evalstate HF Staff commited on
Commit
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1 Parent(s): 5e6ccf5

Refresh transformers dataset snapshot 20260518T060213Z

Browse files
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  Notes:
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5511
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11279
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13858
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13859
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13860
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18057
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18095
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18847
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18848
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20166
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20167
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new-contributors-report.md CHANGED
@@ -1,21 +1,21 @@
1
  # New Contributor Report: huggingface/transformers
2
 
3
- - Snapshot: `20260518T000027Z`
4
- - Generated: `2026-05-18T00:00:44Z`
5
  - Activity window: `60d`
6
- - Contributors: `352`
7
 
8
  ## Summary
9
 
10
  | Author | Profile | First seen? | Association | Account age | Repo first seen | Snapshot PRs | Snapshot issues | Follow-through | Breadth | Automation risk | Notes |
11
  | --- | --- | --- | --- | ---: | --- | ---: | ---: | --- | --- | --- | --- |
12
  | `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 92 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
13
- | `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 88 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
14
  | `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-03-31T13:54:54Z` | 77 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
15
  | `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-09-26T09:23:39Z` | 76 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
16
  | `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 74 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
17
  | `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 57 | 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` | 49 | 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` | 43 | 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` | 43 | 1 | mixed | low | low | targets high-star repos |
21
  | `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3961d | `2023-02-27T14:00:41Z` | 43 | 0 | strong | low | low | targets high-star repos |
@@ -190,7 +190,6 @@
190
  | `rpathade` | [profile](https://github.com/rpathade) | no | FIRST_TIME_CONTRIBUTOR | 2005d | `2026-03-29T22:46:13Z` | 1 | 1 | weak | moderate | low | high open PR share; targets high-star repos |
191
  | `syncdoth` | [profile](https://github.com/syncdoth) | no | FIRST_TIME_CONTRIBUTOR | 2690d | `2026-03-21T06:05:36Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
192
  | `Tokarak` | [profile](https://github.com/Tokarak) | no | CONTRIBUTOR | 2200d | `2026-04-19T17:22:36Z` | 1 | 1 | weak | low | low | high open PR share |
193
- | `zhulinchng` | [profile](https://github.com/zhulinchng) | no | CONTRIBUTOR | 3429d | `2026-03-19T01:40:58Z` | 1 | 1 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
194
  | `ZSLsherly` | [profile](https://github.com/ZSLsherly) | no | FIRST_TIMER | 975d | `2026-04-15T03:09:38Z` | 1 | 1 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
195
  | `1fanwang` | [profile](https://github.com/1fanwang) | no | FIRST_TIME_CONTRIBUTOR | 3545d | `2026-05-12T13:51:52Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
196
  | `aaronmjz` | [profile](https://github.com/aaronmjz) | no | FIRST_TIMER | 1072d | `2026-05-10T17:17:58Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
@@ -264,7 +263,7 @@
264
  | `IgnazioDS` | [profile](https://github.com/IgnazioDS) | no | NONE | 1078d | `2026-03-30T19:13:52Z` | 1 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread |
265
  | `igordertigor` | [profile](https://github.com/igordertigor) | no | CONTRIBUTOR | 5665d | `2026-05-12T19:17:05Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
266
  | `IMvision12` | [profile](https://github.com/IMvision12) | no | CONTRIBUTOR | 1735d | `2026-05-10T21:08:04Z` | 1 | 0 | strong | low | low | high recent PR volume |
267
- | `irfaan101` | [profile](https://github.com/irfaan101) | no | FIRST_TIME_CONTRIBUTOR | 613d | `2026-05-16T11:43:33Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
268
  | `jagwar` | [profile](https://github.com/jagwar) | no | MEMBER | 3691d | `2026-04-07T21:35:38Z` | 1 | 0 | strong | low | low | targets high-star repos |
269
  | `Jess-Co-Del` | [profile](https://github.com/Jess-Co-Del) | no | FIRST_TIME_CONTRIBUTOR | 2201d | `2026-03-23T17:02:50Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
270
  | `jIab-b` | [profile](https://github.com/jIab-b) | no | NONE | 580d | `2026-04-07T09:11:14Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -301,7 +300,6 @@
301
  | `MukundaKatta` | [profile](https://github.com/MukundaKatta) | no | NONE | 1527d | `2026-04-15T08:33:29Z` | 1 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; no visible non-self stars |
302
  | `NathanHB` | [profile](https://github.com/NathanHB) | no | MEMBER | 3182d | `2026-03-27T13:02:59Z` | 1 | 0 | strong | moderate | low | — |
303
  | `NicoleRobin` | [profile](https://github.com/NicoleRobin) | no | NONE | 4096d | `2026-03-21T03:25:56Z` | 1 | 0 | strong | low | low | targets high-star repos |
304
- | `omyaaa1` | [profile](https://github.com/omyaaa1) | no | NONE | 519d | `2026-03-19T04:48:58Z` | 1 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
305
  | `Oneirag` | [profile](https://github.com/Oneirag) | no | FIRST_TIME_CONTRIBUTOR | 4233d | `2026-04-24T04:00:01Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
306
  | `otjdiepluong` | [profile](https://github.com/otjdiepluong) | no | NONE | 32d | `2026-05-14T03:52:29Z` | 1 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
307
  | `owwll` | [profile](https://github.com/owwll) | no | NONE | 636d | `2026-04-10T21:13:32Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
@@ -331,7 +329,6 @@
331
  | `saadkhaleeq610` | [profile](https://github.com/saadkhaleeq610) | no | FIRST_TIME_CONTRIBUTOR | 2359d | `2026-05-17T07:52:23Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
332
  | `sachinkumarsingh092` | [profile](https://github.com/sachinkumarsingh092) | no | FIRST_TIME_CONTRIBUTOR | 3282d | `2026-03-30T18:54:37Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
333
  | `sahildando` | [profile](https://github.com/sahildando) | no | NONE | 1241d | `2026-04-07T21:12:29Z` | 1 | 0 | mixed | high | medium | broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
334
- | `sahilleth` | [profile](https://github.com/sahilleth) | no | NONE | 58d | `2026-03-19T05:50:29Z` | 1 | 0 | weak | high | medium | very new account; broad repo spread; high open PR share; no visible non-self stars |
335
  | `SAY-5` | [profile](https://github.com/SAY-5) | no | FIRST_TIME_CONTRIBUTOR | 172d | `2026-04-20T05:44:53Z` | 1 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars |
336
  | `SeaL773` | [profile](https://github.com/SeaL773) | no | FIRST_TIME_CONTRIBUTOR | 3075d | `2026-05-04T06:26:53Z` | 1 | 0 | mixed | moderate | low | — |
337
  | `sebastianvlad1` | [profile](https://github.com/sebastianvlad1) | no | CONTRIBUTOR | 3207d | `2026-04-30T16:48:02Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -345,6 +342,7 @@
345
  | `Talhax55z` | [profile](https://github.com/Talhax55z) | no | NONE | 79d | `2026-04-03T16:36:25Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars |
346
  | `tengomucho` | [profile](https://github.com/tengomucho) | no | MEMBER | 4442d | `2026-04-29T09:26:52Z` | 1 | 0 | mixed | low | low | — |
347
  | `tianhaocui` | [profile](https://github.com/tianhaocui) | no | FIRST_TIME_CONTRIBUTOR | 2442d | `2026-04-19T10:27:36Z` | 1 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
 
348
  | `TuringTux` | [profile](https://github.com/TuringTux) | no | CONTRIBUTOR | 2477d | `2026-05-06T16:55:33Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
349
  | `vai-minzhou` | [profile](https://github.com/vai-minzhou) | no | CONTRIBUTOR | 723d | `2026-04-23T01:47:23Z` | 1 | 0 | mixed | low | low | high open PR share |
350
  | `VanshikaSohal` | [profile](https://github.com/VanshikaSohal) | no | CONTRIBUTOR | 564d | `2026-03-22T18:45:01Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
@@ -370,12 +368,12 @@
370
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ACyrilvallez)
371
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ACyrilvallez)
372
  - repo first seen: `2025-03-19T10:58:02Z`
373
- - repo last seen: `2026-05-15T04:56:46Z`
374
  - first seen in snapshot: **no**
375
  - repo association: **MEMBER**
376
  - repo primary artifacts: **92**
377
  - snapshot authored PRs/issues: **92 PRs / 0 issues**
378
- - snapshot discussion activity: **244 comments / 323 reviews / 499 review comments**
379
  - account age: **2036 days**
380
  - recent public PR activity: **48 PRs** (42 merged / 2 closed-unmerged / 4 open; merged rate **88%**, closed-unmerged rate **4%**, open rate **8%**)
381
  - public orgs: `huggingface`
@@ -393,12 +391,12 @@ Example artifacts:
393
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atarekziade)
394
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atarekziade)
395
  - repo first seen: `2026-01-21T16:52:29Z`
396
- - repo last seen: `2026-05-14T19:28:16Z`
397
  - first seen in snapshot: **no**
398
  - repo association: **MEMBER**
399
- - repo primary artifacts: **94**
400
- - snapshot authored PRs/issues: **88 PRs / 6 issues**
401
- - snapshot discussion activity: **172 comments / 193 reviews / 184 review comments**
402
  - account age: **5839 days**
403
  - recent public PR activity: **108 PRs** (92 merged / 3 closed-unmerged / 13 open; merged rate **85%**, closed-unmerged rate **3%**, open rate **12%**)
404
  - public orgs: `AFPy`, `faitmain`, `circus-tent`
@@ -406,9 +404,9 @@ Example artifacts:
406
  - heuristic read: **extremely high recent PR volume; broad repo spread; targets high-star repos**
407
 
408
  Example artifacts:
 
409
  - [PR #45983: bugfix(ci): avoid E2BIG in pr_slow_ci_suggestion ](https://github.com/huggingface/transformers/pull/45983) — closed, merged
410
  - [PR #45933: pass the otel secrets](https://github.com/huggingface/transformers/pull/45933) — closed, merged
411
- - [PR #45932: DO NOT MERGE testing grafana](https://github.com/huggingface/transformers/pull/45932) — open
412
  - [Issue #45458: Add typing support incrementally (meta issue)](https://github.com/huggingface/transformers/issues/45458) — closed
413
  - [Issue #44740: Run model linter on new models additions](https://github.com/huggingface/transformers/issues/44740) — closed
414
  - [Issue #44619: Plug model rule in development flow and extend it](https://github.com/huggingface/transformers/issues/44619) — closed
@@ -419,12 +417,12 @@ Example artifacts:
419
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aydshieh)
420
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aydshieh)
421
  - repo first seen: `2025-03-31T13:54:54Z`
422
- - repo last seen: `2026-05-13T18:42:28Z`
423
  - first seen in snapshot: **no**
424
  - repo association: **MEMBER**
425
  - repo primary artifacts: **77**
426
  - snapshot authored PRs/issues: **77 PRs / 0 issues**
427
- - snapshot discussion activity: **110 comments / 195 reviews / 143 review comments**
428
  - account age: **4938 days**
429
  - recent public PR activity: **52 PRs** (40 merged / 4 closed-unmerged / 8 open; merged rate **77%**, closed-unmerged rate **8%**, open rate **15%**)
430
  - public orgs: none visible
@@ -442,12 +440,12 @@ Example artifacts:
442
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azucchini-nlp)
443
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azucchini-nlp)
444
  - repo first seen: `2024-09-26T09:23:39Z`
445
- - repo last seen: `2026-05-12T16:10:12Z`
446
  - first seen in snapshot: **no**
447
  - repo association: **MEMBER**
448
  - repo primary artifacts: **76**
449
  - snapshot authored PRs/issues: **76 PRs / 0 issues**
450
- - snapshot discussion activity: **526 comments / 793 reviews / 1839 review comments**
451
  - account age: **1508 days**
452
  - recent public PR activity: **50 PRs** (33 merged / 6 closed-unmerged / 11 open; merged rate **66%**, closed-unmerged rate **12%**, open rate **22%**)
453
  - public orgs: `huggingface`, `deeppavlov`
@@ -465,12 +463,12 @@ Example artifacts:
465
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akaixuanliu)
466
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akaixuanliu)
467
  - repo first seen: `2025-06-20T09:58:55Z`
468
- - repo last seen: `2026-05-14T01:58:55Z`
469
  - first seen in snapshot: **no**
470
  - repo association: **CONTRIBUTOR**
471
  - repo primary artifacts: **78**
472
  - snapshot authored PRs/issues: **74 PRs / 4 issues**
473
- - snapshot discussion activity: **61 comments / 65 reviews / 64 review comments**
474
  - account age: **3934 days**
475
  - recent public PR activity: **35 PRs** (24 merged / 6 closed-unmerged / 5 open; merged rate **69%**, closed-unmerged rate **17%**, open rate **14%**)
476
  - public orgs: none visible
@@ -491,12 +489,12 @@ Example artifacts:
491
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArthurZucker)
492
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArthurZucker)
493
  - repo first seen: `2023-02-24T14:13:29Z`
494
- - repo last seen: `2026-05-14T13:49:31Z`
495
  - first seen in snapshot: **no**
496
  - repo association: **MEMBER**
497
  - repo primary artifacts: **60**
498
  - snapshot authored PRs/issues: **57 PRs / 3 issues**
499
- - snapshot discussion activity: **174 comments / 587 reviews / 1177 review comments**
500
  - account age: **2590 days**
501
  - recent public PR activity: **60 PRs** (36 merged / 5 closed-unmerged / 19 open; merged rate **60%**, closed-unmerged rate **8%**, open rate **32%**)
502
  - public orgs: none visible
@@ -517,12 +515,12 @@ Example artifacts:
517
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Astevhliu)
518
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Astevhliu)
519
  - repo first seen: `2024-02-08T22:19:09Z`
520
- - repo last seen: `2026-05-15T16:05:40Z`
521
  - first seen in snapshot: **no**
522
  - repo association: **MEMBER**
523
- - repo primary artifacts: **51**
524
- - snapshot authored PRs/issues: **49 PRs / 2 issues**
525
- - snapshot discussion activity: **27 comments / 133 reviews / 232 review comments**
526
  - account age: **2296 days**
527
  - recent public PR activity: **30 PRs** (25 merged / 0 closed-unmerged / 5 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**)
528
  - public orgs: `huggingface`
@@ -530,9 +528,9 @@ Example artifacts:
530
  - heuristic read: **high recent PR volume; no visible non-self stars; targets high-star repos**
531
 
