evalstate HF Staff commited on
Commit
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1 Parent(s): f9479b2

Refresh transformers dataset snapshot 20260506T120019Z

Browse files
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  Notes:
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new-contributors-report.md CHANGED
@@ -1,9 +1,9 @@
1
  # New Contributor Report: huggingface/transformers
2
 
3
- - Snapshot: `20260506T060033Z`
4
- - Generated: `2026-05-06T06:01:01Z`
5
  - Activity window: `60d`
6
- - Contributors: `359`
7
 
8
  ## Summary
9
 
@@ -12,7 +12,7 @@
12
  | `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 85 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
13
  | `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 85 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
14
  | `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-03-31T13:54:54Z` | 77 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
15
- | `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-09-26T09:23:39Z` | 72 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
16
  | `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 65 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
17
  | `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 50 | 2 | mixed | moderate | low | high recent PR volume; targets high-star repos |
18
  | `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2025-01-06T17:52:26Z` | 44 | 1 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
@@ -159,6 +159,7 @@
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 |
161
  | `softguy777` | [profile](https://github.com/softguy777) | no | FIRST_TIMER | 955d | `2026-04-28T08:23:48Z` | 1 | 2 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 
162
  | `ambroiseodt` | [profile](https://github.com/ambroiseodt) | no | CONTRIBUTOR | 2181d | `2026-04-14T13:45:51Z` | 1 | 1 | strong | low | low | targets high-star repos |
163
  | `Anakintano` | [profile](https://github.com/Anakintano) | no | FIRST_TIME_CONTRIBUTOR | 1146d | `2026-03-09T07:54:58Z` | 1 | 1 | mixed | moderate | low | — |
164
  | `andylizf` | [profile](https://github.com/andylizf) | no | FIRST_TIME_CONTRIBUTOR | 3277d | `2026-03-24T04:53:11Z` | 1 | 1 | strong | moderate | low | targets high-star repos |
@@ -202,7 +203,6 @@
202
  | `Abdeltoto` | [profile](https://github.com/Abdeltoto) | no | NONE | 265d | `2026-04-22T02:56:43Z` | 1 | 0 | weak | very high | medium | young account; high recent PR volume; very broad repo spread; high open PR share |
203
  | `abhiprd200` | [profile](https://github.com/abhiprd200) | no | FIRST_TIMER | 42d | `2026-04-24T18:01:06Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
204
  | `abidlabs` | [profile](https://github.com/abidlabs) | no | MEMBER | 5075d | `2026-04-08T22:36:08Z` | 1 | 0 | mixed | moderate | low | high recent PR volume |
205
- | `Abineshabee` | [profile](https://github.com/Abineshabee) | no | CONTRIBUTOR | 1453d | `2026-04-13T08:59:27Z` | 1 | 0 | mixed | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
206
  | `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 |
207
  | `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 |
208
  | `ai-man-codes` | [profile](https://github.com/ai-man-codes) | no | FIRST_TIME_CONTRIBUTOR | 560d | `2026-03-20T17:48:23Z` | 1 | 0 | mixed | moderate | low | targets high-star repos |
@@ -247,6 +247,7 @@
247
  | `evalstate` | [profile](https://github.com/evalstate) | no | MEMBER | 5042d | `2026-04-23T11:41:51Z` | 1 | 0 | n/a | low | low | — |
248
  | `Exile333` | [profile](https://github.com/Exile333) | no | FIRST_TIME_CONTRIBUTOR | 3582d | `2026-04-30T16:23:49Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
249
  | `fm1320` | [profile](https://github.com/fm1320) | no | FIRST_TIME_CONTRIBUTOR | 2016d | `2026-05-02T02:04:46Z` | 1 | 0 | strong | high | low | high recent PR volume; broad repo spread |
 
250
  | `gagandhakrey` | [profile](https://github.com/gagandhakrey) | no | NONE | 2285d | `2026-04-05T03:45:23Z` | 1 | 0 | weak | high | low | broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
251
  | `garybadwal` | [profile](https://github.com/garybadwal) | no | FIRST_TIME_CONTRIBUTOR | 1178d | `2026-04-21T04:38:14Z` | 1 | 0 | weak | low | low | targets high-star repos |
252
  | `gaurav0107` | [profile](https://github.com/gaurav0107) | no | CONTRIBUTOR | 3970d | `2026-04-23T19:12:43Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
@@ -328,6 +329,7 @@
328
  | `RicardoLee510520` | [profile](https://github.com/RicardoLee510520) | no | FIRST_TIMER | 168d | `2026-03-19T06:30:53Z` | 1 | 0 | weak | low | medium | young account; many recent closed-unmerged PRs; targets high-star repos |
329
  | `RobTand` | [profile](https://github.com/RobTand) | no | NONE | 3405d | `2026-05-02T19:12:41Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs |
330
  | `roycho96` | [profile](https://github.com/roycho96) | no | FIRST_TIME_CONTRIBUTOR | 2160d | `2026-03-20T15:08:32Z` | 1 | 0 | mixed | moderate | low | high open PR share |
 
331
  | `rsmed31` | [profile](https://github.com/rsmed31) | no | NONE | 1321d | `2026-03-14T23:57:14Z` | 1 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
332
  | `ruben-aghayan` | [profile](https://github.com/ruben-aghayan) | no | FIRST_TIME_CONTRIBUTOR | 3216d | `2026-04-13T03:57:04Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
333
  | `ruixiang63` | [profile](https://github.com/ruixiang63) | no | CONTRIBUTOR | 3277d | `2026-04-27T21:19:22Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -377,12 +379,12 @@
377
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atarekziade)
378
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atarekziade)
379
  - repo first seen: `2026-01-21T16:52:29Z`
380
- - repo last seen: `2026-05-04T14:01:42Z`
381
  - first seen in snapshot: **no**
382
  - repo association: **MEMBER**
383
  - repo primary artifacts: **91**
384
  - snapshot authored PRs/issues: **85 PRs / 6 issues**
385
- - snapshot discussion activity: **168 comments / 190 reviews / 180 review comments**
386
  - account age: **5839 days**
387
  - recent public PR activity: **108 PRs** (92 merged / 3 closed-unmerged / 13 open; merged rate **85%**, closed-unmerged rate **3%**, open rate **12%**)
388
  - public orgs: `AFPy`, `faitmain`, `circus-tent`
@@ -449,12 +451,12 @@ Example artifacts:
449
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azucchini-nlp)
450
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azucchini-nlp)
451
  - repo first seen: `2024-09-26T09:23:39Z`
452
- - repo last seen: `2026-05-05T17:33:42Z`
453
  - first seen in snapshot: **no**
454
  - repo association: **MEMBER**
455
- - repo primary artifacts: **72**
456
- - snapshot authored PRs/issues: **72 PRs / 0 issues**
457
- - snapshot discussion activity: **502 comments / 738 reviews / 1760 review comments**
458
  - account age: **1508 days**
459
  - recent public PR activity: **50 PRs** (33 merged / 6 closed-unmerged / 11 open; merged rate **66%**, closed-unmerged rate **12%**, open rate **22%**)
460
  - public orgs: `huggingface`, `deeppavlov`
@@ -462,9 +464,9 @@ Example artifacts:
462
  - heuristic read: **high recent PR volume; targets high-star repos**
463
 
464
  Example artifacts:
 
465
  - [PR #45783: [generation] Encode multimodal data only once](https://github.com/huggingface/transformers/pull/45783) — open
466
  - [PR #45702: Reorder decorators for autodoc and dataclass](https://github.com/huggingface/transformers/pull/45702) — closed, merged
467
- - [PR #45655: Fix the order of `cls.config` resolution](https://github.com/huggingface/transformers/pull/45655) — open
468
 
469
  ### `kaixuanliu`
470
 
@@ -596,12 +598,12 @@ Example artifacts:
596
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARocketknight1)
597
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARocketknight1)
598
  - repo first seen: `2023-02-27T14:00:41Z`
599
- - repo last seen: `2026-05-05T15:54:35Z`
600
  - first seen in snapshot: **no**
601
  - repo association: **MEMBER**
602
  - repo primary artifacts: **39**
603
  - snapshot authored PRs/issues: **39 PRs / 0 issues**
604
- - snapshot discussion activity: **588 comments / 214 reviews / 121 review comments**
605
  - account age: **3961 days**
606
  - recent public PR activity: **17 PRs** (16 merged / 1 closed-unmerged / 0 open; merged rate **94%**, closed-unmerged rate **6%**, open rate **0%**)
607
  - public orgs: `huggingface`
@@ -705,7 +707,7 @@ Example artifacts:
705
 
706
  Example artifacts:
707
  - [PR #45733: [CB] Fixes for SDPA and CPU offloading](https://github.com/huggingface/transformers/pull/45733) — open
708
- - [PR #45654: [CB] Refactor any model-related code in a separate class](https://github.com/huggingface/transformers/pull/45654) — open
709
  - [PR #45653: [CB] Better overall script and decode bucketting](https://github.com/huggingface/transformers/pull/45653) — closed, merged
710
 
