evalstate HF Staff commited on
Commit
63cae68
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1 Parent(s): 4faedbd

Refresh transformers dataset snapshot 20260610T180024Z

Browse files
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  - eval set creation
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  Notes:
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new-contributors-report.md CHANGED
@@ -1,22 +1,22 @@
1
  # New Contributor Report: huggingface/transformers
2
 
3
- - Snapshot: `20260610T120053Z`
4
- - Generated: `2026-06-10T12:01:55Z`
5
  - Activity window: `60d`
6
- - Contributors: `343`
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
- | `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-03-31T13:54:54Z` | 104 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
13
  | `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 102 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
14
  | `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 96 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
15
  | `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 92 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
16
- | `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-09-26T09:23:39Z` | 86 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
17
  | `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 65 | 3 | mixed | moderate | low | high recent PR volume; targets high-star repos |
18
  | `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2024-02-08T22:19:09Z` | 62 | 2 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
19
- | `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2360d | `2024-09-02T13:41:47Z` | 48 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
20
  | `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 47 | 2 | mixed | low | low | targets high-star repos |
21
  | `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3961d | `2023-02-27T14:00:41Z` | 46 | 0 | strong | low | low | targets high-star repos |
22
  | `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2996d | `2025-10-14T03:02:06Z` | 40 | 1 | strong | moderate | low | targets high-star repos |
@@ -52,6 +52,7 @@
52
  | `CharlieKerfoot` | [profile](https://github.com/CharlieKerfoot) | no | CONTRIBUTOR | 1583d | `2026-05-03T18:22:43Z` | 5 | 0 | weak | moderate | low | high recent PR volume; targets high-star repos |
53
  | `filipinescu` | [profile](https://github.com/filipinescu) | no | CONTRIBUTOR | 953d | `2026-05-22T20:20:49Z` | 5 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
54
  | `guarin` | [profile](https://github.com/guarin) | no | MEMBER | 2794d | `2026-05-12T18:20:58Z` | 5 | 0 | strong | low | low | — |
 
55
  | `sirzechs66` | [profile](https://github.com/sirzechs66) | no | CONTRIBUTOR | 1246d | `2026-03-30T12:18:41Z` | 5 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
56
  | `paulinebm` | [profile](https://github.com/paulinebm) | no | MEMBER | 830d | `2026-03-25T14:55:10Z` | 4 | 1 | strong | very high | medium | extremely high recent PR volume; very broad repo spread; no visible non-self stars |
57
  | `curnane-lab` | [profile](https://github.com/curnane-lab) | no | FIRST_TIME_CONTRIBUTOR | 248d | `2026-04-24T15:14:11Z` | 4 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
@@ -143,7 +144,7 @@
143
  | `bhargav-patel-29` | [profile](https://github.com/bhargav-patel-29) | no | FIRST_TIME_CONTRIBUTOR | 267d | `2026-02-05T02:43:45Z` | 3 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
144
  | `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 |
145
  | `kmswin1` | [profile](https://github.com/kmswin1) | no | FIRST_TIME_CONTRIBUTOR | 3380d | `2026-03-09T09:03:10Z` | 3 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
146
- | `leaderofARS` | [profile](https://github.com/leaderofARS) | no | CONTRIBUTOR | 660d | `2025-12-04T12:38:46Z` | 3 | 0 | strong | moderate | low | — |
147
  | `oliverholworthy` | [profile](https://github.com/oliverholworthy) | no | CONTRIBUTOR | 5290d | `2026-01-26T21:42:45Z` | 2 | 2 | weak | moderate | low | high open PR share |
148
  | `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 |
149
  | `Wauplin` | [profile](https://github.com/Wauplin) | no | MEMBER | 4075d | `2025-12-02T12:54:40Z` | 2 | 1 | strong | moderate | low | high recent PR volume |
@@ -236,7 +237,6 @@
236
  | `devteamaegis` | [profile](https://github.com/devteamaegis) | no | NONE | 43d | `2026-05-28T21:52:17Z` | 1 | 0 | weak | very high | high | very new account; high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
237
  | `dfgvaetyj3456356-hash` | [profile](https://github.com/dfgvaetyj3456356-hash) | no | NONE | 3d | `2026-06-01T03:10:16Z` | 1 | 0 | weak | very high | high | very new account; high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
238
  | `Dhruv908615` | [profile](https://github.com/Dhruv908615) | no | NONE | 300d | `2026-05-03T06:02:43Z` | 1 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
239
- | `Dippp10` | [profile](https://github.com/Dippp10) | no | FIRST_TIME_CONTRIBUTOR | ?d | `2026-04-11T14:17:32Z` | 1 | 0 | n/a | n/a | n/a | summary unavailable |
240
  | `DiwanshuG` | [profile](https://github.com/DiwanshuG) | no | NONE | 1279d | `2026-05-22T10:39:02Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
241
  | `duyhv-qualgo` | [profile](https://github.com/duyhv-qualgo) | no | FIRST_TIME_CONTRIBUTOR | 34d | `2026-04-20T05:20:19Z` | 1 | 0 | strong | moderate | low | very new account |
242
  | `evalstate` | [profile](https://github.com/evalstate) | no | MEMBER | 5042d | `2026-04-23T11:41:51Z` | 1 | 0 | n/a | low | low | — |
@@ -262,7 +262,7 @@
262
  | `jacopopper` | [profile](https://github.com/jacopopper) | no | NONE | 1686d | `2026-05-31T20:04:47Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
263
  | `JAE0Y2N` | [profile](https://github.com/JAE0Y2N) | no | NONE | 877d | `2026-05-20T11:02:07Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
264
  | `jankipatel20` | [profile](https://github.com/jankipatel20) | no | NONE | 1001d | `2026-05-25T08:25:28Z` | 1 | 0 | strong | low | low | — |
265
- | `JemmaUZH` | [profile](https://github.com/JemmaUZH) | no | FIRST_TIMER | 837d | `2026-06-09T15:51:29Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
266
  | `JiauZhang` | [profile](https://github.com/JiauZhang) | no | CONTRIBUTOR | 2918d | `2026-04-15T14:00:11Z` | 1 | 0 | strong | low | low | targets high-star repos |
267
  | `jjjamie` | [profile](https://github.com/jjjamie) | no | FIRST_TIME_CONTRIBUTOR | 4994d | `2026-04-21T15:57:53Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
268
  | `jmayank1511` | [profile](https://github.com/jmayank1511) | no | FIRST_TIME_CONTRIBUTOR | 2753d | `2026-05-20T18:13:18Z` | 1 | 0 | strong | moderate | low | no visible non-self stars |
@@ -332,6 +332,7 @@
332
  | `songyuc` | [profile](https://github.com/songyuc) | no | NONE | 3292d | `2026-04-12T12:53:49Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
333
  | `Spectual` | [profile](https://github.com/Spectual) | no | NONE | 1537d | `2026-04-16T06:54:56Z` | 1 | 0 | weak | high | low | broad repo spread; high open PR share; targets high-star repos |
334
  | `srinjoy356` | [profile](https://github.com/srinjoy356) | no | FIRST_TIME_CONTRIBUTOR | 992d | `2026-05-26T18:36:12Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
335
  | `stationeros` | [profile](https://github.com/stationeros) | no | FIRST_TIME_CONTRIBUTOR | 1336d | `2026-04-25T08:47:25Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
336
  | `ted-mosi` | [profile](https://github.com/ted-mosi) | no | FIRST_TIME_CONTRIBUTOR | 3d | `2026-06-05T13:30:42Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
337
  | `Ternura143` | [profile](https://github.com/Ternura143) | no | FIRST_TIME_CONTRIBUTOR | 1583d | `2026-05-31T14:17:55Z` | 1 | 0 | strong | moderate | low | — |
@@ -361,12 +362,12 @@
361
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aydshieh)
362
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aydshieh)
363
  - repo first seen: `2025-03-31T13:54:54Z`
364
- - repo last seen: `2026-06-10T09:36:05Z`
365
  - first seen in snapshot: **no**
366
  - repo association: **MEMBER**
367
- - repo primary artifacts: **104**
368
- - snapshot authored PRs/issues: **104 PRs / 0 issues**
369
- - snapshot discussion activity: **131 comments / 226 reviews / 155 review comments**
370
  - account age: **4938 days**
371
  - recent public PR activity: **52 PRs** (40 merged / 4 closed-unmerged / 8 open; merged rate **77%**, closed-unmerged rate **8%**, open rate **15%**)
372
  - public orgs: none visible
@@ -374,9 +375,9 @@
374
  - heuristic read: **high recent PR volume; targets high-star repos**
375
 
376
  Example artifacts:
377
- - [PR #46534: Fix buggy action sha pin](https://github.com/huggingface/transformers/pull/46534) — open
378
- - [PR #46529: [DON'T MERGE] Improve dinos dummy](https://github.com/huggingface/transformers/pull/46529) — closed
379
- - [PR #46521: fix(afmoe): reduce tokens in test_compile_static_cache to avoid flaky bfloat16 drift](https://github.com/huggingface/transformers/pull/46521) — closed, merged
380
 
381
  ### `Cyrilvallez`
382
 
@@ -433,12 +434,12 @@ Example artifacts:
433
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atarekziade)
434
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atarekziade)
435
  - repo first seen: `2026-01-21T16:52:29Z`
436
- - repo last seen: `2026-06-09T13:34:54Z`
437
  - first seen in snapshot: **no**
438
  - repo association: **MEMBER**
439
  - repo primary artifacts: **98**
440
  - snapshot authored PRs/issues: **92 PRs / 6 issues**
441
- - snapshot discussion activity: **180 comments / 211 reviews / 195 review comments**
442
  - account age: **5839 days**
443
  - recent public PR activity: **108 PRs** (92 merged / 3 closed-unmerged / 13 open; merged rate **85%**, closed-unmerged rate **3%**, open rate **12%**)
444
  - public orgs: `AFPy`, `faitmain`, `circus-tent`
@@ -459,12 +460,12 @@ Example artifacts:
459
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azucchini-nlp)
460
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azucchini-nlp)
461
  - repo first seen: `2024-09-26T09:23:39Z`
462
- - repo last seen: `2026-06-10T11:57:55Z`
463
  - first seen in snapshot: **no**
464
  - repo association: **MEMBER**
465
- - repo primary artifacts: **86**
466
- - snapshot authored PRs/issues: **86 PRs / 0 issues**
467
- - snapshot discussion activity: **603 comments / 932 reviews / 1982 review comments**
468
  - account age: **1508 days**
469
  - recent public PR activity: **50 PRs** (33 merged / 6 closed-unmerged / 11 open; merged rate **66%**, closed-unmerged rate **12%**, open rate **22%**)
470
  - public orgs: `huggingface`, `deeppavlov`
@@ -472,9 +473,9 @@ Example artifacts:
472
  - heuristic read: **high recent PR volume; targets high-star repos**
473
 
474
  Example artifacts:
475
- - [PR #46525: Fix the offsets in processing](https://github.com/huggingface/transformers/pull/46525) — open
 
476
  - [PR #46406: Fix conversion for clip models](https://github.com/huggingface/transformers/pull/46406) — closed, merged
477
- - [PR #46405: Consistent output shape from `get_image_features`](https://github.com/huggingface/transformers/pull/46405) — open
478
 
479
  ### `ArthurZucker`
480
 
@@ -482,12 +483,12 @@ Example artifacts:
482
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArthurZucker)
483
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArthurZucker)
484
  - repo first seen: `2023-02-24T14:13:29Z`
485
- - repo last seen: `2026-06-10T11:34:09Z`
486
  - first seen in snapshot: **no**
487
  - repo association: **MEMBER**
488
  - repo primary artifacts: **68**
489
  - snapshot authored PRs/issues: **65 PRs / 3 issues**
490
- - snapshot discussion activity: **196 comments / 688 reviews / 1367 review comments**
491
  - account age: **2590 days**
492
  - recent public PR activity: **60 PRs** (36 merged / 5 closed-unmerged / 19 open; merged rate **60%**, closed-unmerged rate **8%**, open rate **32%**)
493
  - public orgs: none visible
@@ -508,12 +509,12 @@ Example artifacts:
508
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Astevhliu)
509
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Astevhliu)
510
  - repo first seen: `2024-02-08T22:19:09Z`
511
- - repo last seen: `2026-06-09T16:43:53Z`
512
  - first seen in snapshot: **no**
513
  - repo association: **MEMBER**
514
  - repo primary artifacts: **64**
515
  - snapshot authored PRs/issues: **62 PRs / 2 issues**
516
- - snapshot discussion activity: **36 comments / 167 reviews / 290 review comments**
517
  - account age: **2296 days**
518
  - recent public PR activity: **30 PRs** (25 merged / 0 closed-unmerged / 5 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**)
519
  - public orgs: `huggingface`
@@ -521,8 +522,8 @@ Example artifacts:
521
  - heuristic read: **high recent PR volume; no visible non-self stars; targets high-star repos**
522
 
523
  Example artifacts:
524
- - [PR #46528: [docs] torchvision lanczos](https://github.com/huggingface/transformers/pull/46528) — open
525
- - [PR #46507: [docs] 4D attention masks](https://github.com/huggingface/transformers/pull/46507) — open
526
  - [PR #46387: [docs] remove sparsity from compressed-tensors](https://github.com/huggingface/transformers/pull/46387) — closed, merged
527
  - [Issue #36979: [Community contributions] Model cards](https://github.com/huggingface/transformers/issues/36979) — closed
528
  - [Issue #28936: [i18n-es] Translating docs to Spanish](https://github.com/huggingface/transformers/issues/28936) — open
@@ -533,12 +534,12 @@ Example artifacts:
533
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASunMarc)
534
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASunMarc)
535
  - repo first seen: `2024-09-02T13:41:47Z`
536
- - repo last seen: `2026-06-09T15:48:56Z`
537
  - first seen in snapshot: **no**
538
  - repo association: **MEMBER**
539
- - repo primary artifacts: **50**
540
- - snapshot authored PRs/issues: **48 PRs / 2 issues**
541
- - snapshot discussion activity: **187 comments / 328 reviews / 447 review comments**
542
  - account age: **2360 days**
543
  - recent public PR activity: **35 PRs** (28 merged / 3 closed-unmerged / 4 open; merged rate **80%**, closed-unmerged rate **9%**, open rate **11%**)
544
  - public orgs: `huggingface`
@@ -546,9 +547,9 @@ Example artifacts:
546
  - heuristic read: **high recent PR volume; targets high-star repos**
547
 