532
  Example artifacts:
 
533
  - [PR #45949: [docs] new attention mask helpers](https://github.com/huggingface/transformers/pull/45949) — closed, merged
534
  - [PR #45947: [docs] chat template prefill](https://github.com/huggingface/transformers/pull/45947) — closed, merged
535
- - [PR #45900: [docs] ALMModelTest](https://github.com/huggingface/transformers/pull/45900) — closed, merged
536
  - [Issue #36979: [Community contributions] Model cards](https://github.com/huggingface/transformers/issues/36979) — closed
537
  - [Issue #28936: [i18n-es] Translating docs to Spanish](https://github.com/huggingface/transformers/issues/28936) — open
538
 
@@ -640,12 +638,12 @@ Example artifacts:
640
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aitazap)
641
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aitazap)
642
  - repo first seen: `2024-10-21T07:08:47Z`
643
- - repo last seen: `2026-05-13T07:53:44Z`
644
  - first seen in snapshot: **no**
645
  - repo association: **MEMBER**
646
  - repo primary artifacts: **30**
647
  - snapshot authored PRs/issues: **30 PRs / 0 issues**
648
- - snapshot discussion activity: **45 comments / 49 reviews / 31 review comments**
649
  - account age: **3139 days**
650
  - recent public PR activity: **20 PRs** (10 merged / 5 closed-unmerged / 5 open; merged rate **50%**, closed-unmerged rate **25%**, open rate **25%**)
651
  - public orgs: none visible
@@ -701,7 +699,7 @@ Example artifacts:
701
  Example artifacts:
702
  - [PR #45984: [CB] Remove OpenTelemetry](https://github.com/huggingface/transformers/pull/45984) — open
703
  - [PR #45911: [CB] Hide activation footprint by using the CUDA graph pool](https://github.com/huggingface/transformers/pull/45911) — closed, merged
704
- - [PR #45821: [CB] [Major] Add tensor paralellism](https://github.com/huggingface/transformers/pull/45821) — open
705
 
706
  ### `jiqing-feng`
707
 
@@ -748,7 +746,7 @@ Example artifacts:
748
  - heuristic read: **extremely high recent PR volume; targets high-star repos**
749
 
750
  Example artifacts:
751
- - [PR #45930: [DeepSeek V4] Fix MoE converter substring-matching FP8 scale companions](https://github.com/huggingface/transformers/pull/45930) — open
752
  - [PR #45898: [fix] Add `fatal_error` to `ContinuousBatchingManager` so the serving layer can detect a dead CB worker](https://github.com/huggingface/transformers/pull/45898) — closed, merged
753
  - [PR #45857: Fix `tie_word_embeddings` not lifted from `text_config` for some VLM configs (BC regression)](https://github.com/huggingface/transformers/pull/45857) — open
754
  - [Issue #45419: Chat template inconsistencies in tool-calling support](https://github.com/huggingface/transformers/issues/45419) — open
@@ -810,12 +808,12 @@ Example artifacts:
810
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIlyasMoutawwakil)
811
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIlyasMoutawwakil)
812
  - repo first seen: `2025-07-04T08:41:29Z`
813
- - repo last seen: `2026-05-14T17:35:41Z`
814
  - first seen in snapshot: **no**
815
  - repo association: **MEMBER**
816
  - repo primary artifacts: **21**
817
  - snapshot authored PRs/issues: **18 PRs / 3 issues**
818
- - snapshot discussion activity: **58 comments / 227 reviews / 202 review comments**
819
  - account age: **2354 days**
820
  - recent public PR activity: **22 PRs** (16 merged / 2 closed-unmerged / 4 open; merged rate **73%**, closed-unmerged rate **9%**, open rate **18%**)
821
  - public orgs: `huggingface`, `Chouafa`
@@ -836,12 +834,12 @@ Example artifacts:
836
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asywangyi)
837
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asywangyi)
838
  - repo first seen: `2025-12-16T08:22:52Z`
839
- - repo last seen: `2026-05-15T02:06:29Z`
840
  - first seen in snapshot: **no**
841
  - repo association: **CONTRIBUTOR**
842
  - repo primary artifacts: **18**
843
  - snapshot authored PRs/issues: **17 PRs / 1 issues**
844
- - snapshot discussion activity: **20 comments / 16 reviews / 16 review comments**
845
  - account age: **2996 days**
846
  - recent public PR activity: **16 PRs** (12 merged / 0 closed-unmerged / 4 open; merged rate **75%**, closed-unmerged rate **0%**, open rate **25%**)
847
  - public orgs: none visible
@@ -884,12 +882,12 @@ Example artifacts:
884
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ahmellor)
885
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahmellor)
886
  - repo first seen: `2025-08-14T10:03:14Z`
887
- - repo last seen: `2026-05-07T17:19:45Z`
888
  - first seen in snapshot: **no**
889
  - repo association: **MEMBER**
890
  - repo primary artifacts: **18**
891
  - snapshot authored PRs/issues: **16 PRs / 2 issues**
892
- - snapshot discussion activity: **24 comments / 54 reviews / 26 review comments**
893
  - account age: **3592 days**
894
  - recent public PR activity: **79 PRs** (72 merged / 3 closed-unmerged / 4 open; merged rate **91%**, closed-unmerged rate **4%**, open rate **5%**)
895
  - public orgs: `huggingface`, `vllm-project`
@@ -1293,7 +1291,7 @@ Example artifacts:
1293
 
1294
  Example artifacts:
1295
  - [PR #45973: chore(ci): replace hardcoded maintainer allowlists with team membership check](https://github.com/huggingface/transformers/pull/45973) — closed, draft
1296
- - [PR #45972: chore(ci): remove dead env vars from circleci-failure-summary-comment.yml](https://github.com/huggingface/transformers/pull/45972) — open
1297
  - [PR #45964: fix(ci): set persist-credentials: false on actions/checkout and close remaining template injection findings](https://github.com/huggingface/transformers/pull/45964) — closed, merged
1298
 
1299
  ### `jamesbraza`
@@ -1874,12 +1872,12 @@ Example artifacts:
1874
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ABenjaminBossan)
1875
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ABenjaminBossan)
1876
  - repo first seen: `2024-10-17T11:56:32Z`
1877
- - repo last seen: `2026-05-11T10:07:09Z`
1878
  - first seen in snapshot: **no**
1879
  - repo association: **MEMBER**
1880
  - repo primary artifacts: **4**
1881
  - snapshot authored PRs/issues: **4 PRs / 0 issues**
1882
- - snapshot discussion activity: **23 comments / 8 reviews / 10 review comments**
1883
  - account age: **4501 days**
1884
  - recent public PR activity: **49 PRs** (45 merged / 1 closed-unmerged / 3 open; merged rate **92%**, closed-unmerged rate **2%**, open rate **6%**)
1885
  - public orgs: `huggingface`
@@ -3686,12 +3684,12 @@ Example artifacts:
3686
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akndtran)
3687
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akndtran)
3688
  - repo first seen: `2026-05-06T18:23:26Z`
3689
- - repo last seen: `2026-05-12T19:02:06Z`
3690
  - first seen in snapshot: **no**
3691
  - repo association: **FIRST_TIME_CONTRIBUTOR**
3692
  - repo primary artifacts: **3**
3693
  - snapshot authored PRs/issues: **1 PRs / 2 issues**
3694
- - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
3695
  - account age: **3650 days**
3696
  - recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
3697
  - public orgs: none visible
@@ -4263,12 +4261,12 @@ Example artifacts:
4263
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akasakh)
4264
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akasakh)
4265
  - repo first seen: `2026-05-10T06:09:08Z`
4266
- - repo last seen: `2026-05-16T06:42:19Z`
4267
  - first seen in snapshot: **no**
4268
  - repo association: **FIRST_TIME_CONTRIBUTOR**
4269
  - repo primary artifacts: **2**
4270
  - snapshot authored PRs/issues: **1 PRs / 1 issues**
4271
- - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
4272
  - account age: **3170 days**
4273
  - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
4274
  - public orgs: none visible
@@ -4499,28 +4497,6 @@ Example artifacts:
4499
  - [PR #45516: T5Gemma2: fix `prepare_decoder_input_ids_from_labels`](https://github.com/huggingface/transformers/pull/45516) — closed, merged
4500
  - [Issue #45517: MPS OOM error, finetuning T5Gemma2 with Seq2SeqTrainer](https://github.com/huggingface/transformers/issues/45517) — closed
4501
 
4502
- ### `zhulinchng`
4503
-
4504
- - profile: [github.com/zhulinchng](https://github.com/zhulinchng)
4505
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azhulinchng)
4506
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azhulinchng)
4507
- - repo first seen: `2026-03-19T01:40:58Z`
4508
- - repo last seen: `2026-03-19T01:46:22Z`
4509
- - first seen in snapshot: **no**
4510
- - repo association: **CONTRIBUTOR**
4511
- - repo primary artifacts: **2**
4512
- - snapshot authored PRs/issues: **1 PRs / 1 issues**
4513
- - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
4514
- - account age: **3429 days**
4515
- - recent public PR activity: **2 PRs** (1 merged / 1 closed-unmerged / 0 open; merged rate **50%**, closed-unmerged rate **50%**, open rate **0%**)
4516
- - public orgs: none visible
4517
- - compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
4518
- - heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
4519
-
4520
- Example artifacts:
4521
- - [PR #44839: Correct code block formatting in weightconverter.md](https://github.com/huggingface/transformers/pull/44839) — closed, merged
4522
- - [Issue #44840: typo in code block in docs](https://github.com/huggingface/transformers/issues/44840) — closed
4523
-
4524
  ### `ZSLsherly`
4525
 
4526
  - profile: [github.com/ZSLsherly](https://github.com/ZSLsherly)
@@ -6064,7 +6040,7 @@ Example artifacts:
6064
  - repo first seen: `2026-05-16T11:43:33Z`
6065
  - repo last seen: `2026-05-16T11:43:33Z`
6066
  - first seen in snapshot: **no**
6067
- - repo association: **FIRST_TIME_CONTRIBUTOR**
6068
  - repo primary artifacts: **1**
6069
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
6070
  - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
@@ -6075,7 +6051,7 @@ Example artifacts:
6075
  - heuristic read: **high open PR share; targets high-star repos**
6076
 
6077
  Example artifacts:
6078
- - [PR #46001: docs: update models architecture count and sync ACL anthology URLs](https://github.com/huggingface/transformers/pull/46001) — open
6079
 
6080
  ### `jagwar`
6081
 
@@ -6356,12 +6332,12 @@ Example artifacts:
6356
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Alalitha2410)
6357
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Alalitha2410)
6358
  - repo first seen: `2026-05-17T13:42:37Z`
6359
- - repo last seen: `2026-05-17T13:42:37Z`
6360
  - first seen in snapshot: **no**
6361
  - repo association: **FIRST_TIMER**
6362
  - repo primary artifacts: **1**
6363
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
6364
- - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
6365
  - account age: **1043 days**
6366
  - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
6367
  - public orgs: none visible
@@ -6833,27 +6809,6 @@ Example artifacts:
6833
  Example artifacts:
6834
  - [PR #44905: fix(i18n): replace broken relative links to awesome-transformers.md with absolute URLs](https://github.com/huggingface/transformers/pull/44905) — closed, merged
6835
 
6836
- ### `omyaaa1`
6837
-
6838
- - profile: [github.com/omyaaa1](https://github.com/omyaaa1)
6839
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aomyaaa1)
6840
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aomyaaa1)
6841
- - repo first seen: `2026-03-19T04:48:58Z`
6842
- - repo last seen: `2026-03-19T04:54:16Z`
6843
- - first seen in snapshot: **no**
6844
- - repo association: **NONE**
6845
- - repo primary artifacts: **1**
6846
- - snapshot authored PRs/issues: **1 PRs / 0 issues**
6847
- - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
6848
- - account age: **519 days**
6849
- - recent public PR activity: **2 PRs** (1 merged / 1 closed-unmerged / 0 open; merged rate **50%**, closed-unmerged rate **50%**, open rate **0%**)
6850
- - public orgs: none visible
6851
- - compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
6852
- - heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
6853
-
6854
- Example artifacts:
6855
- - [PR #44842: Fix AutoImageProcessor URL loading regression](https://github.com/huggingface/transformers/pull/44842) — closed
6856
-
6857
  ### `Oneirag`
6858
 
6859
  - profile: [github.com/Oneirag](https://github.com/Oneirag)
@@ -7463,27 +7418,6 @@ Example artifacts:
7463
  Example artifacts:
7464
  - [PR #45301: docs maintenance for transformers repository 979e8](https://github.com/huggingface/transformers/pull/45301) — closed
7465
 
7466
- ### `sahilleth`
7467
-
7468
- - profile: [github.com/sahilleth](https://github.com/sahilleth)
7469
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asahilleth)
7470
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asahilleth)
7471
- - repo first seen: `2026-03-19T05:50:29Z`
7472
- - repo last seen: `2026-03-19T13:18:58Z`
7473
- - first seen in snapshot: **no**
7474
- - repo association: **NONE**
7475
- - repo primary artifacts: **1**
7476
- - snapshot authored PRs/issues: **1 PRs / 0 issues**
7477
- - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
7478
- - account age: **58 days**
7479
- - recent public PR activity: **22 PRs** (4 merged / 6 closed-unmerged / 12 open; merged rate **18%**, closed-unmerged rate **27%**, open rate **55%**)
7480
- - public orgs: none visible
7481
- - compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
7482
- - heuristic read: **very new account; broad repo spread; high open PR share; no visible non-self stars**
7483
-
7484
- Example artifacts:
7485
- - [PR #44844: Fix DEIM config export and public API](https://github.com/huggingface/transformers/pull/44844) — closed
7486
-
7487
  ### `SAY-5`
7488
 
7489
  - profile: [github.com/SAY-5](https://github.com/SAY-5)
@@ -7757,6 +7691,27 @@ Example artifacts:
7757
  Example artifacts:
7758
  - [PR #45514: Fix GraniteMoeHybrid _update_mamba_mask crash on attention-only models](https://github.com/huggingface/transformers/pull/45514) — open
7759
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
7760
  ### `TuringTux`
7761
 
7762
  - profile: [github.com/TuringTux](https://github.com/TuringTux)
 
1
  # New Contributor Report: huggingface/transformers
2
 
3
+ - Snapshot: `20260518T060213Z`
4
+ - Generated: `2026-05-18T06:04:10Z`
5
  - Activity window: `60d`
6
+ - Contributors: `350`
7
 
