evalstate HF Staff commited on
Commit
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1 Parent(s): 108fe7b

Refresh transformers dataset snapshot 20260512T120027Z

Browse files
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  Notes:
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new-contributors-report.md CHANGED
@@ -1,15 +1,15 @@
1
  # New Contributor Report: huggingface/transformers
2
 
3
- - Snapshot: `20260512T060024Z`
4
- - Generated: `2026-05-12T06:01:23Z`
5
  - Activity window: `60d`
6
- - Contributors: `353`
7
 
8
  ## Summary
9
 
10
  | Author | Profile | First seen? | Association | Account age | Repo first seen | Snapshot PRs | Snapshot issues | Follow-through | Breadth | Automation risk | Notes |
11
  | --- | --- | --- | --- | ---: | --- | ---: | ---: | --- | --- | --- | --- |
12
- | `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 90 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
13
  | `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 |
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` | 76 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
@@ -31,8 +31,8 @@
31
  | `IlyasMoutawwakil` | [profile](https://github.com/IlyasMoutawwakil) | no | MEMBER | 2354d | `2025-07-04T08:41:29Z` | 17 | 3 | strong | low | low | — |
32
  | `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2996d | `2025-12-16T08:22:52Z` | 17 | 1 | strong | moderate | low | targets high-star repos |
33
  | `hmellor` | [profile](https://github.com/hmellor) | no | MEMBER | 3592d | `2025-08-14T10:03:14Z` | 16 | 2 | strong | low | low | high recent PR volume; targets high-star repos |
 
34
  | `kashif` | [profile](https://github.com/kashif) | no | MEMBER | 6569d | `2025-09-08T13:05:54Z` | 16 | 0 | mixed | high | low | high recent PR volume; broad repo spread; targets high-star repos |
35
- | `Abdennacer-Badaoui` | [profile](https://github.com/Abdennacer-Badaoui) | no | MEMBER | 1414d | `2026-01-08T18:13:10Z` | 15 | 0 | strong | moderate | low | — |
36
  | `michaelbenayoun` | [profile](https://github.com/michaelbenayoun) | no | MEMBER | 3365d | `2024-10-24T15:39:49Z` | 15 | 0 | strong | moderate | low | targets high-star repos |
37
  | `Sai-Suraj-27` | [profile](https://github.com/Sai-Suraj-27) | no | CONTRIBUTOR | 1745d | `2026-01-23T17:10:04Z` | 14 | 0 | strong | low | low | targets high-star repos |
38
  | `3outeille` | [profile](https://github.com/3outeille) | no | MEMBER | 2625d | `2025-11-26T16:58:10Z` | 13 | 0 | mixed | low | low | high open PR share; targets high-star repos |
@@ -136,7 +136,6 @@
136
  | `Aravind-11` | [profile](https://github.com/Aravind-11) | no | CONTRIBUTOR | 2804d | `2025-11-10T23:38:23Z` | 3 | 0 | mixed | moderate | low | — |
137
  | `githubnemo` | [profile](https://github.com/githubnemo) | no | MEMBER | 5827d | `2026-01-26T11:34:05Z` | 3 | 0 | strong | moderate | low | targets high-star repos |
138
  | `khushali9` | [profile](https://github.com/khushali9) | no | CONTRIBUTOR | 4226d | `2025-11-26T16:41:09Z` | 3 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
139
- | `Olexandr88` | [profile](https://github.com/Olexandr88) | no | CONTRIBUTOR | 1622d | `2025-12-26T13:28:31Z` | 3 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share |
140
  | `bzantium` | [profile](https://github.com/bzantium) | no | CONTRIBUTOR | 3641d | `2025-09-24T07:07:47Z` | 2 | 1 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share |
141
  | `thisisiron` | [profile](https://github.com/thisisiron) | no | CONTRIBUTOR | 3447d | `2025-08-20T15:17:54Z` | 2 | 1 | weak | low | low | high open PR share; targets high-star repos |
142
  | `burtenshaw` | [profile](https://github.com/burtenshaw) | no | MEMBER | 3611d | `2026-03-03T11:35:13Z` | 2 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
@@ -183,7 +182,7 @@
183
  | `kndtran` | [profile](https://github.com/kndtran) | no | FIRST_TIME_CONTRIBUTOR | 3650d | `2026-05-06T18:23:26Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
184
  | `mango766` | [profile](https://github.com/mango766) | no | CONTRIBUTOR | 1772d | `2026-03-16T04:08:09Z` | 1 | 1 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
185
  | `masoudpz` | [profile](https://github.com/masoudpz) | no | FIRST_TIME_CONTRIBUTOR | 4678d | `2026-04-02T00:31:07Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
186
- | `nealwu` | [profile](https://github.com/nealwu) | yes | CONTRIBUTOR | 5508d | `2026-05-12T03:11:36Z` | 1 | 1 | strong | low | low | — |
187
  | `ntenenz` | [profile](https://github.com/ntenenz) | no | CONTRIBUTOR | 4267d | `2026-03-13T20:09:58Z` | 1 | 1 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
188
  | `nunq` | [profile](https://github.com/nunq) | no | FIRST_TIME_CONTRIBUTOR | 2694d | `2026-05-08T00:29:00Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
189
  | `Regata3010` | [profile](https://github.com/Regata3010) | no | CONTRIBUTOR | 1431d | `2026-04-08T04:07:37Z` | 1 | 1 | strong | low | low | no visible non-self stars; targets high-star repos |
@@ -292,7 +291,7 @@
292
  | `maanas1234` | [profile](https://github.com/maanas1234) | no | CONTRIBUTOR | 584d | `2026-03-31T17:31:37Z` | 1 | 0 | strong | low | low | targets high-star repos |
293
  | `madhav1k` | [profile](https://github.com/madhav1k) | no | FIRST_TIME_CONTRIBUTOR | 2059d | `2026-04-06T17:47:07Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
294
  | `marvinzh` | [profile](https://github.com/marvinzh) | no | CONTRIBUTOR | 4429d | `2026-04-07T06:49:34Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
295
- | `massimilianoviola` | [profile](https://github.com/massimilianoviola) | no | FIRST_TIME_CONTRIBUTOR | 2120d | `2026-05-11T07:00:47Z` | 1 | 0 | mixed | low | low | high open PR share |
296
  | `mathceo` | [profile](https://github.com/mathceo) | no | FIRST_TIME_CONTRIBUTOR | 1911d | `2026-04-16T09:30:36Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
297
  | `McPatate` | [profile](https://github.com/McPatate) | no | MEMBER | 4207d | `2025-11-10T16:50:33Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
298
  | `Melnuno` | [profile](https://github.com/Melnuno) | no | NONE | 2376d | `2026-05-05T17:30:41Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -371,12 +370,12 @@
371
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ACyrilvallez)
372
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ACyrilvallez)
373
  - repo first seen: `2025-03-19T10:58:02Z`
374
- - repo last seen: `2026-05-12T03:23:10Z`
375
  - first seen in snapshot: **no**
376
  - repo association: **MEMBER**
377
- - repo primary artifacts: **90**
378
- - snapshot authored PRs/issues: **90 PRs / 0 issues**
379
- - snapshot discussion activity: **228 comments / 308 reviews / 477 review comments**
380
  - account age: **2036 days**
381
  - recent public PR activity: **48 PRs** (42 merged / 2 closed-unmerged / 4 open; merged rate **88%**, closed-unmerged rate **4%**, open rate **8%**)
382
  - public orgs: `huggingface`
@@ -384,9 +383,9 @@
384
  - heuristic read: **high recent PR volume; targets high-star repos**
385
 
386
  Example artifacts:
387
- - [PR #45909: Automatically inherit properties from children in composite models](https://github.com/huggingface/transformers/pull/45909) — open
 
388
  - [PR #45906: Remove `_checkpoint_conversion_mapping` from model attributes](https://github.com/huggingface/transformers/pull/45906) — closed, merged
389
- - [PR #45889: Do not keep refs to submodules internally](https://github.com/huggingface/transformers/pull/45889) — closed, merged
390
 
391
  ### `tarekziade`
392
 
@@ -394,12 +393,12 @@ Example artifacts:
394
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atarekziade)
395
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atarekziade)
396
  - repo first seen: `2026-01-21T16:52:29Z`
397
- - repo last seen: `2026-05-06T13:36:08Z`
398
  - first seen in snapshot: **no**
399
  - repo association: **MEMBER**
400
  - repo primary artifacts: **91**
401
  - snapshot authored PRs/issues: **85 PRs / 6 issues**
402
- - snapshot discussion activity: **169 comments / 191 reviews / 180 review comments**
403
  - account age: **5839 days**
404
  - recent public PR activity: **108 PRs** (92 merged / 3 closed-unmerged / 13 open; merged rate **85%**, closed-unmerged rate **3%**, open rate **12%**)
405
  - public orgs: `AFPy`, `faitmain`, `circus-tent`
@@ -420,12 +419,12 @@ Example artifacts:
420
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aydshieh)
421
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aydshieh)
422
  - repo first seen: `2025-03-31T13:54:54Z`
423
- - repo last seen: `2026-05-07T14:00:29Z`
424
  - first seen in snapshot: **no**
425
  - repo association: **MEMBER**
426
  - repo primary artifacts: **77**
427
  - snapshot authored PRs/issues: **77 PRs / 0 issues**
428
- - snapshot discussion activity: **107 comments / 192 reviews / 142 review comments**
429
  - account age: **4938 days**
430
  - recent public PR activity: **52 PRs** (40 merged / 4 closed-unmerged / 8 open; merged rate **77%**, closed-unmerged rate **8%**, open rate **15%**)
431
  - public orgs: none visible
@@ -443,12 +442,12 @@ Example artifacts:
443
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azucchini-nlp)
444
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azucchini-nlp)
445
  - repo first seen: `2024-09-26T09:23:39Z`
446
- - repo last seen: `2026-05-11T17:51:11Z`
447
  - first seen in snapshot: **no**
448
  - repo association: **MEMBER**
449
  - repo primary artifacts: **76**
450
  - snapshot authored PRs/issues: **76 PRs / 0 issues**
451
- - snapshot discussion activity: **525 comments / 788 reviews / 1833 review comments**
452
  - account age: **1508 days**
453
  - recent public PR activity: **50 PRs** (33 merged / 6 closed-unmerged / 11 open; merged rate **66%**, closed-unmerged rate **12%**, open rate **22%**)
454
  - public orgs: `huggingface`, `deeppavlov`
@@ -492,12 +491,12 @@ Example artifacts:
492
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArthurZucker)
493
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArthurZucker)
494
  - repo first seen: `2023-02-24T14:13:29Z`
495
- - repo last seen: `2026-05-12T05:33:41Z`
496
  - first seen in snapshot: **no**
497
  - repo association: **MEMBER**
498
  - repo primary artifacts: **56**
499
  - snapshot authored PRs/issues: **53 PRs / 3 issues**
500
- - snapshot discussion activity: **161 comments / 555 reviews / 1124 review comments**
501
  - account age: **2590 days**
502
  - recent public PR activity: **60 PRs** (36 merged / 5 closed-unmerged / 19 open; merged rate **60%**, closed-unmerged rate **8%**, open rate **32%**)
503
  - public orgs: none visible
@@ -505,7 +504,7 @@ Example artifacts:
505
  - heuristic read: **high recent PR volume; targets high-star repos**
506
 