548
  Example artifacts:
 
549
  - [PR #46386: HF Buckets integration to Trainer](https://github.com/huggingface/transformers/pull/46386) — open
550
  - [PR #46342: Update compressed tensors minimum version](https://github.com/huggingface/transformers/pull/46342) — closed, merged
551
- - [PR #46287: Better imports in continuous_batching for prior version of torch](https://github.com/huggingface/transformers/pull/46287) — closed
552
  - [Issue #43595: Tell Us: What Would Make Trainer Better?](https://github.com/huggingface/transformers/issues/43595) — open
553
  - [Issue #33260: Community contribution: Adding GGUF support for more architectures](https://github.com/huggingface/transformers/issues/33260) — open
554
 
@@ -558,12 +559,12 @@ Example artifacts:
558
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avasqu)
559
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avasqu)
560
  - repo first seen: `2025-08-26T12:13:50Z`
561
- - repo last seen: `2026-06-08T16:50:42Z`
562
  - first seen in snapshot: **no**
563
  - repo association: **MEMBER**
564
  - repo primary artifacts: **49**
565
  - snapshot authored PRs/issues: **47 PRs / 2 issues**
566
- - snapshot discussion activity: **629 comments / 1133 reviews / 4554 review comments**
567
  - account age: **1991 days**
568
  - recent public PR activity: **21 PRs** (12 merged / 3 closed-unmerged / 6 open; merged rate **57%**, closed-unmerged rate **14%**, open rate **29%**)
569
  - public orgs: none visible
@@ -583,12 +584,12 @@ Example artifacts:
583
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARocketknight1)
584
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARocketknight1)
585
  - repo first seen: `2023-02-27T14:00:41Z`
586
- - repo last seen: `2026-06-09T14:48:40Z`
587
  - first seen in snapshot: **no**
588
  - repo association: **MEMBER**
589
  - repo primary artifacts: **46**
590
  - snapshot authored PRs/issues: **46 PRs / 0 issues**
591
- - snapshot discussion activity: **760 comments / 254 reviews / 136 review comments**
592
  - account age: **3961 days**
593
  - recent public PR activity: **17 PRs** (16 merged / 1 closed-unmerged / 0 open; merged rate **94%**, closed-unmerged rate **6%**, open rate **0%**)
594
  - public orgs: `huggingface`
@@ -767,7 +768,7 @@ Example artifacts:
767
  Example artifacts:
768
  - [PR #46456: [fix] regression introduced by #45534](https://github.com/huggingface/transformers/pull/46456) — closed, merged
769
  - [PR #46332: Add Nemotron ASR Streaming](https://github.com/huggingface/transformers/pull/46332) — open, draft
770
- - [PR #46331: Add Parakeet-RNNT](https://github.com/huggingface/transformers/pull/46331) — open, draft
771
 
772
  ### `hf-security-analysis[bot]`
773
 
@@ -825,12 +826,12 @@ Example artifacts:
825
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIlyasMoutawwakil)
826
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIlyasMoutawwakil)
827
  - repo first seen: `2025-07-04T08:41:29Z`
828
- - repo last seen: `2026-06-09T07:19:38Z`
829
  - first seen in snapshot: **no**
830
  - repo association: **MEMBER**
831
  - repo primary artifacts: **25**
832
  - snapshot authored PRs/issues: **21 PRs / 4 issues**
833
- - snapshot discussion activity: **68 comments / 293 reviews / 261 review comments**
834
  - account age: **2354 days**
835
  - recent public PR activity: **22 PRs** (16 merged / 2 closed-unmerged / 4 open; merged rate **73%**, closed-unmerged rate **9%**, open rate **18%**)
836
  - public orgs: `huggingface`, `Chouafa`
@@ -1370,12 +1371,12 @@ Example artifacts:
1370
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aguarin)
1371
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aguarin)
1372
  - repo first seen: `2026-05-12T18:20:58Z`
1373
- - repo last seen: `2026-06-10T11:03:30Z`
1374
  - first seen in snapshot: **no**
1375
  - repo association: **MEMBER**
1376
  - repo primary artifacts: **5**
1377
  - snapshot authored PRs/issues: **5 PRs / 0 issues**
1378
- - snapshot discussion activity: **27 comments / 94 reviews / 115 review comments**
1379
  - account age: **2794 days**
1380
  - recent public PR activity: **21 PRs** (19 merged / 0 closed-unmerged / 2 open; merged rate **90%**, closed-unmerged rate **0%**, open rate **10%**)
1381
  - public orgs: `huggingface`
@@ -1387,6 +1388,29 @@ Example artifacts:
1387
  - [PR #46344: Fix flip_back graph break](https://github.com/huggingface/transformers/pull/46344) — closed, merged
1388
  - [PR #46163: Return logits from semantic segmentation post-process](https://github.com/huggingface/transformers/pull/46163) — open
1389
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1390
  ### `sirzechs66`
1391
 
1392
  - profile: [github.com/sirzechs66](https://github.com/sirzechs66)
@@ -1906,12 +1930,12 @@ Example artifacts:
1906
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amolbap)
1907
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amolbap)
1908
  - repo first seen: `2024-06-13T14:13:17Z`
1909
- - repo last seen: `2026-06-10T10:06:24Z`
1910
  - first seen in snapshot: **no**
1911
  - repo association: **MEMBER**
1912
  - repo primary artifacts: **8**
1913
  - snapshot authored PRs/issues: **7 PRs / 1 issues**
1914
- - snapshot discussion activity: **39 comments / 205 reviews / 583 review comments**
1915
  - account age: **2914 days**
1916
  - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
1917
  - public orgs: none visible
@@ -3139,12 +3163,12 @@ Example artifacts:
3139
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aebezzam)
3140
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aebezzam)
3141
  - repo first seen: `2025-07-25T12:59:52Z`
3142
- - repo last seen: `2026-06-09T15:37:27Z`
3143
  - first seen in snapshot: **no**
3144
  - repo association: **MEMBER**
3145
  - repo primary artifacts: **10**
3146
  - snapshot authored PRs/issues: **10 PRs / 0 issues**
3147
- - snapshot discussion activity: **67 comments / 298 reviews / 776 review comments**
3148
  - account age: **4714 days**
3149
  - recent public PR activity: **6 PRs** (3 merged / 0 closed-unmerged / 3 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
3150
  - public orgs: `LCAV`
@@ -3468,28 +3492,29 @@ Example artifacts:
3468
  - [PR #45334: Feature/add axk1](https://github.com/huggingface/transformers/pull/45334) — closed
3469
  - [PR #44539: Add A.X K1](https://github.com/huggingface/transformers/pull/44539) — closed
3470
 
3471
- ### `leaderofARS`
3472
 
3473
- - profile: [github.com/leaderofARS](https://github.com/leaderofARS)
3474
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AleaderofARS)
3475
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AleaderofARS)
3476
- - repo first seen: `2025-12-04T12:38:46Z`
3477
- - repo last seen: `2026-06-08T15:16:13Z`
3478
  - first seen in snapshot: **no**
3479
  - repo association: **CONTRIBUTOR**
3480
- - repo primary artifacts: **3**
3481
- - snapshot authored PRs/issues: **3 PRs / 0 issues**
3482
- - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
3483
- - account age: **660 days**
3484
- - recent public PR activity: **19 PRs** (18 merged / 0 closed-unmerged / 1 open; merged rate **95%**, closed-unmerged rate **0%**, open rate **5%**)
3485
  - public orgs: none visible
3486
- - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
3487
- - heuristic read: **—**
3488
 
3489
  Example artifacts:
3490
- - [PR #46453: fix(integrations): correct typo in ClearMLCallback config overrides variable.](https://github.com/huggingface/transformers/pull/46453) — open
3491
- - [PR #44369: Feature/integrations docs fix](https://github.com/huggingface/transformers/pull/44369) — open
3492
- - [PR #42621: Remove redundant else in activation.py](https://github.com/huggingface/transformers/pull/42621) — closed
 
3493
 
3494
  ### `oliverholworthy`
3495
 
@@ -5476,28 +5501,6 @@ Example artifacts:
5476
  Example artifacts:
5477
  - [PR #45749: fix: correct spelling in continuous_api docstring](https://github.com/huggingface/transformers/pull/45749) — closed, merged
5478
 
5479
- ### `Dippp10`
5480
-
5481
- - profile: [github.com/Dippp10](https://github.com/Dippp10)
5482
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ADippp10)
5483
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ADippp10)
5484
- - repo first seen: `2026-04-11T14:17:32Z`
5485
- - repo last seen: `2026-04-11T14:17:32Z`
5486
- - first seen in snapshot: **no**
5487
- - repo association: **FIRST_TIME_CONTRIBUTOR**
5488
- - repo primary artifacts: **1**
5489
- - snapshot authored PRs/issues: **1 PRs / 0 issues**
5490
- - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
5491
- - account age: **? days**
5492
- - recent public PR activity: **? PRs** (? merged / ? closed-unmerged / ? open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
5493
- - public orgs: none visible
5494
- - compact scores: follow-through **n/a**, breadth **n/a**, automation risk **n/a**
5495
- - heuristic read: **summary unavailable**
5496
- - enrichment fetch error: `[{"type": "NOT_FOUND", "path": ["user"], "locations": [{"line": 13, "column": 3}], "message": "Could not resolve to a User with the login of 'Dippp10'."}]`
5497
-
5498
- Example artifacts:
5499
- - [PR #45377: Enhance README documentation](https://github.com/huggingface/transformers/pull/45377) — open
5500
-
5501
  ### `DiwanshuG`
5502
 
5503
  - profile: [github.com/DiwanshuG](https://github.com/DiwanshuG)
@@ -6031,7 +6034,7 @@ Example artifacts:
6031
  - repo first seen: `2026-06-09T15:51:29Z`
6032
  - repo last seen: `2026-06-09T15:51:29Z`
6033
  - first seen in snapshot: **no**
6034
- - repo association: **FIRST_TIMER**
6035
  - repo primary artifacts: **1**
6036
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
6037
  - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
@@ -6042,7 +6045,7 @@ Example artifacts:
6042
  - heuristic read: **high open PR share; targets high-star repos**
6043
 
6044
  Example artifacts:
6045
- - [PR #46527: Fix trailing comma bug in DataCollatorForLanguageModeling example](https://github.com/huggingface/transformers/pull/46527) — open
6046
 
6047
  ### `JiauZhang`
6048
 
@@ -7493,6 +7496,27 @@ Example artifacts:
7493
  Example artifacts:
7494
  - [PR #46236: I18n bn](https://github.com/huggingface/transformers/pull/46236) — open
7495
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
7496
  ### `stationeros`
7497
 
7498
  - profile: [github.com/stationeros](https://github.com/stationeros)
 
1
  # New Contributor Report: huggingface/transformers
2
 
3
+ - Snapshot: `20260610T180024Z`
4
+ - Generated: `2026-06-10T18:02:14Z`
5
  - Activity window: `60d`
6
+ - Contributors: `344`
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
+ | `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-03-31T13:54:54Z` | 106 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
13
  | `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 102 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
14
  | `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 96 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
15
  | `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 92 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
16
+ | `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-09-26T09:23:39Z` | 87 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
17
  | `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 65 | 3 | mixed | moderate | low | high recent PR volume; targets high-star repos |
18
  | `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2024-02-08T22:19:09Z` | 62 | 2 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
19
+ | `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2360d | `2024-09-02T13:41:47Z` | 49 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
20
  | `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 47 | 2 | mixed | low | low | targets high-star repos |
21
  | `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3961d | `2023-02-27T14:00:41Z` | 46 | 0 | strong | low | low | targets high-star repos |
22
  | `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2996d | `2025-10-14T03:02:06Z` | 40 | 1 | strong | moderate | low | targets high-star repos |
 
52
  | `CharlieKerfoot` | [profile](https://github.com/CharlieKerfoot) | no | CONTRIBUTOR | 1583d | `2026-05-03T18:22:43Z` | 5 | 0 | weak | moderate | low | high recent PR volume; targets high-star repos |
53
  | `filipinescu` | [profile](https://github.com/filipinescu) | no | CONTRIBUTOR | 953d | `2026-05-22T20:20:49Z` | 5 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
54
  | `guarin` | [profile](https://github.com/guarin) | no | MEMBER | 2794d | `2026-05-12T18:20:58Z` | 5 | 0 | strong | low | low | — |
55
+ | `leaderofARS` | [profile](https://github.com/leaderofARS) | no | CONTRIBUTOR | 660d | `2025-12-04T12:38:46Z` | 5 | 0 | strong | moderate | low | — |
56
  | `sirzechs66` | [profile](https://github.com/sirzechs66) | no | CONTRIBUTOR | 1246d | `2026-03-30T12:18:41Z` | 5 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
57
  | `paulinebm` | [profile](https://github.com/paulinebm) | no | MEMBER | 830d | `2026-03-25T14:55:10Z` | 4 | 1 | strong | very high | medium | extremely high recent PR volume; very broad repo spread; no visible non-self stars |
58
  | `curnane-lab` | [profile](https://github.com/curnane-lab) | no | FIRST_TIME_CONTRIBUTOR | 248d | `2026-04-24T15:14:11Z` | 4 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
 