711
  ### `jiqing-feng`
@@ -1498,12 +1500,12 @@ Example artifacts:
1498
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ABenjaminBossan)
1499
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ABenjaminBossan)
1500
  - repo first seen: `2024-10-17T11:56:32Z`
1501
- - repo last seen: `2026-05-05T14:03:04Z`
1502
  - first seen in snapshot: **no**
1503
  - repo association: **MEMBER**
1504
  - repo primary artifacts: **4**
1505
  - snapshot authored PRs/issues: **4 PRs / 0 issues**
1506
- - snapshot discussion activity: **19 comments / 6 reviews / 6 review comments**
1507
  - account age: **4501 days**
1508
  - recent public PR activity: **49 PRs** (45 merged / 1 closed-unmerged / 3 open; merged rate **92%**, closed-unmerged rate **2%**, open rate **6%**)
1509
  - public orgs: `huggingface`
@@ -3626,12 +3628,12 @@ Example artifacts:
3626
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Anurpax)
3627
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Anurpax)
3628
  - repo first seen: `2026-04-24T14:04:02Z`
3629
- - repo last seen: `2026-05-04T11:09:37Z`
3630
  - first seen in snapshot: **no**
3631
  - repo association: **CONTRIBUTOR**
3632
  - repo primary artifacts: **4**
3633
  - snapshot authored PRs/issues: **1 PRs / 3 issues**
3634
- - snapshot discussion activity: **8 comments / 1 reviews / 1 review comments**
3635
  - account age: **5805 days**
3636
  - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
3637
  - public orgs: none visible
@@ -3687,7 +3689,7 @@ Example artifacts:
3687
 
3688
  Example artifacts:
3689
  - [PR #45097: Add old InternVL2-1B/2B support to the InternVL conversion script #45092](https://github.com/huggingface/transformers/pull/45097) — open
3690
- - [Issue #45092: [Bug] Old InternVL2 remote-code checkpoints are incompatible with Transformers v5 meta initialization](https://github.com/huggingface/transformers/issues/45092) — open
3691
  - [Issue #43874: [GLM46V] Glm46VImageProcessorFast missing get_number_of_image_patches breaks _get_num_multimodal_tokens (AttributeError)](https://github.com/huggingface/transformers/issues/43874) — closed
3692
 
3693
  ### `bigshanedogg`
@@ -3696,12 +3698,12 @@ Example artifacts:
3696
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Abigshanedogg)
3697
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Abigshanedogg)
3698
  - repo first seen: `2026-03-23T19:34:30Z`
3699
- - repo last seen: `2026-04-10T08:48:31Z`
3700
  - first seen in snapshot: **no**
3701
  - repo association: **FIRST_TIME_CONTRIBUTOR**
3702
  - repo primary artifacts: **3**
3703
  - snapshot authored PRs/issues: **1 PRs / 2 issues**
3704
- - snapshot discussion activity: **14 comments / 8 reviews / 10 review comments**
3705
  - account age: **3673 days**
3706
  - recent public PR activity: **3 PRs** (1 merged / 0 closed-unmerged / 2 open; merged rate **33%**, closed-unmerged rate **0%**, open rate **67%**)
3707
  - public orgs: none visible
@@ -3828,6 +3830,28 @@ Example artifacts:
3828
  - [Issue #45674: [BitsAndBytesConfig] Providing llm_int8_skip_modules clears the default lm_head exclusion, causing AssertionError in 4-bit inference](https://github.com/huggingface/transformers/issues/45674) — open
3829
  - [Issue #45672: [Gemma4] torch.finfo() TypeError on uint8 weights in audio modules during 4-bit (NF4) inference](https://github.com/huggingface/transformers/issues/45672) — open
3830
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3831
  ### `ambroiseodt`
3832
 
3833
  - profile: [github.com/ambroiseodt](https://github.com/ambroiseodt)
@@ -4767,27 +4791,6 @@ Example artifacts:
4767
  Example artifacts:
4768
  - [PR #45329: Update `trackio` integration to use Buckets and "freeze" Space after training](https://github.com/huggingface/transformers/pull/45329) — closed, merged
4769
 
4770
- ### `Abineshabee`
4771
-
4772
- - profile: [github.com/Abineshabee](https://github.com/Abineshabee)
4773
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAbineshabee)
4774
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAbineshabee)
4775
- - repo first seen: `2026-04-13T08:59:27Z`
4776
- - repo last seen: `2026-04-23T16:38:48Z`
4777
- - first seen in snapshot: **no**
4778
- - repo association: **CONTRIBUTOR**
4779
- - repo primary artifacts: **1**
4780
- - snapshot authored PRs/issues: **1 PRs / 0 issues**
4781
- - snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
4782
- - account age: **1453 days**
4783
- - recent public PR activity: **7 PRs** (3 merged / 3 closed-unmerged / 1 open; merged rate **43%**, closed-unmerged rate **43%**, open rate **14%**)
4784
- - public orgs: none visible
4785
- - compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
4786
- - heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
4787
-
4788
- Example artifacts:
4789
- - [PR #45601: fix: compute auxiliary losses when denoising is disabled in D-FINE](https://github.com/huggingface/transformers/pull/45601) — closed, merged
4790
-
4791
  ### `adityachoksi2512`
4792
 
4793
  - profile: [github.com/adityachoksi2512](https://github.com/adityachoksi2512)
@@ -5713,6 +5716,27 @@ Example artifacts:
5713
  Example artifacts:
5714
  - [PR #45742: feat(llama): add has_weight parameter to LlamaRMSNorm for FlashNorm-folded checkpoints (+12.77% e2e on Llama-3.2-1B at bf16/A100)](https://github.com/huggingface/transformers/pull/45742) — open
5715
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
5716
  ### `gagandhakrey`
5717
 
5718
  - profile: [github.com/gagandhakrey](https://github.com/gagandhakrey)
@@ -7414,6 +7438,27 @@ Example artifacts:
7414
  Example artifacts:
7415
  - [PR #44889: [DeepSpeed] Fix evaluate()/predict() before train()](https://github.com/huggingface/transformers/pull/44889) — open
7416
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
7417
  ### `rsmed31`
7418
 
7419
  - profile: [github.com/rsmed31](https://github.com/rsmed31)
 
1
  # New Contributor Report: huggingface/transformers
2
 
3
+ - Snapshot: `20260506T120019Z`
4
+ - Generated: `2026-05-06T12:01:32Z`
5
  - Activity window: `60d`
6
+ - Contributors: `361`
7
 
8
  ## Summary
9
 
 
12
  | `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 85 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
13
  | `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 85 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
14
  | `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-03-31T13:54:54Z` | 77 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
15
+ | `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-09-26T09:23:39Z` | 73 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
16
  | `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 65 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
17
  | `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 50 | 2 | mixed | moderate | low | high recent PR volume; targets high-star repos |
18
  | `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2025-01-06T17:52:26Z` | 44 | 1 | strong | low | low | high recent PR volume; 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 |
161
  | `softguy777` | [profile](https://github.com/softguy777) | no | FIRST_TIMER | 955d | `2026-04-28T08:23:48Z` | 1 | 2 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
162
+ | `Abineshabee` | [profile](https://github.com/Abineshabee) | no | CONTRIBUTOR | 1453d | `2026-04-13T08:59:27Z` | 1 | 1 | mixed | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
163
  | `ambroiseodt` | [profile](https://github.com/ambroiseodt) | no | CONTRIBUTOR | 2181d | `2026-04-14T13:45:51Z` | 1 | 1 | strong | low | low | targets high-star repos |
164
  | `Anakintano` | [profile](https://github.com/Anakintano) | no | FIRST_TIME_CONTRIBUTOR | 1146d | `2026-03-09T07:54:58Z` | 1 | 1 | mixed | moderate | low | — |
165
  | `andylizf` | [profile](https://github.com/andylizf) | no | FIRST_TIME_CONTRIBUTOR | 3277d | `2026-03-24T04:53:11Z` | 1 | 1 | strong | moderate | low | targets high-star repos |
 
203
  | `Abdeltoto` | [profile](https://github.com/Abdeltoto) | no | NONE | 265d | `2026-04-22T02:56:43Z` | 1 | 0 | weak | very high | medium | young account; high recent PR volume; very broad repo spread; high open PR share |
204
  | `abhiprd200` | [profile](https://github.com/abhiprd200) | no | FIRST_TIMER | 42d | `2026-04-24T18:01:06Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
205
  | `abidlabs` | [profile](https://github.com/abidlabs) | no | MEMBER | 5075d | `2026-04-08T22:36:08Z` | 1 | 0 | mixed | moderate | low | high recent PR volume |
 
206
  | `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 |
207
  | `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 |
208
  | `ai-man-codes` | [profile](https://github.com/ai-man-codes) | no | FIRST_TIME_CONTRIBUTOR | 560d | `2026-03-20T17:48:23Z` | 1 | 0 | mixed | moderate | low | targets high-star repos |
 