8
  ## Summary
9
 
10
  | Author | Profile | First seen? | Association | Account age | Repo first seen | Snapshot PRs | Snapshot issues | Follow-through | Breadth | Automation risk | Notes |
11
  | --- | --- | --- | --- | ---: | --- | ---: | ---: | --- | --- | --- | --- |
12
  | `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 92 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
13
+ | `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 89 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
14
  | `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-03-31T13:54:54Z` | 77 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
15
  | `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-09-26T09:23:39Z` | 76 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
16
  | `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 74 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
17
  | `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 57 | 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` | 50 | 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` | 43 | 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` | 43 | 1 | mixed | low | low | targets high-star repos |
21
  | `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3961d | `2023-02-27T14:00:41Z` | 43 | 0 | strong | low | low | targets high-star repos |
 
190
  | `rpathade` | [profile](https://github.com/rpathade) | no | FIRST_TIME_CONTRIBUTOR | 2005d | `2026-03-29T22:46:13Z` | 1 | 1 | weak | moderate | low | high open PR share; targets high-star repos |
191
  | `syncdoth` | [profile](https://github.com/syncdoth) | no | FIRST_TIME_CONTRIBUTOR | 2690d | `2026-03-21T06:05:36Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
192
  | `Tokarak` | [profile](https://github.com/Tokarak) | no | CONTRIBUTOR | 2200d | `2026-04-19T17:22:36Z` | 1 | 1 | weak | low | low | high open PR share |
 
193
  | `ZSLsherly` | [profile](https://github.com/ZSLsherly) | no | FIRST_TIMER | 975d | `2026-04-15T03:09:38Z` | 1 | 1 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
194
  | `1fanwang` | [profile](https://github.com/1fanwang) | no | FIRST_TIME_CONTRIBUTOR | 3545d | `2026-05-12T13:51:52Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
195
  | `aaronmjz` | [profile](https://github.com/aaronmjz) | no | FIRST_TIMER | 1072d | `2026-05-10T17:17:58Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 
263
  | `IgnazioDS` | [profile](https://github.com/IgnazioDS) | no | NONE | 1078d | `2026-03-30T19:13:52Z` | 1 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread |
264
  | `igordertigor` | [profile](https://github.com/igordertigor) | no | CONTRIBUTOR | 5665d | `2026-05-12T19:17:05Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
265
  | `IMvision12` | [profile](https://github.com/IMvision12) | no | CONTRIBUTOR | 1735d | `2026-05-10T21:08:04Z` | 1 | 0 | strong | low | low | high recent PR volume |
266
+ | `irfaan101` | [profile](https://github.com/irfaan101) | no | CONTRIBUTOR | 613d | `2026-05-16T11:43:33Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
267
  | `jagwar` | [profile](https://github.com/jagwar) | no | MEMBER | 3691d | `2026-04-07T21:35:38Z` | 1 | 0 | strong | low | low | targets high-star repos |
268
  | `Jess-Co-Del` | [profile](https://github.com/Jess-Co-Del) | no | FIRST_TIME_CONTRIBUTOR | 2201d | `2026-03-23T17:02:50Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
269
  | `jIab-b` | [profile](https://github.com/jIab-b) | no | NONE | 580d | `2026-04-07T09:11:14Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
300
  | `MukundaKatta` | [profile](https://github.com/MukundaKatta) | no | NONE | 1527d | `2026-04-15T08:33:29Z` | 1 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; no visible non-self stars |
301
  | `NathanHB` | [profile](https://github.com/NathanHB) | no | MEMBER | 3182d | `2026-03-27T13:02:59Z` | 1 | 0 | strong | moderate | low | — |
302
  | `NicoleRobin` | [profile](https://github.com/NicoleRobin) | no | NONE | 4096d | `2026-03-21T03:25:56Z` | 1 | 0 | strong | low | low | targets high-star repos |
 
303
  | `Oneirag` | [profile](https://github.com/Oneirag) | no | FIRST_TIME_CONTRIBUTOR | 4233d | `2026-04-24T04:00:01Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
304
  | `otjdiepluong` | [profile](https://github.com/otjdiepluong) | no | NONE | 32d | `2026-05-14T03:52:29Z` | 1 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
305
  | `owwll` | [profile](https://github.com/owwll) | no | NONE | 636d | `2026-04-10T21:13:32Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 
329
  | `saadkhaleeq610` | [profile](https://github.com/saadkhaleeq610) | no | FIRST_TIME_CONTRIBUTOR | 2359d | `2026-05-17T07:52:23Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
330
  | `sachinkumarsingh092` | [profile](https://github.com/sachinkumarsingh092) | no | FIRST_TIME_CONTRIBUTOR | 3282d | `2026-03-30T18:54:37Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
331
  | `sahildando` | [profile](https://github.com/sahildando) | no | NONE | 1241d | `2026-04-07T21:12:29Z` | 1 | 0 | mixed | high | medium | broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 
332
  | `SAY-5` | [profile](https://github.com/SAY-5) | no | FIRST_TIME_CONTRIBUTOR | 172d | `2026-04-20T05:44:53Z` | 1 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars |
333
  | `SeaL773` | [profile](https://github.com/SeaL773) | no | FIRST_TIME_CONTRIBUTOR | 3075d | `2026-05-04T06:26:53Z` | 1 | 0 | mixed | moderate | low | — |
334
  | `sebastianvlad1` | [profile](https://github.com/sebastianvlad1) | no | CONTRIBUTOR | 3207d | `2026-04-30T16:48:02Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
342
  | `Talhax55z` | [profile](https://github.com/Talhax55z) | no | NONE | 79d | `2026-04-03T16:36:25Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars |
343
  | `tengomucho` | [profile](https://github.com/tengomucho) | no | MEMBER | 4442d | `2026-04-29T09:26:52Z` | 1 | 0 | mixed | low | low | — |
344
  | `tianhaocui` | [profile](https://github.com/tianhaocui) | no | FIRST_TIME_CONTRIBUTOR | 2442d | `2026-04-19T10:27:36Z` | 1 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
345
+ | `trducng` | [profile](https://github.com/trducng) | yes | FIRST_TIME_CONTRIBUTOR | 3050d | `2026-05-18T04:44:13Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
346
  | `TuringTux` | [profile](https://github.com/TuringTux) | no | CONTRIBUTOR | 2477d | `2026-05-06T16:55:33Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
347
  | `vai-minzhou` | [profile](https://github.com/vai-minzhou) | no | CONTRIBUTOR | 723d | `2026-04-23T01:47:23Z` | 1 | 0 | mixed | low | low | high open PR share |
348
  | `VanshikaSohal` | [profile](https://github.com/VanshikaSohal) | no | CONTRIBUTOR | 564d | `2026-03-22T18:45:01Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 
368
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ACyrilvallez)
369
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ACyrilvallez)
370
  - repo first seen: `2025-03-19T10:58:02Z`
371
+ - repo last seen: `2026-05-18T05:13:54Z`
372
  - first seen in snapshot: **no**
373
  - repo association: **MEMBER**
374
  - repo primary artifacts: **92**
375
  - snapshot authored PRs/issues: **92 PRs / 0 issues**
376
+ - snapshot discussion activity: **244 comments / 324 reviews / 500 review comments**
377
  - account age: **2036 days**
378
  - recent public PR activity: **48 PRs** (42 merged / 2 closed-unmerged / 4 open; merged rate **88%**, closed-unmerged rate **4%**, open rate **8%**)
379
  - public orgs: `huggingface`
 
391
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atarekziade)
392
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atarekziade)
393
  - repo first seen: `2026-01-21T16:52:29Z`
394
+ - repo last seen: `2026-05-18T05:22:49Z`
395
  - first seen in snapshot: **no**
396
  - repo association: **MEMBER**
397
+ - repo primary artifacts: **95**
398
+ - snapshot authored PRs/issues: **89 PRs / 6 issues**
399
+ - snapshot discussion activity: **173 comments / 193 reviews / 184 review comments**
400
  - account age: **5839 days**
401
  - recent public PR activity: **108 PRs** (92 merged / 3 closed-unmerged / 13 open; merged rate **85%**, closed-unmerged rate **3%**, open rate **12%**)
402
  - public orgs: `AFPy`, `faitmain`, `circus-tent`
 
404
  - heuristic read: **extremely high recent PR volume; broad repo spread; targets high-star repos**
405
 
406
  Example artifacts:
407
+ - [PR #46023: chore(linter): fix for rules 16-17-18](https://github.com/huggingface/transformers/pull/46023) — open
408
  - [PR #45983: bugfix(ci): avoid E2BIG in pr_slow_ci_suggestion ](https://github.com/huggingface/transformers/pull/45983) — closed, merged
409
  - [PR #45933: pass the otel secrets](https://github.com/huggingface/transformers/pull/45933) — closed, merged
 
410
  - [Issue #45458: Add typing support incrementally (meta issue)](https://github.com/huggingface/transformers/issues/45458) — closed
411
  - [Issue #44740: Run model linter on new models additions](https://github.com/huggingface/transformers/issues/44740) — closed
412
  - [Issue #44619: Plug model rule in development flow and extend it](https://github.com/huggingface/transformers/issues/44619) — closed
 
417
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aydshieh)
418
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aydshieh)
419
  - repo first seen: `2025-03-31T13:54:54Z`
420
+ - repo last seen: `2026-05-18T02:35:27Z`
421
  - first seen in snapshot: **no**
422
  - repo association: **MEMBER**
423
  - repo primary artifacts: **77**
424
  - snapshot authored PRs/issues: **77 PRs / 0 issues**
425
+ - snapshot discussion activity: **111 comments / 198 reviews / 145 review comments**
426
  - account age: **4938 days**
427
  - recent public PR activity: **52 PRs** (40 merged / 4 closed-unmerged / 8 open; merged rate **77%**, closed-unmerged rate **8%**, open rate **15%**)
428
  - public orgs: none visible
 
440
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azucchini-nlp)
441
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azucchini-nlp)
442
  - repo first seen: `2024-09-26T09:23:39Z`
443
+ - repo last seen: `2026-05-18T05:24:07Z`
444
  - first seen in snapshot: **no**
445
  - repo association: **MEMBER**
446
  - repo primary artifacts: **76**
447
  - snapshot authored PRs/issues: **76 PRs / 0 issues**
448
+ - snapshot discussion activity: **533 comments / 800 reviews / 1843 review comments**
449
  - account age: **1508 days**
450
  - recent public PR activity: **50 PRs** (33 merged / 6 closed-unmerged / 11 open; merged rate **66%**, closed-unmerged rate **12%**, open rate **22%**)
451
  - public orgs: `huggingface`, `deeppavlov`
 
463
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akaixuanliu)
464
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akaixuanliu)
465
  - repo first seen: `2025-06-20T09:58:55Z`
466
+ - repo last seen: `2026-05-18T02:27:48Z`
467
  - first seen in snapshot: **no**
468
  - repo association: **CONTRIBUTOR**
469
  - repo primary artifacts: **78**
470
  - snapshot authored PRs/issues: **74 PRs / 4 issues**
471
+ - snapshot discussion activity: **62 comments / 69 reviews / 68 review comments**
472
  - account age: **3934 days**
473
  - recent public PR activity: **35 PRs** (24 merged / 6 closed-unmerged / 5 open; merged rate **69%**, closed-unmerged rate **17%**, open rate **14%**)
474
  - public orgs: none visible
 
489
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArthurZucker)
490
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArthurZucker)
491
  - repo first seen: `2023-02-24T14:13:29Z`
492
+ - repo last seen: `2026-05-18T05:57:22Z`
493
  - first seen in snapshot: **no**
494
  - repo association: **MEMBER**
495
  - repo primary artifacts: **60**
496
  - snapshot authored PRs/issues: **57 PRs / 3 issues**
497
+ - snapshot discussion activity: **174 comments / 589 reviews / 1177 review comments**
498
  - account age: **2590 days**
499
  - recent public PR activity: **60 PRs** (36 merged / 5 closed-unmerged / 19 open; merged rate **60%**, closed-unmerged rate **8%**, open rate **32%**)
500
  - public orgs: none visible
 
515
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Astevhliu)
516
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Astevhliu)
517
  - repo first seen: `2024-02-08T22:19:09Z`
518
+ - repo last seen: `2026-05-18T04:42:52Z`
519
  - first seen in snapshot: **no**
520
  - repo association: **MEMBER**
521
+ - repo primary artifacts: **52**
522
+ - snapshot authored PRs/issues: **50 PRs / 2 issues**
523
+ - snapshot discussion activity: **27 comments / 137 reviews / 240 review comments**
524
  - account age: **2296 days**
525
  - recent public PR activity: **30 PRs** (25 merged / 0 closed-unmerged / 5 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**)
526
  - public orgs: `huggingface`
 
528
  - heuristic read: **high recent PR volume; no visible non-self stars; targets high-star repos**
529
 
530
  Example artifacts:
531
+ - [PR #46019: [docs] tp for continuous batching](https://github.com/huggingface/transformers/pull/46019) — open
532
  - [PR #45949: [docs] new attention mask helpers](https://github.com/huggingface/transformers/pull/45949) — closed, merged
533
  - [PR #45947: [docs] chat template prefill](https://github.com/huggingface/transformers/pull/45947) — closed, merged
 
534
  - [Issue #36979: [Community contributions] Model cards](https://github.com/huggingface/transformers/issues/36979) — closed
535
  - [Issue #28936: [i18n-es] Translating docs to Spanish](https://github.com/huggingface/transformers/issues/28936) — open
536
 
 
638
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aitazap)
639
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aitazap)
640
  - repo first seen: `2024-10-21T07:08:47Z`
641
+ - repo last seen: `2026-05-18T05:58:52Z`
642
  - first seen in snapshot: **no**
643
  - repo association: **MEMBER**
644
  - repo primary artifacts: **30**
645
  - snapshot authored PRs/issues: **30 PRs / 0 issues**
646
+ - snapshot discussion activity: **48 comments / 49 reviews / 31 review comments**
647
  - account age: **3139 days**
648
  - recent public PR activity: **20 PRs** (10 merged / 5 closed-unmerged / 5 open; merged rate **50%**, closed-unmerged rate **25%**, open rate **25%**)
649
  - public orgs: none visible
 
699
  Example artifacts:
700
  - [PR #45984: [CB] Remove OpenTelemetry](https://github.com/huggingface/transformers/pull/45984) — open
701
  - [PR #45911: [CB] Hide activation footprint by using the CUDA graph pool](https://github.com/huggingface/transformers/pull/45911) — closed, merged
702
+ - [PR #45821: [CB] [Major] Add tensor paralellism](https://github.com/huggingface/transformers/pull/45821) — closed, merged
703
 