144
  | `bhargav-patel-29` | [profile](https://github.com/bhargav-patel-29) | no | FIRST_TIME_CONTRIBUTOR | 267d | `2026-02-05T02:43:45Z` | 3 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
145
  | `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 |
146
  | `kmswin1` | [profile](https://github.com/kmswin1) | no | FIRST_TIME_CONTRIBUTOR | 3380d | `2026-03-09T09:03:10Z` | 3 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
147
+ | `gante` | [profile](https://github.com/gante) | no | CONTRIBUTOR | 4054d | `2023-02-24T12:09:33Z` | 2 | 2 | strong | low | low | targets high-star repos |
148
  | `oliverholworthy` | [profile](https://github.com/oliverholworthy) | no | CONTRIBUTOR | 5290d | `2026-01-26T21:42:45Z` | 2 | 2 | weak | moderate | low | high open PR share |
149
  | `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 |
150
  | `Wauplin` | [profile](https://github.com/Wauplin) | no | MEMBER | 4075d | `2025-12-02T12:54:40Z` | 2 | 1 | strong | moderate | low | high recent PR volume |
 
237
  | `devteamaegis` | [profile](https://github.com/devteamaegis) | no | NONE | 43d | `2026-05-28T21:52:17Z` | 1 | 0 | weak | very high | high | very new account; high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
238
  | `dfgvaetyj3456356-hash` | [profile](https://github.com/dfgvaetyj3456356-hash) | no | NONE | 3d | `2026-06-01T03:10:16Z` | 1 | 0 | weak | very high | high | very new account; high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
239
  | `Dhruv908615` | [profile](https://github.com/Dhruv908615) | no | NONE | 300d | `2026-05-03T06:02:43Z` | 1 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
 
240
  | `DiwanshuG` | [profile](https://github.com/DiwanshuG) | no | NONE | 1279d | `2026-05-22T10:39:02Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
241
  | `duyhv-qualgo` | [profile](https://github.com/duyhv-qualgo) | no | FIRST_TIME_CONTRIBUTOR | 34d | `2026-04-20T05:20:19Z` | 1 | 0 | strong | moderate | low | very new account |
242
  | `evalstate` | [profile](https://github.com/evalstate) | no | MEMBER | 5042d | `2026-04-23T11:41:51Z` | 1 | 0 | n/a | low | low | — |
 
262
  | `jacopopper` | [profile](https://github.com/jacopopper) | no | NONE | 1686d | `2026-05-31T20:04:47Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
263
  | `JAE0Y2N` | [profile](https://github.com/JAE0Y2N) | no | NONE | 877d | `2026-05-20T11:02:07Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
264
  | `jankipatel20` | [profile](https://github.com/jankipatel20) | no | NONE | 1001d | `2026-05-25T08:25:28Z` | 1 | 0 | strong | low | low | — |
265
+ | `JemmaUZH` | [profile](https://github.com/JemmaUZH) | no | CONTRIBUTOR | 837d | `2026-06-09T15:51:29Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
266
  | `JiauZhang` | [profile](https://github.com/JiauZhang) | no | CONTRIBUTOR | 2918d | `2026-04-15T14:00:11Z` | 1 | 0 | strong | low | low | targets high-star repos |
267
  | `jjjamie` | [profile](https://github.com/jjjamie) | no | FIRST_TIME_CONTRIBUTOR | 4994d | `2026-04-21T15:57:53Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
268
  | `jmayank1511` | [profile](https://github.com/jmayank1511) | no | FIRST_TIME_CONTRIBUTOR | 2753d | `2026-05-20T18:13:18Z` | 1 | 0 | strong | moderate | low | no visible non-self stars |
 
332
  | `songyuc` | [profile](https://github.com/songyuc) | no | NONE | 3292d | `2026-04-12T12:53:49Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
333
  | `Spectual` | [profile](https://github.com/Spectual) | no | NONE | 1537d | `2026-04-16T06:54:56Z` | 1 | 0 | weak | high | low | broad repo spread; high open PR share; targets high-star repos |
334
  | `srinjoy356` | [profile](https://github.com/srinjoy356) | no | FIRST_TIME_CONTRIBUTOR | 992d | `2026-05-26T18:36:12Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
335
+ | `srishtiii28` | [profile](https://github.com/srishtiii28) | yes | FIRST_TIME_CONTRIBUTOR | 1008d | `2026-06-09T09:34:02Z` | 1 | 0 | mixed | low | low | — |
336
  | `stationeros` | [profile](https://github.com/stationeros) | no | FIRST_TIME_CONTRIBUTOR | 1336d | `2026-04-25T08:47:25Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
337
  | `ted-mosi` | [profile](https://github.com/ted-mosi) | no | FIRST_TIME_CONTRIBUTOR | 3d | `2026-06-05T13:30:42Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
338
  | `Ternura143` | [profile](https://github.com/Ternura143) | no | FIRST_TIME_CONTRIBUTOR | 1583d | `2026-05-31T14:17:55Z` | 1 | 0 | strong | moderate | low | — |
 
362
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aydshieh)
363
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aydshieh)
364
  - repo first seen: `2025-03-31T13:54:54Z`
365
+ - repo last seen: `2026-06-10T16:27:20Z`
366
  - first seen in snapshot: **no**
367
  - repo association: **MEMBER**
368
+ - repo primary artifacts: **106**
369
+ - snapshot authored PRs/issues: **106 PRs / 0 issues**
370
+ - snapshot discussion activity: **132 comments / 231 reviews / 160 review comments**
371
  - account age: **4938 days**
372
  - recent public PR activity: **52 PRs** (40 merged / 4 closed-unmerged / 8 open; merged rate **77%**, closed-unmerged rate **8%**, open rate **15%**)
373
  - public orgs: none visible
 
375
  - heuristic read: **high recent PR volume; targets high-star repos**
376
 
377
  Example artifacts:
378
+ - [PR #46544: Only download hub cache for pipelines_torch job](https://github.com/huggingface/transformers/pull/46544) — closed, merged
379
+ - [PR #46539: Fix `PhimoeIntegrationTest`](https://github.com/huggingface/transformers/pull/46539) — open
380
+ - [PR #46534: Fix buggy action sha pin](https://github.com/huggingface/transformers/pull/46534) — closed, merged
381
 
382
  ### `Cyrilvallez`
383
 
 
434
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atarekziade)
435
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atarekziade)
436
  - repo first seen: `2026-01-21T16:52:29Z`
437
+ - repo last seen: `2026-06-10T12:27:32Z`
438
  - first seen in snapshot: **no**
439
  - repo association: **MEMBER**
440
  - repo primary artifacts: **98**
441
  - snapshot authored PRs/issues: **92 PRs / 6 issues**
442
+ - snapshot discussion activity: **180 comments / 212 reviews / 195 review comments**
443
  - account age: **5839 days**
444
  - recent public PR activity: **108 PRs** (92 merged / 3 closed-unmerged / 13 open; merged rate **85%**, closed-unmerged rate **3%**, open rate **12%**)
445
  - public orgs: `AFPy`, `faitmain`, `circus-tent`
 
460
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azucchini-nlp)
461
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azucchini-nlp)
462
  - repo first seen: `2024-09-26T09:23:39Z`
463
+ - repo last seen: `2026-06-10T16:59:56Z`
464
  - first seen in snapshot: **no**
465
  - repo association: **MEMBER**
466
+ - repo primary artifacts: **87**
467
+ - snapshot authored PRs/issues: **87 PRs / 0 issues**
468
+ - snapshot discussion activity: **605 comments / 942 reviews / 1990 review comments**
469
  - account age: **1508 days**
470
  - recent public PR activity: **50 PRs** (33 merged / 6 closed-unmerged / 11 open; merged rate **66%**, closed-unmerged rate **12%**, open rate **22%**)
471
  - public orgs: `huggingface`, `deeppavlov`
 
473
  - heuristic read: **high recent PR volume; targets high-star repos**
474
 
475
  Example artifacts:
476
+ - [PR #46543: [CI] fix and make less flaky](https://github.com/huggingface/transformers/pull/46543) — open
477
+ - [PR #46525: Fix the offsets in processing](https://github.com/huggingface/transformers/pull/46525) — closed, merged
478
  - [PR #46406: Fix conversion for clip models](https://github.com/huggingface/transformers/pull/46406) — closed, merged
 
479
 
480
  ### `ArthurZucker`
481
 
 
483
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArthurZucker)
484
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArthurZucker)
485
  - repo first seen: `2023-02-24T14:13:29Z`
486
+ - repo last seen: `2026-06-10T15:28:50Z`
487
  - first seen in snapshot: **no**
488
  - repo association: **MEMBER**
489
  - repo primary artifacts: **68**
490
  - snapshot authored PRs/issues: **65 PRs / 3 issues**
491
+ - snapshot discussion activity: **197 comments / 689 reviews / 1367 review comments**
492
  - account age: **2590 days**
493
  - recent public PR activity: **60 PRs** (36 merged / 5 closed-unmerged / 19 open; merged rate **60%**, closed-unmerged rate **8%**, open rate **32%**)
494
  - public orgs: none visible
 
509
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Astevhliu)
510
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Astevhliu)
511
  - repo first seen: `2024-02-08T22:19:09Z`
512
+ - repo last seen: `2026-06-10T16:30:23Z`
513
  - first seen in snapshot: **no**
514
  - repo association: **MEMBER**
515
  - repo primary artifacts: **64**
516
  - snapshot authored PRs/issues: **62 PRs / 2 issues**
517
+ - snapshot discussion activity: **37 comments / 167 reviews / 290 review comments**
518
  - account age: **2296 days**
519
  - recent public PR activity: **30 PRs** (25 merged / 0 closed-unmerged / 5 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**)
520
  - public orgs: `huggingface`
 
522
  - heuristic read: **high recent PR volume; no visible non-self stars; targets high-star repos**
523
 
524
  Example artifacts:
525
+ - [PR #46528: [docs] torchvision lanczos](https://github.com/huggingface/transformers/pull/46528) — closed, merged
526
+ - [PR #46507: [docs] 4D attention masks](https://github.com/huggingface/transformers/pull/46507) — closed, merged
527
  - [PR #46387: [docs] remove sparsity from compressed-tensors](https://github.com/huggingface/transformers/pull/46387) — closed, merged
528
  - [Issue #36979: [Community contributions] Model cards](https://github.com/huggingface/transformers/issues/36979) — closed
529
  - [Issue #28936: [i18n-es] Translating docs to Spanish](https://github.com/huggingface/transformers/issues/28936) — open
 
534
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASunMarc)
535
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASunMarc)
536
  - repo first seen: `2024-09-02T13:41:47Z`
537
+ - repo last seen: `2026-06-10T15:44:40Z`
538
  - first seen in snapshot: **no**
539
  - repo association: **MEMBER**
540
+ - repo primary artifacts: **51**
541
+ - snapshot authored PRs/issues: **49 PRs / 2 issues**
542
+ - snapshot discussion activity: **188 comments / 330 reviews / 450 review comments**
543
  - account age: **2360 days**
544
  - recent public PR activity: **35 PRs** (28 merged / 3 closed-unmerged / 4 open; merged rate **80%**, closed-unmerged rate **9%**, open rate **11%**)
545
  - public orgs: `huggingface`
 
547
  - heuristic read: **high recent PR volume; targets high-star repos**
548
 
549
  Example artifacts:
550
+ - [PR #46541: fix-trainer-tests](https://github.com/huggingface/transformers/pull/46541) — open
551
  - [PR #46386: HF Buckets integration to Trainer](https://github.com/huggingface/transformers/pull/46386) — open
552
  - [PR #46342: Update compressed tensors minimum version](https://github.com/huggingface/transformers/pull/46342) — closed, merged
 
553
  - [Issue #43595: Tell Us: What Would Make Trainer Better?](https://github.com/huggingface/transformers/issues/43595) — open
554
  - [Issue #33260: Community contribution: Adding GGUF support for more architectures](https://github.com/huggingface/transformers/issues/33260) — open
555
 
 
559
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avasqu)
560
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avasqu)
561
  - repo first seen: `2025-08-26T12:13:50Z`
562
+ - repo last seen: `2026-06-10T17:34:02Z`
563
  - first seen in snapshot: **no**
564
  - repo association: **MEMBER**
565
  - repo primary artifacts: **49**
566
  - snapshot authored PRs/issues: **47 PRs / 2 issues**
567
+ - snapshot discussion activity: **634 comments / 1145 reviews / 4620 review comments**
568
  - account age: **1991 days**
569
  - recent public PR activity: **21 PRs** (12 merged / 3 closed-unmerged / 6 open; merged rate **57%**, closed-unmerged rate **14%**, open rate **29%**)
570
  - public orgs: none visible
 
584
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARocketknight1)
585
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARocketknight1)
586
  - repo first seen: `2023-02-27T14:00:41Z`
587
+ - repo last seen: `2026-06-10T12:37:13Z`
588
  - first seen in snapshot: **no**
589
  - repo association: **MEMBER**
590
  - repo primary artifacts: **46**
591
  - snapshot authored PRs/issues: **46 PRs / 0 issues**
592
+ - snapshot discussion activity: **761 comments / 255 reviews / 136 review comments**
593
  - account age: **3961 days**
594
  - recent public PR activity: **17 PRs** (16 merged / 1 closed-unmerged / 0 open; merged rate **94%**, closed-unmerged rate **6%**, open rate **0%**)
595
  - public orgs: `huggingface`
 
768
  Example artifacts:
769
  - [PR #46456: [fix] regression introduced by #45534](https://github.com/huggingface/transformers/pull/46456) — closed, merged
770
  - [PR #46332: Add Nemotron ASR Streaming](https://github.com/huggingface/transformers/pull/46332) — open, draft
771
+ - [PR #46331: Add Parakeet-RNNT](https://github.com/huggingface/transformers/pull/46331) — open
772
 