507
  Example artifacts:
508
- - [PR #45892: Fix deepseek v4](https://github.com/huggingface/transformers/pull/45892) — open
509
  - [PR #45881: [deepseek_v4] fix CSA per-query masking in eager path](https://github.com/huggingface/transformers/pull/45881) — closed, merged
510
  - [PR #45879: [deepseek_v4] fix CSA per-query masking in eager path](https://github.com/huggingface/transformers/pull/45879) — closed
511
  - [Issue #45882: Reduce peak memory during quantization of MoE models (follow-up to #43917)](https://github.com/huggingface/transformers/issues/45882) — open
@@ -567,12 +566,12 @@ Example artifacts:
567
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avasqu)
568
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avasqu)
569
  - repo first seen: `2025-08-26T12:13:50Z`
570
- - repo last seen: `2026-05-11T23:43:11Z`
571
  - first seen in snapshot: **no**
572
  - repo association: **MEMBER**
573
  - repo primary artifacts: **44**
574
  - snapshot authored PRs/issues: **43 PRs / 1 issues**
575
- - snapshot discussion activity: **523 comments / 925 reviews / 3952 review comments**
576
  - account age: **1991 days**
577
  - recent public PR activity: **21 PRs** (12 merged / 3 closed-unmerged / 6 open; merged rate **57%**, closed-unmerged rate **14%**, open rate **29%**)
578
  - public orgs: none visible
@@ -591,12 +590,12 @@ Example artifacts:
591
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARocketknight1)
592
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARocketknight1)
593
  - repo first seen: `2023-02-27T14:00:41Z`
594
- - repo last seen: `2026-05-11T16:46:30Z`
595
  - first seen in snapshot: **no**
596
  - repo association: **MEMBER**
597
  - repo primary artifacts: **40**
598
  - snapshot authored PRs/issues: **40 PRs / 0 issues**
599
- - snapshot discussion activity: **610 comments / 222 reviews / 123 review comments**
600
  - account age: **3961 days**
601
  - recent public PR activity: **17 PRs** (16 merged / 1 closed-unmerged / 0 open; merged rate **94%**, closed-unmerged rate **6%**, open rate **0%**)
602
  - public orgs: `huggingface`
@@ -640,12 +639,12 @@ Example artifacts:
640
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aitazap)
641
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aitazap)
642
  - repo first seen: `2024-10-21T07:08:47Z`
643
- - repo last seen: `2026-05-12T05:26:16Z`
644
  - first seen in snapshot: **no**
645
  - repo association: **MEMBER**
646
  - repo primary artifacts: **29**
647
  - snapshot authored PRs/issues: **29 PRs / 0 issues**
648
- - snapshot discussion activity: **41 comments / 47 reviews / 29 review comments**
649
  - account age: **3139 days**
650
  - recent public PR activity: **20 PRs** (10 merged / 5 closed-unmerged / 5 open; merged rate **50%**, closed-unmerged rate **25%**, open rate **25%**)
651
  - public orgs: none visible
@@ -686,12 +685,12 @@ Example artifacts:
686
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aremi-or)
687
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aremi-or)
688
  - repo first seen: `2026-01-13T09:15:18Z`
689
- - repo last seen: `2026-05-12T05:07:41Z`
690
  - first seen in snapshot: **no**
691
  - repo association: **MEMBER**
692
  - repo primary artifacts: **25**
693
  - snapshot authored PRs/issues: **25 PRs / 0 issues**
694
- - snapshot discussion activity: **42 comments / 129 reviews / 140 review comments**
695
  - account age: **1813 days**
696
  - recent public PR activity: **13 PRs** (12 merged / 0 closed-unmerged / 1 open; merged rate **92%**, closed-unmerged rate **0%**, open rate **8%**)
697
  - public orgs: none visible
@@ -735,12 +734,12 @@ Example artifacts:
735
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aeustlb)
736
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aeustlb)
737
  - repo first seen: `2025-01-20T12:27:19Z`
738
- - repo last seen: `2026-05-01T04:44:04Z`
739
  - first seen in snapshot: **no**
740
  - repo association: **MEMBER**
741
  - repo primary artifacts: **20**
742
  - snapshot authored PRs/issues: **20 PRs / 0 issues**
743
- - snapshot discussion activity: **35 comments / 142 reviews / 280 review comments**
744
  - account age: **1607 days**
745
  - recent public PR activity: **11 PRs** (8 merged / 0 closed-unmerged / 3 open; merged rate **73%**, closed-unmerged rate **0%**, open rate **27%**)
746
  - public orgs: none visible
@@ -833,12 +832,12 @@ Example artifacts:
833
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIlyasMoutawwakil)
834
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIlyasMoutawwakil)
835
  - repo first seen: `2025-07-04T08:41:29Z`
836
- - repo last seen: `2026-05-11T09:01:48Z`
837
  - first seen in snapshot: **no**
838
  - repo association: **MEMBER**
839
  - repo primary artifacts: **20**
840
  - snapshot authored PRs/issues: **17 PRs / 3 issues**
841
- - snapshot discussion activity: **56 comments / 217 reviews / 192 review comments**
842
  - account age: **2354 days**
843
  - recent public PR activity: **22 PRs** (16 merged / 2 closed-unmerged / 4 open; merged rate **73%**, closed-unmerged rate **9%**, open rate **18%**)
844
  - public orgs: `huggingface`, `Chouafa`
@@ -902,6 +901,29 @@ Example artifacts:
902
  - [Issue #43522: Weights are not tied when model is loaded onto the `meta` device](https://github.com/huggingface/transformers/issues/43522) — closed
903
  - [Issue #42738: BERT-like models with RoPE](https://github.com/huggingface/transformers/issues/42738) — open
904
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
905
  ### `kashif`
906
 
907
  - profile: [github.com/kashif](https://github.com/kashif)
@@ -925,29 +947,6 @@ Example artifacts:
925
  - [PR #45513: [Qwen3.5] Fix GDN linear attention multi-token cached forward](https://github.com/huggingface/transformers/pull/45513) — open
926
  - [PR #45490: Add ctsm model](https://github.com/huggingface/transformers/pull/45490) — open
927
 
928
- ### `Abdennacer-Badaoui`
929
-
930
- - profile: [github.com/Abdennacer-Badaoui](https://github.com/Abdennacer-Badaoui)
931
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAbdennacer-Badaoui)
932
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAbdennacer-Badaoui)
933
- - repo first seen: `2026-01-08T18:13:10Z`
934
- - repo last seen: `2026-04-28T08:32:19Z`
935
- - first seen in snapshot: **no**
936
- - repo association: **MEMBER**
937
- - repo primary artifacts: **15**
938
- - snapshot authored PRs/issues: **15 PRs / 0 issues**
939
- - snapshot discussion activity: **6 comments / 34 reviews / 34 review comments**
940
- - account age: **1414 days**
941
- - recent public PR activity: **17 PRs** (16 merged / 0 closed-unmerged / 1 open; merged rate **94%**, closed-unmerged rate **0%**, open rate **6%**)
942
- - public orgs: `huggingface`, `bitsandbytes-foundation`
943
- - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
944
- - heuristic read: **—**
945
-
946
- Example artifacts:
947
- - [PR #45675: Fix UnboundLocalError in shard_and_distribute_module for replicated parameters](https://github.com/huggingface/transformers/pull/45675) — closed, merged
948
- - [PR #45602: [AMD CI] Fix expectations for Gemma3n](https://github.com/huggingface/transformers/pull/45602) — closed, merged
949
- - [PR #45533: Fix AMD CI: rebuild torchvision with libjpeg + refresh expectations](https://github.com/huggingface/transformers/pull/45533) — closed, merged
950
-
951
  ### `michaelbenayoun`
952
 
953
  - profile: [github.com/michaelbenayoun](https://github.com/michaelbenayoun)
@@ -1163,12 +1162,12 @@ Example artifacts:
1163
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azhang-prog)
1164
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azhang-prog)
1165
  - repo first seen: `2025-12-23T11:18:14Z`
1166
- - repo last seen: `2026-05-09T08:30:04Z`
1167
  - first seen in snapshot: **no**
1168
  - repo association: **CONTRIBUTOR**
1169
  - repo primary artifacts: **8**
1170
  - snapshot authored PRs/issues: **8 PRs / 0 issues**
1171
- - snapshot discussion activity: **38 comments / 357 reviews / 358 review comments**
1172
  - account age: **2074 days**
1173
  - recent public PR activity: **19 PRs** (16 merged / 2 closed-unmerged / 1 open; merged rate **84%**, closed-unmerged rate **11%**, open rate **5%**)
1174
  - public orgs: none visible
@@ -1209,12 +1208,12 @@ Example artifacts:
1209
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AJJJYmmm)
1210
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AJJJYmmm)
1211
  - repo first seen: `2026-01-27T10:34:17Z`
1212
- - repo last seen: `2026-05-09T12:22:30Z`
1213
  - first seen in snapshot: **no**
1214
  - repo association: **CONTRIBUTOR**
1215
  - repo primary artifacts: **7**
1216
  - snapshot authored PRs/issues: **7 PRs / 0 issues**
1217
- - snapshot discussion activity: **17 comments / 26 reviews / 26 review comments**
1218
  - account age: **1648 days**
1219
  - recent public PR activity: **11 PRs** (9 merged / 2 closed-unmerged / 0 open; merged rate **82%**, closed-unmerged rate **18%**, open rate **0%**)
1220
  - public orgs: none visible
@@ -1303,12 +1302,12 @@ Example artifacts:
1303
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ACharly21r)
1304
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ACharly21r)
1305
  - repo first seen: `2026-03-13T09:00:25Z`
1306
- - repo last seen: `2026-05-11T08:14:46Z`
1307
  - first seen in snapshot: **no**
1308
  - repo association: **CONTRIBUTOR**
1309
  - repo primary artifacts: **6**
1310
  - snapshot authored PRs/issues: **6 PRs / 0 issues**
1311
- - snapshot discussion activity: **13 comments / 8 reviews / 8 review comments**
1312
  - account age: **359 days**
1313
  - recent public PR activity: **6 PRs** (1 merged / 2 closed-unmerged / 3 open; merged rate **17%**, closed-unmerged rate **33%**, open rate **50%**)
1314
  - public orgs: none visible
@@ -1317,7 +1316,7 @@ Example artifacts:
1317
 
1318
  Example artifacts:
1319
  - [PR #45718: Fix check_auto.py wiping auto_mappings.py due to missing flush](https://github.com/huggingface/transformers/pull/45718) — open
1320
- - [PR #45716: [Gemma4] Fix SharedKVCache identity loss under FSDP2 cast_forward_inputs](https://github.com/huggingface/transformers/pull/45716) — open
1321
  - [PR #45438: Add Gemma4ForSequenceClassification](https://github.com/huggingface/transformers/pull/45438) — open
1322
 
1323
  ### `kchpp940`
@@ -1366,7 +1365,7 @@ Example artifacts:
1366
  - [PR #45861: Fix M-RoPE device mismatch in Qwen3VL family under FSDP2 CPU offload](https://github.com/huggingface/transformers/pull/45861) — open
1367
  - [PR #45770: Unwrap `text_config` in `AutoModelFor*.from_config`](https://github.com/huggingface/transformers/pull/45770) — closed, merged
1368
  - [Issue #45902: `Qwen3_5MoeTextRotaryEmbedding.inv_freq` reads uninitialized memory after `meta → to_empty(cuda)` materialization](https://github.com/huggingface/transformers/issues/45902) — open
1369
- - [Issue #45859: `Qwen3_5MoeTextRotaryEmbedding.forward` is not compatible with CPU offload](https://github.com/huggingface/transformers/issues/45859) — open
1370
  - [Issue #45759: `AutoModelForCausalLM.from_config` does not unwrap `text_config` for composite Qwen 3.5 and 3.6 multimodal configs](https://github.com/huggingface/transformers/issues/45759) — closed
1371
 
1372
  ### `CharlieKerfoot`
@@ -3300,41 +3299,18 @@ Example artifacts:
3300
  - [PR #44146: Ensure final evaluation runs with step-based evaluation strategy](https://github.com/huggingface/transformers/pull/44146) — closed, merged
3301
  - [PR #42428: logic to select tf32 API as per Pytorch version](https://github.com/huggingface/transformers/pull/42428) — closed, merged
3302
 
3303
- ### `Olexandr88`
3304
-
3305
- - profile: [github.com/Olexandr88](https://github.com/Olexandr88)
3306
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AOlexandr88)
3307
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AOlexandr88)
3308
- - repo first seen: `2025-12-26T13:28:31Z`
3309
- - repo last seen: `2026-03-13T11:08:13Z`
3310
- - first seen in snapshot: **no**
3311
- - repo association: **CONTRIBUTOR**
3312
- - repo primary artifacts: **3**
3313
- - snapshot authored PRs/issues: **3 PRs / 0 issues**
3314
- - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
3315
- - account age: **1622 days**
3316
- - recent public PR activity: **55 PRs** (12 merged / 10 closed-unmerged / 33 open; merged rate **22%**, closed-unmerged rate **18%**, open rate **60%**)
3317
- - public orgs: none visible
3318
- - compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
3319
- - heuristic read: **high recent PR volume; very broad repo spread; high open PR share**
3320
-
3321
- Example artifacts:
3322
- - [PR #44659: docs: remove outdated use_diff docstring from DistributedConfig.to_js…](https://github.com/huggingface/transformers/pull/44659) — open
3323
- - [PR #43544: Fix typos in add_new_model_like docstrings](https://github.com/huggingface/transformers/pull/43544) — closed, merged
3324
- - [PR #43050: Fix safe _file_ access in CLIP lazy module](https://github.com/huggingface/transformers/pull/43050) — closed
3325
-
3326
  ### `bzantium`
3327
 
3328
  - profile: [github.com/bzantium](https://github.com/bzantium)
3329
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Abzantium)
3330
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Abzantium)
3331
  - repo first seen: `2025-09-24T07:07:47Z`
3332
- - repo last seen: `2026-05-11T13:05:41Z`
3333
  - first seen in snapshot: **no**
3334
  - repo association: **CONTRIBUTOR**
3335
  - repo primary artifacts: **3**
3336
  - snapshot authored PRs/issues: **2 PRs / 1 issues**
3337
- - snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
3338
  - account age: **3641 days**
3339
  - recent public PR activity: **51 PRs** (11 merged / 12 closed-unmerged / 28 open; merged rate **22%**, closed-unmerged rate **24%**, open rate **55%**)
3340
  - public orgs: none visible
@@ -3342,7 +3318,7 @@ Example artifacts:
3342
  - heuristic read: **high recent PR volume; broad repo spread; high open PR share**
3343
 
