804
+ "content_similarity": 0.542,
3805
  "size_similarity": 0.491,
3806
  "breadth_similarity": 1.0,
3807
  "concentration_similarity": 0.985,
 
3824
  46174
3825
  ],
3826
  "representative_pr_number": 45932,
3827
+ "average_similarity": 0.596,
3828
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/vit_mae/modeling_vit_mae.py`, `src/transformers/models/vit_mae/modular_vit_mae.py`, `src/transformers/models/aimv2/modeling_aimv2.py`; representative PR #45932.",
3829
  "shared_filenames": [
3830
  "src/transformers/models/vit_mae/modeling_vit_mae.py",
 
3850
  {
3851
  "left_pr_number": 45932,
3852
  "right_pr_number": 46174,
3853
+ "similarity": 0.596,
3854
  "content_similarity": 0.635,
3855
  "size_similarity": 0.248,
3856
  "breadth_similarity": 0.679,
 
3941
  "left_pr_number": 45541,
3942
  "right_pr_number": 46177,
3943
  "similarity": 0.533,
3944
+ "content_similarity": 0.437,
3945
  "size_similarity": 0.519,
3946
  "breadth_similarity": 1.0,
3947
  "concentration_similarity": 1.0,
 
4064
  43649
4065
  ],
4066
  "representative_pr_number": 43532,
4067
+ "average_similarity": 0.507,
4068
  "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.",
4069
  "shared_filenames": [
4070
  "utils/notification_service.py",
 
4084
  {
4085
  "left_pr_number": 43532,
4086
  "right_pr_number": 43649,
4087
+ "similarity": 0.507,
4088
  "content_similarity": 0.45,
4089
  "size_similarity": 0.395,
4090
  "breadth_similarity": 0.875,
 
4128
  "left_pr_number": 45056,
4129
  "right_pr_number": 45128,
4130
  "similarity": 0.503,
4131
+ "content_similarity": 0.399,
4132
  "size_similarity": 0.669,
4133
  "breadth_similarity": 0.875,
4134
  "concentration_similarity": 0.724,
 
4309
  46126
4310
  ],
4311
  "representative_pr_number": 46113,
4312
+ "average_similarity": 0.473,
4313
  "summary": "2 open PRs share weighted file overlap around `src/transformers/distributed/utils.py`; representative PR #46113.",
4314
  "shared_filenames": [
4315
  "src/transformers/distributed/utils.py"
 
4323
  {
4324
  "left_pr_number": 46113,
4325
  "right_pr_number": 46126,
4326
+ "similarity": 0.473,
4327
+ "content_similarity": 0.527,
4328
  "size_similarity": 0.302,
4329
  "breadth_similarity": 0.292,
4330
  "concentration_similarity": 0.603,
 
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