773
  ### `hf-security-analysis[bot]`
774
 
 
826
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIlyasMoutawwakil)
827
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIlyasMoutawwakil)
828
  - repo first seen: `2025-07-04T08:41:29Z`
829
+ - repo last seen: `2026-06-10T13:53:49Z`
830
  - first seen in snapshot: **no**
831
  - repo association: **MEMBER**
832
  - repo primary artifacts: **25**
833
  - snapshot authored PRs/issues: **21 PRs / 4 issues**
834
+ - snapshot discussion activity: **68 comments / 294 reviews / 262 review comments**
835
  - account age: **2354 days**
836
  - recent public PR activity: **22 PRs** (16 merged / 2 closed-unmerged / 4 open; merged rate **73%**, closed-unmerged rate **9%**, open rate **18%**)
837
  - public orgs: `huggingface`, `Chouafa`
 
1371
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aguarin)
1372
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aguarin)
1373
  - repo first seen: `2026-05-12T18:20:58Z`
1374
+ - repo last seen: `2026-06-10T15:10:08Z`
1375
  - first seen in snapshot: **no**
1376
  - repo association: **MEMBER**
1377
  - repo primary artifacts: **5**
1378
  - snapshot authored PRs/issues: **5 PRs / 0 issues**
1379
+ - snapshot discussion activity: **27 comments / 96 reviews / 117 review comments**
1380
  - account age: **2794 days**
1381
  - recent public PR activity: **21 PRs** (19 merged / 0 closed-unmerged / 2 open; merged rate **90%**, closed-unmerged rate **0%**, open rate **10%**)
1382
  - public orgs: `huggingface`
 
1388
  - [PR #46344: Fix flip_back graph break](https://github.com/huggingface/transformers/pull/46344) — closed, merged
1389
  - [PR #46163: Return logits from semantic segmentation post-process](https://github.com/huggingface/transformers/pull/46163) — open
1390
 
1391
+ ### `leaderofARS`
1392
+
1393
+ - profile: [github.com/leaderofARS](https://github.com/leaderofARS)
1394
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AleaderofARS)
1395
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AleaderofARS)
1396
+ - repo first seen: `2025-12-04T12:38:46Z`
1397
+ - repo last seen: `2026-06-10T14:01:22Z`
1398
+ - first seen in snapshot: **no**
1399
+ - repo association: **CONTRIBUTOR**
1400
+ - repo primary artifacts: **5**
1401
+ - snapshot authored PRs/issues: **5 PRs / 0 issues**
1402
+ - snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
1403
+ - account age: **660 days**
1404
+ - recent public PR activity: **19 PRs** (18 merged / 0 closed-unmerged / 1 open; merged rate **95%**, closed-unmerged rate **0%**, open rate **5%**)
1405
+ - public orgs: none visible
1406
+ - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
1407
+ - heuristic read: **—**
1408
+
1409
+ Example artifacts:
1410
+ - [PR #46538: fix(peft): correct typo in flattening operation error messages](https://github.com/huggingface/transformers/pull/46538) — open
1411
+ - [PR #46537: Fix/peft flattening typo](https://github.com/huggingface/transformers/pull/46537) — closed
1412
+ - [PR #46453: fix(integrations): correct typo in ClearMLCallback config overrides variable.](https://github.com/huggingface/transformers/pull/46453) — open
1413
+
1414
  ### `sirzechs66`
1415
 
1416
  - profile: [github.com/sirzechs66](https://github.com/sirzechs66)
 
1930
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amolbap)
1931
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amolbap)
1932
  - repo first seen: `2024-06-13T14:13:17Z`
1933
+ - repo last seen: `2026-06-10T16:42:09Z`
1934
  - first seen in snapshot: **no**
1935
  - repo association: **MEMBER**
1936
  - repo primary artifacts: **8**
1937
  - snapshot authored PRs/issues: **7 PRs / 1 issues**
1938
+ - snapshot discussion activity: **42 comments / 208 reviews / 586 review comments**
1939
  - account age: **2914 days**
1940
  - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
1941
  - public orgs: none visible
 
3163
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aebezzam)
3164
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aebezzam)
3165
  - repo first seen: `2025-07-25T12:59:52Z`
3166
+ - repo last seen: `2026-06-10T13:04:22Z`
3167
  - first seen in snapshot: **no**
3168
  - repo association: **MEMBER**
3169
  - repo primary artifacts: **10**
3170
  - snapshot authored PRs/issues: **10 PRs / 0 issues**
3171
+ - snapshot discussion activity: **67 comments / 299 reviews / 777 review comments**
3172
  - account age: **4714 days**
3173
  - recent public PR activity: **6 PRs** (3 merged / 0 closed-unmerged / 3 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
3174
  - public orgs: `LCAV`
 
3492
  - [PR #45334: Feature/add axk1](https://github.com/huggingface/transformers/pull/45334) — closed
3493
  - [PR #44539: Add A.X K1](https://github.com/huggingface/transformers/pull/44539) — closed
3494
 
3495
+ ### `gante`
3496
 
3497
+ - profile: [github.com/gante](https://github.com/gante)
3498
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Agante)
3499
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Agante)
3500
+ - repo first seen: `2023-02-24T12:09:33Z`
3501
+ - repo last seen: `2026-06-10T14:34:45Z`
3502
  - first seen in snapshot: **no**
3503
  - repo association: **CONTRIBUTOR**
3504
+ - repo primary artifacts: **4**
3505
+ - snapshot authored PRs/issues: **2 PRs / 2 issues**
3506
+ - snapshot discussion activity: **0 comments / 4 reviews / 34 review comments**
3507
+ - account age: **4054 days**
3508
+ - recent public PR activity: **1 PRs** (1 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
3509
  - public orgs: none visible
3510
+ - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
3511
+ - heuristic read: **targets high-star repos**
3512
 
3513
  Example artifacts:
3514
+ - [PR #46540: GPU go brr [DiffusionGemma]](https://github.com/huggingface/transformers/pull/46540) — closed, merged
3515
+ - [PR #21784: Inheritance-based framework detection](https://github.com/huggingface/transformers/pull/21784) — closed, merged
3516
+ - [Issue #32946: Support `StaticCache` in assisted generation](https://github.com/huggingface/transformers/issues/32946) — closed
3517
+ - [Issue #29149: Generate: support passing position_ids](https://github.com/huggingface/transformers/issues/29149) — closed
3518
 
3519
  ### `oliverholworthy`
3520
 
 
5501
  Example artifacts:
5502
  - [PR #45749: fix: correct spelling in continuous_api docstring](https://github.com/huggingface/transformers/pull/45749) — closed, merged
5503
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
5504
  ### `DiwanshuG`
5505
 
5506
  - profile: [github.com/DiwanshuG](https://github.com/DiwanshuG)
 
6034
  - repo first seen: `2026-06-09T15:51:29Z`
6035
  - repo last seen: `2026-06-09T15:51:29Z`
6036
  - first seen in snapshot: **no**
6037
+ - repo association: **CONTRIBUTOR**
6038
  - repo primary artifacts: **1**
6039
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
6040
  - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
 
6045
  - heuristic read: **high open PR share; targets high-star repos**
6046
 
6047
  Example artifacts:
6048
+ - [PR #46527: Fix trailing comma bug in DataCollatorForLanguageModeling example](https://github.com/huggingface/transformers/pull/46527) — closed, merged
6049
 
6050
  ### `JiauZhang`
6051
 
 
7496
  Example artifacts:
7497
  - [PR #46236: I18n bn](https://github.com/huggingface/transformers/pull/46236) — open
7498
 
7499
+ ### `srishtiii28`
7500
+
7501
+ - profile: [github.com/srishtiii28](https://github.com/srishtiii28)
7502
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asrishtiii28)
7503
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asrishtiii28)
7504
+ - repo first seen: `2026-06-09T09:34:02Z`
7505
+ - repo last seen: `2026-06-10T15:49:43Z`
7506
+ - first seen in snapshot: **yes**
7507
+ - repo association: **FIRST_TIME_CONTRIBUTOR**
7508
+ - repo primary artifacts: **1**
7509
+ - snapshot authored PRs/issues: **1 PRs / 0 issues**
7510
+ - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
7511
+ - account age: **1008 days**
7512
+ - recent public PR activity: **3 PRs** (2 merged / 0 closed-unmerged / 1 open; merged rate **67%**, closed-unmerged rate **0%**, open rate **33%**)
7513
+ - public orgs: none visible
7514
+ - compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
7515
+ - heuristic read: **—**
7516
+
7517
+ Example artifacts:
7518
+ - [PR #46542: Vision RoPE refactor](https://github.com/huggingface/transformers/pull/46542) — open
7519
+
7520
  ### `stationeros`
7521
 
7522
  - profile: [github.com/stationeros](https://github.com/stationeros)
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  "left_pr_number": 44974,
1667
  "right_pr_number": 45421,
1668
- "similarity": 0.425,
1669
  "content_similarity": 0.307,
1670
  "size_similarity": 0.735,
1671
  "breadth_similarity": 0.667,
@@ -1824,7 +1824,7 @@
1824
  45985
1825
  ],
1826
  "representative_pr_number": 45985,
1827
- "average_similarity": 0.502,
1828
  "summary": "4 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #45985.",
1829
  "shared_filenames": [
1830
  "src/transformers/generation/utils.py"
@@ -1838,8 +1838,8 @@
1838
  {
1839
  "left_pr_number": 34667,
1840
  "right_pr_number": 45985,
1841
- "similarity": 0.598,
1842
- "content_similarity": 0.483,
1843
  "size_similarity": 0.733,
1844
  "breadth_similarity": 1.0,
1845
  "concentration_similarity": 1.0,
@@ -1856,7 +1856,7 @@
1856
  "left_pr_number": 39683,
1857
  "right_pr_number": 45985,
1858
  "similarity": 0.591,
1859
- "content_similarity": 0.491,
1860
  "size_similarity": 0.652,
1861
  "breadth_similarity": 1.0,
1862
  "concentration_similarity": 1.0,
@@ -1872,8 +1872,8 @@
1872
  {
1873
  "left_pr_number": 34667,
1874
  "right_pr_number": 39683,
1875
- "similarity": 0.521,
1876
- "content_similarity": 0.427,
1877
  "size_similarity": 0.478,
1878
  "breadth_similarity": 1.0,
1879
  "concentration_similarity": 1.0,
@@ -1889,8 +1889,8 @@
1889
  {
1890
  "left_pr_number": 44872,
1891
  "right_pr_number": 45985,
1892
- "similarity": 0.456,
1893
- "content_similarity": 0.395,
1894
  "size_similarity": 0.2,
1895
  "breadth_similarity": 1.0,
1896
  "concentration_similarity": 1.0,
@@ -1907,7 +1907,7 @@
1907
  "left_pr_number": 34667,
1908
  "right_pr_number": 44872,
1909
  "similarity": 0.431,
1910
- "content_similarity": 0.343,
1911
  "size_similarity": 0.273,
1912
  "breadth_similarity": 1.0,
1913
  "concentration_similarity": 1.0,
@@ -1923,8 +1923,8 @@
1923
  {
1924
  "left_pr_number": 39683,
1925
  "right_pr_number": 44872,
1926
- "similarity": 0.414,
1927
- "content_similarity": 0.349,
1928
  "size_similarity": 0.13,
1929
  "breadth_similarity": 1.0,
1930
  "concentration_similarity": 1.0,
@@ -2038,7 +2038,7 @@
2038
  "left_pr_number": 45202,
2039
  "right_pr_number": 45883,
2040
  "similarity": 0.432,
2041
- "content_similarity": 0.398,
2042
  "size_similarity": 0.027,
2043
  "breadth_similarity": 1.0,
2044
  "concentration_similarity": 1.0,
@@ -2212,7 +2212,7 @@
2212
  {
2213
  "left_pr_number": 46099,
2214
  "right_pr_number": 46126,
2215
- "similarity": 0.346,
2216
  "content_similarity": 0.279,
2217
  "size_similarity": 0.693,
2218
  "breadth_similarity": 0.06,
@@ -2463,7 +2463,7 @@
2463
  46474
2464
  ],
2465
  "representative_pr_number": 46173,
2466
- "average_similarity": 0.83,
2467
  "summary": "3 open PRs share weighted file overlap around `src/transformers/cache_utils.py`; representative PR #46173.",
2468
  "shared_filenames": [
2469
  "src/transformers/cache_utils.py"
@@ -2492,8 +2492,8 @@
2492
  {
2493
  "left_pr_number": 44893,
2494
  "right_pr_number": 46173,
2495
- "similarity": 0.745,
2496
- "content_similarity": 0.802,
2497
  "size_similarity": 0.222,
2498
  "breadth_similarity": 1.0,
2499
  "concentration_similarity": 1.0,
@@ -2508,8 +2508,8 @@
2508
  {
2509
  "left_pr_number": 44893,
2510
  "right_pr_number": 46474,
2511
- "similarity": 0.745,
2512
- "content_similarity": 0.802,
2513
  "size_similarity": 0.222,
2514
  "breadth_similarity": 1.0,
2515
  "concentration_similarity": 1.0,
@@ -2750,7 +2750,7 @@
2750
  45077
2751
  ],
2752
  "representative_pr_number": 45077,
2753
- "average_similarity": 0.515,
2754
  "summary": "3 open PRs share weighted file overlap around `.github/workflows/build-docker-images.yml`, `.github/workflows/build-nightly-ci-docker-images.yml`, `.github/workflows/build-past-ci-docker-images.yml`; representative PR #45077.",
2755
  "shared_filenames": [
2756
  ".github/workflows/build-docker-images.yml",
@@ -2759,8 +2759,8 @@
2759
  ".github/workflows/release-conda.yml",
2760
  ".github/workflows/build-ci-docker-images.yml",
2761
  ".github/workflows/benchmark.yml",
2762
- ".github/workflows/check_tiny_models.yml",
2763
- ".github/workflows/new_model_pr_merged_notification.yml"
2764
  ],
2765
  "shared_directories": [
2766
  ".github/workflows",
@@ -2770,8 +2770,8 @@
2770
  {
2771
  "left_pr_number": 42975,
2772
  "right_pr_number": 45077,
2773
- "similarity": 0.67,
2774
- "content_similarity": 0.61,
2775
  "size_similarity": 0.731,
2776
  "breadth_similarity": 0.833,
2777
  "concentration_similarity": 1.0,
@@ -2795,8 +2795,8 @@
2795
  {
2796
  "left_pr_number": 42976,
2797
  "right_pr_number": 45077,
2798
- "similarity": 0.478,
2799
- "content_similarity": 0.502,
2800
  "size_similarity": 0.074,
2801
  "breadth_similarity": 0.659,
2802
  "concentration_similarity": 1.0,
@@ -2815,8 +2815,8 @@
2815
  {
2816
  "left_pr_number": 42975,
2817
  "right_pr_number": 42976,
2818
- "similarity": 0.397,
2819
- "content_similarity": 0.387,
2820
  "size_similarity": 0.101,
2821
  "breadth_similarity": 0.606,
2822
  "concentration_similarity": 1.0,
@@ -2940,7 +2940,7 @@
2940
  46483
2941
  ],
2942
  "representative_pr_number": 46436,
2943
- "average_similarity": 0.494,
2944
  "summary": "3 open PRs share weighted file overlap around `tests/generation/test_utils.py`, `src/transformers/generation/utils.py`; representative PR #46436.",
2945
  "shared_filenames": [
2946
  "tests/generation/test_utils.py",
@@ -2957,8 +2957,8 @@
2957
  {
2958
  "left_pr_number": 46436,
2959
  "right_pr_number": 46483,
2960
- "similarity": 0.598,
2961
- "content_similarity": 0.47,
2962
  "size_similarity": 0.853,
2963
  "breadth_similarity": 1.0,
2964
  "concentration_similarity": 0.819,
@@ -2978,7 +2978,7 @@
2978
  "left_pr_number": 46124,
2979
  "right_pr_number": 46436,
2980
  "similarity": 0.452,
2981
- "content_similarity": 0.231,
2982
  "size_similarity": 0.966,
2983
  "breadth_similarity": 1.0,
2984
  "concentration_similarity": 0.922,
@@ -2996,8 +2996,8 @@
2996
  {
2997
  "left_pr_number": 46124,
2998
  "right_pr_number": 46483,
2999
- "similarity": 0.431,
3000
- "content_similarity": 0.232,
3001
  "size_similarity": 0.824,
3002
  "breadth_similarity": 1.0,
3003
  "concentration_similarity": 0.897,
@@ -3014,6 +3014,84 @@
3014
  }
3015
  ]
3016
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3017
  {
3018
  "cluster_id": "pr-scope-43656-3",
3019
  "pr_numbers": [
@@ -3113,7 +3191,7 @@
3113
  {
3114
  "left_pr_number": 45293,
3115
  "right_pr_number": 46091,
3116
- "similarity": 0.519,
3117
  "content_similarity": 0.548,
3118
  "size_similarity": 0.16,
3119
  "breadth_similarity": 0.667,
@@ -3136,7 +3214,7 @@
3136
  "left_pr_number": 45293,
3137
  "right_pr_number": 45317,
3138
  "similarity": 0.499,
3139
- "content_similarity": 0.343,
3140
  "size_similarity": 0.741,
3141
  "breadth_similarity": 1.0,
3142
  "concentration_similarity": 0.972,
@@ -3194,7 +3272,7 @@
3194
  "left_pr_number": 45548,
3195
  "right_pr_number": 45649,
3196
  "similarity": 0.507,
3197
- "content_similarity": 0.514,
3198
  "size_similarity": 0.149,
3199
  "breadth_similarity": 0.75,
3200
  "concentration_similarity": 1.0,
@@ -3309,7 +3387,7 @@
3309
  "left_pr_number": 45709,
3310
  "right_pr_number": 46211,
3311
  "similarity": 0.195,
3312
- "content_similarity": 0.049,
3313
  "size_similarity": 0.753,
3314
  "breadth_similarity": 0.2,
3315
  "concentration_similarity": 0.571,
@@ -3346,19 +3424,19 @@
3346
  "shared_directories": [
3347
  "src/transformers/models/fast_vlm",
3348
  "src/transformers/models/mistral3",
 