3344
  Example artifacts:
3345
- - [PR #45887: fix(rope): read original_max_position_embeddings from yarn validator's argument](https://github.com/huggingface/transformers/pull/45887) — open
3346
  - [PR #41116: Add MiniCPM3](https://github.com/huggingface/transformers/pull/41116) — open
3347
  - [Issue #41115: Add Model Architecture for MiniCPM3](https://github.com/huggingface/transformers/issues/41115) — open
3348
 
@@ -4354,7 +4330,7 @@ Example artifacts:
4354
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Anealwu)
4355
  - repo first seen: `2026-05-12T03:11:36Z`
4356
  - repo last seen: `2026-05-12T03:18:27Z`
4357
- - first seen in snapshot: **yes**
4358
  - repo association: **CONTRIBUTOR**
4359
  - repo primary artifacts: **2**
4360
  - snapshot authored PRs/issues: **1 PRs / 1 issues**
@@ -6655,7 +6631,7 @@ Example artifacts:
6655
  - repo first seen: `2026-05-11T07:00:47Z`
6656
  - repo last seen: `2026-05-11T16:24:50Z`
6657
  - first seen in snapshot: **no**
6658
- - repo association: **FIRST_TIME_CONTRIBUTOR**
6659
  - repo primary artifacts: **1**
6660
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
6661
  - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
@@ -6666,7 +6642,7 @@ Example artifacts:
6666
  - heuristic read: **high open PR share**
6667
 
6668
  Example artifacts:
6669
- - [PR #45886: Fix/pe audio video bugs](https://github.com/huggingface/transformers/pull/45886) — open
6670
 
6671
  ### `mathceo`
6672
 
@@ -7031,12 +7007,12 @@ Example artifacts:
7031
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apdufour)
7032
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apdufour)
7033
  - repo first seen: `2026-04-04T00:15:04Z`
7034
- - repo last seen: `2026-04-24T06:48:39Z`
7035
  - first seen in snapshot: **no**
7036
  - repo association: **FIRST_TIME_CONTRIBUTOR**
7037
  - repo primary artifacts: **1**
7038
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
7039
- - snapshot discussion activity: **2 comments / 3 reviews / 3 review comments**
7040
  - account age: **5247 days**
7041
  - recent public PR activity: **6 PRs** (1 merged / 0 closed-unmerged / 5 open; merged rate **17%**, closed-unmerged rate **0%**, open rate **83%**)
7042
  - public orgs: none visible
 
1
  # New Contributor Report: huggingface/transformers
2
 
3
+ - Snapshot: `20260512T120027Z`
4
+ - Generated: `2026-05-12T12:02:28Z`
5
  - Activity window: `60d`
6
+ - Contributors: `352`
7
 
8
  ## Summary
9
 
10
  | Author | Profile | First seen? | Association | Account age | Repo first seen | Snapshot PRs | Snapshot issues | Follow-through | Breadth | Automation risk | Notes |
11
  | --- | --- | --- | --- | ---: | --- | ---: | ---: | --- | --- | --- | --- |
12
+ | `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 91 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
13
  | `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 |
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` | 76 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 
31
  | `IlyasMoutawwakil` | [profile](https://github.com/IlyasMoutawwakil) | no | MEMBER | 2354d | `2025-07-04T08:41:29Z` | 17 | 3 | strong | low | low | — |
32
  | `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2996d | `2025-12-16T08:22:52Z` | 17 | 1 | strong | moderate | low | targets high-star repos |
33
  | `hmellor` | [profile](https://github.com/hmellor) | no | MEMBER | 3592d | `2025-08-14T10:03:14Z` | 16 | 2 | strong | low | low | high recent PR volume; targets high-star repos |
34
+ | `Abdennacer-Badaoui` | [profile](https://github.com/Abdennacer-Badaoui) | no | MEMBER | 1414d | `2026-01-08T18:13:10Z` | 16 | 0 | strong | moderate | low | — |
35
  | `kashif` | [profile](https://github.com/kashif) | no | MEMBER | 6569d | `2025-09-08T13:05:54Z` | 16 | 0 | mixed | high | low | high recent PR volume; broad repo spread; targets high-star repos |
 
36
  | `michaelbenayoun` | [profile](https://github.com/michaelbenayoun) | no | MEMBER | 3365d | `2024-10-24T15:39:49Z` | 15 | 0 | strong | moderate | low | targets high-star repos |
37
  | `Sai-Suraj-27` | [profile](https://github.com/Sai-Suraj-27) | no | CONTRIBUTOR | 1745d | `2026-01-23T17:10:04Z` | 14 | 0 | strong | low | low | targets high-star repos |
38
  | `3outeille` | [profile](https://github.com/3outeille) | no | MEMBER | 2625d | `2025-11-26T16:58:10Z` | 13 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 
136
  | `Aravind-11` | [profile](https://github.com/Aravind-11) | no | CONTRIBUTOR | 2804d | `2025-11-10T23:38:23Z` | 3 | 0 | mixed | moderate | low | — |
137
  | `githubnemo` | [profile](https://github.com/githubnemo) | no | MEMBER | 5827d | `2026-01-26T11:34:05Z` | 3 | 0 | strong | moderate | low | targets high-star repos |
138
  | `khushali9` | [profile](https://github.com/khushali9) | no | CONTRIBUTOR | 4226d | `2025-11-26T16:41:09Z` | 3 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 
139
  | `bzantium` | [profile](https://github.com/bzantium) | no | CONTRIBUTOR | 3641d | `2025-09-24T07:07:47Z` | 2 | 1 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share |
140
  | `thisisiron` | [profile](https://github.com/thisisiron) | no | CONTRIBUTOR | 3447d | `2025-08-20T15:17:54Z` | 2 | 1 | weak | low | low | high open PR share; targets high-star repos |
141
  | `burtenshaw` | [profile](https://github.com/burtenshaw) | no | MEMBER | 3611d | `2026-03-03T11:35:13Z` | 2 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
 
182
  | `kndtran` | [profile](https://github.com/kndtran) | no | FIRST_TIME_CONTRIBUTOR | 3650d | `2026-05-06T18:23:26Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
183
  | `mango766` | [profile](https://github.com/mango766) | no | CONTRIBUTOR | 1772d | `2026-03-16T04:08:09Z` | 1 | 1 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
184
  | `masoudpz` | [profile](https://github.com/masoudpz) | no | FIRST_TIME_CONTRIBUTOR | 4678d | `2026-04-02T00:31:07Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
185
+ | `nealwu` | [profile](https://github.com/nealwu) | no | CONTRIBUTOR | 5508d | `2026-05-12T03:11:36Z` | 1 | 1 | strong | low | low | — |
186
  | `ntenenz` | [profile](https://github.com/ntenenz) | no | CONTRIBUTOR | 4267d | `2026-03-13T20:09:58Z` | 1 | 1 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
187
  | `nunq` | [profile](https://github.com/nunq) | no | FIRST_TIME_CONTRIBUTOR | 2694d | `2026-05-08T00:29:00Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
188
  | `Regata3010` | [profile](https://github.com/Regata3010) | no | CONTRIBUTOR | 1431d | `2026-04-08T04:07:37Z` | 1 | 1 | strong | low | low | no visible non-self stars; targets high-star repos |
 
291
  | `maanas1234` | [profile](https://github.com/maanas1234) | no | CONTRIBUTOR | 584d | `2026-03-31T17:31:37Z` | 1 | 0 | strong | low | low | targets high-star repos |
292
  | `madhav1k` | [profile](https://github.com/madhav1k) | no | FIRST_TIME_CONTRIBUTOR | 2059d | `2026-04-06T17:47:07Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
293
  | `marvinzh` | [profile](https://github.com/marvinzh) | no | CONTRIBUTOR | 4429d | `2026-04-07T06:49:34Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
294
+ | `massimilianoviola` | [profile](https://github.com/massimilianoviola) | no | CONTRIBUTOR | 2120d | `2026-05-11T07:00:47Z` | 1 | 0 | mixed | low | low | high open PR share |
295
  | `mathceo` | [profile](https://github.com/mathceo) | no | FIRST_TIME_CONTRIBUTOR | 1911d | `2026-04-16T09:30:36Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
296
  | `McPatate` | [profile](https://github.com/McPatate) | no | MEMBER | 4207d | `2025-11-10T16:50:33Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
297
  | `Melnuno` | [profile](https://github.com/Melnuno) | no | NONE | 2376d | `2026-05-05T17:30:41Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
370
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ACyrilvallez)
371
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ACyrilvallez)
372
  - repo first seen: `2025-03-19T10:58:02Z`
373
+ - repo last seen: `2026-05-12T09:10:00Z`
374
  - first seen in snapshot: **no**
375
  - repo association: **MEMBER**
376
+ - repo primary artifacts: **91**
377
+ - snapshot authored PRs/issues: **91 PRs / 0 issues**
378
+ - snapshot discussion activity: **234 comments / 311 reviews / 484 review comments**
379
  - account age: **2036 days**
380
  - recent public PR activity: **48 PRs** (42 merged / 2 closed-unmerged / 4 open; merged rate **88%**, closed-unmerged rate **4%**, open rate **8%**)
381
  - public orgs: `huggingface`
 
383
  - heuristic read: **high recent PR volume; targets high-star repos**
384
 
385
  Example artifacts:
386
+ - [PR #45912: Fix fsdp2 for gemma models with shared kv states](https://github.com/huggingface/transformers/pull/45912) — open
387
+ - [PR #45909: Automatically inherit properties from children in composite models](https://github.com/huggingface/transformers/pull/45909) — closed, merged
388
  - [PR #45906: Remove `_checkpoint_conversion_mapping` from model attributes](https://github.com/huggingface/transformers/pull/45906) — closed, merged
 
389
 
390
  ### `tarekziade`
391
 
 
393
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atarekziade)
394
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atarekziade)
395
  - repo first seen: `2026-01-21T16:52:29Z`
396
+ - repo last seen: `2026-05-12T11:01:54Z`
397
  - first seen in snapshot: **no**
398
  - repo association: **MEMBER**
399
  - repo primary artifacts: **91**
400
  - snapshot authored PRs/issues: **85 PRs / 6 issues**
401
+ - snapshot discussion activity: **169 comments / 192 reviews / 183 review comments**
402
  - account age: **5839 days**
403
  - recent public PR activity: **108 PRs** (92 merged / 3 closed-unmerged / 13 open; merged rate **85%**, closed-unmerged rate **3%**, open rate **12%**)
404
  - public orgs: `AFPy`, `faitmain`, `circus-tent`
 
419
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aydshieh)
420
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aydshieh)
421
  - repo first seen: `2025-03-31T13:54:54Z`
422
+ - repo last seen: `2026-05-12T09:17:35Z`
423
  - first seen in snapshot: **no**
424
  - repo association: **MEMBER**
425
  - repo primary artifacts: **77**
426
  - snapshot authored PRs/issues: **77 PRs / 0 issues**
427
+ - snapshot discussion activity: **107 comments / 193 reviews / 142 review comments**
428
  - account age: **4938 days**
429
  - recent public PR activity: **52 PRs** (40 merged / 4 closed-unmerged / 8 open; merged rate **77%**, closed-unmerged rate **8%**, open rate **15%**)
430
  - public orgs: none visible
 
442
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azucchini-nlp)
443
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azucchini-nlp)
444
  - repo first seen: `2024-09-26T09:23:39Z`
445
+ - repo last seen: `2026-05-12T11:11:08Z`
446
  - first seen in snapshot: **no**
447
  - repo association: **MEMBER**
448
  - repo primary artifacts: **76**
449
  - snapshot authored PRs/issues: **76 PRs / 0 issues**
450
+ - snapshot discussion activity: **526 comments / 790 reviews / 1836 review comments**
451
  - account age: **1508 days**
452
  - recent public PR activity: **50 PRs** (33 merged / 6 closed-unmerged / 11 open; merged rate **66%**, closed-unmerged rate **12%**, open rate **22%**)
453
  - public orgs: `huggingface`, `deeppavlov`
 
491
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArthurZucker)
492
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArthurZucker)
493
  - repo first seen: `2023-02-24T14:13:29Z`
494
+ - repo last seen: `2026-05-12T09:28:05Z`
495
  - first seen in snapshot: **no**
496
  - repo association: **MEMBER**
497
  - repo primary artifacts: **56**
498
  - snapshot authored PRs/issues: **53 PRs / 3 issues**
499
+ - snapshot discussion activity: **166 comments / 563 reviews / 1136 review comments**
500
  - account age: **2590 days**
501
  - recent public PR activity: **60 PRs** (36 merged / 5 closed-unmerged / 19 open; merged rate **60%**, closed-unmerged rate **8%**, open rate **32%**)
502
  - public orgs: none visible
 
504
  - heuristic read: **high recent PR volume; targets high-star repos**
505
 
506
  Example artifacts:
507
+ - [PR #45892: Fix deepseek v4](https://github.com/huggingface/transformers/pull/45892) — closed, merged
508
  - [PR #45881: [deepseek_v4] fix CSA per-query masking in eager path](https://github.com/huggingface/transformers/pull/45881) — closed, merged
509
  - [PR #45879: [deepseek_v4] fix CSA per-query masking in eager path](https://github.com/huggingface/transformers/pull/45879) — closed
510
  - [Issue #45882: Reduce peak memory during quantization of MoE models (follow-up to #43917)](https://github.com/huggingface/transformers/issues/45882) — open
 