704
  ### `jiqing-feng`
705
 
 
746
  - heuristic read: **extremely high recent PR volume; targets high-star repos**
747
 
748
  Example artifacts:
749
+ - [PR #45930: [DeepSeek V4] Fix MoE converter substring-matching FP8 scale companions](https://github.com/huggingface/transformers/pull/45930) — closed, merged
750
  - [PR #45898: [fix] Add `fatal_error` to `ContinuousBatchingManager` so the serving layer can detect a dead CB worker](https://github.com/huggingface/transformers/pull/45898) — closed, merged
751
  - [PR #45857: Fix `tie_word_embeddings` not lifted from `text_config` for some VLM configs (BC regression)](https://github.com/huggingface/transformers/pull/45857) — open
752
  - [Issue #45419: Chat template inconsistencies in tool-calling support](https://github.com/huggingface/transformers/issues/45419) — open
 
808
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIlyasMoutawwakil)
809
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIlyasMoutawwakil)
810
  - repo first seen: `2025-07-04T08:41:29Z`
811
+ - repo last seen: `2026-05-18T00:51:26Z`
812
  - first seen in snapshot: **no**
813
  - repo association: **MEMBER**
814
  - repo primary artifacts: **21**
815
  - snapshot authored PRs/issues: **18 PRs / 3 issues**
816
+ - snapshot discussion activity: **59 comments / 227 reviews / 202 review comments**
817
  - account age: **2354 days**
818
  - recent public PR activity: **22 PRs** (16 merged / 2 closed-unmerged / 4 open; merged rate **73%**, closed-unmerged rate **9%**, open rate **18%**)
819
  - public orgs: `huggingface`, `Chouafa`
 
834
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asywangyi)
835
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asywangyi)
836
  - repo first seen: `2025-12-16T08:22:52Z`
837
+ - repo last seen: `2026-05-18T01:15:21Z`
838
  - first seen in snapshot: **no**
839
  - repo association: **CONTRIBUTOR**
840
  - repo primary artifacts: **18**
841
  - snapshot authored PRs/issues: **17 PRs / 1 issues**
842
+ - snapshot discussion activity: **21 comments / 16 reviews / 16 review comments**
843
  - account age: **2996 days**
844
  - recent public PR activity: **16 PRs** (12 merged / 0 closed-unmerged / 4 open; merged rate **75%**, closed-unmerged rate **0%**, open rate **25%**)
845
  - public orgs: none visible
 
882
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ahmellor)
883
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahmellor)
884
  - repo first seen: `2025-08-14T10:03:14Z`
885
+ - repo last seen: `2026-05-18T05:51:22Z`
886
  - first seen in snapshot: **no**
887
  - repo association: **MEMBER**
888
  - repo primary artifacts: **18**
889
  - snapshot authored PRs/issues: **16 PRs / 2 issues**
890
+ - snapshot discussion activity: **24 comments / 55 reviews / 27 review comments**
891
  - account age: **3592 days**
892
  - recent public PR activity: **79 PRs** (72 merged / 3 closed-unmerged / 4 open; merged rate **91%**, closed-unmerged rate **4%**, open rate **5%**)
893
  - public orgs: `huggingface`, `vllm-project`
 
1291
 
1292
  Example artifacts:
1293
  - [PR #45973: chore(ci): replace hardcoded maintainer allowlists with team membership check](https://github.com/huggingface/transformers/pull/45973) — closed, draft
1294
+ - [PR #45972: chore(ci): remove dead env vars from circleci-failure-summary-comment.yml](https://github.com/huggingface/transformers/pull/45972) — open, merged
1295
  - [PR #45964: fix(ci): set persist-credentials: false on actions/checkout and close remaining template injection findings](https://github.com/huggingface/transformers/pull/45964) — closed, merged
1296
 
1297
  ### `jamesbraza`
 
1872
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ABenjaminBossan)
1873
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ABenjaminBossan)
1874
  - repo first seen: `2024-10-17T11:56:32Z`
1875
+ - repo last seen: `2026-05-18T05:39:17Z`
1876
  - first seen in snapshot: **no**
1877
  - repo association: **MEMBER**
1878
  - repo primary artifacts: **4**
1879
  - snapshot authored PRs/issues: **4 PRs / 0 issues**
1880
+ - snapshot discussion activity: **24 comments / 8 reviews / 10 review comments**
1881
  - account age: **4501 days**
1882
  - recent public PR activity: **49 PRs** (45 merged / 1 closed-unmerged / 3 open; merged rate **92%**, closed-unmerged rate **2%**, open rate **6%**)
1883
  - public orgs: `huggingface`
 
3684
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akndtran)
3685
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akndtran)
3686
  - repo first seen: `2026-05-06T18:23:26Z`
3687
+ - repo last seen: `2026-05-18T03:17:42Z`
3688
  - first seen in snapshot: **no**
3689
  - repo association: **FIRST_TIME_CONTRIBUTOR**
3690
  - repo primary artifacts: **3**
3691
  - snapshot authored PRs/issues: **1 PRs / 2 issues**
3692
+ - snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
3693
  - account age: **3650 days**
3694
  - recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
3695
  - public orgs: none visible
 
4261
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akasakh)
4262
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akasakh)
4263
  - repo first seen: `2026-05-10T06:09:08Z`
4264
+ - repo last seen: `2026-05-18T04:31:17Z`
4265
  - first seen in snapshot: **no**
4266
  - repo association: **FIRST_TIME_CONTRIBUTOR**
4267
  - repo primary artifacts: **2**
4268
  - snapshot authored PRs/issues: **1 PRs / 1 issues**
4269
+ - snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
4270
  - account age: **3170 days**
4271
  - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
4272
  - public orgs: none visible
 
4497
  - [PR #45516: T5Gemma2: fix `prepare_decoder_input_ids_from_labels`](https://github.com/huggingface/transformers/pull/45516) — closed, merged
4498
  - [Issue #45517: MPS OOM error, finetuning T5Gemma2 with Seq2SeqTrainer](https://github.com/huggingface/transformers/issues/45517) — closed
4499
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
4500
  ### `ZSLsherly`
4501
 
4502
  - profile: [github.com/ZSLsherly](https://github.com/ZSLsherly)
 
6040
  - repo first seen: `2026-05-16T11:43:33Z`
6041
  - repo last seen: `2026-05-16T11:43:33Z`
6042
  - first seen in snapshot: **no**
6043
+ - repo association: **CONTRIBUTOR**
6044
  - repo primary artifacts: **1**
6045
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
6046
  - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
 
6051
  - heuristic read: **high open PR share; targets high-star repos**
6052
 
6053
  Example artifacts:
6054
+ - [PR #46001: docs: update models architecture count and sync ACL anthology URLs](https://github.com/huggingface/transformers/pull/46001) — closed, merged
6055
 
6056
  ### `jagwar`
6057
 
 
6332
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Alalitha2410)
6333
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Alalitha2410)
6334
  - repo first seen: `2026-05-17T13:42:37Z`
6335
+ - repo last seen: `2026-05-18T05:29:23Z`
6336
  - first seen in snapshot: **no**
6337
  - repo association: **FIRST_TIMER**
6338
  - repo primary artifacts: **1**
6339
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
6340
+ - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
6341
  - account age: **1043 days**
6342
  - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
6343
  - public orgs: none visible
 
6809
  Example artifacts:
6810
  - [PR #44905: fix(i18n): replace broken relative links to awesome-transformers.md with absolute URLs](https://github.com/huggingface/transformers/pull/44905) — closed, merged
6811
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
6812
  ### `Oneirag`
6813
 
6814
  - profile: [github.com/Oneirag](https://github.com/Oneirag)
 
7418
  Example artifacts:
7419
  - [PR #45301: docs maintenance for transformers repository 979e8](https://github.com/huggingface/transformers/pull/45301) — closed
7420
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
7421
  ### `SAY-5`
7422
 
7423
  - profile: [github.com/SAY-5](https://github.com/SAY-5)
 
7691
  Example artifacts:
7692
  - [PR #45514: Fix GraniteMoeHybrid _update_mamba_mask crash on attention-only models](https://github.com/huggingface/transformers/pull/45514) — open
7693
 
7694
+ ### `trducng`
7695
+
7696
+ - profile: [github.com/trducng](https://github.com/trducng)
7697
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atrducng)
7698
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atrducng)
7699
+ - repo first seen: `2026-05-18T04:44:13Z`
7700
+ - repo last seen: `2026-05-18T04:44:13Z`
7701
+ - first seen in snapshot: **yes**
7702
+ - repo association: **FIRST_TIME_CONTRIBUTOR**
7703
+ - repo primary artifacts: **1**
7704
+ - snapshot authored PRs/issues: **1 PRs / 0 issues**
7705
+ - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
7706
+ - account age: **3050 days**
7707
+ - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
7708
+ - public orgs: none visible
7709
+ - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
7710
+ - heuristic read: **high open PR share; targets high-star repos**
7711
+
7712
+ Example artifacts:
7713
+ - [PR #46022: fix: include transitive relative imports when loading from local directory](https://github.com/huggingface/transformers/pull/46022) — open
7714
+
7715
  ### `TuringTux`
7716
 