247
  | `evalstate` | [profile](https://github.com/evalstate) | no | MEMBER | 5042d | `2026-04-23T11:41:51Z` | 1 | 0 | n/a | low | low | — |
248
  | `Exile333` | [profile](https://github.com/Exile333) | no | FIRST_TIME_CONTRIBUTOR | 3582d | `2026-04-30T16:23:49Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
249
  | `fm1320` | [profile](https://github.com/fm1320) | no | FIRST_TIME_CONTRIBUTOR | 2016d | `2026-05-02T02:04:46Z` | 1 | 0 | strong | high | low | high recent PR volume; broad repo spread |
250
+ | `fyhon` | [profile](https://github.com/fyhon) | yes | NONE | 1467d | `2026-05-06T09:12:14Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
251
  | `gagandhakrey` | [profile](https://github.com/gagandhakrey) | no | NONE | 2285d | `2026-04-05T03:45:23Z` | 1 | 0 | weak | high | low | broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
252
  | `garybadwal` | [profile](https://github.com/garybadwal) | no | FIRST_TIME_CONTRIBUTOR | 1178d | `2026-04-21T04:38:14Z` | 1 | 0 | weak | low | low | targets high-star repos |
253
  | `gaurav0107` | [profile](https://github.com/gaurav0107) | no | CONTRIBUTOR | 3970d | `2026-04-23T19:12:43Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 
329
  | `RicardoLee510520` | [profile](https://github.com/RicardoLee510520) | no | FIRST_TIMER | 168d | `2026-03-19T06:30:53Z` | 1 | 0 | weak | low | medium | young account; many recent closed-unmerged PRs; targets high-star repos |
330
  | `RobTand` | [profile](https://github.com/RobTand) | no | NONE | 3405d | `2026-05-02T19:12:41Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs |
331
  | `roycho96` | [profile](https://github.com/roycho96) | no | FIRST_TIME_CONTRIBUTOR | 2160d | `2026-03-20T15:08:32Z` | 1 | 0 | mixed | moderate | low | high open PR share |
332
+ | `rraghavkaushik` | [profile](https://github.com/rraghavkaushik) | yes | FIRST_TIME_CONTRIBUTOR | 1057d | `2026-05-06T10:53:47Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
333
  | `rsmed31` | [profile](https://github.com/rsmed31) | no | NONE | 1321d | `2026-03-14T23:57:14Z` | 1 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
334
  | `ruben-aghayan` | [profile](https://github.com/ruben-aghayan) | no | FIRST_TIME_CONTRIBUTOR | 3216d | `2026-04-13T03:57:04Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
335
  | `ruixiang63` | [profile](https://github.com/ruixiang63) | no | CONTRIBUTOR | 3277d | `2026-04-27T21:19:22Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
379
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atarekziade)
380
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atarekziade)
381
  - repo first seen: `2026-01-21T16:52:29Z`
382
+ - repo last seen: `2026-05-06T11:37:19Z`
383
  - first seen in snapshot: **no**
384
  - repo association: **MEMBER**
385
  - repo primary artifacts: **91**
386
  - snapshot authored PRs/issues: **85 PRs / 6 issues**
387
+ - snapshot discussion activity: **169 comments / 190 reviews / 180 review comments**
388
  - account age: **5839 days**
389
  - recent public PR activity: **108 PRs** (92 merged / 3 closed-unmerged / 13 open; merged rate **85%**, closed-unmerged rate **3%**, open rate **12%**)
390
  - public orgs: `AFPy`, `faitmain`, `circus-tent`
 
451
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azucchini-nlp)
452
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azucchini-nlp)
453
  - repo first seen: `2024-09-26T09:23:39Z`
454
+ - repo last seen: `2026-05-06T10:51:49Z`
455
  - first seen in snapshot: **no**
456
  - repo association: **MEMBER**
457
+ - repo primary artifacts: **73**
458
+ - snapshot authored PRs/issues: **73 PRs / 0 issues**
459
+ - snapshot discussion activity: **506 comments / 741 reviews / 1773 review comments**
460
  - account age: **1508 days**
461
  - recent public PR activity: **50 PRs** (33 merged / 6 closed-unmerged / 11 open; merged rate **66%**, closed-unmerged rate **12%**, open rate **22%**)
462
  - public orgs: `huggingface`, `deeppavlov`
 
464
  - heuristic read: **high recent PR volume; targets high-star repos**
465
 
466
  Example artifacts:
467
+ - [PR #45802: Keep deleting ](https://github.com/huggingface/transformers/pull/45802) — open
468
  - [PR #45783: [generation] Encode multimodal data only once](https://github.com/huggingface/transformers/pull/45783) — open
469
  - [PR #45702: Reorder decorators for autodoc and dataclass](https://github.com/huggingface/transformers/pull/45702) — closed, merged
 
470
 
471
  ### `kaixuanliu`
472
 
 
598
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARocketknight1)
599
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARocketknight1)
600
  - repo first seen: `2023-02-27T14:00:41Z`
601
+ - repo last seen: `2026-05-06T11:33:49Z`
602
  - first seen in snapshot: **no**
603
  - repo association: **MEMBER**
604
  - repo primary artifacts: **39**
605
  - snapshot authored PRs/issues: **39 PRs / 0 issues**
606
+ - snapshot discussion activity: **591 comments / 214 reviews / 121 review comments**
607
  - account age: **3961 days**
608
  - recent public PR activity: **17 PRs** (16 merged / 1 closed-unmerged / 0 open; merged rate **94%**, closed-unmerged rate **6%**, open rate **0%**)
609
  - public orgs: `huggingface`
 
707
 
708
  Example artifacts:
709
  - [PR #45733: [CB] Fixes for SDPA and CPU offloading](https://github.com/huggingface/transformers/pull/45733) — open
710
+ - [PR #45654: [CB] Refactor any model-related code in a separate class](https://github.com/huggingface/transformers/pull/45654) — closed, merged
711
  - [PR #45653: [CB] Better overall script and decode bucketting](https://github.com/huggingface/transformers/pull/45653) — closed, merged
712
 
713
  ### `jiqing-feng`
 
1500
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ABenjaminBossan)
1501
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ABenjaminBossan)
1502
  - repo first seen: `2024-10-17T11:56:32Z`
1503
+ - repo last seen: `2026-05-06T11:50:02Z`
1504
  - first seen in snapshot: **no**
1505
  - repo association: **MEMBER**
1506
  - repo primary artifacts: **4**
1507
  - snapshot authored PRs/issues: **4 PRs / 0 issues**
1508
+ - snapshot discussion activity: **21 comments / 6 reviews / 6 review comments**
1509
  - account age: **4501 days**
1510
  - recent public PR activity: **49 PRs** (45 merged / 1 closed-unmerged / 3 open; merged rate **92%**, closed-unmerged rate **2%**, open rate **6%**)
1511
  - public orgs: `huggingface`
 
3628
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Anurpax)
3629
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Anurpax)
3630
  - repo first seen: `2026-04-24T14:04:02Z`
3631
+ - repo last seen: `2026-05-06T11:19:16Z`
3632
  - first seen in snapshot: **no**
3633
  - repo association: **CONTRIBUTOR**
3634
  - repo primary artifacts: **4**
3635
  - snapshot authored PRs/issues: **1 PRs / 3 issues**
3636
+ - snapshot discussion activity: **9 comments / 1 reviews / 1 review comments**
3637
  - account age: **5805 days**
3638
  - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
3639
  - public orgs: none visible
 
3689
 
3690
  Example artifacts:
3691
  - [PR #45097: Add old InternVL2-1B/2B support to the InternVL conversion script #45092](https://github.com/huggingface/transformers/pull/45097) — open
3692
+ - [Issue #45092: [Bug] Old InternVL2 remote-code checkpoints are incompatible with Transformers v5 meta initialization](https://github.com/huggingface/transformers/issues/45092) — closed
3693
  - [Issue #43874: [GLM46V] Glm46VImageProcessorFast missing get_number_of_image_patches breaks _get_num_multimodal_tokens (AttributeError)](https://github.com/huggingface/transformers/issues/43874) — closed
3694
 
3695
  ### `bigshanedogg`
 
3698
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Abigshanedogg)
3699
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Abigshanedogg)
3700
  - repo first seen: `2026-03-23T19:34:30Z`
3701
+ - repo last seen: `2026-05-06T06:18:10Z`
3702
  - first seen in snapshot: **no**
3703
  - repo association: **FIRST_TIME_CONTRIBUTOR**
3704
  - repo primary artifacts: **3**
3705
  - snapshot authored PRs/issues: **1 PRs / 2 issues**
3706
+ - snapshot discussion activity: **14 comments / 9 reviews / 19 review comments**
3707
  - account age: **3673 days**
3708
  - recent public PR activity: **3 PRs** (1 merged / 0 closed-unmerged / 2 open; merged rate **33%**, closed-unmerged rate **0%**, open rate **67%**)
3709
  - public orgs: none visible
 