566
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avasqu)
567
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avasqu)
568
  - repo first seen: `2025-08-26T12:13:50Z`
569
+ - repo last seen: `2026-05-12T12:00:15Z`
570
  - first seen in snapshot: **no**
571
  - repo association: **MEMBER**
572
  - repo primary artifacts: **44**
573
  - snapshot authored PRs/issues: **43 PRs / 1 issues**
574
+ - snapshot discussion activity: **523 comments / 927 reviews / 3954 review comments**
575
  - account age: **1991 days**
576
  - recent public PR activity: **21 PRs** (12 merged / 3 closed-unmerged / 6 open; merged rate **57%**, closed-unmerged rate **14%**, open rate **29%**)
577
  - public orgs: none visible
 
590
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARocketknight1)
591
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARocketknight1)
592
  - repo first seen: `2023-02-27T14:00:41Z`
593
+ - repo last seen: `2026-05-12T11:58:48Z`
594
  - first seen in snapshot: **no**
595
  - repo association: **MEMBER**
596
  - repo primary artifacts: **40**
597
  - snapshot authored PRs/issues: **40 PRs / 0 issues**
598
+ - snapshot discussion activity: **611 comments / 222 reviews / 123 review comments**
599
  - account age: **3961 days**
600
  - recent public PR activity: **17 PRs** (16 merged / 1 closed-unmerged / 0 open; merged rate **94%**, closed-unmerged rate **6%**, open rate **0%**)
601
  - public orgs: `huggingface`
 
639
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aitazap)
640
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aitazap)
641
  - repo first seen: `2024-10-21T07:08:47Z`
642
+ - repo last seen: `2026-05-12T07:30:16Z`
643
  - first seen in snapshot: **no**
644
  - repo association: **MEMBER**
645
  - repo primary artifacts: **29**
646
  - snapshot authored PRs/issues: **29 PRs / 0 issues**
647
+ - snapshot discussion activity: **43 comments / 49 reviews / 31 review comments**
648
  - account age: **3139 days**
649
  - recent public PR activity: **20 PRs** (10 merged / 5 closed-unmerged / 5 open; merged rate **50%**, closed-unmerged rate **25%**, open rate **25%**)
650
  - public orgs: none visible
 
685
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aremi-or)
686
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aremi-or)
687
  - repo first seen: `2026-01-13T09:15:18Z`
688
+ - repo last seen: `2026-05-12T11:08:29Z`
689
  - first seen in snapshot: **no**
690
  - repo association: **MEMBER**
691
  - repo primary artifacts: **25**
692
  - snapshot authored PRs/issues: **25 PRs / 0 issues**
693
+ - snapshot discussion activity: **42 comments / 133 reviews / 144 review comments**
694
  - account age: **1813 days**
695
  - recent public PR activity: **13 PRs** (12 merged / 0 closed-unmerged / 1 open; merged rate **92%**, closed-unmerged rate **0%**, open rate **8%**)
696
  - public orgs: none visible
 
734
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aeustlb)
735
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aeustlb)
736
  - repo first seen: `2025-01-20T12:27:19Z`
737
+ - repo last seen: `2026-05-12T09:45:57Z`
738
  - first seen in snapshot: **no**
739
  - repo association: **MEMBER**
740
  - repo primary artifacts: **20**
741
  - snapshot authored PRs/issues: **20 PRs / 0 issues**
742
+ - snapshot discussion activity: **35 comments / 144 reviews / 280 review comments**
743
  - account age: **1607 days**
744
  - recent public PR activity: **11 PRs** (8 merged / 0 closed-unmerged / 3 open; merged rate **73%**, closed-unmerged rate **0%**, open rate **27%**)
745
  - public orgs: none visible
 
832
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIlyasMoutawwakil)
833
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIlyasMoutawwakil)
834
  - repo first seen: `2025-07-04T08:41:29Z`
835
+ - repo last seen: `2026-05-12T09:30:11Z`
836
  - first seen in snapshot: **no**
837
  - repo association: **MEMBER**
838
  - repo primary artifacts: **20**
839
  - snapshot authored PRs/issues: **17 PRs / 3 issues**
840
+ - snapshot discussion activity: **56 comments / 219 reviews / 194 review comments**
841
  - account age: **2354 days**
842
  - recent public PR activity: **22 PRs** (16 merged / 2 closed-unmerged / 4 open; merged rate **73%**, closed-unmerged rate **9%**, open rate **18%**)
843
  - public orgs: `huggingface`, `Chouafa`
 
901
  - [Issue #43522: Weights are not tied when model is loaded onto the `meta` device](https://github.com/huggingface/transformers/issues/43522) — closed
902
  - [Issue #42738: BERT-like models with RoPE](https://github.com/huggingface/transformers/issues/42738) — open
903
 
904
+ ### `Abdennacer-Badaoui`
905
+
906
+ - profile: [github.com/Abdennacer-Badaoui](https://github.com/Abdennacer-Badaoui)
907
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAbdennacer-Badaoui)
908
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAbdennacer-Badaoui)
909
+ - repo first seen: `2026-01-08T18:13:10Z`
910
+ - repo last seen: `2026-05-12T08:54:04Z`
911
+ - first seen in snapshot: **no**
912
+ - repo association: **MEMBER**
913
+ - repo primary artifacts: **16**
914
+ - snapshot authored PRs/issues: **16 PRs / 0 issues**
915
+ - snapshot discussion activity: **6 comments / 34 reviews / 34 review comments**
916
+ - account age: **1414 days**
917
+ - recent public PR activity: **17 PRs** (16 merged / 0 closed-unmerged / 1 open; merged rate **94%**, closed-unmerged rate **0%**, open rate **6%**)
918
+ - public orgs: `huggingface`, `bitsandbytes-foundation`
919
+ - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
920
+ - heuristic read: **—**
921
+
922
+ Example artifacts:
923
+ - [PR #45913: [CI] AMD docker: bump to ROCm 7.2.2 / PyTorch 2.10 + prebuilt FA wheel](https://github.com/huggingface/transformers/pull/45913) — open
924
+ - [PR #45675: Fix UnboundLocalError in shard_and_distribute_module for replicated parameters](https://github.com/huggingface/transformers/pull/45675) — closed, merged
925
+ - [PR #45602: [AMD CI] Fix expectations for Gemma3n](https://github.com/huggingface/transformers/pull/45602) — closed, merged
926
+
927
  ### `kashif`
928
 
929
  - profile: [github.com/kashif](https://github.com/kashif)
 
947
  - [PR #45513: [Qwen3.5] Fix GDN linear attention multi-token cached forward](https://github.com/huggingface/transformers/pull/45513) — open
948
  - [PR #45490: Add ctsm model](https://github.com/huggingface/transformers/pull/45490) — open
949
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
950
  ### `michaelbenayoun`
951
 
952
  - profile: [github.com/michaelbenayoun](https://github.com/michaelbenayoun)
 
1162
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azhang-prog)
1163
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azhang-prog)
1164
  - repo first seen: `2025-12-23T11:18:14Z`
1165
+ - repo last seen: `2026-05-12T10:50:19Z`
1166
  - first seen in snapshot: **no**
1167
  - repo association: **CONTRIBUTOR**
1168
  - repo primary artifacts: **8**
1169
  - snapshot authored PRs/issues: **8 PRs / 0 issues**
1170
+ - snapshot discussion activity: **38 comments / 362 reviews / 363 review comments**
1171
  - account age: **2074 days**
1172
  - recent public PR activity: **19 PRs** (16 merged / 2 closed-unmerged / 1 open; merged rate **84%**, closed-unmerged rate **11%**, open rate **5%**)
1173
  - public orgs: none visible
 
1208
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AJJJYmmm)
1209
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AJJJYmmm)
1210
  - repo first seen: `2026-01-27T10:34:17Z`
1211
+ - repo last seen: `2026-05-12T11:54:27Z`
1212
  - first seen in snapshot: **no**
1213
  - repo association: **CONTRIBUTOR**
1214
  - repo primary artifacts: **7**
1215
  - snapshot authored PRs/issues: **7 PRs / 0 issues**
1216
+ - snapshot discussion activity: **17 comments / 28 reviews / 28 review comments**
1217
  - account age: **1648 days**
1218
  - recent public PR activity: **11 PRs** (9 merged / 2 closed-unmerged / 0 open; merged rate **82%**, closed-unmerged rate **18%**, open rate **0%**)
1219
  - public orgs: none visible
 
1302
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ACharly21r)
1303
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ACharly21r)
1304
  - repo first seen: `2026-03-13T09:00:25Z`
1305
+ - repo last seen: `2026-05-12T09:44:21Z`
1306
  - first seen in snapshot: **no**
1307
  - repo association: **CONTRIBUTOR**
1308
  - repo primary artifacts: **6**
1309
  - snapshot authored PRs/issues: **6 PRs / 0 issues**
1310
+ - snapshot discussion activity: **14 comments / 8 reviews / 8 review comments**
1311
  - account age: **359 days**
1312
  - recent public PR activity: **6 PRs** (1 merged / 2 closed-unmerged / 3 open; merged rate **17%**, closed-unmerged rate **33%**, open rate **50%**)
1313
  - public orgs: none visible
 
1316
 
1317
  Example artifacts:
1318
  - [PR #45718: Fix check_auto.py wiping auto_mappings.py due to missing flush](https://github.com/huggingface/transformers/pull/45718) — open
1319
+ - [PR #45716: [Gemma4] Fix SharedKVCache identity loss under FSDP2 cast_forward_inputs](https://github.com/huggingface/transformers/pull/45716) — closed
1320
  - [PR #45438: Add Gemma4ForSequenceClassification](https://github.com/huggingface/transformers/pull/45438) — open
1321
 
1322
  ### `kchpp940`
 
1365
  - [PR #45861: Fix M-RoPE device mismatch in Qwen3VL family under FSDP2 CPU offload](https://github.com/huggingface/transformers/pull/45861) — open
1366
  - [PR #45770: Unwrap `text_config` in `AutoModelFor*.from_config`](https://github.com/huggingface/transformers/pull/45770) — closed, merged
1367
  - [Issue #45902: `Qwen3_5MoeTextRotaryEmbedding.inv_freq` reads uninitialized memory after `meta → to_empty(cuda)` materialization](https://github.com/huggingface/transformers/issues/45902) — open
1368
+ - [Issue #45859: `Qwen3_5MoeTextRotaryEmbedding.forward` is not compatible with CPU offload](https://github.com/huggingface/transformers/issues/45859) — closed
1369
  - [Issue #45759: `AutoModelForCausalLM.from_config` does not unwrap `text_config` for composite Qwen 3.5 and 3.6 multimodal configs](https://github.com/huggingface/transformers/issues/45759) — closed
1370
 
1371
  ### `CharlieKerfoot`
 
3299
  - [PR #44146: Ensure final evaluation runs with step-based evaluation strategy](https://github.com/huggingface/transformers/pull/44146) — closed, merged
3300
  - [PR #42428: logic to select tf32 API as per Pytorch version](https://github.com/huggingface/transformers/pull/42428) — closed, merged
3301
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3302
  ### `bzantium`
3303
 
3304
  - profile: [github.com/bzantium](https://github.com/bzantium)
3305
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Abzantium)
3306
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Abzantium)
3307
  - repo first seen: `2025-09-24T07:07:47Z`
3308
+ - repo last seen: `2026-05-12T06:10:46Z`
3309
  - first seen in snapshot: **no**
3310
  - repo association: **CONTRIBUTOR**
3311
  - repo primary artifacts: **3**
3312
  - snapshot authored PRs/issues: **2 PRs / 1 issues**
3313
+ - snapshot discussion activity: **4 comments / 1 reviews / 1 review comments**
3314
  - account age: **3641 days**
3315
  - recent public PR activity: **51 PRs** (11 merged / 12 closed-unmerged / 28 open; merged rate **22%**, closed-unmerged rate **24%**, open rate **55%**)
3316
  - public orgs: none visible
 
3318
  - heuristic read: **high recent PR volume; broad repo spread; high open PR share**
3319
 
3320
  Example artifacts:
3321
+ - [PR #45887: fix(rope): read original_max_position_embeddings from yarn validator's argument](https://github.com/huggingface/transformers/pull/45887) — closed, merged
3322
  - [PR #41116: Add MiniCPM3](https://github.com/huggingface/transformers/pull/41116) — open
3323
  - [Issue #41115: Add Model Architecture for MiniCPM3](https://github.com/huggingface/transformers/issues/41115) — open
3324
 
 
4330
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Anealwu)
4331
  - repo first seen: `2026-05-12T03:11:36Z`
4332
  - repo last seen: `2026-05-12T03:18:27Z`
4333
+ - first seen in snapshot: **no**
4334
  - repo association: **CONTRIBUTOR**
4335
  - repo primary artifacts: **2**
4336
  - snapshot authored PRs/issues: **1 PRs / 1 issues**
 