3349
  "src/transformers/models/chameleon",
3350
  "src/transformers/models/florence2",
3351
  "src/transformers/models/glm46v",
3352
  "src/transformers/models/got_ocr2",
3353
- "src/transformers/models/idefics2",
3354
- "src/transformers/models/ovis2"
3355
  ],
3356
  "pairwise": [
3357
  {
3358
  "left_pr_number": 44907,
3359
  "right_pr_number": 45783,
3360
- "similarity": 0.487,
3361
- "content_similarity": 0.493,
3362
  "size_similarity": 0.075,
3363
  "breadth_similarity": 0.809,
3364
  "concentration_similarity": 0.99,
@@ -3423,8 +3501,8 @@
3423
  {
3424
  "left_pr_number": 43446,
3425
  "right_pr_number": 44907,
3426
- "similarity": 0.332,
3427
- "content_similarity": 0.317,
3428
  "size_similarity": 0.219,
3429
  "breadth_similarity": 0.322,
3430
  "concentration_similarity": 0.899,
@@ -3523,7 +3601,7 @@
3523
  "left_pr_number": 44114,
3524
  "right_pr_number": 46196,
3525
  "similarity": 0.45,
3526
- "content_similarity": 0.285,
3527
  "size_similarity": 0.911,
3528
  "breadth_similarity": 0.715,
3529
  "concentration_similarity": 0.848,
@@ -3571,7 +3649,7 @@
3571
  46446
3572
  ],
3573
  "representative_pr_number": 46446,
3574
- "average_similarity": 0.372,
3575
  "summary": "3 open PRs share weighted file overlap around `tests/utils/test_cache_utils.py`, `src/transformers/cache_utils.py`, `src/transformers/generation/utils.py`; representative PR #46446.",
3576
  "shared_filenames": [
3577
  "tests/utils/test_cache_utils.py",
@@ -3589,7 +3667,7 @@
3589
  {
3590
  "left_pr_number": 42655,
3591
  "right_pr_number": 46446,
3592
- "similarity": 0.417,
3593
  "content_similarity": 0.357,
3594
  "size_similarity": 0.297,
3595
  "breadth_similarity": 0.792,
@@ -3610,8 +3688,8 @@
3610
  {
3611
  "left_pr_number": 43875,
3612
  "right_pr_number": 46446,
3613
- "similarity": 0.417,
3614
- "content_similarity": 0.423,
3615
  "size_similarity": 0.142,
3616
  "breadth_similarity": 0.533,
3617
  "concentration_similarity": 0.934,
@@ -3655,7 +3733,7 @@
3655
  44550
3656
  ],
3657
  "representative_pr_number": 44550,
3658
- "average_similarity": 0.363,
3659
  "summary": "3 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
3660
  "shared_filenames": [],
3661
  "shared_directories": [
@@ -3668,8 +3746,8 @@
3668
  {
3669
  "left_pr_number": 33686,
3670
  "right_pr_number": 44550,
3671
- "similarity": 0.385,
3672
- "content_similarity": 0.121,
3673
  "size_similarity": 1.0,
3674
  "breadth_similarity": 1.0,
3675
  "concentration_similarity": 1.0,
@@ -3684,8 +3762,8 @@
3684
  {
3685
  "left_pr_number": 44407,
3686
  "right_pr_number": 44550,
3687
- "similarity": 0.356,
3688
- "content_similarity": 0.09,
3689
  "size_similarity": 0.957,
3690
  "breadth_similarity": 1.0,
3691
  "concentration_similarity": 1.0,
@@ -3699,8 +3777,8 @@
3699
  {
3700
  "left_pr_number": 33686,
3701
  "right_pr_number": 44407,
3702
- "similarity": 0.348,
3703
- "content_similarity": 0.077,
3704
  "size_similarity": 0.957,
3705
  "breadth_similarity": 1.0,
3706
  "concentration_similarity": 1.0,
@@ -3721,7 +3799,7 @@
3721
  45917
3722
  ],
3723
  "representative_pr_number": 44981,
3724
- "average_similarity": 0.362,
3725
  "summary": "3 open PRs share weighted file overlap around `src/transformers/trainer.py`; representative PR #44981.",
3726
  "shared_filenames": [
3727
  "src/transformers/trainer.py"
@@ -3736,8 +3814,8 @@
3736
  {
3737
  "left_pr_number": 44889,
3738
  "right_pr_number": 44981,
3739
- "similarity": 0.4,
3740
- "content_similarity": 0.158,
3741
  "size_similarity": 0.991,
3742
  "breadth_similarity": 1.0,
3743
  "concentration_similarity": 0.812,
@@ -3755,7 +3833,7 @@
3755
  "left_pr_number": 44981,
3756
  "right_pr_number": 45917,
3757
  "similarity": 0.355,
3758
- "content_similarity": 0.11,
3759
  "size_similarity": 0.87,
3760
  "breadth_similarity": 1.0,
3761
  "concentration_similarity": 0.959,
@@ -3771,7 +3849,7 @@
3771
  "left_pr_number": 44889,
3772
  "right_pr_number": 45917,
3773
  "similarity": 0.33,
3774
- "content_similarity": 0.08,
3775
  "size_similarity": 0.879,
3776
  "breadth_similarity": 1.0,
3777
  "concentration_similarity": 0.852,
@@ -4111,7 +4189,7 @@
4111
  43775
4112
  ],
4113
  "representative_pr_number": 43543,
4114
- "average_similarity": 0.775,
4115
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/jetmoe/modeling_jetmoe.py`, `src/transformers/models/ernie4_5_moe/modeling_ernie4_5_moe.py`, `src/transformers/models/jamba/modeling_jamba.py`; representative PR #43543.",
4116
  "shared_filenames": [
4117
  "src/transformers/models/jetmoe/modeling_jetmoe.py",
@@ -4137,8 +4215,8 @@
4137
  {
4138
  "left_pr_number": 43543,
4139
  "right_pr_number": 43775,
4140
- "similarity": 0.775,
4141
- "content_similarity": 0.879,
4142
  "size_similarity": 0.191,
4143
  "breadth_similarity": 0.811,
4144
  "concentration_similarity": 0.996,
@@ -4428,11 +4506,11 @@
4428
  46530
4429
  ],
4430
  "representative_pr_number": 43085,
4431
- "average_similarity": 0.65,
4432
- "summary": "2 open PRs share weighted file overlap around `src/transformers/generation/stopping_criteria.py`, `tests/generation/test_stopping_criteria.py`; representative PR #43085.",
4433
  "shared_filenames": [
4434
- "src/transformers/generation/stopping_criteria.py",
4435
- "tests/generation/test_stopping_criteria.py"
4436
  ],
4437
  "shared_directories": [
4438
  "src/transformers/generation",
@@ -4445,8 +4523,8 @@
4445
  {
4446
  "left_pr_number": 43085,
4447
  "right_pr_number": 46530,
4448
- "similarity": 0.65,
4449
- "content_similarity": 0.661,
4450
  "size_similarity": 0.451,
4451
  "breadth_similarity": 0.7,
4452
  "concentration_similarity": 0.987,
@@ -4503,49 +4581,6 @@
4503
  }
4504
  ]
4505
  },
4506
- {
4507
- "cluster_id": "pr-scope-45682-2",
4508
- "pr_numbers": [
4509
- 45682,
4510
- 46442
4511
- ],
4512
- "representative_pr_number": 45682,
4513
- "average_similarity": 0.615,
4514
- "summary": "2 open PRs share weighted file overlap around `tests/peft_integration/test_peft_integration.py`, `src/transformers/integrations/peft.py`; representative PR #45682.",
4515
- "shared_filenames": [
4516
- "tests/peft_integration/test_peft_integration.py",
4517
- "src/transformers/integrations/peft.py"
4518
- ],
4519
- "shared_directories": [
4520
- "src/transformers/integrations",
4521
- "tests/peft_integration",
4522
- "src/transformers",
4523
- "tests",
4524
- "src"
4525
- ],
4526
- "pairwise": [
4527
- {
4528
- "left_pr_number": 45682,
4529
- "right_pr_number": 46442,
4530
- "similarity": 0.615,
4531
- "content_similarity": 0.685,
4532
- "size_similarity": 0.435,
4533
- "breadth_similarity": 0.31,
4534
- "concentration_similarity": 0.773,
4535
- "shared_filenames": [
4536
- "src/transformers/integrations/peft.py",
4537
- "tests/peft_integration/test_peft_integration.py"
4538
- ],
4539
- "shared_directories": [
4540
- "src/transformers/integrations",
4541
- "src/transformers",
4542
- "tests/peft_integration",
4543
- "src",
4544
- "tests"
4545
- ]
4546
- }
4547
- ]
4548
- },
4549
  {
4550
  "cluster_id": "pr-scope-43665-2",
4551
  "pr_numbers": [
@@ -4590,7 +4625,7 @@
4590
  46174
4591
  ],
4592
  "representative_pr_number": 45932,
4593
- "average_similarity": 0.596,
4594
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/vit_mae/modeling_vit_mae.py`, `src/transformers/models/vit_mae/modular_vit_mae.py`, `src/transformers/models/aimv2/modeling_aimv2.py`; representative PR #45932.",
4595
  "shared_filenames": [
4596
  "src/transformers/models/vit_mae/modeling_vit_mae.py",
@@ -4616,8 +4651,8 @@
4616
  {
4617
  "left_pr_number": 45932,
4618
  "right_pr_number": 46174,
4619
- "similarity": 0.596,
4620
- "content_similarity": 0.636,
4621
  "size_similarity": 0.248,
4622
  "breadth_similarity": 0.679,
4623
  "concentration_similarity": 0.916,
@@ -4647,6 +4682,71 @@
4647
  }
4648
  ]
4649
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
4650
  {
4651
  "cluster_id": "pr-scope-44228-2",
4652
  "pr_numbers": [
@@ -4753,7 +4853,7 @@
4753
  "left_pr_number": 45332,
4754
  "right_pr_number": 45333,
4755
  "similarity": 0.546,
4756
- "content_similarity": 0.583,
4757
  "size_similarity": 0.264,
4758
  "breadth_similarity": 0.542,
4759
  "concentration_similarity": 0.883,
@@ -4924,6 +5024,55 @@
4924
  }
4925
  ]
4926
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
4927
  {
4928
  "cluster_id": "pr-scope-45110-2",
4929
  "pr_numbers": [
@@ -4957,7 +5106,7 @@
4957
  "left_pr_number": 45110,
4958
  "right_pr_number": 46128,
4959
  "similarity": 0.5,
4960
- "content_similarity": 0.439,
4961
  "size_similarity": 0.443,
4962
  "breadth_similarity": 0.84,
4963
  "concentration_similarity": 0.86,
@@ -4985,55 +5134,6 @@
4985
  }
4986
  ]
4987
  },
4988
- {
4989
- "cluster_id": "pr-scope-43532-2",
4990
- "pr_numbers": [
4991
- 43532,
4992
- 43649
4993
- ],
4994
- "representative_pr_number": 43532,
4995
- "average_similarity": 0.499,
4996
- "summary": "2 open PRs share weighted file overlap around `utils/notification_service.py`, `.github/workflows/self-scheduled.yml`, `.github/workflows/self-comment-ci.yml`; representative PR #43532.",
4997
- "shared_filenames": [
4998
- "utils/notification_service.py",
4999
- ".github/workflows/self-scheduled.yml",
5000
- ".github/workflows/self-comment-ci.yml",
5001
- "tests/models/vit/test_modeling_vit.py"
5002
- ],
5003
- "shared_directories": [
5004
- "tests/models/vit",
5005
- ".github/workflows",
5006
- "tests/models",
5007
- ".github",
5008
- "utils",
5009
- "tests"
5010
- ],
5011
- "pairwise": [
5012
- {
5013
- "left_pr_number": 43532,
5014
- "right_pr_number": 43649,
5015
- "similarity": 0.499,
5016
- "content_similarity": 0.439,
5017
- "size_similarity": 0.395,
5018
- "breadth_similarity": 0.875,
5019
- "concentration_similarity": 0.893,
5020
- "shared_filenames": [
5021
- ".github/workflows/self-comment-ci.yml",
5022
- ".github/workflows/self-scheduled.yml",
5023
- "tests/models/vit/test_modeling_vit.py",
5024
- "utils/notification_service.py"
5025
- ],
5026
- "shared_directories": [
5027
- "tests/models/vit",
5028
- ".github/workflows",
5029
- "tests/models",
5030
- ".github",
5031
- "tests",
5032
- "utils"
5033
- ]
5034
- }
5035
- ]
5036
- },
5037
  {
5038
  "cluster_id": "pr-scope-45540-2",
5039
  "pr_numbers": [
@@ -5090,7 +5190,7 @@
5090
  46368
5091
  ],
5092
  "representative_pr_number": 45300,
5093
- "average_similarity": 0.482,
5094
  "summary": "2 open PRs share weighted file overlap around `tests/models/nemotron_h/test_modeling_nemotron_h.py`; representative PR #45300.",
5095
  "shared_filenames": [
5096
  "tests/models/nemotron_h/test_modeling_nemotron_h.py"
@@ -5104,7 +5204,7 @@
5104
  {
5105
  "left_pr_number": 45300,
5106
  "right_pr_number": 46368,
5107
- "similarity": 0.482,
5108
  "content_similarity": 0.581,
5109
  "size_similarity": 0.028,
5110
  "breadth_similarity": 0.267,
@@ -5120,43 +5220,6 @@
5120
  }
5121
  ]
5122
  },
5123
- {
5124
- "cluster_id": "pr-scope-45037-2",
5125
- "pr_numbers": [
5126
- 45037,
5127
- 46507
5128
- ],
5129
- "representative_pr_number": 45037,
5130
- "average_similarity": 0.481,
5131
- "summary": "2 open PRs share weighted file overlap around `docs/source/en/attention_interface.md`; representative PR #45037.",
5132
- "shared_filenames": [
5133
- "docs/source/en/attention_interface.md"
5134
- ],
5135
- "shared_directories": [
5136
- "docs/source/en",
5137
- "docs/source",
5138
- "docs"
5139
- ],
5140
- "pairwise": [
5141
- {
5142
- "left_pr_number": 45037,
5143
- "right_pr_number": 46507,
5144
- "similarity": 0.481,
5145
- "content_similarity": 0.465,
5146
- "size_similarity": 0.039,
5147
- "breadth_similarity": 1.0,
5148
- "concentration_similarity": 1.0,
5149
- "shared_filenames": [
5150
- "docs/source/en/attention_interface.md"
5151
- ],
5152
- "shared_directories": [
5153
- "docs/source/en",
5154
- "docs/source",
5155
- "docs"
5156
- ]
5157
- }
5158
- ]
5159
- },
5160
  {
5161
  "cluster_id": "pr-scope-40755-2",
5162
  "pr_numbers": [
@@ -5393,7 +5456,7 @@
5393
  45413
5394
  ],
5395
  "representative_pr_number": 42112,
5396
- "average_similarity": 0.42,
5397
  "summary": "2 open PRs share weighted file overlap around `src/transformers/generation/logits_process.py`, `tests/generation/test_logits_process.py`; representative PR #42112.",
5398
  "shared_filenames": [
5399
  "src/transformers/generation/logits_process.py",
@@ -5410,7 +5473,7 @@
5410
  {
5411
  "left_pr_number": 42112,
5412
  "right_pr_number": 45413,
5413
- "similarity": 0.42,
5414
  "content_similarity": 0.46,
5415
  "size_similarity": 0.017,
5416
  "breadth_similarity": 0.458,
@@ -5554,37 +5617,6 @@
5554
  }
5555
  ]
5556
  },
5557
- {
5558
- "cluster_id": "pr-scope-46504-2",
5559
- "pr_numbers": [
5560
- 46504,
5561
- 46534
5562
- ],
5563
- "representative_pr_number": 46504,
5564
- "average_similarity": 0.374,
5565
- "summary": "2 open PRs cluster in `.github/workflows`, `.github` with similar change breadth; representative PR #46504.",
5566
- "shared_filenames": [],
5567
- "shared_directories": [
5568
- ".github/workflows",
5569
- ".github"
5570
- ],
5571
- "pairwise": [
5572
- {
5573
- "left_pr_number": 46504,
5574
- "right_pr_number": 46534,
5575
- "similarity": 0.374,
5576
- "content_similarity": 0.105,
5577
- "size_similarity": 1.0,
5578
- "breadth_similarity": 1.0,
5579
- "concentration_similarity": 1.0,
5580
- "shared_filenames": [],
5581
- "shared_directories": [
5582
- ".github/workflows",
5583
- ".github"
5584
- ]
5585
- }
5586
- ]
5587
- },
5588
  {
5589
  "cluster_id": "pr-scope-46501-2",
5590
  "pr_numbers": [
@@ -5592,7 +5624,7 @@
5592
  46503
5593
  ],
5594
  "representative_pr_number": 46501,
5595
- "average_similarity": 0.369,
5596
  "summary": "2 open PRs cluster in `.github/workflows`, `.github` with similar change breadth; representative PR #46501.",
5597
  "shared_filenames": [],
5598
  "shared_directories": [
@@ -5603,8 +5635,8 @@
5603
  {
5604
  "left_pr_number": 46501,
5605
  "right_pr_number": 46503,
5606
- "similarity": 0.369,
5607
- "content_similarity": 0.098,
5608
  "size_similarity": 1.0,
5609
  "breadth_similarity": 1.0,
5610
  "concentration_similarity": 1.0,
 