3830
  - [Issue #45674: [BitsAndBytesConfig] Providing llm_int8_skip_modules clears the default lm_head exclusion, causing AssertionError in 4-bit inference](https://github.com/huggingface/transformers/issues/45674) — open
3831
  - [Issue #45672: [Gemma4] torch.finfo() TypeError on uint8 weights in audio modules during 4-bit (NF4) inference](https://github.com/huggingface/transformers/issues/45672) — open
3832
 
3833
+ ### `Abineshabee`
3834
+
3835
+ - profile: [github.com/Abineshabee](https://github.com/Abineshabee)
3836
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAbineshabee)
3837
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAbineshabee)
3838
+ - repo first seen: `2026-04-13T08:59:27Z`
3839
+ - repo last seen: `2026-05-06T11:08:23Z`
3840
+ - first seen in snapshot: **no**
3841
+ - repo association: **CONTRIBUTOR**
3842
+ - repo primary artifacts: **2**
3843
+ - snapshot authored PRs/issues: **1 PRs / 1 issues**
3844
+ - snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
3845
+ - account age: **1453 days**
3846
+ - recent public PR activity: **7 PRs** (3 merged / 3 closed-unmerged / 1 open; merged rate **43%**, closed-unmerged rate **43%**, open rate **14%**)
3847
+ - public orgs: none visible
3848
+ - compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
3849
+ - heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
3850
+
3851
+ Example artifacts:
3852
+ - [PR #45601: fix: compute auxiliary losses when denoising is disabled in D-FINE](https://github.com/huggingface/transformers/pull/45601) — closed, merged
3853
+ - [Issue #45803: [Bug] Bare `except:` in FuyuBatchFeature.convert_to_tensors() swallows KeyboardInterrupt and hides real errors](https://github.com/huggingface/transformers/issues/45803) — open
3854
+
3855
  ### `ambroiseodt`
3856
 
3857
  - profile: [github.com/ambroiseodt](https://github.com/ambroiseodt)
 
4791
  Example artifacts:
4792
  - [PR #45329: Update `trackio` integration to use Buckets and "freeze" Space after training](https://github.com/huggingface/transformers/pull/45329) — closed, merged
4793
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
4794
  ### `adityachoksi2512`
4795
 
4796
  - profile: [github.com/adityachoksi2512](https://github.com/adityachoksi2512)
 
5716
  Example artifacts:
5717
  - [PR #45742: feat(llama): add has_weight parameter to LlamaRMSNorm for FlashNorm-folded checkpoints (+12.77% e2e on Llama-3.2-1B at bf16/A100)](https://github.com/huggingface/transformers/pull/45742) — open
5718
 
5719
+ ### `fyhon`
5720
+
5721
+ - profile: [github.com/fyhon](https://github.com/fyhon)
5722
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Afyhon)
5723
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Afyhon)
5724
+ - repo first seen: `2026-05-06T09:12:14Z`
5725
+ - repo last seen: `2026-05-06T09:12:14Z`
5726
+ - first seen in snapshot: **yes**
5727
+ - repo association: **NONE**
5728
+ - repo primary artifacts: **1**
5729
+ - snapshot authored PRs/issues: **1 PRs / 0 issues**
5730
+ - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
5731
+ - account age: **1467 days**
5732
+ - recent public PR activity: **4 PRs** (0 merged / 1 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **25%**, open rate **75%**)
5733
+ - public orgs: none visible
5734
+ - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
5735
+ - heuristic read: **high open PR share; targets high-star repos**
5736
+
5737
+ Example artifacts:
5738
+ - [PR #45801: Fix IndexError on 0-d tensor in sdpa_mask/flex_attention_mask cache_position check](https://github.com/huggingface/transformers/pull/45801) — closed
5739
+
5740
  ### `gagandhakrey`
5741
 
5742
  - profile: [github.com/gagandhakrey](https://github.com/gagandhakrey)
 
7438
  Example artifacts:
7439
  - [PR #44889: [DeepSpeed] Fix evaluate()/predict() before train()](https://github.com/huggingface/transformers/pull/44889) — open
7440
 
7441
+ ### `rraghavkaushik`
7442
+
7443
+ - profile: [github.com/rraghavkaushik](https://github.com/rraghavkaushik)
7444
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Arraghavkaushik)
7445
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Arraghavkaushik)
7446
+ - repo first seen: `2026-05-06T10:53:47Z`
7447
+ - repo last seen: `2026-05-06T11:49:41Z`
7448
+ - first seen in snapshot: **yes**
7449
+ - repo association: **FIRST_TIME_CONTRIBUTOR**
7450
+ - repo primary artifacts: **1**
7451
+ - snapshot authored PRs/issues: **1 PRs / 0 issues**
7452
+ - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
7453
+ - account age: **1057 days**
7454
+ - recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
7455
+ - public orgs: none visible
7456
+ - compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
7457
+ - heuristic read: **high open PR share; targets high-star repos**
7458
+
7459
+ Example artifacts:
7460
+ - [PR #45804: Fix import error in moe.py by providing explicit schema to custom_op](https://github.com/huggingface/transformers/pull/45804) — open
7461
+
7462
  ### `rsmed31`
7463
 