6631
  - repo first seen: `2026-05-11T07:00:47Z`
6632
  - repo last seen: `2026-05-11T16:24:50Z`
6633
  - first seen in snapshot: **no**
6634
+ - repo association: **CONTRIBUTOR**
6635
  - repo primary artifacts: **1**
6636
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
6637
  - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
 
6642
  - heuristic read: **high open PR share**
6643
 
6644
  Example artifacts:
6645
+ - [PR #45886: Fix/pe audio video bugs](https://github.com/huggingface/transformers/pull/45886) — closed, merged
6646
 
6647
  ### `mathceo`
6648
 
 
7007
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apdufour)
7008
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apdufour)
7009
  - repo first seen: `2026-04-04T00:15:04Z`
7010
+ - repo last seen: `2026-05-12T06:51:07Z`
7011
  - first seen in snapshot: **no**
7012
  - repo association: **FIRST_TIME_CONTRIBUTOR**
7013
  - repo primary artifacts: **1**
7014
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
7015
+ - snapshot discussion activity: **3 comments / 3 reviews / 3 review comments**
7016
  - account age: **5247 days**
7017
  - recent public PR activity: **6 PRs** (1 merged / 0 closed-unmerged / 5 open; merged rate **17%**, closed-unmerged rate **0%**, open rate **83%**)
7018
  - public orgs: none visible
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781
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782
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783
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930
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931
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932
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933
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934
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935
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937
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948
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949
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950
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952
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953
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1009
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@@ -1017,53 +889,11 @@
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1018
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1020
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1030
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1031
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1032
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1033
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1034
- "src/transformers/models",
1035
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1036
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1037
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1038
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1048
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1049
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1050
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1051
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1052
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1054
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1055
- "tests/models/gemma4",
1056
- "src/transformers",
1057
- "tests/models",
1058
- "src",
1059
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1060
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@@ -1085,8 +915,8 @@
1085
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1086
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@@ -1128,47 +958,11 @@
1128
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1129
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1130
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1141
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1142
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1143
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1144
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1145
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1146
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1156
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1158
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1159
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1160
- "shared_directories": [
1161
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1162
- "src/transformers/models",
1163
- "src/transformers",
1164
- "src"
1165
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1166
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1167
  {
1168
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1170
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1172
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1173
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1174
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@@ -1184,8 +978,8 @@
1184
  {
1185
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1186
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1187
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1190
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1191
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@@ -1204,26 +998,26 @@
1204
  "cluster_id": "pr-scope-41992-5",
1205
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1206
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1207
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1209
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1210
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1211
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1212
  "representative_pr_number": 45396,
1213
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1214
- "summary": "5 open PRs share weighted file overlap around `src/transformers/models/paddleocr_vl/modular_paddleocr_vl.py`, `src/transformers/models/glm46v/modeling_glm46v.py`, `src/transformers/models/paddleocr_vl/modeling_paddleocr_vl.py`; representative PR #45396.",
1215
  "shared_filenames": [
1216
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1217
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1218
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1219
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1220
  "src/transformers/models/glm_ocr/modeling_glm_ocr.py",
1221
- "src/transformers/models/glm4v/modular_glm4v.py",
1222
  "src/transformers/models/qwen2_5_vl/modeling_qwen2_5_vl.py",
1223
- "src/transformers/models/qwen2_vl/modeling_qwen2_vl.py"
 
1224
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1225
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1226
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1227
  "src/transformers/models/glm_ocr",
1228
  "src/transformers/models/paddleocr_vl",
1229
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@@ -1236,8 +1030,8 @@
1236
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1237
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1269
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1270
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@@ -1302,8 +1096,8 @@
1302
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1303
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1304
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1305
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@@ -1333,43 +1127,43 @@
1333
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1334
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1335
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1345
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1348
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1350
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1351
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1352
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1353
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1354
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1358
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1361
- "src/transformers/models/deepseek_vl",
1362
- "src/transformers/models/deepseek_vl_hybrid",
1363
- "src/transformers/models/emu3",
1364
  "src/transformers/models/ernie4_5_vl_moe",
1365
- "src/transformers/models/fast_vlm"
 
 
 
 
 
 
 
 
1366
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1373
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1374
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1375
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@@ -1401,8 +1195,8 @@
1401
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1402
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1407
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1408
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@@ -1432,30 +1226,30 @@
1432
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1433
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1434
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1435
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1436
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1440
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1441
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1442
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1443
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1444
- "src/transformers/models/glm46v/modeling_glm46v.py",
1445
  "src/transformers/models/glm4v/modeling_glm4v.py",
1446
- "src/transformers/models/glm4v/modular_glm4v.py",
1447
  "src/transformers/models/glm4v_moe/modeling_glm4v_moe.py",
 
 
1448
  "src/transformers/models/glm_ocr/modeling_glm_ocr.py",
 
1449
  "src/transformers/models/paddleocr_vl/modeling_paddleocr_vl.py",
1450
- "src/transformers/models/paddleocr_vl/modular_paddleocr_vl.py",
1451
  "src/transformers/models/qwen2_5_omni/modeling_qwen2_5_omni.py",
1452
  "src/transformers/models/qwen2_5_omni/modular_qwen2_5_omni.py"
1453
  ],
1454
  "shared_directories": [
1455
  "src/transformers/models/ernie4_5_vl_moe",
1456
- "src/transformers/models/glm46v",
1457
  "src/transformers/models/glm4v",
1458
  "src/transformers/models/glm4v_moe",
 
1459
  "src/transformers/models/glm_ocr",
1460
  "src/transformers/models/paddleocr_vl",
1461
  "src/transformers/models/qwen2_5_omni",
@@ -1467,8 +1261,8 @@
1467
  {
1468
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1469
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1470
- "similarity": 0.311,
1471
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1472
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1473
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1474
  "concentration_similarity": 0.845,
@@ -1498,30 +1292,30 @@
1498
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1499
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1500
  {
1501
- "left_pr_number": 44907,
1502
- "right_pr_number": 45396,
1503
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1504
- "content_similarity": 0.279,
1505
- "size_similarity": 0.104,
1506
- "breadth_similarity": 0.543,
1507
- "concentration_similarity": 0.902,
1508
  "shared_filenames": [
1509
  "src/transformers/models/ernie4_5_vl_moe/modeling_ernie4_5_vl_moe.py",
1510
- "src/transformers/models/glm46v/modeling_glm46v.py",
1511
  "src/transformers/models/glm4v/modeling_glm4v.py",
1512
- "src/transformers/models/glm4v/modular_glm4v.py",
1513
  "src/transformers/models/glm4v_moe/modeling_glm4v_moe.py",
 
 
1514
  "src/transformers/models/glm_ocr/modeling_glm_ocr.py",
1515
  "src/transformers/models/paddleocr_vl/modeling_paddleocr_vl.py",
1516
- "src/transformers/models/paddleocr_vl/modular_paddleocr_vl.py",
1517
  "src/transformers/models/qwen2_5_omni/modeling_qwen2_5_omni.py",
1518
- "src/transformers/models/qwen2_5_omni/modular_qwen2_5_omni.py"
 
1519
  ],
1520
  "shared_directories": [
1521
  "src/transformers/models/ernie4_5_vl_moe",
1522
- "src/transformers/models/glm46v",
1523
  "src/transformers/models/glm4v",
1524
  "src/transformers/models/glm4v_moe",
 
1525
  "src/transformers/models/glm_ocr",
1526
  "src/transformers/models/paddleocr_vl",
1527
  "src/transformers/models/qwen2_5_omni",
@@ -1532,29 +1326,29 @@
1532
  },
1533
  {
1534
  "left_pr_number": 41992,
1535
- "right_pr_number": 44907,
1536
- "similarity": 0.253,
1537
- "content_similarity": 0.168,
1538
- "size_similarity": 0.058,
1539
- "breadth_similarity": 0.887,
1540
- "concentration_similarity": 0.76,
1541
  "shared_filenames": [
1542
  "src/transformers/models/ernie4_5_vl_moe/modeling_ernie4_5_vl_moe.py",
1543
- "src/transformers/models/glm46v/modeling_glm46v.py",
1544
  "src/transformers/models/glm4v/modeling_glm4v.py",
1545
- "src/transformers/models/glm4v/modular_glm4v.py",
1546
  "src/transformers/models/glm4v_moe/modeling_glm4v_moe.py",
 
 
1547
  "src/transformers/models/glm_ocr/modeling_glm_ocr.py",
 
1548
  "src/transformers/models/paddleocr_vl/modeling_paddleocr_vl.py",
1549
- "src/transformers/models/paddleocr_vl/modular_paddleocr_vl.py",
1550
  "src/transformers/models/qwen2_5_omni/modeling_qwen2_5_omni.py",
1551
  "src/transformers/models/qwen2_5_omni/modular_qwen2_5_omni.py"
1552
  ],
1553
  "shared_directories": [
1554
  "src/transformers/models/ernie4_5_vl_moe",
1555
- "src/transformers/models/glm46v",
1556
  "src/transformers/models/glm4v",
1557
  "src/transformers/models/glm4v_moe",
 