1
  {
2
  "repo": "huggingface/transformers",
3
+ "snapshot_id": "20260610T180024Z",
4
+ "generated_at": "2026-06-10T18:02:03Z",
5
+ "cluster_count": 69,
6
  "pr_scope_clusters": [
7
  {
8
  "cluster_id": "pr-scope-43636-10",
 
19
  45273
20
  ],
21
  "representative_pr_number": 45067,
22
+ "average_similarity": 0.424,
23
  "summary": "10 open PRs share weighted file overlap around `src/transformers/trainer.py`; representative PR #45067.",
24
  "shared_filenames": [
25
  "src/transformers/trainer.py"
 
96
  {
97
  "left_pr_number": 43663,
98
  "right_pr_number": 44123,
99
+ "similarity": 0.501,
100
  "content_similarity": 0.405,
101
  "size_similarity": 0.455,
102
  "breadth_similarity": 1.0,
 
209
  "left_pr_number": 43663,
210
  "right_pr_number": 44189,
211
  "similarity": 0.449,
212
+ "content_similarity": 0.393,
213
  "size_similarity": 0.16,
214
  "breadth_similarity": 1.0,
215
  "concentration_similarity": 1.0,
 
288
  {
289
  "left_pr_number": 43651,
290
  "right_pr_number": 44123,
291
+ "similarity": 0.428,
292
  "content_similarity": 0.328,
293
  "size_similarity": 0.327,
294
  "breadth_similarity": 1.0,
 
304
  {
305
  "left_pr_number": 43636,
306
  "right_pr_number": 44660,
307
+ "similarity": 0.427,
308
  "content_similarity": 0.28,
309
  "size_similarity": 0.545,
310
  "breadth_similarity": 1.0,
 
320
  {
321
  "left_pr_number": 43651,
322
  "right_pr_number": 44660,
323
+ "similarity": 0.424,
324
  "content_similarity": 0.321,
325
  "size_similarity": 0.333,
326
  "breadth_similarity": 1.0,
 
352
  {
353
  "left_pr_number": 44660,
354
  "right_pr_number": 45055,
355
+ "similarity": 0.415,
356
  "content_similarity": 0.272,
357
  "size_similarity": 0.5,
358
  "breadth_similarity": 1.0,
 
624
  {
625
  "left_pr_number": 43636,
626
  "right_pr_number": 45055,
627
+ "similarity": 0.36,
628
  "content_similarity": 0.242,
629
  "size_similarity": 0.273,
630
  "breadth_similarity": 1.0,
 
656
  {
657
  "left_pr_number": 45067,
658
  "right_pr_number": 45273,
659
+ "similarity": 0.354,
660
  "content_similarity": 0.275,
661
  "size_similarity": 0.08,
662
  "breadth_similarity": 1.0,
 
704
  {
705
  "left_pr_number": 43651,
706
  "right_pr_number": 45273,
707
+ "similarity": 0.333,
708
  "content_similarity": 0.238,
709
  "size_similarity": 0.111,
710
  "breadth_similarity": 1.0,
 
762
  46161
763
  ],
764
  "representative_pr_number": 45627,
765
+ "average_similarity": 0.427,
766
  "summary": "6 open PRs share weighted file overlap around `src/transformers/processing_utils.py`, `tests/test_processing_common.py`, `tests/models/auto/test_processor_auto.py`; representative PR #45627.",
767
  "shared_filenames": [
768
  "src/transformers/processing_utils.py",
 
780
  {
781
  "left_pr_number": 41606,
782
  "right_pr_number": 44543,
783
+ "similarity": 0.679,
784
+ "content_similarity": 0.653,
785
  "size_similarity": 0.583,
786
  "breadth_similarity": 1.0,
787
  "concentration_similarity": 0.683,
 
798
  {
799
  "left_pr_number": 45627,
800
  "right_pr_number": 46161,
801
+ "similarity": 0.673,
802
+ "content_similarity": 0.588,
803
  "size_similarity": 0.747,
804
  "breadth_similarity": 1.0,
805
  "concentration_similarity": 0.985,
 
819
  "left_pr_number": 42668,
820
  "right_pr_number": 45627,
821
  "similarity": 0.657,
822
+ "content_similarity": 0.8,
823
  "size_similarity": 0.189,
824
  "breadth_similarity": 0.216,
825
  "concentration_similarity": 0.952,
 
839
  "left_pr_number": 42668,
840
  "right_pr_number": 46161,
841
  "similarity": 0.571,
842
+ "content_similarity": 0.664,
843
  "size_similarity": 0.253,
844
  "breadth_similarity": 0.216,
845
  "concentration_similarity": 0.937,
 
876
  {
877
  "left_pr_number": 44543,
878
  "right_pr_number": 45422,
879
+ "similarity": 0.483,
880
+ "content_similarity": 0.454,
881
  "size_similarity": 0.331,
882
  "breadth_similarity": 0.75,
883
  "concentration_similarity": 0.802,
 
894
  {
895
  "left_pr_number": 44543,
896
  "right_pr_number": 46161,
897
+ "similarity": 0.39,
898
+ "content_similarity": 0.223,
899
  "size_similarity": 0.566,
900
  "breadth_similarity": 1.0,
901
  "concentration_similarity": 0.97,
 
912
  "left_pr_number": 41606,
913
  "right_pr_number": 46161,
914
  "similarity": 0.366,
915
+ "content_similarity": 0.121,
916
  "size_similarity": 0.971,
917
  "breadth_similarity": 1.0,
918
  "concentration_similarity": 0.712,
 
928
  {
929
  "left_pr_number": 44543,
930
  "right_pr_number": 45627,
931
+ "similarity": 0.361,
932
+ "content_similarity": 0.212,
933
  "size_similarity": 0.423,
934
  "breadth_similarity": 1.0,
935
  "concentration_similarity": 0.985,
 
945
  {
946
  "left_pr_number": 42668,
947
  "right_pr_number": 44543,
948
+ "similarity": 0.35,
949
+ "content_similarity": 0.305,
950
  "size_similarity": 0.446,
951
  "breadth_similarity": 0.216,
952
  "concentration_similarity": 0.967,
 
980
  {
981
  "left_pr_number": 45422,
982
  "right_pr_number": 45627,
983
+ "similarity": 0.304,
984
+ "content_similarity": 0.101,
985
  "size_similarity": 0.784,
986
  "breadth_similarity": 0.75,
987
  "concentration_similarity": 0.816,
 