7464
  - profile: [github.com/rsmed31](https://github.com/rsmed31)
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  "summary": "4 open PRs share weighted file overlap around `src/transformers/models/glm46v/modeling_glm46v.py`, `src/transformers/models/paddleocr_vl/modular_paddleocr_vl.py`, `src/transformers/models/glm4v/modeling_glm4v.py`; representative PR #45783.",
1577
  "shared_filenames": [
1578
  "src/transformers/models/glm46v/modeling_glm46v.py",
@@ -1592,14 +1341,14 @@
1592
  "src/transformers/models/paddleocr_vl",
1593
  "src/transformers/models/glm4v_moe",
1594
  "src/transformers/models/qwen2_5_omni",
1595
- "src/transformers/models/qwen3_5_moe"
1596
  ],
1597
  "pairwise": [
1598
  {
1599
  "left_pr_number": 45396,
1600
  "right_pr_number": 45783,
1601
- "similarity": 0.532,
1602
- "content_similarity": 0.457,
1603
  "size_similarity": 0.788,
1604
  "breadth_similarity": 0.48,
1605
  "concentration_similarity": 0.921,
@@ -1632,7 +1381,7 @@
1632
  "left_pr_number": 41992,
1633
  "right_pr_number": 45396,
1634
  "similarity": 0.514,
1635
- "content_similarity": 0.474,
1636
  "size_similarity": 0.565,
1637
  "breadth_similarity": 0.546,
1638
  "concentration_similarity": 0.857,
@@ -1664,8 +1413,8 @@
1664
  {
1665
  "left_pr_number": 44907,
1666
  "right_pr_number": 45783,
1667
- "similarity": 0.494,
1668
- "content_similarity": 0.495,
1669
  "size_similarity": 0.081,
1670
  "breadth_similarity": 0.864,
1671
  "concentration_similarity": 0.982,
@@ -1697,7 +1446,7 @@
1697
  {
1698
  "left_pr_number": 41992,
1699
  "right_pr_number": 45783,
1700
- "similarity": 0.423,
1701
  "content_similarity": 0.269,
1702
  "size_similarity": 0.716,
1703
  "breadth_similarity": 0.879,
@@ -1730,8 +1479,8 @@
1730
  {
1731
  "left_pr_number": 44907,
1732
  "right_pr_number": 45396,
1733
- "similarity": 0.32,
1734
- "content_similarity": 0.29,
1735
  "size_similarity": 0.103,
1736
  "breadth_similarity": 0.559,
1737
  "concentration_similarity": 0.902,
@@ -1764,7 +1513,7 @@
1764
  "left_pr_number": 41992,
1765
  "right_pr_number": 44907,
1766
  "similarity": 0.26,
1767
- "content_similarity": 0.178,
1768
  "size_similarity": 0.058,
1769
  "breadth_similarity": 0.887,
1770
  "concentration_similarity": 0.76,
@@ -2074,6 +1823,90 @@
2074
  }
2075
  ]
2076
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2077
  {
2078
  "cluster_id": "pr-scope-41606-3",
2079
  "pr_numbers": [
@@ -2082,7 +1915,7 @@
2082
  45422
2083
  ],
2084
  "representative_pr_number": 41606,
2085
- "average_similarity": 0.559,
2086
  "summary": "3 open PRs share weighted file overlap around `tests/test_processing_common.py`, `src/transformers/processing_utils.py`; representative PR #41606.",
2087
  "shared_filenames": [
2088
  "tests/test_processing_common.py",
@@ -2115,8 +1948,8 @@
2115
  {
2116
  "left_pr_number": 41606,
2117
  "right_pr_number": 45422,
2118
- "similarity": 0.501,
2119
- "content_similarity": 0.424,
2120
  "size_similarity": 0.569,
2121
  "breadth_similarity": 0.75,
2122
  "concentration_similarity": 0.881,
@@ -2133,8 +1966,8 @@
2133
  {
2134
  "left_pr_number": 44543,
2135
  "right_pr_number": 45422,
2136
- "similarity": 0.488,
2137
- "content_similarity": 0.461,
2138
  "size_similarity": 0.331,
2139
  "breadth_similarity": 0.75,
2140
  "concentration_similarity": 0.802,
@@ -2405,6 +2238,102 @@
2405
  }
2406
  ]
2407
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2408
  {
2409
  "cluster_id": "pr-scope-34667-3",
2410
  "pr_numbers": [
@@ -2413,7 +2342,7 @@
2413
  44872
2414
  ],
2415
  "representative_pr_number": 34667,
2416
- "average_similarity": 0.464,
2417
  "summary": "3 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #34667.",
2418
  "shared_filenames": [
2419
  "src/transformers/generation/utils.py"
@@ -2427,8 +2356,8 @@
2427
  {
2428
  "left_pr_number": 34667,
2429
  "right_pr_number": 39683,
2430
- "similarity": 0.529,
2431
- "content_similarity": 0.439,
2432
  "size_similarity": 0.478,
2433
  "breadth_similarity": 1.0,
2434
  "concentration_similarity": 1.0,
@@ -2444,8 +2373,8 @@
2444
  {
2445
  "left_pr_number": 34667,
2446
  "right_pr_number": 44872,
2447
- "similarity": 0.439,
2448
- "content_similarity": 0.354,
2449
  "size_similarity": 0.273,
2450
  "breadth_similarity": 1.0,
2451
  "concentration_similarity": 1.0,
@@ -2461,8 +2390,8 @@
2461
  {
2462
  "left_pr_number": 39683,
2463
  "right_pr_number": 44872,
2464
- "similarity": 0.424,
2465
- "content_similarity": 0.363,
2466
  "size_similarity": 0.13,
2467
  "breadth_similarity": 1.0,
2468
  "concentration_similarity": 1.0,
@@ -2617,108 +2546,6 @@
2617
  }
2618
  ]
2619
  },
2620
- {
2621
- "cluster_id": "pr-scope-44664-3",
2622
- "pr_numbers": [
2623
- 44664,
2624
- 45034,
2625
- 45513
2626
- ],
2627
- "representative_pr_number": 45513,
2628
- "average_similarity": 0.385,
2629
- "summary": "3 open PRs share weighted file overlap around `tests/models/qwen3_5/test_modeling_qwen3_5.py`, `src/transformers/models/qwen3_5/modular_qwen3_5.py`, `src/transformers/models/qwen3_5/modeling_qwen3_5.py`; representative PR #45513.",
2630
- "shared_filenames": [
2631
- "tests/models/qwen3_5/test_modeling_qwen3_5.py",
2632
- "src/transformers/models/qwen3_5/modular_qwen3_5.py",
2633
- "src/transformers/models/qwen3_5/modeling_qwen3_5.py",
2634
- "src/transformers/models/qwen3_next/modular_qwen3_next.py",
2635
- "src/transformers/models/qwen3_next/modeling_qwen3_next.py"
2636
- ],
2637
- "shared_directories": [
2638
- "src/transformers/models/qwen3_5",
2639
- "tests/models/qwen3_5",
2640
- "src/transformers/models",
2641
- "tests/models",
2642
- "src/transformers",
2643
- "tests",
2644
- "src",
2645
- "src/transformers/models/qwen3_next"
2646
- ],
2647
- "pairwise": [
2648
- {
2649
- "left_pr_number": 45034,
2650
- "right_pr_number": 45513,
2651
- "similarity": 0.474,
2652
- "content_similarity": 0.446,
2653
- "size_similarity": 0.295,
2654
- "breadth_similarity": 0.829,
2655
- "concentration_similarity": 0.707,
2656
- "shared_filenames": [
2657
- "src/transformers/models/qwen3_5/modeling_qwen3_5.py",
2658
- "src/transformers/models/qwen3_5/modular_qwen3_5.py",
2659
- "src/transformers/models/qwen3_next/modeling_qwen3_next.py",
2660
- "src/transformers/models/qwen3_next/modular_qwen3_next.py",
2661
- "tests/models/qwen3_5/test_modeling_qwen3_5.py"
2662
- ],
2663
- "shared_directories": [
2664
- "src/transformers/models/qwen3_5",
2665
- "src/transformers/models/qwen3_next",
2666
- "src/transformers/models",
2667
- "tests/models/qwen3_5",
2668
- "src/transformers",
2669
- "tests/models",
2670
- "src",
2671
- "tests"
2672
- ]
2673
- },
2674
- {
2675
- "left_pr_number": 44664,
2676
- "right_pr_number": 45513,
2677
- "similarity": 0.367,
2678
- "content_similarity": 0.163,
2679
- "size_similarity": 0.854,
2680
- "breadth_similarity": 0.95,
2681
- "concentration_similarity": 0.585,
2682
- "shared_filenames": [
2683
- "src/transformers/models/qwen3_5/modeling_qwen3_5.py",
2684
- "src/transformers/models/qwen3_5/modular_qwen3_5.py",
2685
- "tests/models/qwen3_5/test_modeling_qwen3_5.py"
2686
- ],
2687
- "shared_directories": [
2688
- "src/transformers/models/qwen3_5",
2689
- "src/transformers/models",
2690
- "tests/models/qwen3_5",
2691
- "src/transformers",
2692
- "tests/models",
2693
- "src",
2694
- "tests"
2695
- ]
2696
- },
2697
- {
2698
- "left_pr_number": 44664,
2699
- "right_pr_number": 45034,
2700
- "similarity": 0.315,
2701
- "content_similarity": 0.188,
2702
- "size_similarity": 0.346,
2703
- "breadth_similarity": 0.873,
2704
- "concentration_similarity": 0.877,
2705
- "shared_filenames": [
2706
- "src/transformers/models/qwen3_5/modeling_qwen3_5.py",
2707
- "src/transformers/models/qwen3_5/modular_qwen3_5.py",
2708
- "tests/models/qwen3_5/test_modeling_qwen3_5.py"
2709
- ],
2710
- "shared_directories": [
2711
- "src/transformers/models/qwen3_5",
2712
- "src/transformers/models",
2713
- "tests/models/qwen3_5",
2714
- "src/transformers",
2715
- "tests/models",
2716
- "src",
2717
- "tests"
2718
- ]
2719
- }
2720
- ]
2721
- },
2722
  {
2723
  "cluster_id": "pr-scope-33686-3",
2724
  "pr_numbers": [
@@ -2727,7 +2554,7 @@
2727
  44550
2728
  ],
2729
  "representative_pr_number": 44550,
2730
- "average_similarity": 0.372,
2731
  "summary": "3 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
2732
  "shared_filenames": [],
2733
  "shared_directories": [
@@ -2740,8 +2567,8 @@
2740
  {
2741
  "left_pr_number": 33686,
2742
  "right_pr_number": 44550,
2743
- "similarity": 0.395,
2744
- "content_similarity": 0.136,
2745
  "size_similarity": 1.0,
2746
  "breadth_similarity": 1.0,
2747
  "concentration_similarity": 1.0,
@@ -2756,8 +2583,8 @@
2756
  {
2757
  "left_pr_number": 44407,
2758
  "right_pr_number": 44550,
2759
- "similarity": 0.366,
2760
- "content_similarity": 0.104,
2761
  "size_similarity": 0.957,
2762
  "breadth_similarity": 1.0,
2763
  "concentration_similarity": 1.0,
@@ -2771,8 +2598,8 @@
2771
  {
2772
  "left_pr_number": 33686,
2773
  "right_pr_number": 44407,
2774
- "similarity": 0.354,
2775
- "content_similarity": 0.087,
2776
  "size_similarity": 0.957,
2777
  "breadth_similarity": 1.0,
2778
  "concentration_similarity": 1.0,
@@ -3503,6 +3330,43 @@
3503
  }
3504
  ]
3505
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3506
  {
3507
  "cluster_id": "pr-scope-43532-2",
3508
  "pr_numbers": [
@@ -3696,7 +3560,7 @@
3696
  45333
3697
  ],
3698
  "representative_pr_number": 45332,
3699
- "average_similarity": 0.499,
3700
  "summary": "2 open PRs share weighted file overlap around `src/transformers/heterogeneity/__init__.py`, `src/transformers/heterogeneity/configuration_utils.py`, `tests/heterogeneity/__init__.py`; representative PR #45332.",
3701
  "shared_filenames": [
3702
  "src/transformers/heterogeneity/__init__.py",
@@ -3716,8 +3580,8 @@
3716
  {
3717
  "left_pr_number": 45332,
3718
  "right_pr_number": 45333,
3719
- "similarity": 0.499,
3720
- "content_similarity": 0.531,
3721
  "size_similarity": 0.215,
3722
  "breadth_similarity": 0.479,
3723
  "concentration_similarity": 0.945,
@@ -3784,7 +3648,7 @@
3784
  45233
3785
  ],
3786
  "representative_pr_number": 40755,
3787
- "average_similarity": 0.487,
3788
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/timesfm/modeling_timesfm.py`, `src/transformers/models/timesfm/modular_timesfm.py`, `tests/models/timesfm/test_modeling_timesfm.py`; representative PR #40755.",
3789
  "shared_filenames": [
3790
  "src/transformers/models/timesfm/modeling_timesfm.py",
@@ -3804,8 +3668,8 @@
3804
  {
3805
  "left_pr_number": 40755,
3806
  "right_pr_number": 45233,
3807
- "similarity": 0.487,
3808
- "content_similarity": 0.459,
3809
  "size_similarity": 0.266,
3810
  "breadth_similarity": 0.792,
3811
  "concentration_similarity": 0.928,
@@ -3826,6 +3690,61 @@
3826
  }
3827
  ]
3828
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3829
  {
3830
  "cluster_id": "pr-scope-41356-2",
3831
  "pr_numbers": [
@@ -3833,15 +3752,15 @@
3833
  44339
3834
  ],
3835
  "representative_pr_number": 41356,
3836
- "average_similarity": 0.455,
3837
  "summary": "2 open PRs share weighted file overlap around `docs/source/en/model_doc/deimv2.md`, `src/transformers/models/deimv2/__init__.py`, `src/transformers/models/deimv2/configuration_deimv2.py`; representative PR #41356.",
3838
  "shared_filenames": [
3839
  "docs/source/en/model_doc/deimv2.md",
3840
  "src/transformers/models/deimv2/__init__.py",
3841
  "src/transformers/models/deimv2/configuration_deimv2.py",
3842
- "src/transformers/models/deimv2/modeling_deimv2.py",
3843
  "tests/models/deimv2/__init__.py",
3844
- "tests/models/deimv2/test_modeling_deimv2.py"
 