1558
  "src/transformers/models/glm_ocr",
1559
  "src/transformers/models/paddleocr_vl",
1560
  "src/transformers/models/qwen2_5_omni",
@@ -1892,7 +1686,7 @@
1892
  {
1893
  "left_pr_number": 45635,
1894
  "right_pr_number": 45794,
1895
- "similarity": 0.457,
1896
  "content_similarity": 0.542,
1897
  "size_similarity": 0.02,
1898
  "breadth_similarity": 0.333,
@@ -1971,6 +1765,123 @@
1971
  }
1972
  ]
1973
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1974
  {
1975
  "cluster_id": "pr-scope-33686-4",
1976
  "pr_numbers": [
@@ -1993,8 +1904,8 @@
1993
  {
1994
  "left_pr_number": 33686,
1995
  "right_pr_number": 44550,
1996
- "similarity": 0.391,
1997
- "content_similarity": 0.13,
1998
  "size_similarity": 1.0,
1999
  "breadth_similarity": 1.0,
2000
  "concentration_similarity": 1.0,
@@ -2009,8 +1920,8 @@
2009
  {
2010
  "left_pr_number": 44407,
2011
  "right_pr_number": 44550,
2012
- "similarity": 0.362,
2013
- "content_similarity": 0.098,
2014
  "size_similarity": 0.957,
2015
  "breadth_similarity": 1.0,
2016
  "concentration_similarity": 1.0,
@@ -2025,7 +1936,7 @@
2025
  "left_pr_number": 44550,
2026
  "right_pr_number": 45899,
2027
  "similarity": 0.362,
2028
- "content_similarity": 0.098,
2029
  "size_similarity": 0.955,
2030
  "breadth_similarity": 1.0,
2031
  "concentration_similarity": 1.0,
@@ -2054,8 +1965,8 @@
2054
  {
2055
  "left_pr_number": 33686,
2056
  "right_pr_number": 45899,
2057
- "similarity": 0.351,
2058
- "content_similarity": 0.083,
2059
  "size_similarity": 0.955,
2060
  "breadth_similarity": 1.0,
2061
  "concentration_similarity": 1.0,
@@ -2069,7 +1980,7 @@
2069
  {
2070
  "left_pr_number": 44407,
2071
  "right_pr_number": 45899,
2072
- "similarity": 0.348,
2073
  "content_similarity": 0.088,
2074
  "size_similarity": 0.913,
2075
  "breadth_similarity": 1.0,
@@ -2108,7 +2019,7 @@
2108
  {
2109
  "left_pr_number": 44066,
2110
  "right_pr_number": 44722,
2111
- "similarity": 0.97,
2112
  "content_similarity": 0.968,
2113
  "size_similarity": 0.959,
2114
  "breadth_similarity": 1.0,
@@ -2146,8 +2057,8 @@
2146
  {
2147
  "left_pr_number": 44066,
2148
  "right_pr_number": 44085,
2149
- "similarity": 0.919,
2150
- "content_similarity": 0.964,
2151
  "size_similarity": 0.979,
2152
  "breadth_similarity": 0.5,
2153
  "concentration_similarity": 0.944,
@@ -2171,7 +2082,7 @@
2171
  44676
2172
  ],
2173
  "representative_pr_number": 44059,
2174
- "average_similarity": 0.568,
2175
  "summary": "3 open PRs share weighted file overlap around `src/transformers/models/gpt2/modeling_gpt2.py`; representative PR #44059.",
2176
  "shared_filenames": [
2177
  "src/transformers/models/gpt2/modeling_gpt2.py"
@@ -2186,8 +2097,8 @@
2186
  {
2187
  "left_pr_number": 44059,
2188
  "right_pr_number": 44676,
2189
- "similarity": 0.678,
2190
- "content_similarity": 0.74,
2191
  "size_similarity": 0.062,
2192
  "breadth_similarity": 1.0,
2193
  "concentration_similarity": 1.0,
@@ -2204,8 +2115,8 @@
2204
  {
2205
  "left_pr_number": 44015,
2206
  "right_pr_number": 44059,
2207
- "similarity": 0.614,
2208
- "content_similarity": 0.678,
2209
  "size_similarity": 0.543,
2210
  "breadth_similarity": 0.333,
2211
  "concentration_similarity": 0.488,
@@ -2222,8 +2133,8 @@
2222
  {
2223
  "left_pr_number": 44015,
2224
  "right_pr_number": 44676,
2225
- "similarity": 0.414,
2226
- "content_similarity": 0.501,
2227
  "size_similarity": 0.034,
2228
  "breadth_similarity": 0.333,
2229
  "concentration_similarity": 0.488,
@@ -2464,7 +2375,7 @@
2464
  "left_pr_number": 42975,
2465
  "right_pr_number": 42976,
2466
  "similarity": 0.412,
2467
- "content_similarity": 0.409,
2468
  "size_similarity": 0.101,
2469
  "breadth_similarity": 0.606,
2470
  "concentration_similarity": 1.0,
@@ -2524,7 +2435,7 @@
2524
  "left_pr_number": 34667,
2525
  "right_pr_number": 44872,
2526
  "similarity": 0.443,
2527
- "content_similarity": 0.361,
2528
  "size_similarity": 0.273,
2529
  "breadth_similarity": 1.0,
2530
  "concentration_similarity": 1.0,
@@ -2541,7 +2452,7 @@
2541
  "left_pr_number": 39683,
2542
  "right_pr_number": 44872,
2543
  "similarity": 0.428,
2544
- "content_similarity": 0.37,
2545
  "size_similarity": 0.13,
2546
  "breadth_similarity": 1.0,
2547
  "concentration_similarity": 1.0,
@@ -2648,7 +2559,7 @@
2648
  {
2649
  "left_pr_number": 43875,
2650
  "right_pr_number": 45846,
2651
- "similarity": 0.572,
2652
  "content_similarity": 0.585,
2653
  "size_similarity": 0.1,
2654
  "breadth_similarity": 1.0,
@@ -2698,74 +2609,6 @@
2698
  }
2699
  ]
2700
  },
2701
- {
2702
- "cluster_id": "pr-scope-45548-3",
2703
- "pr_numbers": [
2704
- 45548,
2705
- 45649,
2706
- 45655
2707
- ],
2708
- "representative_pr_number": 45649,
2709
- "average_similarity": 0.415,
2710
- "summary": "3 open PRs share weighted file overlap around `src/transformers/modeling_utils.py`; representative PR #45649.",
2711
- "shared_filenames": [
2712
- "src/transformers/modeling_utils.py"
2713
- ],
2714
- "shared_directories": [
2715
- "src/transformers",
2716
- "src"
2717
- ],
2718
- "pairwise": [
2719
- {
2720
- "left_pr_number": 45649,
2721
- "right_pr_number": 45655,
2722
- "similarity": 0.508,
2723
- "content_similarity": 0.344,
2724
- "size_similarity": 0.778,
2725
- "breadth_similarity": 1.0,
2726
- "concentration_similarity": 1.0,
2727
- "shared_filenames": [
2728
- "src/transformers/modeling_utils.py"
2729
- ],
2730
- "shared_directories": [
2731
- "src/transformers",
2732
- "src"
2733
- ]
2734
- },
2735
- {
2736
- "left_pr_number": 45548,
2737
- "right_pr_number": 45649,
2738
- "similarity": 0.387,
2739
- "content_similarity": 0.342,
2740
- "size_similarity": 0.149,
2741
- "breadth_similarity": 0.75,
2742
- "concentration_similarity": 1.0,
2743
- "shared_filenames": [
2744
- "src/transformers/modeling_utils.py"
2745
- ],
2746
- "shared_directories": [
2747
- "src/transformers",
2748
- "src"
2749
- ]
2750
- },
2751
- {
2752
- "left_pr_number": 45548,
2753
- "right_pr_number": 45655,
2754
- "similarity": 0.349,
2755
- "content_similarity": 0.279,
2756
- "size_similarity": 0.191,
2757
- "breadth_similarity": 0.75,
2758
- "concentration_similarity": 1.0,
2759
- "shared_filenames": [
2760
- "src/transformers/modeling_utils.py"
2761
- ],
2762
- "shared_directories": [
2763
- "src/transformers",
2764
- "src"
2765
- ]
2766
- }
2767
- ]
2768
- },
2769
  {
2770
  "cluster_id": "pr-scope-44385-3",
2771
  "pr_numbers": [
@@ -2806,7 +2649,7 @@
2806
  "left_pr_number": 44385,
2807
  "right_pr_number": 44615,
2808
  "similarity": 0.403,
2809
- "content_similarity": 0.33,
2810
  "size_similarity": 0.371,
2811
  "breadth_similarity": 0.667,
2812
  "concentration_similarity": 1.0,
@@ -2845,11 +2688,11 @@
2845
  44068
2846
  ],
2847
  "representative_pr_number": 44018,
2848
- "average_similarity": 0.988,
2849
- "summary": "2 open PRs share weighted file overlap around `tests/models/gpt_neo/test_modeling_gpt_neo.py`, `src/transformers/models/gpt_neo/modeling_gpt_neo.py`; representative PR #44018.",
2850
  "shared_filenames": [
2851
- "tests/models/gpt_neo/test_modeling_gpt_neo.py",
2852
- "src/transformers/models/gpt_neo/modeling_gpt_neo.py"
2853
  ],
2854
  "shared_directories": [
2855
  "src/transformers/models/gpt_neo",
@@ -2864,7 +2707,7 @@
2864
  {
2865
  "left_pr_number": 44018,
2866
  "right_pr_number": 44068,
2867
- "similarity": 0.988,
2868
  "content_similarity": 0.998,
2869
  "size_similarity": 0.932,
2870
  "breadth_similarity": 1.0,
@@ -3064,11 +2907,11 @@
3064
  "src/transformers/models/jetmoe/modeling_jetmoe.py",
3065
  "src/transformers/models/dbrx/modeling_dbrx.py",
3066
  "src/transformers/models/ernie4_5_moe/modeling_ernie4_5_moe.py",
 
3067
  "src/transformers/models/minimax_m2/modeling_minimax_m2.py",
3068
  "src/transformers/models/mixtral/modular_mixtral.py",
3069
  "src/transformers/models/phimoe/modeling_phimoe.py",
3070
- "src/transformers/models/flex_olmo/modeling_flex_olmo.py",
3071
- "src/transformers/models/jamba/modeling_jamba.py"
3072
  ],
3073
  "shared_directories": [
3074
  "src/transformers/models/jetmoe",
@@ -3077,15 +2920,15 @@
3077
  "src/transformers/models/minimax_m2",
3078
  "src/transformers/models/phimoe",
3079
  "src/transformers/models/flex_olmo",
3080
- "src/transformers/models/mixtral",
3081
- "src/transformers/models/qwen3_moe"
3082
  ],
3083
  "pairwise": [
3084
  {
3085
  "left_pr_number": 43543,
3086
  "right_pr_number": 43775,
3087
  "similarity": 0.819,
3088
- "content_similarity": 0.913,
3089
  "size_similarity": 0.2,
3090
  "breadth_similarity": 1.0,
3091
  "concentration_similarity": 1.0,
@@ -3180,9 +3023,9 @@
3180
  "src/transformers/models/qwen3_omni_moe/modeling_qwen3_omni_moe.py"
3181
  ],
3182
  "shared_directories": [
3183
- "src/transformers/models/qwen3_vl_moe",
3184
  "src/transformers/models/qwen3_5_moe",
3185
  "src/transformers/models/qwen3_vl",
 
3186
  "src/transformers/models/qwen3_5",
3187
  "src/transformers/models/qwen3_omni_moe",
3188
  "tests/models/qwen3_vl",
@@ -3229,7 +3072,7 @@
3229
  45645
3230
  ],
3231
  "representative_pr_number": 45639,
3232
- "average_similarity": 0.782,
3233
  "summary": "2 open PRs share weighted file overlap around `tests/utils/test_testing_utils.py`, `src/transformers/testing_utils.py`; representative PR #45639.",
3234
  "shared_filenames": [
3235
  "tests/utils/test_testing_utils.py",
@@ -3245,7 +3088,7 @@
3245
  {
3246
  "left_pr_number": 45639,
3247
  "right_pr_number": 45645,
3248
- "similarity": 0.782,
3249
  "content_similarity": 0.844,
3250
  "size_similarity": 0.646,
3251
  "breadth_similarity": 0.5,
@@ -3403,7 +3246,7 @@
3403
  45480
3404
  ],
3405
  "representative_pr_number": 43747,
3406
- "average_similarity": 0.678,
3407
  "summary": "2 open PRs share weighted file overlap around `tests/quantization/compressed_tensors_integration/test_compressed_models.py`; representative PR #43747.",
3408
  "shared_filenames": [
3409
  "tests/quantization/compressed_tensors_integration/test_compressed_models.py"
@@ -3417,8 +3260,8 @@
3417
  {
3418
  "left_pr_number": 43747,
3419
  "right_pr_number": 45480,
3420
- "similarity": 0.678,
3421
- "content_similarity": 0.629,
3422
  "size_similarity": 0.664,
3423
  "breadth_similarity": 1.0,
3424
  "concentration_similarity": 0.751,
@@ -3477,7 +3320,7 @@
3477
  45627
3478
  ],
3479
  "representative_pr_number": 42668,
3480
- "average_similarity": 0.663,
3481
  "summary": "2 open PRs share weighted file overlap around `tests/models/auto/test_processor_auto.py`, `src/transformers/processing_utils.py`; representative PR #42668.",
3482
  "shared_filenames": [
3483
  "tests/models/auto/test_processor_auto.py",
@@ -3494,7 +3337,7 @@
3494
  {
3495
  "left_pr_number": 42668,
3496
  "right_pr_number": 45627,
3497
- "similarity": 0.663,
3498
  "content_similarity": 0.807,
3499
  "size_similarity": 0.189,
3500
  "breadth_similarity": 0.216,
@@ -3520,14 +3363,14 @@
3520
  45513
3521
  ],
3522
  "representative_pr_number": 45034,
3523
- "average_similarity": 0.59,
3524
  "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/olmo_hybrid/modeling_olmo_hybrid.py`; representative PR #45034.",
3525
  "shared_filenames": [
3526
  "src/transformers/models/qwen3_next/modular_qwen3_next.py",
3527
  "tests/models/qwen3_5/test_modeling_qwen3_5.py",
3528
  "src/transformers/models/olmo_hybrid/modeling_olmo_hybrid.py",
3529
- "src/transformers/models/qwen3_5/modular_qwen3_5.py",
3530
  "src/transformers/models/qwen3_next/modeling_qwen3_next.py",
 
3531
  "src/transformers/models/qwen3_5_moe/modeling_qwen3_5_moe.py",
3532
  "src/transformers/models/qwen3_5/modeling_qwen3_5.py"
3533
  ],
@@ -3545,8 +3388,8 @@
3545
  {
3546
  "left_pr_number": 45034,
3547
  "right_pr_number": 45513,
3548
- "similarity": 0.59,
3549
- "content_similarity": 0.582,
3550
  "size_similarity": 0.358,
3551
  "breadth_similarity": 0.892,
3552
  "concentration_similarity": 0.796,
@@ -3581,7 +3424,7 @@
3581
  44116
3582
  ],
3583
  "representative_pr_number": 44101,
3584
- "average_similarity": 0.553,
3585
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/flaubert/modeling_flaubert.py`; representative PR #44101.",
3586
  "shared_filenames": [
3587
  "src/transformers/models/flaubert/modeling_flaubert.py"
@@ -3596,7 +3439,7 @@
3596
  {
3597
  "left_pr_number": 44101,
3598
  "right_pr_number": 44116,
3599
- "similarity": 0.553,
3600
  "content_similarity": 0.615,
3601
  "size_similarity": 0.319,
3602
  "breadth_similarity": 0.5,
@@ -3815,7 +3658,7 @@
3815
  "left_pr_number": 45293,
3816
  "right_pr_number": 45317,
3817
  "similarity": 0.509,
3818
- "content_similarity": 0.356,
3819
  "size_similarity": 0.741,
3820
  "breadth_similarity": 1.0,
3821
  "concentration_similarity": 0.972,
@@ -3915,7 +3758,7 @@
3915
  45333
3916
  ],
3917
  "representative_pr_number": 45332,
3918
- "average_similarity": 0.491,
3919
  "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.",
3920
  "shared_filenames": [
3921
  "src/transformers/heterogeneity/__init__.py",
@@ -3935,7 +3778,7 @@
3935
  {
3936
  "left_pr_number": 45332,
3937
  "right_pr_number": 45333,
3938
- "similarity": 0.491,
3939
  "content_similarity": 0.521,
3940
  "size_similarity": 0.203,
3941
  "breadth_similarity": 0.479,
@@ -4114,6 +3957,47 @@
4114
  }
4115
  ]
4116
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
4117
  {
4118
  "cluster_id": "pr-scope-44375-2",
4119
  "pr_numbers": [
@@ -4269,7 +4153,7 @@
4269
  "left_pr_number": 42655,
4270
  "right_pr_number": 45618,
4271
  "similarity": 0.376,
4272
- "content_similarity": 0.21,
4273
  "size_similarity": 0.974,
4274
  "breadth_similarity": 0.389,
4275
  "concentration_similarity": 0.878,
 