7717
  - profile: [github.com/TuringTux](https://github.com/TuringTux)
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  "breadth_similarity": 0.55,
1275
  "concentration_similarity": 0.637,
@@ -1291,8 +1291,8 @@
1291
  {
1292
  "left_pr_number": 45294,
1293
  "right_pr_number": 45606,
1294
- "similarity": 0.352,
1295
- "content_similarity": 0.297,
1296
  "size_similarity": 0.3,
1297
  "breadth_similarity": 0.55,
1298
  "concentration_similarity": 0.869,
@@ -1314,8 +1314,8 @@
1314
  {
1315
  "left_pr_number": 45438,
1316
  "right_pr_number": 45606,
1317
- "similarity": 0.346,
1318
- "content_similarity": 0.328,
1319
  "size_similarity": 0.126,
1320
  "breadth_similarity": 0.55,
1321
  "concentration_similarity": 0.858,
@@ -1338,7 +1338,7 @@
1338
  "left_pr_number": 45294,
1339
  "right_pr_number": 45607,
1340
  "similarity": 0.19,
1341
- "content_similarity": 0.124,
1342
  "size_similarity": 0.233,
1343
  "breadth_similarity": 0.225,
1344
  "concentration_similarity": 0.908,
@@ -1354,8 +1354,8 @@
1354
  {
1355
  "left_pr_number": 45438,
1356
  "right_pr_number": 45607,
1357
- "similarity": 0.169,
1358
- "content_similarity": 0.123,
1359
  "size_similarity": 0.098,
1360
  "breadth_similarity": 0.225,
1361
  "concentration_similarity": 0.92,
@@ -1370,6 +1370,194 @@
1370
  }
1371
  ]
1372
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1373
  {
1374
  "cluster_id": "pr-scope-44070-4",
1375
  "pr_numbers": [
@@ -1379,7 +1567,7 @@
1379
  45668
1380
  ],
1381
  "representative_pr_number": 45546,
1382
- "average_similarity": 0.747,
1383
  "summary": "4 open PRs share weighted file overlap around `src/transformers/integrations/ggml.py`, `tests/quantization/ggml/test_ggml.py`, `src/transformers/modeling_gguf_pytorch_utils.py`; representative PR #45546.",
1384
  "shared_filenames": [
1385
  "src/transformers/integrations/ggml.py",
@@ -1421,7 +1609,7 @@
1421
  "left_pr_number": 45546,
1422
  "right_pr_number": 45668,
1423
  "similarity": 0.804,
1424
- "content_similarity": 0.776,
1425
  "size_similarity": 0.773,
1426
  "breadth_similarity": 1.0,
1427
  "concentration_similarity": 0.903,
@@ -1442,8 +1630,8 @@
1442
  {
1443
  "left_pr_number": 45296,
1444
  "right_pr_number": 45546,
1445
- "similarity": 0.779,
1446
- "content_similarity": 0.785,
1447
  "size_similarity": 0.576,
1448
  "breadth_similarity": 1.0,
1449
  "concentration_similarity": 0.859,
@@ -1464,8 +1652,8 @@
1464
  {
1465
  "left_pr_number": 44070,
1466
  "right_pr_number": 45546,
1467
- "similarity": 0.732,
1468
- "content_similarity": 0.75,
1469
  "size_similarity": 0.404,
1470
  "breadth_similarity": 1.0,
1471
  "concentration_similarity": 0.927,
@@ -1486,8 +1674,8 @@
1486
  {
1487
  "left_pr_number": 45296,
1488
  "right_pr_number": 45668,
1489
- "similarity": 0.656,
1490
- "content_similarity": 0.63,
1491
  "size_similarity": 0.445,
1492
  "breadth_similarity": 1.0,
1493
  "concentration_similarity": 0.956,
@@ -1508,8 +1696,8 @@
1508
  {
1509
  "left_pr_number": 44070,
1510
  "right_pr_number": 45668,
1511
- "similarity": 0.635,
1512
- "content_similarity": 0.628,
1513
  "size_similarity": 0.312,
1514
  "breadth_similarity": 1.0,
1515
  "concentration_similarity": 0.976,
@@ -1538,7 +1726,7 @@
1538
  44682
1539
  ],
1540
  "representative_pr_number": 43836,
1541
- "average_similarity": 0.547,
1542
  "summary": "4 open PRs share weighted file overlap around `src/transformers/cli/serve.py`; representative PR #43836.",
1543
  "shared_filenames": [
1544
  "src/transformers/cli/serve.py"
@@ -1586,8 +1774,8 @@
1586
  {
1587
  "left_pr_number": 43836,
1588
  "right_pr_number": 44682,
1589
- "similarity": 0.597,
1590
- "content_similarity": 0.638,
1591
  "size_similarity": 0.398,
1592
  "breadth_similarity": 0.5,
1593
  "concentration_similarity": 0.802,
@@ -1620,8 +1808,8 @@
1620
  {
1621
  "left_pr_number": 43656,
1622
  "right_pr_number": 44682,
1623
- "similarity": 0.431,
1624
- "content_similarity": 0.476,
1625
  "size_similarity": 0.048,
1626
  "breadth_similarity": 0.5,
1627
  "concentration_similarity": 0.802,
@@ -1637,8 +1825,8 @@
1637
  {
1638
  "left_pr_number": 43842,
1639
  "right_pr_number": 44682,
1640
- "similarity": 0.402,
1641
- "content_similarity": 0.443,
1642
  "size_similarity": 0.011,
1643
  "breadth_similarity": 0.5,
1644
  "concentration_similarity": 0.802,
@@ -1692,7 +1880,7 @@
1692
  "left_pr_number": 41097,
1693
  "right_pr_number": 43549,
1694
  "similarity": 0.548,
1695
- "content_similarity": 0.441,
1696
  "size_similarity": 0.6,
1697
  "breadth_similarity": 1.0,
1698
  "concentration_similarity": 1.0,
@@ -1723,7 +1911,7 @@
1723
  {
1724
  "left_pr_number": 41097,
1725
  "right_pr_number": 46013,
1726
- "similarity": 0.444,
1727
  "content_similarity": 0.385,
1728
  "size_similarity": 0.16,
1729
  "breadth_similarity": 1.0,
@@ -1740,7 +1928,7 @@
1740
  "left_pr_number": 43549,
1741
  "right_pr_number": 44547,
1742
  "similarity": 0.436,
1743
- "content_similarity": 0.352,
1744
  "size_similarity": 0.267,
1745
  "breadth_similarity": 1.0,
1746
  "concentration_similarity": 1.0,
@@ -1779,7 +1967,7 @@
1779
  45985
1780
  ],
1781
  "representative_pr_number": 45985,
1782
- "average_similarity": 0.503,
1783
  "summary": "4 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #45985.",
1784
  "shared_filenames": [
1785
  "src/transformers/generation/utils.py"
@@ -1793,8 +1981,8 @@
1793
  {
1794
  "left_pr_number": 34667,
1795
  "right_pr_number": 45985,
1796
- "similarity": 0.598,
1797
- "content_similarity": 0.482,
1798
  "size_similarity": 0.733,
1799
  "breadth_similarity": 1.0,
1800
  "concentration_similarity": 1.0,
@@ -1810,8 +1998,8 @@
1810
  {
1811
  "left_pr_number": 39683,
1812
  "right_pr_number": 45985,
1813
- "similarity": 0.594,
1814
- "content_similarity": 0.495,
1815
  "size_similarity": 0.652,
1816
  "breadth_similarity": 1.0,
1817
  "concentration_similarity": 1.0,
@@ -1827,8 +2015,8 @@
1827
  {
1828
  "left_pr_number": 34667,
1829
  "right_pr_number": 39683,
1830
- "similarity": 0.52,
1831
- "content_similarity": 0.427,
1832
  "size_similarity": 0.478,
1833
  "breadth_similarity": 1.0,
1834
  "concentration_similarity": 1.0,
@@ -1844,8 +2032,8 @@
1844
  {
1845
  "left_pr_number": 44872,
1846
  "right_pr_number": 45985,
1847
- "similarity": 0.458,
1848
- "content_similarity": 0.398,
1849
  "size_similarity": 0.2,
1850
  "breadth_similarity": 1.0,
1851
  "concentration_similarity": 1.0,
@@ -1861,8 +2049,8 @@
1861
  {
1862
  "left_pr_number": 34667,
1863
  "right_pr_number": 44872,
1864
- "similarity": 0.431,
1865
- "content_similarity": 0.343,
1866
  "size_similarity": 0.273,
1867
  "breadth_similarity": 1.0,
1868
  "concentration_similarity": 1.0,
@@ -1878,8 +2066,8 @@
1878
  {
1879
  "left_pr_number": 39683,
1880
  "right_pr_number": 44872,
1881
- "similarity": 0.416,
1882
- "content_similarity": 0.352,
1883
  "size_similarity": 0.13,
1884
  "breadth_similarity": 1.0,
1885
  "concentration_similarity": 1.0,
@@ -1903,7 +2091,7 @@
1903
  46007
1904
  ],
1905
  "representative_pr_number": 44550,
1906
- "average_similarity": 0.358,
1907
  "summary": "4 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
1908
  "shared_filenames": [],
1909
  "shared_directories": [
@@ -1916,8 +2104,8 @@
1916
  {
1917
  "left_pr_number": 33686,
1918
  "right_pr_number": 44550,
1919
- "similarity": 0.393,
1920
- "content_similarity": 0.133,
1921
  "size_similarity": 1.0,
1922
  "breadth_similarity": 1.0,
1923
  "concentration_similarity": 1.0,
@@ -1932,8 +2120,8 @@
1932
  {
1933
  "left_pr_number": 44407,
1934
  "right_pr_number": 44550,
1935
- "similarity": 0.363,
1936
- "content_similarity": 0.1,
1937
  "size_similarity": 0.957,
1938
  "breadth_similarity": 1.0,
1939
  "concentration_similarity": 1.0,
@@ -1947,8 +2135,8 @@
1947
  {
1948
  "left_pr_number": 33686,
1949
  "right_pr_number": 44407,
1950
- "similarity": 0.353,
1951
- "content_similarity": 0.084,
1952
  "size_similarity": 0.957,
1953
  "breadth_similarity": 1.0,
1954
  "concentration_similarity": 1.0,
@@ -1962,8 +2150,8 @@
1962
  {
1963
  "left_pr_number": 44407,
1964
  "right_pr_number": 46007,
1965
- "similarity": 0.349,
1966
- "content_similarity": 0.078,
1967
  "size_similarity": 0.958,
1968
  "breadth_similarity": 1.0,
1969
  "concentration_similarity": 1.0,
@@ -1977,8 +2165,8 @@
1977
  {
1978
  "left_pr_number": 44550,
1979
  "right_pr_number": 46007,
1980
- "similarity": 0.349,
1981
- "content_similarity": 0.088,
1982
  "size_similarity": 0.917,
1983
  "breadth_similarity": 1.0,
1984
  "concentration_similarity": 1.0,
@@ -1992,8 +2180,8 @@
1992
  {
1993
  "left_pr_number": 33686,
1994
  "right_pr_number": 46007,
1995
- "similarity": 0.34,
1996
- "content_similarity": 0.075,
1997
  "size_similarity": 0.917,
1998
  "breadth_similarity": 1.0,
1999
  "concentration_similarity": 1.0,
@@ -2155,82 +2343,14 @@
2155
  ]
2156
  },
2157
  {
2158
- "cluster_id": "pr-scope-44893-3",
2159
- "pr_numbers": [
2160
- 44893,
2161
- 45997,
2162
- 46005
2163
- ],
2164
- "representative_pr_number": 46005,
2165
- "average_similarity": 0.697,
2166
- "summary": "3 open PRs share weighted file overlap around `src/transformers/cache_utils.py`; representative PR #46005.",
2167
- "shared_filenames": [
2168
- "src/transformers/cache_utils.py"
2169
- ],
2170
- "shared_directories": [
2171
- "src/transformers",
2172
- "src"
2173
- ],
2174
- "pairwise": [
2175
- {
2176
- "left_pr_number": 45997,
2177
- "right_pr_number": 46005,
2178
- "similarity": 0.785,
2179
- "content_similarity": 0.813,
2180
- "size_similarity": 0.444,
2181
- "breadth_similarity": 1.0,
2182
- "concentration_similarity": 1.0,
2183
- "shared_filenames": [
2184
- "src/transformers/cache_utils.py"
2185
- ],
2186
- "shared_directories": [
2187
- "src/transformers",
2188
- "src"
2189
- ]
2190
- },
2191
- {
2192
- "left_pr_number": 44893,
2193
- "right_pr_number": 46005,
2194
- "similarity": 0.734,
2195
- "content_similarity": 0.786,
2196
- "size_similarity": 0.222,
2197
- "breadth_similarity": 1.0,
2198
- "concentration_similarity": 1.0,
2199
- "shared_filenames": [
2200
- "src/transformers/cache_utils.py"
2201
- ],
2202
- "shared_directories": [
2203
- "src/transformers",
2204
- "src"
2205
- ]
2206
- },
2207
- {
2208
- "left_pr_number": 44893,
2209
- "right_pr_number": 45997,
2210
- "similarity": 0.574,
2211
- "content_similarity": 0.498,
2212
- "size_similarity": 0.5,
2213
- "breadth_similarity": 1.0,
2214
- "concentration_similarity": 1.0,
2215
- "shared_filenames": [
2216
- "src/transformers/cache_utils.py"
2217
- ],
2218
- "shared_directories": [
2219
- "src/transformers",
2220
- "src"
2221
- ]
2222
- }
2223
- ]
2224
- },
2225
- {
2226
- "cluster_id": "pr-scope-44015-3",
2227
  "pr_numbers": [
2228
  44015,
2229
  44059,
2230
  44676
2231
  ],
2232
  "representative_pr_number": 44059,
2233
- "average_similarity": 0.572,
2234
  "summary": "3 open PRs share weighted file overlap around `src/transformers/models/gpt2/modeling_gpt2.py`; representative PR #44059.",
2235
  "shared_filenames": [
2236
  "src/transformers/models/gpt2/modeling_gpt2.py"
@@ -2245,8 +2365,8 @@
2245
  {
2246
  "left_pr_number": 44059,
2247
  "right_pr_number": 44676,
2248
- "similarity": 0.683,
2249
- "content_similarity": 0.749,
2250
  "size_similarity": 0.062,
2251
  "breadth_similarity": 1.0,
2252
  "concentration_similarity": 1.0,
@@ -2263,8 +2383,8 @@
2263
  {
2264
  "left_pr_number": 44015,
2265
  "right_pr_number": 44059,
2266
- "similarity": 0.615,
2267
- "content_similarity": 0.68,
2268
  "size_similarity": 0.543,
2269
  "breadth_similarity": 0.333,
2270
  "concentration_similarity": 0.488,
@@ -2281,8 +2401,8 @@
2281
  {
2282
  "left_pr_number": 44015,
2283
  "right_pr_number": 44676,
2284
- "similarity": 0.419,
2285
- "content_similarity": 0.508,
2286
  "size_similarity": 0.034,
2287
  "breadth_similarity": 0.333,
2288
  "concentration_similarity": 0.488,
@@ -2306,7 +2426,7 @@
2306
  45422
2307
  ],
2308
  "representative_pr_number": 41606,
2309
- "average_similarity": 0.557,
2310
  "summary": "3 open PRs share weighted file overlap around `tests/test_processing_common.py`, `src/transformers/processing_utils.py`; representative PR #41606.",
2311
  "shared_filenames": [
2312
  "tests/test_processing_common.py",
@@ -2321,8 +2441,8 @@
2321
  {
2322
  "left_pr_number": 41606,
2323
  "right_pr_number": 44543,
2324
- "similarity": 0.686,
2325
- "content_similarity": 0.664,
2326
  "size_similarity": 0.583,
2327
  "breadth_similarity": 1.0,
2328
  "concentration_similarity": 0.683,
@@ -2339,8 +2459,8 @@
2339
  {
2340
  "left_pr_number": 41606,
2341
  "right_pr_number": 45422,
2342
- "similarity": 0.499,
2343
- "content_similarity": 0.421,
2344
  "size_similarity": 0.569,
2345
  "breadth_similarity": 0.75,
2346
  "concentration_similarity": 0.881,
@@ -2357,8 +2477,8 @@
2357
  {
2358
  "left_pr_number": 44543,
2359
  "right_pr_number": 45422,
2360
- "similarity": 0.485,
2361
- "content_similarity": 0.458,
2362
  "size_similarity": 0.331,
2363
  "breadth_similarity": 0.75,
2364
  "concentration_similarity": 0.802,
@@ -2399,8 +2519,8 @@
2399
  {
2400
  "left_pr_number": 44007,
2401
  "right_pr_number": 44019,
2402
- "similarity": 0.698,
2403
- "content_similarity": 0.709,
2404
  "size_similarity": 0.94,
2405
  "breadth_similarity": 0.333,
2406
  "concentration_similarity": 0.548,
@@ -2417,8 +2537,8 @@
2417
  {
2418
  "left_pr_number": 43997,
2419
  "right_pr_number": 44007,
2420
- "similarity": 0.615,
2421
- "content_similarity": 0.647,
2422
  "size_similarity": 0.679,
2423
  "breadth_similarity": 0.333,
2424
  "concentration_similarity": 0.548,
@@ -2435,8 +2555,8 @@
2435
  {
2436
  "left_pr_number": 43997,
2437
  "right_pr_number": 44019,
2438
- "similarity": 0.275,
2439
- "content_similarity": 0.024,
2440
  "size_similarity": 0.722,
2441
  "breadth_similarity": 1.0,
2442
  "concentration_similarity": 1.0,
@@ -2543,6 +2663,84 @@
2543
  }
2544
  ]
2545
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2546
  {
2547
  "cluster_id": "pr-scope-41356-3",
2548
  "pr_numbers": [
@@ -2551,7 +2749,7 @@
2551
  45843
2552
  ],
2553
  "representative_pr_number": 44339,
2554
- "average_similarity": 0.446,
2555
  "summary": "3 open PRs share weighted file overlap around `src/transformers/models/deimv2/modeling_deimv2.py`, `docs/source/en/model_doc/deimv2.md`, `src/transformers/models/deimv2/__init__.py`; representative PR #44339.",
2556
  "shared_filenames": [
2557
  "src/transformers/models/deimv2/modeling_deimv2.py",
@@ -2576,8 +2774,8 @@
2576
  {
2577
  "left_pr_number": 44339,
2578
  "right_pr_number": 45843,
2579
- "similarity": 0.46,
2580
- "content_similarity": 0.579,
2581
  "size_similarity": 0.066,
2582
  "breadth_similarity": 0.111,
2583
  "concentration_similarity": 0.667,
@@ -2595,8 +2793,8 @@
2595
  {
2596
  "left_pr_number": 41356,
2597
  "right_pr_number": 44339,
2598
- "similarity": 0.44,
2599
- "content_similarity": 0.478,
2600
  "size_similarity": 0.081,
2601
  "breadth_similarity": 0.444,
2602
  "concentration_similarity": 0.974,
@@ -2624,9 +2822,9 @@
2624
  {
2625
  "left_pr_number": 41356,
2626
  "right_pr_number": 45843,
2627
- "similarity": 0.438,
2628
- "content_similarity": 0.368,
2629
- "size_similarity": 0.813,
2630
  "breadth_similarity": 0.267,
2631
  "concentration_similarity": 0.641,
2632
  "shared_filenames": [
@@ -2641,84 +2839,6 @@
2641
  }
2642
  ]
2643
  },
2644
- {
2645
- "cluster_id": "pr-scope-45974-3",
2646
- "pr_numbers": [
2647
- 45974,
2648
- 45975,
2649
- 46006
2650
- ],
2651
- "representative_pr_number": 45974,
2652
- "average_similarity": 0.445,
2653
- "summary": "3 open PRs share weighted file overlap around `src/transformers/cli/serving/model_manager.py`, `src/transformers/cli/serve.py`; representative PR #45974.",
2654
- "shared_filenames": [
2655
- "src/transformers/cli/serving/model_manager.py",
2656
- "src/transformers/cli/serve.py"
2657
- ],
2658
- "shared_directories": [
2659
- "src/transformers/cli/serving",
2660
- "src/transformers/cli",
2661
- "src/transformers",
2662
- "src"
2663
- ],
2664
- "pairwise": [
2665
- {
2666
- "left_pr_number": 45974,
2667
- "right_pr_number": 45975,
2668
- "similarity": 0.603,
2669
- "content_similarity": 0.553,
2670
- "size_similarity": 0.451,
2671
- "breadth_similarity": 1.0,
2672
- "concentration_similarity": 0.975,
2673
- "shared_filenames": [
2674
- "src/transformers/cli/serve.py",
2675
- "src/transformers/cli/serving/model_manager.py"
2676
- ],
2677
- "shared_directories": [
2678
- "src/transformers/cli/serving",
2679
- "src/transformers/cli",
2680
- "src/transformers",
2681
- "src"
2682
- ]
2683
- },
2684
- {
2685
- "left_pr_number": 45974,
2686
- "right_pr_number": 46006,
2687
- "similarity": 0.433,
2688
- "content_similarity": 0.481,
2689
- "size_similarity": 0.2,
2690
- "breadth_similarity": 0.333,
2691
- "concentration_similarity": 0.667,
2692
- "shared_filenames": [
2693
- "src/transformers/cli/serving/model_manager.py"
2694
- ],
2695
- "shared_directories": [
2696
- "src/transformers/cli/serving",
2697
- "src/transformers/cli",
2698
- "src/transformers",
2699
- "src"
2700
- ]
2701
- },
2702
- {
2703
- "left_pr_number": 45975,
2704
- "right_pr_number": 46006,
2705
- "similarity": 0.299,
2706
- "content_similarity": 0.311,
2707
- "size_similarity": 0.09,
2708
- "breadth_similarity": 0.333,
2709
- "concentration_similarity": 0.692,
2710
- "shared_filenames": [
2711
- "src/transformers/cli/serving/model_manager.py"
2712
- ],
2713
- "shared_directories": [
2714
- "src/transformers/cli/serving",
2715
- "src/transformers/cli",
2716
- "src/transformers",
2717
- "src"
2718
- ]
2719
- }
2720
- ]
2721
- },
2722
  {
2723
  "cluster_id": "pr-scope-44907-3",
2724
  "pr_numbers": [
@@ -2727,7 +2847,7 @@
2727
  45827
2728
  ],
2729
  "representative_pr_number": 45783,
2730
- "average_similarity": 0.425,
2731
  "summary": "3 open PRs share weighted file overlap around `src/transformers/models/glm46v/modeling_glm46v.py`, `src/transformers/models/glm4v/modeling_glm4v.py`, `src/transformers/models/glm_ocr/modeling_glm_ocr.py`; representative PR #45783.",
2732
  "shared_filenames": [
2733
  "src/transformers/models/glm46v/modeling_glm46v.py",
@@ -2740,14 +2860,14 @@
2740
  "src/transformers/models/qwen2_vl/modeling_qwen2_vl.py"
2741
  ],
2742
  "shared_directories": [
2743
- "src/transformers/models/glm46v",
2744
  "src/transformers/models/glm_ocr",
2745
- "src/transformers/models/glm4v",
2746
  "src/transformers/models/paddleocr_vl",
2747
  "src/transformers/models/qwen2_5_omni",
2748
  "src/transformers/models/qwen3_5_moe",
2749
- "src/transformers/models/qwen3_vl",
2750
- "src/transformers/models/glm4v_moe"
 