3845
  ],
3846
  "shared_directories": [
3847
  "src/transformers/models/deimv2",
@@ -3857,8 +3776,8 @@
3857
  {
3858
  "left_pr_number": 41356,
3859
  "right_pr_number": 44339,
3860
- "similarity": 0.455,
3861
- "content_similarity": 0.499,
3862
  "size_similarity": 0.081,
3863
  "breadth_similarity": 0.444,
3864
  "concentration_similarity": 0.974,
@@ -3927,7 +3846,7 @@
3927
  45413
3928
  ],
3929
  "representative_pr_number": 42112,
3930
- "average_similarity": 0.422,
3931
  "summary": "2 open PRs share weighted file overlap around `src/transformers/generation/logits_process.py`, `tests/generation/test_logits_process.py`; representative PR #42112.",
3932
  "shared_filenames": [
3933
  "src/transformers/generation/logits_process.py",
@@ -3944,8 +3863,8 @@
3944
  {
3945
  "left_pr_number": 42112,
3946
  "right_pr_number": 45413,
3947
- "similarity": 0.422,
3948
- "content_similarity": 0.463,
3949
  "size_similarity": 0.017,
3950
  "breadth_similarity": 0.458,
3951
  "concentration_similarity": 0.981,
@@ -4009,7 +3928,7 @@
4009
  45618
4010
  ],
4011
  "representative_pr_number": 42655,
4012
- "average_similarity": 0.372,
4013
  "summary": "2 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #42655.",
4014
  "shared_filenames": [
4015
  "src/transformers/generation/utils.py"
@@ -4025,8 +3944,8 @@
4025
  {
4026
  "left_pr_number": 42655,
4027
  "right_pr_number": 45618,
4028
- "similarity": 0.372,
4029
- "content_similarity": 0.205,
4030
  "size_similarity": 0.974,
4031
  "breadth_similarity": 0.389,
4032
  "concentration_similarity": 0.878,
 
1
  {
2
  "repo": "huggingface/transformers",
3
+ "snapshot_id": "20260506T120019Z",
4
+ "generated_at": "2026-05-06T12:01:22Z",
5
+ "cluster_count": 49,
6
  "pr_scope_clusters": [
7
  {
8
  "cluster_id": "pr-scope-43636-11",
 
912
  }
913
  ]
914
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
915
  {
916
  "cluster_id": "pr-scope-44070-4",
917
  "pr_numbers": [
 
1080
  44682
1081
  ],
1082
  "representative_pr_number": 43836,
1083
+ "average_similarity": 0.562,
1084
  "summary": "4 open PRs share weighted file overlap around `src/transformers/cli/serve.py`; representative PR #43836.",
1085
  "shared_filenames": [
1086
  "src/transformers/cli/serve.py"
 
1128
  {
1129
  "left_pr_number": 43836,
1130
  "right_pr_number": 44682,
1131
+ "similarity": 0.611,
1132
+ "content_similarity": 0.659,
1133
  "size_similarity": 0.398,
1134
  "breadth_similarity": 0.5,
1135
  "concentration_similarity": 0.802,
 
1163
  "left_pr_number": 43656,
1164
  "right_pr_number": 44682,
1165
  "similarity": 0.448,
1166
+ "content_similarity": 0.501,
1167
  "size_similarity": 0.048,
1168
  "breadth_similarity": 0.5,
1169
  "concentration_similarity": 0.802,
 
1180
  "left_pr_number": 43842,
1181
  "right_pr_number": 44682,
1182
  "similarity": 0.418,
1183
+ "content_similarity": 0.466,
1184
  "size_similarity": 0.011,
1185
  "breadth_similarity": 0.5,
1186
  "concentration_similarity": 0.802,
 
1321
  45783
1322
  ],
1323
  "representative_pr_number": 45783,
1324
+ "average_similarity": 0.423,
1325
  "summary": "4 open PRs share weighted file overlap around `src/transformers/models/glm46v/modeling_glm46v.py`, `src/transformers/models/paddleocr_vl/modular_paddleocr_vl.py`, `src/transformers/models/glm4v/modeling_glm4v.py`; representative PR #45783.",
1326
  "shared_filenames": [
1327
  "src/transformers/models/glm46v/modeling_glm46v.py",
 
1341
  "src/transformers/models/paddleocr_vl",
1342
  "src/transformers/models/glm4v_moe",
1343
  "src/transformers/models/qwen2_5_omni",
1344
+ "src/transformers/models/qwen2_5_vl"
1345
  ],
1346
  "pairwise": [
1347
  {
1348
  "left_pr_number": 45396,
1349
  "right_pr_number": 45783,
1350
+ "similarity": 0.531,
1351
+ "content_similarity": 0.456,
1352
  "size_similarity": 0.788,
1353
  "breadth_similarity": 0.48,
1354
  "concentration_similarity": 0.921,
 
1381
  "left_pr_number": 41992,
1382
  "right_pr_number": 45396,
1383
  "similarity": 0.514,
1384
+ "content_similarity": 0.473,
1385
  "size_similarity": 0.565,
1386
  "breadth_similarity": 0.546,
1387
  "concentration_similarity": 0.857,
 
1413
  {
1414
  "left_pr_number": 44907,
1415
  "right_pr_number": 45783,
1416
+ "similarity": 0.493,
1417
+ "content_similarity": 0.494,
1418
  "size_similarity": 0.081,
1419
  "breadth_similarity": 0.864,
1420
  "concentration_similarity": 0.982,
 
1446
  {
1447
  "left_pr_number": 41992,
1448
  "right_pr_number": 45783,
1449
+ "similarity": 0.422,
1450
  "content_similarity": 0.269,
1451
  "size_similarity": 0.716,
1452
  "breadth_similarity": 0.879,
 
1479
  {
1480
  "left_pr_number": 44907,
1481
  "right_pr_number": 45396,
1482
+ "similarity": 0.319,
1483
+ "content_similarity": 0.289,
1484
  "size_similarity": 0.103,
1485
  "breadth_similarity": 0.559,
1486
  "concentration_similarity": 0.902,
 
1513
  "left_pr_number": 41992,
1514
  "right_pr_number": 44907,
1515
  "similarity": 0.26,
1516
+ "content_similarity": 0.177,
1517
  "size_similarity": 0.058,
1518
  "breadth_similarity": 0.887,
1519
  "concentration_similarity": 0.76,
 