1
  {
2
  "repo": "huggingface/transformers",
3
+ "snapshot_id": "20260512T120027Z",
4
+ "generated_at": "2026-05-12T12:02:27Z",
5
+ "cluster_count": 51,
6
  "pr_scope_clusters": [
7
  {
8
  "cluster_id": "pr-scope-43636-10",
 
19
  45273
20
  ],
21
  "representative_pr_number": 45067,
22
+ "average_similarity": 0.419,
23
  "summary": "10 open PRs share weighted file overlap around `src/transformers/trainer.py`; representative PR #45067.",
24
  "shared_filenames": [
25
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33
  "left_pr_number": 44189,
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  "concentration_similarity": 1.0,
 
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  {
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  {
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213
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215
  "concentration_similarity": 1.0,
 
224
  {
225
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230
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238
  ]
239
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240
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241
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256
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257
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272
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273
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288
  {
289
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291
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293
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294
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304
  {
305
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306
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307
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308
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309
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310
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320
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336
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337
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352
  {
353
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355
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357
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358
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359
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366
  ]
367
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368
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369
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371
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375
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376
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382
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383
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384
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385
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400
  {
401
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403
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416
  {
417
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419
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421
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432
  {
433
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434
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435
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439
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448
  {
449
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450
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451
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452
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453
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455
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464
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480
  {
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487
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496
  {
497
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498
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499
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500
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501
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502
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503
  "concentration_similarity": 1.0,
 
512
  {
513
  "left_pr_number": 44257,
514
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515
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516
+ "content_similarity": 0.224,
517
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518
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519
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528
  {
529
  "left_pr_number": 44123,
530
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531
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535
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544
  {
545
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549
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550
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551
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560
  {
561
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563
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566
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567
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576
  {
577
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579
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581
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582
  "breadth_similarity": 1.0,
583
  "concentration_similarity": 1.0,
 
592
  {
593
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594
  "right_pr_number": 45273,
595
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596
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597
  "size_similarity": 0.333,
598
  "breadth_similarity": 1.0,
599
  "concentration_similarity": 1.0,
 
608
  {
609
  "left_pr_number": 43651,
610
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611
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612
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613
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614
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615
  "concentration_similarity": 1.0,
 
624
  {
625
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627
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629
  "size_similarity": 0.109,
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631
  "concentration_similarity": 1.0,
 
640
  {
641
  "left_pr_number": 43636,
642
  "right_pr_number": 45055,
643
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644
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645
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646
  "breadth_similarity": 1.0,
647
  "concentration_similarity": 1.0,
 
656
  {
657
  "left_pr_number": 45067,
658
  "right_pr_number": 45273,
659
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660
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661
  "size_similarity": 0.08,
662
  "breadth_similarity": 1.0,
663
  "concentration_similarity": 1.0,
 
672
  {
673
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674
  "right_pr_number": 45055,
675
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677
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679
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688
  {
689
  "left_pr_number": 44257,
690
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691
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695
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704
  {
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706
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707
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709
  "size_similarity": 0.111,
710
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711
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720
  {
721
  "left_pr_number": 44123,
722
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723
+ "similarity": 0.322,
724
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725
  "size_similarity": 0.036,
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727
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736
  {
737
  "left_pr_number": 43636,
738
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739
+ "similarity": 0.32,
740
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741
  "size_similarity": 0.182,
742
  "breadth_similarity": 1.0,
743
  "concentration_similarity": 1.0,
 
752
  ]
753
  },
754
  {
755
+ "cluster_id": "pr-scope-45294-5",
756
  "pr_numbers": [
757
  45294,
758
  45438,
759
  45606,
760
  45607,
761
+ 45817
 
 
762
  ],
763
+ "representative_pr_number": 45606,
764
+ "average_similarity": 0.462,
765
+ "summary": "5 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.",
766
  "shared_filenames": [
767
  "tests/models/gemma4/test_modeling_gemma4.py",
768
  "src/transformers/models/gemma4/modular_gemma4.py",
 
771
  "src/transformers/models/auto/modeling_auto.py"
772
  ],
773
  "shared_directories": [
 
774
  "tests/models/gemma4",
 
775
  "tests/models",
 
776
  "tests",
777
+ "src/transformers/models/gemma4",
778
+ "src/transformers/models",
779
+ "src/transformers",
780
  "src",
781
  "docs/source/en/model_doc"
782
  ],
 
784
  {
785
  "left_pr_number": 45606,
786
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787
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789
  "size_similarity": 0.778,
790
  "breadth_similarity": 0.417,
791
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802
  "left_pr_number": 45294,
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804
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806
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807
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808
  "concentration_similarity": 0.989,
 
826
  "docs"
827
  ]
828
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
829
  {
830
  "left_pr_number": 45606,
831
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832
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834
  "size_similarity": 0.545,
835
  "breadth_similarity": 1.0,
836
  "concentration_similarity": 0.768,
 
849
  "tests"
850
  ]
851
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
852
  {
853
  "left_pr_number": 45438,
854
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855
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856
+ "content_similarity": 0.552,
857
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858
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859
  "concentration_similarity": 0.626,
 
872
  "tests"
873
  ]
874
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
875
  {
876
  "left_pr_number": 45607,
877
  "right_pr_number": 45817,
878
+ "similarity": 0.482,
879
+ "content_similarity": 0.499,
880
  "size_similarity": 0.424,
881
  "breadth_similarity": 0.417,
882
  "concentration_similarity": 0.545,
 
889
  "tests"
890
  ]
891
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
892
  {
893
  "left_pr_number": 45294,
894
  "right_pr_number": 45817,
895
+ "similarity": 0.457,
896
+ "content_similarity": 0.411,
897
  "size_similarity": 0.55,
898
  "breadth_similarity": 0.55,
899
  "concentration_similarity": 0.637,
 
915
  {
916
  "left_pr_number": 45294,
917
  "right_pr_number": 45606,
918
+ "similarity": 0.349,
919
+ "content_similarity": 0.294,
920
  "size_similarity": 0.3,
921
  "breadth_similarity": 0.55,
922
  "concentration_similarity": 0.869,
 
958
  "tests"
959
  ]
960
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
961
  {
962
  "left_pr_number": 45294,
963
  "right_pr_number": 45607,
964
+ "similarity": 0.191,
965
+ "content_similarity": 0.126,
966
  "size_similarity": 0.233,
967
  "breadth_similarity": 0.225,
968
  "concentration_similarity": 0.908,
 
978
  {
979
  "left_pr_number": 45438,
980
  "right_pr_number": 45607,
981
+ "similarity": 0.17,
982
+ "content_similarity": 0.125,
983
  "size_similarity": 0.098,
984
  "breadth_similarity": 0.225,
985
  "concentration_similarity": 0.92,
 
998
  "cluster_id": "pr-scope-41992-5",
999
  "pr_numbers": [
1000
  41992,
1001
+ 44973,
1002
  45396,
1003
  45783,
1004
  45827
1005
  ],
1006
  "representative_pr_number": 45396,
1007
+ "average_similarity": 0.412,
1008
+ "summary": "5 open PRs share weighted file overlap around `src/transformers/models/glm_image/modeling_glm_image.py`, `src/transformers/models/glm_image/modular_glm_image.py`, `src/transformers/models/glm4v/modeling_glm4v.py`; representative PR #45396.",
1009
  "shared_filenames": [
1010
+ "src/transformers/models/glm_image/modeling_glm_image.py",
1011
+ "src/transformers/models/glm_image/modular_glm_image.py",
 
1012
  "src/transformers/models/glm4v/modeling_glm4v.py",
1013
  "src/transformers/models/glm_ocr/modeling_glm_ocr.py",
1014
+ "src/transformers/models/paddleocr_vl/modeling_paddleocr_vl.py",
1015
  "src/transformers/models/qwen2_5_vl/modeling_qwen2_5_vl.py",
1016
+ "src/transformers/models/qwen2_vl/modeling_qwen2_vl.py",
1017
+ "src/transformers/models/ernie4_5_vl_moe/modeling_ernie4_5_vl_moe.py"
1018
  ],
1019
  "shared_directories": [
1020
+ "src/transformers/models/glm_image",
1021
  "src/transformers/models/glm_ocr",
1022
  "src/transformers/models/paddleocr_vl",
1023
  "src/transformers/models/glm4v",
 
1030
  {
1031
  "left_pr_number": 45396,
1032
  "right_pr_number": 45827,
1033
+ "similarity": 0.552,
1034
+ "content_similarity": 0.579,
1035
  "size_similarity": 0.232,
1036
  "breadth_similarity": 0.633,
1037
  "concentration_similarity": 0.987,
 
1063
  {
1064
  "left_pr_number": 45396,
1065
  "right_pr_number": 45783,
1066
+ "similarity": 0.524,
1067
+ "content_similarity": 0.458,
1068
  "size_similarity": 0.751,
1069
  "breadth_similarity": 0.451,
1070
  "concentration_similarity": 0.916,
 
1096
  {
1097
  "left_pr_number": 41992,
1098
  "right_pr_number": 45396,
1099
+ "similarity": 0.506,
1100
+ "content_similarity": 0.464,
1101
  "size_similarity": 0.564,
1102
  "breadth_similarity": 0.53,
1103
  "concentration_similarity": 0.858,
 
1127
  ]
1128
  },
1129
  {
1130
+ "left_pr_number": 44973,
1131
+ "right_pr_number": 45827,
1132
+ "similarity": 0.458,
1133
+ "content_similarity": 0.461,
1134
+ "size_similarity": 0.047,
1135
+ "breadth_similarity": 0.793,
1136
+ "concentration_similarity": 0.979,
1137
  "shared_filenames": [
1138
+ "src/transformers/models/ernie4_5_vl_moe/modeling_ernie4_5_vl_moe.py",
1139
+ "src/transformers/models/glm4v/modeling_glm4v.py",
1140
+ "src/transformers/models/glm4v_moe/modeling_glm4v_moe.py",
1141
+ "src/transformers/models/glm_image/modeling_glm_image.py",
1142
+ "src/transformers/models/glm_image/modular_glm_image.py",
1143
+ "src/transformers/models/glm_ocr/modeling_glm_ocr.py",
1144
+ "src/transformers/models/glm_ocr/modular_glm_ocr.py",
1145
+ "src/transformers/models/paddleocr_vl/modeling_paddleocr_vl.py",
1146
+ "src/transformers/models/qwen2_5_omni/modeling_qwen2_5_omni.py",
1147
+ "src/transformers/models/qwen2_5_omni/modular_qwen2_5_omni.py"
1148
+ ],
1149
+ "shared_directories": [
 
 
 
 
 
 
 
 
1150
  "src/transformers/models/ernie4_5_vl_moe",
1151
+ "src/transformers/models/glm4v",
1152
+ "src/transformers/models/glm4v_moe",
1153
+ "src/transformers/models/glm_image",
1154
+ "src/transformers/models/glm_ocr",
1155
+ "src/transformers/models/paddleocr_vl",
1156
+ "src/transformers/models/qwen2_5_omni",
1157
+ "src/transformers/models/qwen2_5_vl",
1158
+ "src/transformers/models/qwen2_vl",
1159
+ "src/transformers/models/qwen3_5"
1160
  ]
1161
  },
1162
  {
1163
  "left_pr_number": 45783,
1164
  "right_pr_number": 45827,
1165
+ "similarity": 0.427,
1166
+ "content_similarity": 0.466,
1167
  "size_similarity": 0.174,
1168
  "breadth_similarity": 0.285,
1169
  "concentration_similarity": 0.929,
 
1195
  {
1196
  "left_pr_number": 41992,
1197
  "right_pr_number": 45783,
1198
+ "similarity": 0.414,
1199
+ "content_similarity": 0.254,
1200
  "size_similarity": 0.751,
1201
  "breadth_similarity": 0.851,
1202
  "concentration_similarity": 0.774,
 
1226
  ]
1227
  },
1228
  {
1229
+ "left_pr_number": 44973,
1230
+ "right_pr_number": 45396,
1231
+ "similarity": 0.4,
1232
+ "content_similarity": 0.427,
1233
+ "size_similarity": 0.011,
1234
+ "breadth_similarity": 0.5,
1235
+ "concentration_similarity": 0.992,
1236
  "shared_filenames": [
1237
  "src/transformers/models/ernie4_5_vl_moe/modeling_ernie4_5_vl_moe.py",
 