2751
  ],
2752
  "pairwise": [
2753
  {
@@ -2786,11 +2906,11 @@
2786
  {
2787
  "left_pr_number": 45783,
2788
  "right_pr_number": 45827,
2789
- "similarity": 0.438,
2790
- "content_similarity": 0.481,
2791
- "size_similarity": 0.174,
2792
- "breadth_similarity": 0.285,
2793
- "concentration_similarity": 0.929,
2794
  "shared_filenames": [
2795
  "src/transformers/models/ernie4_5_vl_moe/modeling_ernie4_5_vl_moe.py",
2796
  "src/transformers/models/ernie4_5_vl_moe/modular_ernie4_5_vl_moe.py",
@@ -2819,11 +2939,11 @@
2819
  {
2820
  "left_pr_number": 44907,
2821
  "right_pr_number": 45827,
2822
- "similarity": 0.353,
2823
  "content_similarity": 0.293,
2824
- "size_similarity": 0.446,
2825
- "breadth_similarity": 0.345,
2826
- "concentration_similarity": 0.915,
2827
  "shared_filenames": [
2828
  "src/transformers/models/ernie4_5_vl_moe/modeling_ernie4_5_vl_moe.py",
2829
  "src/transformers/models/glm46v/modeling_glm46v.py",
@@ -2889,7 +3009,7 @@
2889
  "left_pr_number": 45548,
2890
  "right_pr_number": 45649,
2891
  "similarity": 0.385,
2892
- "content_similarity": 0.339,
2893
  "size_similarity": 0.149,
2894
  "breadth_similarity": 0.75,
2895
  "concentration_similarity": 1.0,
@@ -2905,7 +3025,7 @@
2905
  "left_pr_number": 45548,
2906
  "right_pr_number": 45655,
2907
  "similarity": 0.347,
2908
- "content_similarity": 0.275,
2909
  "size_similarity": 0.191,
2910
  "breadth_similarity": 0.75,
2911
  "concentration_similarity": 1.0,
@@ -2927,7 +3047,7 @@
2927
  45524
2928
  ],
2929
  "representative_pr_number": 44615,
2930
- "average_similarity": 0.403,
2931
  "summary": "3 open PRs share weighted file overlap around `src/transformers/utils/import_utils.py`; representative PR #44615.",
2932
  "shared_filenames": [
2933
  "src/transformers/utils/import_utils.py"
@@ -2941,8 +3061,8 @@
2941
  {
2942
  "left_pr_number": 44615,
2943
  "right_pr_number": 45524,
2944
- "similarity": 0.418,
2945
- "content_similarity": 0.334,
2946
  "size_similarity": 0.229,
2947
  "breadth_similarity": 1.0,
2948
  "concentration_similarity": 1.0,
@@ -2958,8 +3078,8 @@
2958
  {
2959
  "left_pr_number": 44385,
2960
  "right_pr_number": 44615,
2961
- "similarity": 0.407,
2962
- "content_similarity": 0.335,
2963
  "size_similarity": 0.371,
2964
  "breadth_similarity": 0.667,
2965
  "concentration_similarity": 1.0,
@@ -2976,7 +3096,7 @@
2976
  "left_pr_number": 44385,
2977
  "right_pr_number": 45524,
2978
  "similarity": 0.383,
2979
- "content_similarity": 0.249,
2980
  "size_similarity": 0.615,
2981
  "breadth_similarity": 0.667,
2982
  "concentration_similarity": 1.0,
@@ -3015,8 +3135,8 @@
3015
  {
3016
  "left_pr_number": 45822,
3017
  "right_pr_number": 46012,
3018
- "similarity": 0.556,
3019
- "content_similarity": 0.533,
3020
  "size_similarity": 0.694,
3021
  "breadth_similarity": 0.417,
3022
  "concentration_similarity": 0.744,
@@ -3034,7 +3154,7 @@
3034
  {
3035
  "left_pr_number": 43654,
3036
  "right_pr_number": 46012,
3037
- "similarity": 0.37,
3038
  "content_similarity": 0.205,
3039
  "size_similarity": 0.56,
3040
  "breadth_similarity": 1.0,
@@ -3110,8 +3230,8 @@
3110
  {
3111
  "left_pr_number": 44981,
3112
  "right_pr_number": 45917,
3113
- "similarity": 0.355,
3114
- "content_similarity": 0.109,
3115
  "size_similarity": 0.87,
3116
  "breadth_similarity": 1.0,
3117
  "concentration_similarity": 0.959,
@@ -3127,7 +3247,7 @@
3127
  "left_pr_number": 44889,
3128
  "right_pr_number": 45917,
3129
  "similarity": 0.33,
3130
- "content_similarity": 0.08,
3131
  "size_similarity": 0.879,
3132
  "breadth_similarity": 1.0,
3133
  "concentration_similarity": 0.852,
@@ -3361,7 +3481,7 @@
3361
  43775
3362
  ],
3363
  "representative_pr_number": 43543,
3364
- "average_similarity": 0.82,
3365
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/jetmoe/modeling_jetmoe.py`, `src/transformers/models/dbrx/modeling_dbrx.py`, `src/transformers/models/ernie4_5_moe/modeling_ernie4_5_moe.py`; representative PR #43543.",
3366
  "shared_filenames": [
3367
  "src/transformers/models/jetmoe/modeling_jetmoe.py",
@@ -3387,7 +3507,7 @@
3387
  {
3388
  "left_pr_number": 43543,
3389
  "right_pr_number": 43775,
3390
- "similarity": 0.82,
3391
  "content_similarity": 0.914,
3392
  "size_similarity": 0.2,
3393
  "breadth_similarity": 1.0,
@@ -3445,7 +3565,7 @@
3445
  "left_pr_number": 45683,
3446
  "right_pr_number": 45734,
3447
  "similarity": 0.817,
3448
- "content_similarity": 0.865,
3449
  "size_similarity": 0.456,
3450
  "breadth_similarity": 1.0,
3451
  "concentration_similarity": 0.871,
@@ -3506,31 +3626,45 @@
3506
  ]
3507
  },
3508
  {
3509
- "cluster_id": "pr-scope-45377-2",
3510
  "pr_numbers": [
3511
- 45377,
3512
- 46001
3513
  ],
3514
- "representative_pr_number": 45377,
3515
- "average_similarity": 0.764,
3516
- "summary": "2 open PRs share weighted file overlap around `README.md`; representative PR #45377.",
3517
  "shared_filenames": [
3518
- "README.md"
 
 
 
 
 
 
 
 
3519
  ],
3520
- "shared_directories": [],
3521
  "pairwise": [
3522
  {
3523
- "left_pr_number": 45377,
3524
- "right_pr_number": 46001,
3525
- "similarity": 0.764,
3526
- "content_similarity": 0.852,
3527
- "size_similarity": 0.113,
3528
- "breadth_similarity": 1.0,
3529
- "concentration_similarity": 1.0,
3530
  "shared_filenames": [
3531
- "README.md"
3532
  ],
3533
- "shared_directories": []
 
 
 
 
 
 
 
3534
  }
3535
  ]
3536
  },
@@ -3731,7 +3865,7 @@
3731
  "left_pr_number": 42668,
3732
  "right_pr_number": 45627,
3733
  "similarity": 0.662,
3734
- "content_similarity": 0.806,
3735
  "size_similarity": 0.189,
3736
  "breadth_similarity": 0.216,
3737
  "concentration_similarity": 0.952,
@@ -3750,102 +3884,60 @@
3750
  ]
3751
  },
3752
  {
3753
- "cluster_id": "pr-scope-45821-2",
3754
  "pr_numbers": [
3755
- 45821,
3756
- 45984
3757
- ],
3758
- "representative_pr_number": 45821,
3759
- "average_similarity": 0.597,
3760
- "summary": "2 open PRs share weighted file overlap around `benchmark_v2/benchmark_scripts/continuous_batching_overall.py`, `src/transformers/generation/continuous_batching/cache_manager.py`, `src/transformers/generation/continuous_batching/distributed.py`; representative PR #45821.",
3761
- "shared_filenames": [
3762
- "benchmark_v2/benchmark_scripts/continuous_batching_overall.py",
3763
- "src/transformers/generation/continuous_batching/cache_manager.py",
3764
- "src/transformers/generation/continuous_batching/distributed.py",
3765
- "src/transformers/generation/continuous_batching/utils.py",
3766
- "tests/generation/test_continuous_batching.py",
3767
- "src/transformers/generation/continuous_batching/cache.py",
3768
- "src/transformers/generation/continuous_batching/continuous_api.py",
3769
- "tests/test_tensor_parallel_mixin.py"
3770
- ],
3771
- "shared_directories": [
3772
- "src/transformers/generation/continuous_batching",
3773
- "src/transformers/generation",
3774
- "benchmark_v2/benchmark_scripts",
3775
- "tests/generation",
3776
- "src/transformers",
3777
- "benchmark_v2",
3778
- "tests",
3779
- "src"
3780
- ],
3781
- "pairwise": [
3782
- {
3783
- "left_pr_number": 45821,
3784
- "right_pr_number": 45984,
3785
- "similarity": 0.597,
3786
- "content_similarity": 0.654,
3787
- "size_similarity": 0.361,
3788
- "breadth_similarity": 0.4,
3789
- "concentration_similarity": 0.903,
3790
- "shared_filenames": [
3791
- "benchmark_v2/benchmark_scripts/continuous_batching_overall.py",
3792
- "src/transformers/generation/configuration_utils.py",
3793
- "src/transformers/generation/continuous_batching/cache.py",
3794
- "src/transformers/generation/continuous_batching/cache_manager.py",
3795
- "src/transformers/generation/continuous_batching/continuous_api.py",
3796
- "src/transformers/generation/continuous_batching/distributed.py",
3797
- "src/transformers/generation/continuous_batching/utils.py",
3798
- "tests/generation/test_continuous_batching.py",
3799
- "tests/test_tensor_parallel_mixin.py"
3800
- ],
3801
- "shared_directories": [
3802
- "src/transformers/generation/continuous_batching",
3803
- "src/transformers/generation",
3804
- "benchmark_v2/benchmark_scripts",
3805
- "src/transformers",
3806
- "tests/generation",
3807
- "benchmark_v2",
3808
- "src",
3809
- "tests"
3810
- ]
3811
- }
3812
- ]
3813
- },
3814
- {
3815
- "cluster_id": "pr-scope-43875-2",
3816
- "pr_numbers": [
3817
- 43875,
3818
- 46010
3819
  ],
3820
- "representative_pr_number": 43875,
3821
- "average_similarity": 0.59,
3822
- "summary": "2 open PRs share weighted file overlap around `tests/utils/test_cache_utils.py`, `src/transformers/cache_utils.py`; representative PR #43875.",
3823
  "shared_filenames": [
3824
- "tests/utils/test_cache_utils.py",
3825
- "src/transformers/cache_utils.py"
 
 
 
 
 
3826
  ],
3827
  "shared_directories": [
3828
- "tests/utils",
 
 
 
 
 