1823
  }
1824
  ]
1825
  },
1826
+ {
1827
+ "cluster_id": "pr-scope-45606-3",
1828
+ "pr_numbers": [
1829
+ 45606,
1830
+ 45607,
1831
+ 45716
1832
+ ],
1833
+ "representative_pr_number": 45606,
1834
+ "average_similarity": 0.564,
1835
+ "summary": "3 open PRs share weighted file overlap around `tests/models/gemma4/test_modeling_gemma4.py`, `src/transformers/models/gemma4/modular_gemma4.py`, `src/transformers/models/gemma4/modeling_gemma4.py`; representative PR #45606.",
1836
+ "shared_filenames": [
1837
+ "tests/models/gemma4/test_modeling_gemma4.py",
1838
+ "src/transformers/models/gemma4/modular_gemma4.py",
1839
+ "src/transformers/models/gemma4/modeling_gemma4.py"
1840
+ ],
1841
+ "shared_directories": [
1842
+ "tests/models/gemma4",
1843
+ "tests/models",
1844
+ "tests",
1845
+ "src/transformers/models/gemma4",
1846
+ "src/transformers/models",
1847
+ "src/transformers",
1848
+ "src"
1849
+ ],
1850
+ "pairwise": [
1851
+ {
1852
+ "left_pr_number": 45606,
1853
+ "right_pr_number": 45607,
1854
+ "similarity": 0.767,
1855
+ "content_similarity": 0.814,
1856
+ "size_similarity": 0.778,
1857
+ "breadth_similarity": 0.417,
1858
+ "concentration_similarity": 0.778,
1859
+ "shared_filenames": [
1860
+ "tests/models/gemma4/test_modeling_gemma4.py"
1861
+ ],
1862
+ "shared_directories": [
1863
+ "tests/models/gemma4",
1864
+ "tests/models",
1865
+ "tests"
1866
+ ]
1867
+ },
1868
+ {
1869
+ "left_pr_number": 45606,
1870
+ "right_pr_number": 45716,
1871
+ "similarity": 0.595,
1872
+ "content_similarity": 0.497,
1873
+ "size_similarity": 0.655,
1874
+ "breadth_similarity": 1.0,
1875
+ "concentration_similarity": 0.978,
1876
+ "shared_filenames": [
1877
+ "src/transformers/models/gemma4/modeling_gemma4.py",
1878
+ "src/transformers/models/gemma4/modular_gemma4.py",
1879
+ "tests/models/gemma4/test_modeling_gemma4.py"
1880
+ ],
1881
+ "shared_directories": [
1882
+ "src/transformers/models/gemma4",
1883
+ "src/transformers/models",
1884
+ "tests/models/gemma4",
1885
+ "src/transformers",
1886
+ "tests/models",
1887
+ "src",
1888
+ "tests"
1889
+ ]
1890
+ },
1891
+ {
1892
+ "left_pr_number": 45607,
1893
+ "right_pr_number": 45716,
1894
+ "similarity": 0.331,
1895
+ "content_similarity": 0.247,
1896
+ "size_similarity": 0.509,
1897
+ "breadth_similarity": 0.417,
1898
+ "concentration_similarity": 0.8,
1899
+ "shared_filenames": [
1900
+ "tests/models/gemma4/test_modeling_gemma4.py"
1901
+ ],
1902
+ "shared_directories": [
1903
+ "tests/models/gemma4",
1904
+ "tests/models",
1905
+ "tests"
1906
+ ]
1907
+ }
1908
+ ]
1909
+ },
1910
  {
1911
  "cluster_id": "pr-scope-41606-3",
1912
  "pr_numbers": [
 
1915
  45422
1916
  ],
1917
  "representative_pr_number": 41606,
1918
+ "average_similarity": 0.558,
1919
  "summary": "3 open PRs share weighted file overlap around `tests/test_processing_common.py`, `src/transformers/processing_utils.py`; representative PR #41606.",
1920
  "shared_filenames": [
1921
  "tests/test_processing_common.py",
 
1948
  {
1949
  "left_pr_number": 41606,
1950
  "right_pr_number": 45422,
1951
+ "similarity": 0.5,
1952
+ "content_similarity": 0.422,
1953
  "size_similarity": 0.569,
1954
  "breadth_similarity": 0.75,
1955
  "concentration_similarity": 0.881,
 
1966
  {
1967
  "left_pr_number": 44543,
1968
  "right_pr_number": 45422,
1969
+ "similarity": 0.486,
1970
+ "content_similarity": 0.46,
1971
  "size_similarity": 0.331,
1972
  "breadth_similarity": 0.75,
1973
  "concentration_similarity": 0.802,
 
2238
  }
2239
  ]
2240
  },
2241
+ {
2242
+ "cluster_id": "pr-scope-45202-3",
2243
+ "pr_numbers": [
2244
+ 45202,
2245
+ 45294,
2246
+ 45438
2247
+ ],
2248
+ "representative_pr_number": 45438,
2249
+ "average_similarity": 0.494,
2250
+ "summary": "3 open PRs share weighted file overlap around `src/transformers/models/gemma4/modular_gemma4.py`, `src/transformers/models/gemma4/modeling_gemma4.py`, `docs/source/en/model_doc/gemma4.md`; representative PR #45438.",
2251
+ "shared_filenames": [
2252
+ "src/transformers/models/gemma4/modular_gemma4.py",
2253
+ "src/transformers/models/gemma4/modeling_gemma4.py",
2254
+ "docs/source/en/model_doc/gemma4.md",
2255
+ "tests/models/gemma4/test_modeling_gemma4.py",
2256
+ "src/transformers/models/auto/modeling_auto.py"
2257
+ ],
2258
+ "shared_directories": [
2259
+ "src/transformers/models/gemma4",
2260
+ "src/transformers/models",
2261
+ "src/transformers",
2262
+ "src",
2263
+ "docs/source/en/model_doc",
2264
+ "src/transformers/models/auto",
2265
+ "tests/models/gemma4",
2266
+ "docs/source/en"
2267
+ ],
2268
+ "pairwise": [
2269
+ {
2270
+ "left_pr_number": 45294,
2271
+ "right_pr_number": 45438,
2272
+ "similarity": 0.759,
2273
+ "content_similarity": 0.782,
2274
+ "size_similarity": 0.42,
2275
+ "breadth_similarity": 1.0,
2276
+ "concentration_similarity": 0.989,
2277
+ "shared_filenames": [
2278
+ "docs/source/en/model_doc/gemma4.md",
2279
+ "src/transformers/models/auto/modeling_auto.py",
2280
+ "src/transformers/models/gemma4/modeling_gemma4.py",
2281
+ "src/transformers/models/gemma4/modular_gemma4.py",
2282
+ "tests/models/gemma4/test_modeling_gemma4.py"
2283
+ ],
2284
+ "shared_directories": [
2285
+ "docs/source/en/model_doc",
2286
+ "src/transformers/models/auto",
2287
+ "src/transformers/models/gemma4",
2288
+ "docs/source/en",
2289
+ "src/transformers/models",
2290
+ "tests/models/gemma4",
2291
+ "docs/source",
2292
+ "src/transformers",
2293
+ "tests/models",
2294
+ "docs"
2295
+ ]
2296
+ },
2297
+ {
2298
+ "left_pr_number": 45202,
2299
+ "right_pr_number": 45438,
2300
+ "similarity": 0.403,
2301
+ "content_similarity": 0.461,
2302
+ "size_similarity": 0.01,
2303
+ "breadth_similarity": 0.325,
2304
+ "concentration_similarity": 0.92,
2305
+ "shared_filenames": [
2306
+ "src/transformers/models/gemma4/modeling_gemma4.py",
2307
+ "src/transformers/models/gemma4/modular_gemma4.py"
2308
+ ],
2309
+ "shared_directories": [
2310
+ "src/transformers/models/gemma4",
2311
+ "src/transformers/models",
2312
+ "src/transformers",
2313
+ "src"
2314
+ ]
2315
+ },
2316
+ {
2317
+ "left_pr_number": 45202,
2318
+ "right_pr_number": 45294,
2319
+ "similarity": 0.321,
2320
+ "content_similarity": 0.342,
2321
+ "size_similarity": 0.025,
2322
+ "breadth_similarity": 0.325,
2323
+ "concentration_similarity": 0.908,
2324
+ "shared_filenames": [
2325
+ "src/transformers/models/gemma4/modeling_gemma4.py",
2326
+ "src/transformers/models/gemma4/modular_gemma4.py"
2327
+ ],
2328
+ "shared_directories": [
2329
+ "src/transformers/models/gemma4",
2330
+ "src/transformers/models",
2331
+ "src/transformers",
2332
+ "src"
2333
+ ]
2334
+ }
2335
+ ]
2336
+ },
2337
  {
2338
  "cluster_id": "pr-scope-34667-3",
2339
  "pr_numbers": [
 
2342
  44872
2343
  ],
2344
  "representative_pr_number": 34667,
2345
+ "average_similarity": 0.47,
2346
  "summary": "3 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #34667.",
2347
  "shared_filenames": [
2348
  "src/transformers/generation/utils.py"
 
2356
  {
2357
  "left_pr_number": 34667,
2358
  "right_pr_number": 39683,
2359
+ "similarity": 0.535,
2360
+ "content_similarity": 0.447,
2361
  "size_similarity": 0.478,
2362
  "breadth_similarity": 1.0,
2363
  "concentration_similarity": 1.0,
 
2373
  {
2374
  "left_pr_number": 34667,
2375
  "right_pr_number": 44872,
2376
+ "similarity": 0.444,
2377
+ "content_similarity": 0.362,
2378
  "size_similarity": 0.273,
2379
  "breadth_similarity": 1.0,
2380
  "concentration_similarity": 1.0,
 
2390
  {
2391
  "left_pr_number": 39683,
2392
  "right_pr_number": 44872,
2393
+ "similarity": 0.429,
2394
+ "content_similarity": 0.371,
2395
  "size_similarity": 0.13,
2396
  "breadth_similarity": 1.0,
2397
  "concentration_similarity": 1.0,
 