997
  {
998
  "left_pr_number": 45422,
999
  "right_pr_number": 46161,
1000
+ "similarity": 0.279,
1001
+ "content_similarity": 0.106,
1002
  "size_similarity": 0.586,
1003
  "breadth_similarity": 0.75,
1004
  "concentration_similarity": 0.831,
 
1032
  {
1033
  "left_pr_number": 42668,
1034
  "right_pr_number": 45422,
1035
+ "similarity": 0.2,
1036
+ "content_similarity": 0.155,
1037
  "size_similarity": 0.148,
1038
  "breadth_similarity": 0.307,
1039
  "concentration_similarity": 0.768,
 
1079
  {
1080
  "left_pr_number": 46293,
1081
  "right_pr_number": 46423,
1082
+ "similarity": 0.518,
1083
+ "content_similarity": 0.461,
1084
  "size_similarity": 0.929,
1085
  "breadth_similarity": 0.267,
1086
  "concentration_similarity": 0.577,
 
1114
  "left_pr_number": 41458,
1115
  "right_pr_number": 46293,
1116
  "similarity": 0.496,
1117
+ "content_similarity": 0.514,
1118
  "size_similarity": 0.536,
1119
  "breadth_similarity": 0.225,
1120
  "concentration_similarity": 0.667,
 
1130
  {
1131
  "left_pr_number": 41458,
1132
  "right_pr_number": 46423,
1133
+ "similarity": 0.457,
1134
+ "content_similarity": 0.339,
1135
  "size_similarity": 0.577,
1136
  "breadth_similarity": 0.875,
1137
  "concentration_similarity": 0.91,
 
1220
  {
1221
  "left_pr_number": 46423,
1222
  "right_pr_number": 46520,
1223
+ "similarity": 0.365,
1224
+ "content_similarity": 0.285,
1225
  "size_similarity": 0.263,
1226
  "breadth_similarity": 0.8,
1227
  "concentration_similarity": 0.918,
 
1237
  {
1238
  "left_pr_number": 46268,
1239
  "right_pr_number": 46423,
1240
+ "similarity": 0.343,
1241
+ "content_similarity": 0.203,
1242
  "size_similarity": 0.692,
1243
  "breadth_similarity": 0.633,
1244
  "concentration_similarity": 0.688,
 
1254
  {
1255
  "left_pr_number": 46423,
1256
  "right_pr_number": 46478,
1257
+ "similarity": 0.339,
1258
+ "content_similarity": 0.245,
1259
  "size_similarity": 0.299,
1260
  "breadth_similarity": 0.8,
1261
  "concentration_similarity": 0.864,
 
1305
  {
1306
  "left_pr_number": 41458,
1307
  "right_pr_number": 46520,
1308
+ "similarity": 0.3,
1309
  "content_similarity": 0.241,
1310
  "size_similarity": 0.152,
1311
  "breadth_similarity": 0.675,
 
1434
  "left_pr_number": 44070,
1435
  "right_pr_number": 45546,
1436
  "similarity": 0.733,
1437
+ "content_similarity": 0.751,
1438
  "size_similarity": 0.404,
1439
  "breadth_similarity": 1.0,
1440
  "concentration_similarity": 0.927,
 
1455
  {
1456
  "left_pr_number": 45296,
1457
  "right_pr_number": 45668,
1458
+ "similarity": 0.652,
1459
  "content_similarity": 0.626,
1460
  "size_similarity": 0.445,
1461
  "breadth_similarity": 1.0,
 
1478
  "left_pr_number": 44070,
1479
  "right_pr_number": 45668,
1480
  "similarity": 0.633,
1481
+ "content_similarity": 0.624,
1482
  "size_similarity": 0.312,
1483
  "breadth_similarity": 1.0,
1484
  "concentration_similarity": 0.976,
 
1665
  {
1666
  "left_pr_number": 44974,
1667
  "right_pr_number": 45421,
1668
+ "similarity": 0.424,
1669
  "content_similarity": 0.307,
1670
  "size_similarity": 0.735,
1671
  "breadth_similarity": 0.667,
 
1824
  45985
1825
  ],
1826
  "representative_pr_number": 45985,
1827
+ "average_similarity": 0.501,
1828
  "summary": "4 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #45985.",
1829
  "shared_filenames": [
1830
  "src/transformers/generation/utils.py"
 
1838
  {
1839
  "left_pr_number": 34667,
1840
  "right_pr_number": 45985,
1841
+ "similarity": 0.597,
1842
+ "content_similarity": 0.482,
1843
  "size_similarity": 0.733,
1844
  "breadth_similarity": 1.0,
1845
  "concentration_similarity": 1.0,
 
1856
  "left_pr_number": 39683,
1857
  "right_pr_number": 45985,
1858
  "similarity": 0.591,
1859
+ "content_similarity": 0.49,
1860
  "size_similarity": 0.652,
1861
  "breadth_similarity": 1.0,
1862
  "concentration_similarity": 1.0,
 
1872
  {
1873
  "left_pr_number": 34667,
1874
  "right_pr_number": 39683,
1875
+ "similarity": 0.52,
1876
+ "content_similarity": 0.426,
1877
  "size_similarity": 0.478,
1878
  "breadth_similarity": 1.0,
1879
  "concentration_similarity": 1.0,
 
1889
  {
1890
  "left_pr_number": 44872,
1891
  "right_pr_number": 45985,
1892
+ "similarity": 0.455,
1893
+ "content_similarity": 0.394,
1894
  "size_similarity": 0.2,
1895
  "breadth_similarity": 1.0,
1896
  "concentration_similarity": 1.0,
 
1907
  "left_pr_number": 34667,
1908
  "right_pr_number": 44872,
1909
  "similarity": 0.431,
1910
+ "content_similarity": 0.342,
1911
  "size_similarity": 0.273,
1912
  "breadth_similarity": 1.0,
1913
  "concentration_similarity": 1.0,
 
1923
  {
1924
  "left_pr_number": 39683,
1925
  "right_pr_number": 44872,
1926
+ "similarity": 0.413,
1927
+ "content_similarity": 0.348,
1928
  "size_similarity": 0.13,
1929
  "breadth_similarity": 1.0,
1930
  "concentration_similarity": 1.0,
 
2038
  "left_pr_number": 45202,
2039
  "right_pr_number": 45883,
2040
  "similarity": 0.432,
2041
+ "content_similarity": 0.397,
2042
  "size_similarity": 0.027,
2043
  "breadth_similarity": 1.0,
2044
  "concentration_similarity": 1.0,
 
2212
  {
2213
  "left_pr_number": 46099,
2214
  "right_pr_number": 46126,
2215
+ "similarity": 0.345,
2216
  "content_similarity": 0.279,
2217
  "size_similarity": 0.693,
2218
  "breadth_similarity": 0.06,
 
2463
  46474
2464
  ],
2465
  "representative_pr_number": 46173,
2466
+ "average_similarity": 0.833,
2467
  "summary": "3 open PRs share weighted file overlap around `src/transformers/cache_utils.py`; representative PR #46173.",
2468
  "shared_filenames": [
2469
  "src/transformers/cache_utils.py"
 
2492
  {
2493
  "left_pr_number": 44893,
2494
  "right_pr_number": 46173,
2495
+ "similarity": 0.749,
2496
+ "content_similarity": 0.808,
2497
  "size_similarity": 0.222,
2498
  "breadth_similarity": 1.0,
2499
  "concentration_similarity": 1.0,
 
2508
  {
2509
  "left_pr_number": 44893,
2510
  "right_pr_number": 46474,
2511
+ "similarity": 0.749,
2512
+ "content_similarity": 0.808,
2513
  "size_similarity": 0.222,
2514
  "breadth_similarity": 1.0,
2515
  "concentration_similarity": 1.0,
 
2750
  45077
2751
  ],
2752
  "representative_pr_number": 45077,
2753
+ "average_similarity": 0.516,
2754
  "summary": "3 open PRs share weighted file overlap around `.github/workflows/build-docker-images.yml`, `.github/workflows/build-nightly-ci-docker-images.yml`, `.github/workflows/build-past-ci-docker-images.yml`; representative PR #45077.",
2755
  "shared_filenames": [
2756
  ".github/workflows/build-docker-images.yml",
 
2759
  ".github/workflows/release-conda.yml",
2760
  ".github/workflows/build-ci-docker-images.yml",
2761
  ".github/workflows/benchmark.yml",
2762
+ ".github/workflows/check_failed_tests.yml",
2763
+ ".github/workflows/check_tiny_models.yml"
2764
  ],
2765
  "shared_directories": [
2766
  ".github/workflows",
 
2770
  {
2771
  "left_pr_number": 42975,
2772
  "right_pr_number": 45077,
2773
+ "similarity": 0.671,
2774
+ "content_similarity": 0.611,
2775
  "size_similarity": 0.731,
2776
  "breadth_similarity": 0.833,
2777
  "concentration_similarity": 1.0,
 
2795
  {
2796
  "left_pr_number": 42976,
2797
  "right_pr_number": 45077,
2798
+ "similarity": 0.479,
2799
+ "content_similarity": 0.503,
2800
  "size_similarity": 0.074,
2801
  "breadth_similarity": 0.659,
2802
  "concentration_similarity": 1.0,
 
2815
  {
2816
  "left_pr_number": 42975,
2817
  "right_pr_number": 42976,
2818
+ "similarity": 0.399,
2819
+ "content_similarity": 0.39,
2820
  "size_similarity": 0.101,
2821
  "breadth_similarity": 0.606,
2822
  "concentration_similarity": 1.0,
 
2940
  46483
2941
  ],
2942
  "representative_pr_number": 46436,
2943
+ "average_similarity": 0.493,
2944
  "summary": "3 open PRs share weighted file overlap around `tests/generation/test_utils.py`, `src/transformers/generation/utils.py`; representative PR #46436.",
2945
  "shared_filenames": [
2946
  "tests/generation/test_utils.py",
 
2957
  {
2958
  "left_pr_number": 46436,
2959
  "right_pr_number": 46483,
2960
+ "similarity": 0.597,
2961
+ "content_similarity": 0.469,
2962
  "size_similarity": 0.853,
2963
  "breadth_similarity": 1.0,
2964
  "concentration_similarity": 0.819,
 
2978
  "left_pr_number": 46124,
2979
  "right_pr_number": 46436,
2980
  "similarity": 0.452,
2981
+ "content_similarity": 0.23,
2982
  "size_similarity": 0.966,
2983
  "breadth_similarity": 1.0,
2984
  "concentration_similarity": 0.922,
 
2996
  {
2997
  "left_pr_number": 46124,
2998
  "right_pr_number": 46483,
2999
+ "similarity": 0.43,
3000
+ "content_similarity": 0.231,
3001
  "size_similarity": 0.824,
3002
  "breadth_similarity": 1.0,
3003
  "concentration_similarity": 0.897,
 
3014
  }
3015
  ]
3016
  },
3017
+ {
3018
+ "cluster_id": "pr-scope-45682-3",
3019
+ "pr_numbers": [
3020
+ 45682,
3021
+ 46442,
3022
+ 46538
3023
+ ],
3024
+ "representative_pr_number": 46442,
3025
+ "average_similarity": 0.484,
3026
+ "summary": "3 open PRs share weighted file overlap around `src/transformers/integrations/peft.py`, `tests/peft_integration/test_peft_integration.py`; representative PR #46442.",
3027
+ "shared_filenames": [
3028
+ "src/transformers/integrations/peft.py",
3029
+ "tests/peft_integration/test_peft_integration.py"
3030
+ ],
3031
+ "shared_directories": [
3032
+ "src/transformers/integrations",
3033
+ "src/transformers",
3034
+ "src",
3035
+ "tests/peft_integration",
3036
+ "tests"
3037
+ ],
3038
+ "pairwise": [
3039
+ {
3040
+ "left_pr_number": 45682,
3041
+ "right_pr_number": 46442,
3042
+ "similarity": 0.609,
3043
+ "content_similarity": 0.677,
3044
+ "size_similarity": 0.435,
3045
+ "breadth_similarity": 0.31,
3046
+ "concentration_similarity": 0.773,
3047
+ "shared_filenames": [
3048
+ "src/transformers/integrations/peft.py",
3049
+ "tests/peft_integration/test_peft_integration.py"
3050
+ ],
3051
+ "shared_directories": [
3052
+ "src/transformers/integrations",
3053
+ "src/transformers",
3054
+ "tests/peft_integration",
3055
+ "src",
3056
+ "tests"
3057
+ ]
3058
+ },
3059
+ {
3060
+ "left_pr_number": 46442,
3061
+ "right_pr_number": 46538,
3062
+ "similarity": 0.508,
3063
+ "content_similarity": 0.633,
3064
+ "size_similarity": 0.008,
3065
+ "breadth_similarity": 0.155,
3066
+ "concentration_similarity": 0.969,
3067
+ "shared_filenames": [
3068
+ "src/transformers/integrations/peft.py"
3069
+ ],
3070
+ "shared_directories": [
3071
+ "src/transformers/integrations",
3072
+ "src/transformers",
3073
+ "src"
3074
+ ]
3075
+ },
3076
+ {
3077
+ "left_pr_number": 45682,
3078
+ "right_pr_number": 46538,
3079
+ "similarity": 0.334,
3080
+ "content_similarity": 0.349,
3081
+ "size_similarity": 0.019,
3082
+ "breadth_similarity": 0.5,
3083
+ "concentration_similarity": 0.742,
3084
+ "shared_filenames": [
3085
+ "src/transformers/integrations/peft.py"
3086
+ ],
3087
+ "shared_directories": [
3088
+ "src/transformers/integrations",
3089
+ "src/transformers",
3090
+ "src"
3091
+ ]
3092
+ }
3093
+ ]
3094
+ },
3095
  {
3096
  "cluster_id": "pr-scope-43656-3",
3097
  "pr_numbers": [
 