3829
  "src/transformers",
3830
- "tests",
3831
- "src"
3832
  ],
3833
  "pairwise": [
3834
  {
3835
- "left_pr_number": 43875,
3836
- "right_pr_number": 46010,
3837
- "similarity": 0.59,
3838
- "content_similarity": 0.484,
3839
- "size_similarity": 0.861,
3840
- "breadth_similarity": 0.833,
3841
- "concentration_similarity": 0.775,
3842
- "shared_filenames": [
3843
- "src/transformers/cache_utils.py",
3844
- "tests/utils/test_cache_utils.py"
 
 
 
 
 
3845
  ],
3846
  "shared_directories": [
 
 
 
 
 
3847
  "src/transformers",
3848
- "tests/utils",
 
3849
  "src",
3850
  "tests"
3851
  ]
@@ -3976,7 +4068,7 @@
3976
  43649
3977
  ],
3978
  "representative_pr_number": 43532,
3979
- "average_similarity": 0.514,
3980
  "summary": "2 open PRs share weighted file overlap around `.github/workflows/self-comment-ci.yml`, `utils/notification_service.py`, `.github/workflows/self-scheduled.yml`; representative PR #43532.",
3981
  "shared_filenames": [
3982
  ".github/workflows/self-comment-ci.yml",
@@ -3996,7 +4088,7 @@
3996
  {
3997
  "left_pr_number": 43532,
3998
  "right_pr_number": 43649,
3999
- "similarity": 0.514,
4000
  "content_similarity": 0.46,
4001
  "size_similarity": 0.395,
4002
  "breadth_similarity": 0.875,
@@ -4018,47 +4110,6 @@
4018
  }
4019
  ]
4020
  },
4021
- {
4022
- "cluster_id": "pr-scope-45293-2",
4023
- "pr_numbers": [
4024
- 45293,
4025
- 45317
4026
- ],
4027
- "representative_pr_number": 45293,
4028
- "average_similarity": 0.509,
4029
- "summary": "2 open PRs share weighted file overlap around `tests/models/auto/test_tokenization_auto.py`; representative PR #45293.",
4030
- "shared_filenames": [
4031
- "tests/models/auto/test_tokenization_auto.py"
4032
- ],
4033
- "shared_directories": [
4034
- "tests/models/auto",
4035
- "tests/models",
4036
- "src/transformers",
4037
- "tests",
4038
- "src"
4039
- ],
4040
- "pairwise": [
4041
- {
4042
- "left_pr_number": 45293,
4043
- "right_pr_number": 45317,
4044
- "similarity": 0.509,
4045
- "content_similarity": 0.357,
4046
- "size_similarity": 0.741,
4047
- "breadth_similarity": 1.0,
4048
- "concentration_similarity": 0.972,
4049
- "shared_filenames": [
4050
- "tests/models/auto/test_tokenization_auto.py"
4051
- ],
4052
- "shared_directories": [
4053
- "tests/models/auto",
4054
- "src/transformers",
4055
- "tests/models",
4056
- "src",
4057
- "tests"
4058
- ]
4059
- }
4060
- ]
4061
- },
4062
  {
4063
  "cluster_id": "pr-scope-44114-2",
4064
  "pr_numbers": [
@@ -4066,7 +4117,7 @@
4066
  45720
4067
  ],
4068
  "representative_pr_number": 44114,
4069
- "average_similarity": 0.508,
4070
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/data2vec/modeling_data2vec_audio.py`, `src/transformers/models/hubert/modeling_hubert.py`, `src/transformers/models/sew_d/modeling_sew_d.py`; representative PR #44114.",
4071
  "shared_filenames": [
4072
  "src/transformers/models/data2vec/modeling_data2vec_audio.py",
@@ -4092,8 +4143,8 @@
4092
  {
4093
  "left_pr_number": 44114,
4094
  "right_pr_number": 45720,
4095
- "similarity": 0.508,
4096
- "content_similarity": 0.433,
4097
  "size_similarity": 0.549,
4098
  "breadth_similarity": 0.727,
4099
  "concentration_similarity": 0.999,
@@ -4124,6 +4175,47 @@
4124
  }
4125
  ]
4126
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
4127
  {
4128
  "cluster_id": "pr-scope-45056-2",
4129
  "pr_numbers": [
@@ -4146,7 +4238,7 @@
4146
  "left_pr_number": 45056,
4147
  "right_pr_number": 45128,
4148
  "similarity": 0.498,
4149
- "content_similarity": 0.392,
4150
  "size_similarity": 0.669,
4151
  "breadth_similarity": 0.875,
4152
  "concentration_similarity": 0.724,
@@ -4354,7 +4446,7 @@
4354
  45883
4355
  ],
4356
  "representative_pr_number": 45202,
4357
- "average_similarity": 0.438,
4358
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/gemma4/modular_gemma4.py`, `src/transformers/models/gemma4/modeling_gemma4.py`; representative PR #45202.",
4359
  "shared_filenames": [
4360
  "src/transformers/models/gemma4/modular_gemma4.py",
@@ -4370,8 +4462,8 @@
4370
  {
4371
  "left_pr_number": 45202,
4372
  "right_pr_number": 45883,
4373
- "similarity": 0.438,
4374
- "content_similarity": 0.405,
4375
  "size_similarity": 0.027,
4376
  "breadth_similarity": 1.0,
4377
  "concentration_similarity": 1.0,
@@ -4389,54 +4481,44 @@
4389
  ]
4390
  },
4391
  {
4392
- "cluster_id": "pr-scope-44375-2",
4393
  "pr_numbers": [
4394
- 44375,
4395
- 45829
4396
  ],
4397
- "representative_pr_number": 44375,
4398
- "average_similarity": 0.424,
4399
- "summary": "2 open PRs share weighted file overlap around `docs/source/en/model_doc/rf_detr.md`, `src/transformers/models/rf_detr/configuration_rf_detr.py`, `src/transformers/models/rf_detr/modeling_rf_detr.py`; representative PR #44375.",
4400
  "shared_filenames": [
4401
- "docs/source/en/model_doc/rf_detr.md",
4402
- "src/transformers/models/rf_detr/configuration_rf_detr.py",
4403
- "src/transformers/models/rf_detr/modeling_rf_detr.py",
4404
- "src/transformers/models/rf_detr/modular_rf_detr.py"
4405
  ],
4406
  "shared_directories": [
4407
- "src/transformers/models/rf_detr",
4408
- "docs/source/en/model_doc",
4409
- "docs/source/en",
4410
- "src/transformers/models",
4411
- "docs/source",
4412
  "src/transformers",
4413
- "docs",
4414
  "src"
4415
  ],
4416
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  {
4418
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- "concentration_similarity": 0.855,
4425
  "shared_filenames": [
4426
- "docs/source/en/model_doc/rf_detr.md",
4427
- "src/transformers/models/rf_detr/configuration_rf_detr.py",
4428
- "src/transformers/models/rf_detr/modeling_rf_detr.py",
4429
- "src/transformers/models/rf_detr/modular_rf_detr.py"
4430
  ],
4431
  "shared_directories": [
4432
- "docs/source/en/model_doc",
4433
- "src/transformers/models/rf_detr",
4434
- "docs/source/en",
4435
- "src/transformers/models",
4436
- "docs/source",
4437
  "src/transformers",
4438
- "docs",
4439
- "src"
 
4440
  ]
4441
  }
4442
  ]
@@ -4485,44 +4567,54 @@
4485
  ]
4486
  },
4487
  {
4488
- "cluster_id": "pr-scope-42112-2",
4489
  "pr_numbers": [
4490
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4491
- 45413
4492
  ],
4493
- "representative_pr_number": 42112,
4494
- "average_similarity": 0.421,
4495
- "summary": "2 open PRs share weighted file overlap around `src/transformers/generation/logits_process.py`, `tests/generation/test_logits_process.py`; representative PR #42112.",
4496
  "shared_filenames": [
4497
- "src/transformers/generation/logits_process.py",
4498
- "tests/generation/test_logits_process.py"
 
 
4499
  ],
4500
  "shared_directories": [
4501
- "src/transformers/generation",
4502
- "tests/generation",
 
 
 
4503
  "src/transformers",
4504
- "tests",
4505
  "src"
4506
  ],
4507
  "pairwise": [
4508
  {
4509
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4511
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- "breadth_similarity": 0.458,
4515
- "concentration_similarity": 0.981,
4516
  "shared_filenames": [
4517
- "src/transformers/generation/logits_process.py",
4518
- "tests/generation/test_logits_process.py"
 
 
4519
  ],
4520
  "shared_directories": [
4521
- "src/transformers/generation",
 
 
 
 
4522
  "src/transformers",
4523
- "tests/generation",
4524
- "src",
4525
- "tests"
4526
  ]
4527
  }
4528
  ]
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4548
  "left_pr_number": 44606,
4549
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4550
  "similarity": 0.409,
4551
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4552
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4553
  "breadth_similarity": 1.0,
4554
  "concentration_similarity": 1.0,
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4569
  45618
4570
  ],
4571
  "representative_pr_number": 42655,
4572
- "average_similarity": 0.37,
4573
  "summary": "2 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #42655.",
4574
  "shared_filenames": [
4575
  "src/transformers/generation/utils.py"
@@ -4585,8 +4677,8 @@
4585
  {
4586
  "left_pr_number": 42655,
4587
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4588
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4590
  "size_similarity": 0.974,
4591
  "breadth_similarity": 0.389,
4592
  "concentration_similarity": 0.878,
 
1
  {
2
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3
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175
  ]
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  },
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  "shared_filenames": [
 
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  "shared_filenames": [
 
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  "left_pr_number": 43636,
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289
  {
290
  "left_pr_number": 44189,
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319
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  {
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657
  {
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754
  "left_pr_number": 43651,
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  {
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785
  {
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+ "similarity": 0.35,
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+ "content_similarity": 0.196,
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866
  "left_pr_number": 43651,
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+ "content_similarity": 0.234,
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  "breadth_similarity": 1.0,
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  "concentration_similarity": 1.0,
 
879
  ]
880
  },
881
  {
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+ "left_pr_number": 43636,
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+ "size_similarity": 0.182,
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  "breadth_similarity": 1.0,
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  "concentration_similarity": 1.0,
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  "shared_filenames": [
 
895
  ]
896
  },
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  {
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+ "left_pr_number": 44123,
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+ "size_similarity": 0.036,
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  "breadth_similarity": 1.0,
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  "concentration_similarity": 1.0,
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  "shared_filenames": [
 
1055
  {
1056
  "left_pr_number": 45666,
1057
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+ "similarity": 0.385,
1059
  "content_similarity": 0.375,
1060
  "size_similarity": 0.186,
1061
  "breadth_similarity": 0.586,
 
1095
  "left_pr_number": 45421,
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1097
  "similarity": 0.323,
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+ "content_similarity": 0.195,
1099
  "size_similarity": 0.573,
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  "breadth_similarity": 0.583,
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  "concentration_similarity": 0.828,
 
1137
  45817
1138
  ],
1139
  "representative_pr_number": 45606,
1140
+ "average_similarity": 0.463,
1141
  "summary": "5 open PRs share weighted file overlap around `tests/models/gemma4/test_modeling_gemma4.py`, `src/transformers/models/gemma4/modular_gemma4.py`, `src/transformers/models/gemma4/modeling_gemma4.py`; representative PR #45606.",
1142
  "shared_filenames": [
1143
  "tests/models/gemma4/test_modeling_gemma4.py",
 
1160
  {
1161
  "left_pr_number": 45606,
1162
  "right_pr_number": 45607,
1163
+ "similarity": 0.762,
1164
+ "content_similarity": 0.807,
1165
  "size_similarity": 0.778,
1166
  "breadth_similarity": 0.417,
1167
  "concentration_similarity": 0.778,
 
1177
  {
1178
  "left_pr_number": 45294,
1179
  "right_pr_number": 45438,
1180
+ "similarity": 0.758,
1181
+ "content_similarity": 0.779,
1182
  "size_similarity": 0.42,
1183
  "breadth_similarity": 1.0,
1184
  "concentration_similarity": 0.989,
 
1206
  "left_pr_number": 45606,
1207
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1208
  "similarity": 0.607,
1209
+ "content_similarity": 0.552,
1210
  "size_similarity": 0.545,
1211
  "breadth_similarity": 1.0,
1212
  "concentration_similarity": 0.768,
 
1228
  {
1229
  "left_pr_number": 45438,
1230
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1231
+ "similarity": 0.508,
1232
+ "content_similarity": 0.553,
1233
  "size_similarity": 0.231,
1234
  "breadth_similarity": 0.55,
1235
  "concentration_similarity": 0.626,
 
1251
  {
1252
  "left_pr_number": 45607,
1253
  "right_pr_number": 45817,
1254
+ "similarity": 0.484,
1255
+ "content_similarity": 0.502,
1256
  "size_similarity": 0.424,
1257
  "breadth_similarity": 0.417,
1258
  "concentration_similarity": 0.545,
 
1268
  {
1269
  "left_pr_number": 45294,
1270
  "right_pr_number": 45817,
1271
+ "similarity": 0.457,
1272
+ "content_similarity": 0.411,
1273
  "size_similarity": 0.55,
1274
  "breadth_similarity": 0.55,
1275
  "concentration_similarity": 0.637,
 
1291
  {
1292
  "left_pr_number": 45294,
1293
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1294
+ "similarity": 0.348,
1295
+ "content_similarity": 0.293,
1296
  "size_similarity": 0.3,
1297
  "breadth_similarity": 0.55,
1298
  "concentration_similarity": 0.869,
 
1314
  {
1315
  "left_pr_number": 45438,
1316
  "right_pr_number": 45606,
1317
+ "similarity": 0.342,
1318
+ "content_similarity": 0.322,
1319
  "size_similarity": 0.126,
1320
  "breadth_similarity": 0.55,
1321
  "concentration_similarity": 0.858,
 
1338
  "left_pr_number": 45294,
1339
  "right_pr_number": 45607,
1340
  "similarity": 0.19,
1341
+ "content_similarity": 0.125,
1342
  "size_similarity": 0.233,
1343
  "breadth_similarity": 0.225,
1344
  "concentration_similarity": 0.908,
 
1354
  {
1355
  "left_pr_number": 45438,
1356
  "right_pr_number": 45607,
1357
+ "similarity": 0.17,
1358
+ "content_similarity": 0.124,
1359
  "size_similarity": 0.098,
1360
  "breadth_similarity": 0.225,
1361
  "concentration_similarity": 0.92,
 