2546
  }
2547
  ]
2548
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2549
  {
2550
  "cluster_id": "pr-scope-33686-3",
2551
  "pr_numbers": [
 
2554
  44550
2555
  ],
2556
  "representative_pr_number": 44550,
2557
+ "average_similarity": 0.373,
2558
  "summary": "3 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
2559
  "shared_filenames": [],
2560
  "shared_directories": [
 
2567
  {
2568
  "left_pr_number": 33686,
2569
  "right_pr_number": 44550,
2570
+ "similarity": 0.398,
2571
+ "content_similarity": 0.14,
2572
  "size_similarity": 1.0,
2573
  "breadth_similarity": 1.0,
2574
  "concentration_similarity": 1.0,
 
2583
  {
2584
  "left_pr_number": 44407,
2585
  "right_pr_number": 44550,
2586
+ "similarity": 0.365,
2587
+ "content_similarity": 0.102,
2588
  "size_similarity": 0.957,
2589
  "breadth_similarity": 1.0,
2590
  "concentration_similarity": 1.0,
 
2598
  {
2599
  "left_pr_number": 33686,
2600
  "right_pr_number": 44407,
2601
+ "similarity": 0.356,
2602
+ "content_similarity": 0.089,
2603
  "size_similarity": 0.957,
2604
  "breadth_similarity": 1.0,
2605
  "concentration_similarity": 1.0,
 
3330
  }
3331
  ]
3332
  },
3333
+ {
3334
+ "cluster_id": "pr-scope-43833-2",
3335
+ "pr_numbers": [
3336
+ 43833,
3337
+ 45804
3338
+ ],
3339
+ "representative_pr_number": 43833,
3340
+ "average_similarity": 0.552,
3341
+ "summary": "2 open PRs share weighted file overlap around `src/transformers/integrations/moe.py`; representative PR #43833.",
3342
+ "shared_filenames": [
3343
+ "src/transformers/integrations/moe.py"
3344
+ ],
3345
+ "shared_directories": [
3346
+ "src/transformers/integrations",
3347
+ "src/transformers",
3348
+ "src"
3349
+ ],
3350
+ "pairwise": [
3351
+ {
3352
+ "left_pr_number": 43833,
3353
+ "right_pr_number": 45804,
3354
+ "similarity": 0.552,
3355
+ "content_similarity": 0.421,
3356
+ "size_similarity": 0.714,
3357
+ "breadth_similarity": 1.0,
3358
+ "concentration_similarity": 1.0,
3359
+ "shared_filenames": [
3360
+ "src/transformers/integrations/moe.py"
3361
+ ],
3362
+ "shared_directories": [
3363
+ "src/transformers/integrations",
3364
+ "src/transformers",
3365
+ "src"
3366
+ ]
3367
+ }
3368
+ ]
3369
+ },
3370
  {
3371
  "cluster_id": "pr-scope-43532-2",
3372
  "pr_numbers": [
 
3560
  45333
3561
  ],
3562
  "representative_pr_number": 45332,
3563
+ "average_similarity": 0.498,
3564
  "summary": "2 open PRs share weighted file overlap around `src/transformers/heterogeneity/__init__.py`, `src/transformers/heterogeneity/configuration_utils.py`, `tests/heterogeneity/__init__.py`; representative PR #45332.",
3565
  "shared_filenames": [
3566
  "src/transformers/heterogeneity/__init__.py",
 
3580
  {
3581
  "left_pr_number": 45332,
3582
  "right_pr_number": 45333,
3583
+ "similarity": 0.498,
3584
+ "content_similarity": 0.53,
3585
  "size_similarity": 0.215,
3586
  "breadth_similarity": 0.479,
3587
  "concentration_similarity": 0.945,
 
3648
  45233
3649
  ],
3650
  "representative_pr_number": 40755,
3651
+ "average_similarity": 0.488,
3652
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/timesfm/modeling_timesfm.py`, `src/transformers/models/timesfm/modular_timesfm.py`, `tests/models/timesfm/test_modeling_timesfm.py`; representative PR #40755.",
3653
  "shared_filenames": [
3654
  "src/transformers/models/timesfm/modeling_timesfm.py",
 
3668
  {
3669
  "left_pr_number": 40755,
3670
  "right_pr_number": 45233,
3671
+ "similarity": 0.488,
3672
+ "content_similarity": 0.461,
3673
  "size_similarity": 0.266,
3674
  "breadth_similarity": 0.792,
3675
  "concentration_similarity": 0.928,
 
3690
  }
3691
  ]
3692
  },
3693
+ {
3694
+ "cluster_id": "pr-scope-45034-2",
3695
+ "pr_numbers": [
3696
+ 45034,
3697
+ 45513
3698
+ ],
3699
+ "representative_pr_number": 45034,
3700
+ "average_similarity": 0.475,
3701
+ "summary": "2 open PRs share weighted file overlap around `src/transformers/models/qwen3_next/modular_qwen3_next.py`, `tests/models/qwen3_5/test_modeling_qwen3_5.py`, `src/transformers/models/qwen3_next/modeling_qwen3_next.py`; representative PR #45034.",
3702
+ "shared_filenames": [
3703
+ "src/transformers/models/qwen3_next/modular_qwen3_next.py",
3704
+ "tests/models/qwen3_5/test_modeling_qwen3_5.py",
3705
+ "src/transformers/models/qwen3_next/modeling_qwen3_next.py",
3706
+ "src/transformers/models/qwen3_5/modular_qwen3_5.py",
3707
+ "src/transformers/models/qwen3_5/modeling_qwen3_5.py"
3708
+ ],
3709
+ "shared_directories": [
3710
+ "src/transformers/models/qwen3_next",
3711
+ "src/transformers/models/qwen3_5",
3712
+ "tests/models/qwen3_5",
3713
+ "src/transformers/models",
3714
+ "tests/models",
3715
+ "src/transformers",
3716
+ "tests",
3717
+ "src"
3718
+ ],
3719
+ "pairwise": [
3720
+ {
3721
+ "left_pr_number": 45034,
3722
+ "right_pr_number": 45513,
3723
+ "similarity": 0.475,
3724
+ "content_similarity": 0.446,
3725
+ "size_similarity": 0.295,
3726
+ "breadth_similarity": 0.829,
3727
+ "concentration_similarity": 0.707,
3728
+ "shared_filenames": [
3729
+ "src/transformers/models/qwen3_5/modeling_qwen3_5.py",
3730
+ "src/transformers/models/qwen3_5/modular_qwen3_5.py",
3731
+ "src/transformers/models/qwen3_next/modeling_qwen3_next.py",
3732
+ "src/transformers/models/qwen3_next/modular_qwen3_next.py",
3733
+ "tests/models/qwen3_5/test_modeling_qwen3_5.py"
3734
+ ],
3735
+ "shared_directories": [
3736
+ "src/transformers/models/qwen3_5",
3737
+ "src/transformers/models/qwen3_next",
3738
+ "src/transformers/models",
3739
+ "tests/models/qwen3_5",
3740
+ "src/transformers",
3741
+ "tests/models",
3742
+ "src",
3743
+ "tests"
3744
+ ]
3745
+ }
3746
+ ]
3747
+ },
3748
  {
3749
  "cluster_id": "pr-scope-41356-2",
3750
  "pr_numbers": [
 
3752
  44339
3753
  ],
3754
  "representative_pr_number": 41356,
3755
+ "average_similarity": 0.445,
3756
  "summary": "2 open PRs share weighted file overlap around `docs/source/en/model_doc/deimv2.md`, `src/transformers/models/deimv2/__init__.py`, `src/transformers/models/deimv2/configuration_deimv2.py`; representative PR #41356.",
3757
  "shared_filenames": [
3758
  "docs/source/en/model_doc/deimv2.md",
3759
  "src/transformers/models/deimv2/__init__.py",
3760
  "src/transformers/models/deimv2/configuration_deimv2.py",
 
3761
  "tests/models/deimv2/__init__.py",
3762
+ "tests/models/deimv2/test_modeling_deimv2.py",
3763
+ "src/transformers/models/deimv2/modeling_deimv2.py"
3764
  ],
3765
  "shared_directories": [
3766
  "src/transformers/models/deimv2",
 
3776
  {
3777
  "left_pr_number": 41356,
3778
  "right_pr_number": 44339,
3779
+ "similarity": 0.445,
3780
+ "content_similarity": 0.485,
3781
  "size_similarity": 0.081,
3782
  "breadth_similarity": 0.444,
3783
  "concentration_similarity": 0.974,
 
3846
  45413
3847
  ],
3848
  "representative_pr_number": 42112,
3849
+ "average_similarity": 0.423,
3850
  "summary": "2 open PRs share weighted file overlap around `src/transformers/generation/logits_process.py`, `tests/generation/test_logits_process.py`; representative PR #42112.",
3851
  "shared_filenames": [
3852
  "src/transformers/generation/logits_process.py",
 
3863
  {
3864
  "left_pr_number": 42112,
3865
  "right_pr_number": 45413,
3866
+ "similarity": 0.423,
3867
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