3191
  {
3192
  "left_pr_number": 45293,
3193
  "right_pr_number": 46091,
3194
+ "similarity": 0.518,
3195
  "content_similarity": 0.548,
3196
  "size_similarity": 0.16,
3197
  "breadth_similarity": 0.667,
 
3214
  "left_pr_number": 45293,
3215
  "right_pr_number": 45317,
3216
  "similarity": 0.499,
3217
+ "content_similarity": 0.342,
3218
  "size_similarity": 0.741,
3219
  "breadth_similarity": 1.0,
3220
  "concentration_similarity": 0.972,
 
3272
  "left_pr_number": 45548,
3273
  "right_pr_number": 45649,
3274
  "similarity": 0.507,
3275
+ "content_similarity": 0.513,
3276
  "size_similarity": 0.149,
3277
  "breadth_similarity": 0.75,
3278
  "concentration_similarity": 1.0,
 
3387
  "left_pr_number": 45709,
3388
  "right_pr_number": 46211,
3389
  "similarity": 0.195,
3390
+ "content_similarity": 0.048,
3391
  "size_similarity": 0.753,
3392
  "breadth_similarity": 0.2,
3393
  "concentration_similarity": 0.571,
 
3424
  "shared_directories": [
3425
  "src/transformers/models/fast_vlm",
3426
  "src/transformers/models/mistral3",
3427
+ "src/transformers/models/vipllava",
3428
  "src/transformers/models/chameleon",
3429
  "src/transformers/models/florence2",
3430
  "src/transformers/models/glm46v",
3431
  "src/transformers/models/got_ocr2",
3432
+ "src/transformers/models/idefics2"
 
3433
  ],
3434
  "pairwise": [
3435
  {
3436
  "left_pr_number": 44907,
3437
  "right_pr_number": 45783,
3438
+ "similarity": 0.486,
3439
+ "content_similarity": 0.492,
3440
  "size_similarity": 0.075,
3441
  "breadth_similarity": 0.809,
3442
  "concentration_similarity": 0.99,
 
3501
  {
3502
  "left_pr_number": 43446,
3503
  "right_pr_number": 44907,
3504
+ "similarity": 0.331,
3505
+ "content_similarity": 0.316,
3506
  "size_similarity": 0.219,
3507
  "breadth_similarity": 0.322,
3508
  "concentration_similarity": 0.899,
 
3601
  "left_pr_number": 44114,
3602
  "right_pr_number": 46196,
3603
  "similarity": 0.45,
3604
+ "content_similarity": 0.284,
3605
  "size_similarity": 0.911,
3606
  "breadth_similarity": 0.715,
3607
  "concentration_similarity": 0.848,
 
3649
  46446
3650
  ],
3651
  "representative_pr_number": 46446,
3652
+ "average_similarity": 0.371,
3653
  "summary": "3 open PRs share weighted file overlap around `tests/utils/test_cache_utils.py`, `src/transformers/cache_utils.py`, `src/transformers/generation/utils.py`; representative PR #46446.",
3654
  "shared_filenames": [
3655
  "tests/utils/test_cache_utils.py",
 
3667
  {
3668
  "left_pr_number": 42655,
3669
  "right_pr_number": 46446,
3670
+ "similarity": 0.416,
3671
  "content_similarity": 0.357,
3672
  "size_similarity": 0.297,
3673
  "breadth_similarity": 0.792,
 
3688
  {
3689
  "left_pr_number": 43875,
3690
  "right_pr_number": 46446,
3691
+ "similarity": 0.413,
3692
+ "content_similarity": 0.417,
3693
  "size_similarity": 0.142,
3694
  "breadth_similarity": 0.533,
3695
  "concentration_similarity": 0.934,
 
3733
  44550
3734
  ],
3735
  "representative_pr_number": 44550,
3736
+ "average_similarity": 0.365,
3737
  "summary": "3 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
3738
  "shared_filenames": [],
3739
  "shared_directories": [
 
3746
  {
3747
  "left_pr_number": 33686,
3748
  "right_pr_number": 44550,
3749
+ "similarity": 0.388,
3750
+ "content_similarity": 0.125,
3751
  "size_similarity": 1.0,
3752
  "breadth_similarity": 1.0,
3753
  "concentration_similarity": 1.0,
 
3762
  {
3763
  "left_pr_number": 44407,
3764
  "right_pr_number": 44550,
3765
+ "similarity": 0.359,
3766
+ "content_similarity": 0.093,
3767
  "size_similarity": 0.957,
3768
  "breadth_similarity": 1.0,
3769
  "concentration_similarity": 1.0,
 
3777
  {
3778
  "left_pr_number": 33686,
3779
  "right_pr_number": 44407,
3780
+ "similarity": 0.349,
3781
+ "content_similarity": 0.079,
3782
  "size_similarity": 0.957,
3783
  "breadth_similarity": 1.0,
3784
  "concentration_similarity": 1.0,
 
3799
  45917
3800
  ],
3801
  "representative_pr_number": 44981,
3802
+ "average_similarity": 0.361,
3803
  "summary": "3 open PRs share weighted file overlap around `src/transformers/trainer.py`; representative PR #44981.",
3804
  "shared_filenames": [
3805
  "src/transformers/trainer.py"
 
3814
  {
3815
  "left_pr_number": 44889,
3816
  "right_pr_number": 44981,
3817
+ "similarity": 0.398,
3818
+ "content_similarity": 0.156,
3819
  "size_similarity": 0.991,
3820
  "breadth_similarity": 1.0,
3821
  "concentration_similarity": 0.812,
 
3833
  "left_pr_number": 44981,
3834
  "right_pr_number": 45917,
3835
  "similarity": 0.355,
3836
+ "content_similarity": 0.109,
3837
  "size_similarity": 0.87,
3838
  "breadth_similarity": 1.0,
3839
  "concentration_similarity": 0.959,
 
3849
  "left_pr_number": 44889,
3850
  "right_pr_number": 45917,
3851
  "similarity": 0.33,
3852
+ "content_similarity": 0.079,
3853
  "size_similarity": 0.879,
3854
  "breadth_similarity": 1.0,
3855
  "concentration_similarity": 0.852,
 
4189
  43775
4190
  ],
4191
  "representative_pr_number": 43543,
4192
+ "average_similarity": 0.774,
4193
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/jetmoe/modeling_jetmoe.py`, `src/transformers/models/ernie4_5_moe/modeling_ernie4_5_moe.py`, `src/transformers/models/jamba/modeling_jamba.py`; representative PR #43543.",
4194
  "shared_filenames": [
4195
  "src/transformers/models/jetmoe/modeling_jetmoe.py",
 
4215
  {
4216
  "left_pr_number": 43543,
4217
  "right_pr_number": 43775,
4218
+ "similarity": 0.774,
4219
+ "content_similarity": 0.878,
4220
  "size_similarity": 0.191,
4221
  "breadth_similarity": 0.811,
4222
  "concentration_similarity": 0.996,
 
4506
  46530
4507
  ],
4508
  "representative_pr_number": 43085,
4509
+ "average_similarity": 0.644,
4510
+ "summary": "2 open PRs share weighted file overlap around `tests/generation/test_stopping_criteria.py`, `src/transformers/generation/stopping_criteria.py`; representative PR #43085.",
4511
  "shared_filenames": [
4512
+ "tests/generation/test_stopping_criteria.py",
4513
+ "src/transformers/generation/stopping_criteria.py"
4514
  ],
4515
  "shared_directories": [
4516
  "src/transformers/generation",
 
4523
  {
4524
  "left_pr_number": 43085,
4525
  "right_pr_number": 46530,
4526
+ "similarity": 0.644,
4527
+ "content_similarity": 0.653,
4528
  "size_similarity": 0.451,
4529
  "breadth_similarity": 0.7,
4530
  "concentration_similarity": 0.987,
 
4581
  }
4582
  ]
4583
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
4584
  {
4585
  "cluster_id": "pr-scope-43665-2",
4586
  "pr_numbers": [
 
4625
  46174
4626
  ],
4627
  "representative_pr_number": 45932,
4628
+ "average_similarity": 0.597,
4629
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/vit_mae/modeling_vit_mae.py`, `src/transformers/models/vit_mae/modular_vit_mae.py`, `src/transformers/models/aimv2/modeling_aimv2.py`; representative PR #45932.",
4630
  "shared_filenames": [
4631
  "src/transformers/models/vit_mae/modeling_vit_mae.py",
 
4651
  {
4652
  "left_pr_number": 45932,
4653
  "right_pr_number": 46174,
4654
+ "similarity": 0.597,
4655
+ "content_similarity": 0.637,
4656
  "size_similarity": 0.248,
4657
  "breadth_similarity": 0.679,
4658
  "concentration_similarity": 0.916,
 
4682
  }
4683
  ]
4684
  },
4685
+ {
4686
+ "cluster_id": "pr-scope-46122-2",
4687
+ "pr_numbers": [
4688
+ 46122,
4689
+ 46331
4690
+ ],
4691
+ "representative_pr_number": 46122,
4692
+ "average_similarity": 0.577,
4693
+ "summary": "2 open PRs share weighted file overlap around `docs/source/en/model_doc/parakeet.md`, `src/transformers/models/parakeet/configuration_parakeet.py`, `src/transformers/models/parakeet/convert_nemo_to_hf.py`; representative PR #46122.",
4694
+ "shared_filenames": [
4695
+ "docs/source/en/model_doc/parakeet.md",
4696
+ "src/transformers/models/parakeet/configuration_parakeet.py",
4697
+ "src/transformers/models/parakeet/convert_nemo_to_hf.py",
4698
+ "src/transformers/models/parakeet/generation_parakeet.py",
4699
+ "src/transformers/models/parakeet/modeling_parakeet.py",
4700
+ "src/transformers/models/parakeet/modular_parakeet.py",
4701
+ "tests/models/parakeet/test_modeling_parakeet.py",
4702
+ "src/transformers/models/auto/feature_extraction_auto.py"
4703
+ ],
4704
+ "shared_directories": [
4705
+ "src/transformers/models/parakeet",
4706
+ "docs/source/en/model_doc",
4707
+ "src/transformers/models/auto",
4708
+ "tests/models/parakeet",
4709
+ "docs/source/en",
4710
+ "src/transformers/models",
4711
+ "docs/source",
4712
+ "tests/models"
4713
+ ],
4714
+ "pairwise": [
4715
+ {
4716
+ "left_pr_number": 46122,
4717
+ "right_pr_number": 46331,
4718
+ "similarity": 0.577,
4719
+ "content_similarity": 0.586,
4720
+ "size_similarity": 0.493,
4721
+ "breadth_similarity": 0.661,
4722
+ "concentration_similarity": 0.529,
4723
+ "shared_filenames": [
4724
+ "docs/source/en/model_doc/parakeet.md",
4725
+ "src/transformers/models/auto/auto_mappings.py",
4726
+ "src/transformers/models/auto/feature_extraction_auto.py",
4727
+ "src/transformers/models/auto/modeling_auto.py",
4728
+ "src/transformers/models/auto/processing_auto.py",
4729
+ "src/transformers/models/auto/tokenization_auto.py",
4730
+ "src/transformers/models/parakeet/configuration_parakeet.py",
4731
+ "src/transformers/models/parakeet/convert_nemo_to_hf.py",
4732
+ "src/transformers/models/parakeet/generation_parakeet.py",
4733
+ "src/transformers/models/parakeet/modeling_parakeet.py"
4734
+ ],
4735
+ "shared_directories": [
4736
+ "docs/source/en/model_doc",
4737
+ "src/transformers/models/auto",
4738
+ "src/transformers/models/parakeet",
4739
+ "docs/source/en",
4740
+ "src/transformers/models",
4741
+ "tests/models/parakeet",
4742
+ "docs/source",
4743
+ "src/transformers",
4744
+ "tests/models",
4745
+ "docs"
4746
+ ]
4747
+ }
4748
+ ]
4749
+ },
4750
  {
4751
  "cluster_id": "pr-scope-44228-2",
4752
  "pr_numbers": [
 
4853
  "left_pr_number": 45332,
4854
  "right_pr_number": 45333,
4855
  "similarity": 0.546,
4856
+ "content_similarity": 0.582,
4857
  "size_similarity": 0.264,
4858
  "breadth_similarity": 0.542,
4859
  "concentration_similarity": 0.883,
 
5024
  }
5025
  ]
5026
  },
5027
+ {
5028
+ "cluster_id": "pr-scope-43532-2",
5029
+ "pr_numbers": [
5030
+ 43532,
5031
+ 43649
5032
+ ],
5033
+ "representative_pr_number": 43532,
5034
+ "average_similarity": 0.5,
5035
+ "summary": "2 open PRs share weighted file overlap around `utils/notification_service.py`, `.github/workflows/self-scheduled.yml`, `.github/workflows/self-comment-ci.yml`; representative PR #43532.",
5036
+ "shared_filenames": [
5037
+ "utils/notification_service.py",
5038
+ ".github/workflows/self-scheduled.yml",
5039
+ ".github/workflows/self-comment-ci.yml",
5040
+ "tests/models/vit/test_modeling_vit.py"
5041
+ ],
5042
+ "shared_directories": [
5043
+ "tests/models/vit",
5044
+ ".github/workflows",
5045
+ "tests/models",
5046
+ ".github",
5047
+ "utils",
5048
+ "tests"
5049
+ ],
5050
+ "pairwise": [
5051
+ {
5052
+ "left_pr_number": 43532,
5053
+ "right_pr_number": 43649,
5054
+ "similarity": 0.5,
5055
+ "content_similarity": 0.44,
5056
+ "size_similarity": 0.395,
5057
+ "breadth_similarity": 0.875,
5058
+ "concentration_similarity": 0.893,
5059
+ "shared_filenames": [
5060
+ ".github/workflows/self-comment-ci.yml",
5061
+ ".github/workflows/self-scheduled.yml",
5062
+ "tests/models/vit/test_modeling_vit.py",
5063
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