1238
  "src/transformers/models/glm4v/modeling_glm4v.py",
 
1239
  "src/transformers/models/glm4v_moe/modeling_glm4v_moe.py",
1240
+ "src/transformers/models/glm_image/modeling_glm_image.py",
1241
+ "src/transformers/models/glm_image/modular_glm_image.py",
1242
  "src/transformers/models/glm_ocr/modeling_glm_ocr.py",
1243
+ "src/transformers/models/glm_ocr/modular_glm_ocr.py",
1244
  "src/transformers/models/paddleocr_vl/modeling_paddleocr_vl.py",
 
1245
  "src/transformers/models/qwen2_5_omni/modeling_qwen2_5_omni.py",
1246
  "src/transformers/models/qwen2_5_omni/modular_qwen2_5_omni.py"
1247
  ],
1248
  "shared_directories": [
1249
  "src/transformers/models/ernie4_5_vl_moe",
 
1250
  "src/transformers/models/glm4v",
1251
  "src/transformers/models/glm4v_moe",
1252
+ "src/transformers/models/glm_image",
1253
  "src/transformers/models/glm_ocr",
1254
  "src/transformers/models/paddleocr_vl",
1255
  "src/transformers/models/qwen2_5_omni",
 
1261
  {
1262
  "left_pr_number": 41992,
1263
  "right_pr_number": 45827,
1264
+ "similarity": 0.313,
1265
+ "content_similarity": 0.311,
1266
  "size_similarity": 0.131,
1267
  "breadth_similarity": 0.335,
1268
  "concentration_similarity": 0.845,
 
1292
  ]
1293
  },
1294
  {
1295
+ "left_pr_number": 44973,
1296
+ "right_pr_number": 45783,
1297
+ "similarity": 0.275,
1298
+ "content_similarity": 0.294,
1299
+ "size_similarity": 0.008,
1300
+ "breadth_similarity": 0.226,
1301
+ "concentration_similarity": 0.908,
1302
  "shared_filenames": [
1303
  "src/transformers/models/ernie4_5_vl_moe/modeling_ernie4_5_vl_moe.py",
 
1304
  "src/transformers/models/glm4v/modeling_glm4v.py",
 
1305
  "src/transformers/models/glm4v_moe/modeling_glm4v_moe.py",
1306
+ "src/transformers/models/glm_image/modeling_glm_image.py",
1307
+ "src/transformers/models/glm_image/modular_glm_image.py",
1308
  "src/transformers/models/glm_ocr/modeling_glm_ocr.py",
1309
  "src/transformers/models/paddleocr_vl/modeling_paddleocr_vl.py",
 
1310
  "src/transformers/models/qwen2_5_omni/modeling_qwen2_5_omni.py",
1311
+ "src/transformers/models/qwen2_5_omni/modular_qwen2_5_omni.py",
1312
+ "src/transformers/models/qwen2_5_vl/modeling_qwen2_5_vl.py"
1313
  ],
1314
  "shared_directories": [
1315
  "src/transformers/models/ernie4_5_vl_moe",
 
1316
  "src/transformers/models/glm4v",
1317
  "src/transformers/models/glm4v_moe",
1318
+ "src/transformers/models/glm_image",
1319
  "src/transformers/models/glm_ocr",
1320
  "src/transformers/models/paddleocr_vl",
1321
  "src/transformers/models/qwen2_5_omni",
 
1326
  },
1327
  {
1328
  "left_pr_number": 41992,
1329
+ "right_pr_number": 44973,
1330
+ "similarity": 0.251,
1331
+ "content_similarity": 0.258,
1332
+ "size_similarity": 0.006,
1333
+ "breadth_similarity": 0.266,
1334
+ "concentration_similarity": 0.866,
1335
  "shared_filenames": [
1336
  "src/transformers/models/ernie4_5_vl_moe/modeling_ernie4_5_vl_moe.py",
 
1337
  "src/transformers/models/glm4v/modeling_glm4v.py",
 
1338
  "src/transformers/models/glm4v_moe/modeling_glm4v_moe.py",
1339
+ "src/transformers/models/glm_image/modeling_glm_image.py",
1340
+ "src/transformers/models/glm_image/modular_glm_image.py",
1341
  "src/transformers/models/glm_ocr/modeling_glm_ocr.py",
1342
+ "src/transformers/models/glm_ocr/modular_glm_ocr.py",
1343
  "src/transformers/models/paddleocr_vl/modeling_paddleocr_vl.py",
 
1344
  "src/transformers/models/qwen2_5_omni/modeling_qwen2_5_omni.py",
1345
  "src/transformers/models/qwen2_5_omni/modular_qwen2_5_omni.py"
1346
  ],
1347
  "shared_directories": [
1348
  "src/transformers/models/ernie4_5_vl_moe",
 
1349
  "src/transformers/models/glm4v",
1350
  "src/transformers/models/glm4v_moe",
1351
+ "src/transformers/models/glm_image",
1352
  "src/transformers/models/glm_ocr",
1353
  "src/transformers/models/paddleocr_vl",
1354
  "src/transformers/models/qwen2_5_omni",
 
1686
  {
1687
  "left_pr_number": 45635,
1688
  "right_pr_number": 45794,
1689
+ "similarity": 0.456,
1690
  "content_similarity": 0.542,
1691
  "size_similarity": 0.02,
1692
  "breadth_similarity": 0.333,
 
1765
  }
1766
  ]
1767
  },
1768
+ {
1769
+ "cluster_id": "pr-scope-44228-4",
1770
+ "pr_numbers": [
1771
+ 44228,
1772
+ 45548,
1773
+ 45649,
1774
+ 45655
1775
+ ],
1776
+ "representative_pr_number": 45649,
1777
+ "average_similarity": 0.403,
1778
+ "summary": "4 open PRs share weighted file overlap around `src/transformers/modeling_utils.py`; representative PR #45649.",
1779
+ "shared_filenames": [
1780
+ "src/transformers/modeling_utils.py"
1781
+ ],
1782
+ "shared_directories": [
1783
+ "src/transformers",
1784
+ "src"
1785
+ ],
1786
+ "pairwise": [
1787
+ {
1788
+ "left_pr_number": 45649,
1789
+ "right_pr_number": 45655,
1790
+ "similarity": 0.508,
1791
+ "content_similarity": 0.345,
1792
+ "size_similarity": 0.778,
1793
+ "breadth_similarity": 1.0,
1794
+ "concentration_similarity": 1.0,
1795
+ "shared_filenames": [
1796
+ "src/transformers/modeling_utils.py"
1797
+ ],
1798
+ "shared_directories": [
1799
+ "src/transformers",
1800
+ "src"
1801
+ ]
1802
+ },
1803
+ {
1804
+ "left_pr_number": 45548,
1805
+ "right_pr_number": 45649,
1806
+ "similarity": 0.506,
1807
+ "content_similarity": 0.512,
1808
+ "size_similarity": 0.149,
1809
+ "breadth_similarity": 0.75,
1810
+ "concentration_similarity": 1.0,
1811
+ "shared_filenames": [
1812
+ "src/transformers/modeling_utils.py"
1813
+ ],
1814
+ "shared_directories": [
1815
+ "src/transformers",
1816
+ "src"
1817
+ ]
1818
+ },
1819
+ {
1820
+ "left_pr_number": 44228,
1821
+ "right_pr_number": 45649,
1822
+ "similarity": 0.427,
1823
+ "content_similarity": 0.456,
1824
+ "size_similarity": 0.167,
1825
+ "breadth_similarity": 0.5,
1826
+ "concentration_similarity": 0.667,
1827
+ "shared_filenames": [
1828
+ "src/transformers/modeling_utils.py"
1829
+ ],
1830
+ "shared_directories": [
1831
+ "src/transformers",
1832
+ "src"
1833
+ ]
1834
+ },
1835
+ {
1836
+ "left_pr_number": 44228,
1837
+ "right_pr_number": 45548,
1838
+ "similarity": 0.406,
1839
+ "content_similarity": 0.234,
1840
+ "size_similarity": 0.894,
1841
+ "breadth_similarity": 0.75,
1842
+ "concentration_similarity": 0.667,
1843
+ "shared_filenames": [
1844
+ "src/transformers/modeling_utils.py"
1845
+ ],
1846
+ "shared_directories": [
1847
+ "src/transformers",
1848
+ "src"
1849
+ ]
1850
+ },
1851
+ {
1852
+ "left_pr_number": 45548,
1853
+ "right_pr_number": 45655,
1854
+ "similarity": 0.345,
1855
+ "content_similarity": 0.274,
1856
+ "size_similarity": 0.191,
1857
+ "breadth_similarity": 0.75,
1858
+ "concentration_similarity": 1.0,
1859
+ "shared_filenames": [
1860
+ "src/transformers/modeling_utils.py"
1861
+ ],
1862
+ "shared_directories": [
1863
+ "src/transformers",
1864
+ "src"
1865
+ ]
1866
+ },
1867
+ {
1868
+ "left_pr_number": 44228,
1869
+ "right_pr_number": 45655,
1870
+ "similarity": 0.227,
1871
+ "content_similarity": 0.159,
1872
+ "size_similarity": 0.214,
1873
+ "breadth_similarity": 0.5,
1874
+ "concentration_similarity": 0.667,
1875
+ "shared_filenames": [
1876
+ "src/transformers/modeling_utils.py"
1877
+ ],
1878
+ "shared_directories": [
1879
+ "src/transformers",
1880
+ "src"
1881
+ ]
1882
+ }
1883
+ ]
1884
+ },
1885
  {
1886
  "cluster_id": "pr-scope-33686-4",
1887
  "pr_numbers": [
 
1904
  {
1905
  "left_pr_number": 33686,
1906
  "right_pr_number": 44550,
1907
+ "similarity": 0.392,
1908
+ "content_similarity": 0.131,
1909
  "size_similarity": 1.0,
1910
  "breadth_similarity": 1.0,
1911
  "concentration_similarity": 1.0,
 
1920
  {
1921
  "left_pr_number": 44407,
1922
  "right_pr_number": 44550,
1923
+ "similarity": 0.363,
1924
+ "content_similarity": 0.099,
1925
  "size_similarity": 0.957,
1926
  "breadth_similarity": 1.0,
1927
  "concentration_similarity": 1.0,
 
1936
  "left_pr_number": 44550,
1937
  "right_pr_number": 45899,
1938
  "similarity": 0.362,
1939
+ "content_similarity": 0.099,
1940
  "size_similarity": 0.955,
1941
  "breadth_similarity": 1.0,
1942
  "concentration_similarity": 1.0,
 
1965
  {
1966
  "left_pr_number": 33686,
1967
  "right_pr_number": 45899,
1968
+ "similarity": 0.352,
1969
+ "content_similarity": 0.084,
1970
  "size_similarity": 0.955,
1971
  "breadth_similarity": 1.0,
1972
  "concentration_similarity": 1.0,
 
1980
  {
1981
  "left_pr_number": 44407,
1982
  "right_pr_number": 45899,
1983
+ "similarity": 0.349,
1984
  "content_similarity": 0.088,
1985
  "size_similarity": 0.913,
1986
  "breadth_similarity": 1.0,
 
2019
  {
2020
  "left_pr_number": 44066,
2021
  "right_pr_number": 44722,
2022
+ "similarity": 0.969,
2023
  "content_similarity": 0.968,
2024
  "size_similarity": 0.959,
2025
  "breadth_similarity": 1.0,
 
2057
  {
2058
  "left_pr_number": 44066,
2059
  "right_pr_number": 44085,
2060
+ "similarity": 0.918,
2061
+ "content_similarity": 0.963,
2062
  "size_similarity": 0.979,
2063
  "breadth_similarity": 0.5,
2064
  "concentration_similarity": 0.944,
 
2082
  44676
2083
  ],
2084
  "representative_pr_number": 44059,
2085
+ "average_similarity": 0.572,
2086
  "summary": "3 open PRs share weighted file overlap around `src/transformers/models/gpt2/modeling_gpt2.py`; representative PR #44059.",
2087
  "shared_filenames": [
2088
  "src/transformers/models/gpt2/modeling_gpt2.py"
 
2097
  {
2098
  "left_pr_number": 44059,
2099
  "right_pr_number": 44676,
2100
+ "similarity": 0.683,
2101
+ "content_similarity": 0.748,
2102
  "size_similarity": 0.062,
2103
  "breadth_similarity": 1.0,
2104
  "concentration_similarity": 1.0,
 
2115
  {
2116
  "left_pr_number": 44015,
2117
  "right_pr_number": 44059,
2118
+ "similarity": 0.615,
2119
+ "content_similarity": 0.68,
2120
  "size_similarity": 0.543,
2121
  "breadth_similarity": 0.333,
2122
  "concentration_similarity": 0.488,
 
2133
  {
2134
  "left_pr_number": 44015,
2135
  "right_pr_number": 44676,
2136
+ "similarity": 0.418,
2137
+ "content_similarity": 0.508,
2138
  "size_similarity": 0.034,
2139
  "breadth_similarity": 0.333,
2140
  "concentration_similarity": 0.488,
 
2375
  "left_pr_number": 42975,
2376
  "right_pr_number": 42976,
2377
  "similarity": 0.412,
2378
+ "content_similarity": 0.408,
2379
  "size_similarity": 0.101,
2380
  "breadth_similarity": 0.606,
2381
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