1370
  }
1371
  ]
1372
  },
1373
+ {
1374
+ "cluster_id": "pr-scope-43875-5",
1375
+ "pr_numbers": [
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1382
+ "representative_pr_number": 46005,
1383
+ "average_similarity": 0.461,
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+ "summary": "5 open PRs share weighted file overlap around `src/transformers/cache_utils.py`, `tests/utils/test_cache_utils.py`; representative PR #46005.",
1385
+ "shared_filenames": [
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+ "src/transformers/cache_utils.py",
1387
+ "tests/utils/test_cache_utils.py"
1388
+ ],
1389
+ "shared_directories": [
1390
+ "src/transformers",
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+ "src",
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+ "tests/utils",
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+ "src/transformers/cache_utils.py"
1406
+ ],
1407
+ "shared_directories": [
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+ "src/transformers",
1409
+ "src"
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+ ]
1411
+ },
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+ "shared_filenames": [
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+ ],
1423
+ "shared_directories": [
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+ "src/transformers",
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+ "src"
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+ ]
1427
+ },
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+ {
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+ "concentration_similarity": 0.775,
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+ "shared_filenames": [
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+ "src/transformers/cache_utils.py",
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+ "tests/utils/test_cache_utils.py"
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+ ],
1440
+ "shared_directories": [
1441
+ "src/transformers",
1442
+ "tests/utils",
1443
+ "src",
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+ "tests"
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+ ]
1446
+ },
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+ {
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+ "shared_filenames": [
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+ "src/transformers/cache_utils.py"
1457
+ ],
1458
+ "shared_directories": [
1459
+ "src/transformers",
1460
+ "src"
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+ ]
1462
+ },
1463
+ {
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+ "left_pr_number": 44893,
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+ "shared_filenames": [
1472
+ "src/transformers/cache_utils.py"
1473
+ ],
1474
+ "shared_directories": [
1475
+ "src/transformers",
1476
+ "src"
1477
+ ]
1478
+ },
1479
+ {
1480
+ "left_pr_number": 43875,
1481
+ "right_pr_number": 44893,
1482
+ "similarity": 0.355,
1483
+ "content_similarity": 0.269,
1484
+ "size_similarity": 0.581,
1485
+ "breadth_similarity": 0.5,
1486
+ "concentration_similarity": 0.581,
1487
+ "shared_filenames": [
1488
+ "src/transformers/cache_utils.py"
1489
+ ],
1490
+ "shared_directories": [
1491
+ "src/transformers",
1492
+ "src"
1493
+ ]
1494
+ },
1495
+ {
1496
+ "left_pr_number": 46005,
1497
+ "right_pr_number": 46010,
1498
+ "similarity": 0.349,
1499
+ "content_similarity": 0.358,
1500
+ "size_similarity": 0.111,
1501
+ "breadth_similarity": 0.417,
1502
+ "concentration_similarity": 0.806,
1503
+ "shared_filenames": [
1504
+ "src/transformers/cache_utils.py"
1505
+ ],
1506
+ "shared_directories": [
1507
+ "src/transformers",
1508
+ "src"
1509
+ ]
1510
+ },
1511
+ {
1512
+ "left_pr_number": 45997,
1513
+ "right_pr_number": 46010,
1514
+ "similarity": 0.322,
1515
+ "content_similarity": 0.289,
1516
+ "size_similarity": 0.25,
1517
+ "breadth_similarity": 0.417,
1518
+ "concentration_similarity": 0.806,
1519
+ "shared_filenames": [
1520
+ "src/transformers/cache_utils.py"
1521
+ ],
1522
+ "shared_directories": [
1523
+ "src/transformers",
1524
+ "src"
1525
+ ]
1526
+ },
1527
+ {
1528
+ "left_pr_number": 43875,
1529
+ "right_pr_number": 45997,
1530
+ "similarity": 0.304,
1531
+ "content_similarity": 0.26,
1532
+ "size_similarity": 0.29,
1533
+ "breadth_similarity": 0.5,
1534
+ "concentration_similarity": 0.581,
1535
+ "shared_filenames": [
1536
+ "src/transformers/cache_utils.py"
1537
+ ],
1538
+ "shared_directories": [
1539
+ "src/transformers",
1540
+ "src"
1541
+ ]
1542
+ },
1543
+ {
1544
+ "left_pr_number": 43875,
1545
+ "right_pr_number": 46005,
1546
+ "similarity": 0.238,
1547
+ "content_similarity": 0.199,
1548
+ "size_similarity": 0.129,
1549
+ "breadth_similarity": 0.5,
1550
+ "concentration_similarity": 0.581,
1551
+ "shared_filenames": [
1552
+ "src/transformers/cache_utils.py"
1553
+ ],
1554
+ "shared_directories": [
1555
+ "src/transformers",
1556
+ "src"
1557
+ ]
1558
+ }
1559
+ ]
1560
+ },
1561
  {
1562
  "cluster_id": "pr-scope-44070-4",
1563
  "pr_numbers": [
 
1567
  45668
1568
  ],
1569
  "representative_pr_number": 45546,
1570
+ "average_similarity": 0.749,
1571
  "summary": "4 open PRs share weighted file overlap around `src/transformers/integrations/ggml.py`, `tests/quantization/ggml/test_ggml.py`, `src/transformers/modeling_gguf_pytorch_utils.py`; representative PR #45546.",
1572
  "shared_filenames": [
1573
  "src/transformers/integrations/ggml.py",
 
1609
  "left_pr_number": 45546,
1610
  "right_pr_number": 45668,
1611
  "similarity": 0.804,
1612
+ "content_similarity": 0.775,
1613
  "size_similarity": 0.773,
1614
  "breadth_similarity": 1.0,
1615
  "concentration_similarity": 0.903,
 
1630
  {
1631
  "left_pr_number": 45296,
1632
  "right_pr_number": 45546,
1633
+ "similarity": 0.782,
1634
+ "content_similarity": 0.79,
1635
  "size_similarity": 0.576,
1636
  "breadth_similarity": 1.0,
1637
  "concentration_similarity": 0.859,
 
1652
  {
1653
  "left_pr_number": 44070,
1654
  "right_pr_number": 45546,
1655
+ "similarity": 0.736,
1656
+ "content_similarity": 0.755,
1657
  "size_similarity": 0.404,
1658
  "breadth_similarity": 1.0,
1659
  "concentration_similarity": 0.927,
 
1674
  {
1675
  "left_pr_number": 45296,
1676
  "right_pr_number": 45668,
1677
+ "similarity": 0.657,
1678
+ "content_similarity": 0.632,
1679
  "size_similarity": 0.445,
1680
  "breadth_similarity": 1.0,
1681
  "concentration_similarity": 0.956,
 
1696
  {
1697
  "left_pr_number": 44070,
1698
  "right_pr_number": 45668,
1699
+ "similarity": 0.637,
1700
+ "content_similarity": 0.631,
1701
  "size_similarity": 0.312,
1702
  "breadth_similarity": 1.0,
1703
  "concentration_similarity": 0.976,
 
1726
  44682
1727
  ],
1728
  "representative_pr_number": 43836,
1729
+ "average_similarity": 0.546,
1730
  "summary": "4 open PRs share weighted file overlap around `src/transformers/cli/serve.py`; representative PR #43836.",
1731
  "shared_filenames": [
1732
  "src/transformers/cli/serve.py"
 
1774
  {
1775
  "left_pr_number": 43836,
1776
  "right_pr_number": 44682,
1777
+ "similarity": 0.593,
1778
+ "content_similarity": 0.634,
1779
  "size_similarity": 0.398,
1780
  "breadth_similarity": 0.5,
1781
  "concentration_similarity": 0.802,
 
1808
  {
1809
  "left_pr_number": 43656,
1810
  "right_pr_number": 44682,
1811
+ "similarity": 0.428,
1812
+ "content_similarity": 0.473,
1813
  "size_similarity": 0.048,
1814
  "breadth_similarity": 0.5,
1815
  "concentration_similarity": 0.802,
 
1825
  {
1826
  "left_pr_number": 43842,
1827
  "right_pr_number": 44682,
1828
+ "similarity": 0.399,
1829
+ "content_similarity": 0.44,
1830
  "size_similarity": 0.011,
1831
  "breadth_similarity": 0.5,
1832
  "concentration_similarity": 0.802,
 
1880
  "left_pr_number": 41097,
1881
  "right_pr_number": 43549,
1882
  "similarity": 0.548,
1883
+ "content_similarity": 0.44,
1884
  "size_similarity": 0.6,
1885
  "breadth_similarity": 1.0,
1886
  "concentration_similarity": 1.0,
 
1911
  {
1912
  "left_pr_number": 41097,
1913
  "right_pr_number": 46013,
1914
+ "similarity": 0.443,
1915
  "content_similarity": 0.385,
1916
  "size_similarity": 0.16,
1917
  "breadth_similarity": 1.0,
 
1928
  "left_pr_number": 43549,
1929
  "right_pr_number": 44547,
1930
  "similarity": 0.436,
1931
+ "content_similarity": 0.351,
1932
  "size_similarity": 0.267,
1933
  "breadth_similarity": 1.0,
1934
  "concentration_similarity": 1.0,
 
1967
  45985
1968
  ],
1969
  "representative_pr_number": 45985,
1970
+ "average_similarity": 0.508,
1971
  "summary": "4 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #45985.",
1972
  "shared_filenames": [
1973
  "src/transformers/generation/utils.py"
 
1981
  {
1982
  "left_pr_number": 34667,
1983
  "right_pr_number": 45985,
1984
+ "similarity": 0.603,
1985
+ "content_similarity": 0.49,
1986
  "size_similarity": 0.733,
1987
  "breadth_similarity": 1.0,
1988
  "concentration_similarity": 1.0,
 
1998
  {
1999
  "left_pr_number": 39683,
2000
  "right_pr_number": 45985,
2001
+ "similarity": 0.599,
2002
+ "content_similarity": 0.502,
2003
  "size_similarity": 0.652,
2004
  "breadth_similarity": 1.0,
2005
  "concentration_similarity": 1.0,
 
2015
  {
2016
  "left_pr_number": 34667,
2017
  "right_pr_number": 39683,
2018
+ "similarity": 0.526,
2019
+ "content_similarity": 0.434,
2020
  "size_similarity": 0.478,
2021
  "breadth_similarity": 1.0,
2022
  "concentration_similarity": 1.0,
 
2032
  {
2033
  "left_pr_number": 44872,
2034
  "right_pr_number": 45985,
2035
+ "similarity": 0.463,
2036
+ "content_similarity": 0.405,
2037
  "size_similarity": 0.2,
2038
  "breadth_similarity": 1.0,
2039
  "concentration_similarity": 1.0,
 
2049
  {
2050
  "left_pr_number": 34667,
2051
  "right_pr_number": 44872,
2052
+ "similarity": 0.436,
2053
+ "content_similarity": 0.35,
2054
  "size_similarity": 0.273,
2055
  "breadth_similarity": 1.0,
2056
  "concentration_similarity": 1.0,
 
2066
  {
2067
  "left_pr_number": 39683,
2068
  "right_pr_number": 44872,
2069
+ "similarity": 0.421,
2070
+ "content_similarity": 0.359,
2071
  "size_similarity": 0.13,
2072
  "breadth_similarity": 1.0,
2073
  "concentration_similarity": 1.0,
 
2091
  46007
2092
  ],
2093
  "representative_pr_number": 44550,
2094
+ "average_similarity": 0.356,
2095
  "summary": "4 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
2096
  "shared_filenames": [],
2097
  "shared_directories": [
 
2104
  {
2105
  "left_pr_number": 33686,
2106
  "right_pr_number": 44550,
2107
+ "similarity": 0.391,
2108
+ "content_similarity": 0.13,
2109
  "size_similarity": 1.0,
2110
  "breadth_similarity": 1.0,
2111
  "concentration_similarity": 1.0,
 
2120
  {
2121
  "left_pr_number": 44407,
2122
  "right_pr_number": 44550,
2123
+ "similarity": 0.361,
2124
+ "content_similarity": 0.097,
2125
  "size_similarity": 0.957,
2126
  "breadth_similarity": 1.0,
2127
  "concentration_similarity": 1.0,
 
2135
  {
2136
  "left_pr_number": 33686,
2137
  "right_pr_number": 44407,
2138
+ "similarity": 0.351,
2139
+ "content_similarity": 0.082,
2140
  "size_similarity": 0.957,
2141
  "breadth_similarity": 1.0,
2142
  "concentration_similarity": 1.0,
 
2150
  {
2151
  "left_pr_number": 44407,
2152
  "right_pr_number": 46007,
2153
+ "similarity": 0.347,
2154
+ "content_similarity": 0.076,
2155
  "size_similarity": 0.958,
2156
  "breadth_similarity": 1.0,
2157
  "concentration_similarity": 1.0,
 
2165
  {
2166
  "left_pr_number": 44550,
2167
  "right_pr_number": 46007,
2168
+ "similarity": 0.347,
2169
+ "content_similarity": 0.086,
2170
  "size_similarity": 0.917,
2171
  "breadth_similarity": 1.0,
2172
  "concentration_similarity": 1.0,
 
2180
  {
2181
  "left_pr_number": 33686,
2182
  "right_pr_number": 46007,
2183
+ "similarity": 0.338,
2184
+ "content_similarity": 0.072,
2185
  "size_similarity": 0.917,
2186
  "breadth_similarity": 1.0,
2187
  "concentration_similarity": 1.0,
 
2343
  ]
2344
  },
2345
  {
2346
+ "cluster_id": "pr-scope-44015-3",
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2347
  "pr_numbers": [
2348
  44015,
2349
  44059,
2350
  44676
2351
  ],
2352
  "representative_pr_number": 44059,
2353
+ "average_similarity": 0.567,
2354
  "summary": "3 open PRs share weighted file overlap around `src/transformers/models/gpt2/modeling_gpt2.py`; representative PR #44059.",
2355
  "shared_filenames": [
2356
  "src/transformers/models/gpt2/modeling_gpt2.py"
 
2365
  {
2366
  "left_pr_number": 44059,
2367
  "right_pr_number": 44676,
2368
+ "similarity": 0.678,
2369
+ "content_similarity": 0.74,
2370
  "size_similarity": 0.062,
2371
  "breadth_similarity": 1.0,
2372
  "concentration_similarity": 1.0,
 
2383
  {
2384
  "left_pr_number": 44015,
2385
  "right_pr_number": 44059,
2386
+ "similarity": 0.611,
2387
+ "content_similarity": 0.674,
2388
  "size_similarity": 0.543,
2389
  "breadth_similarity": 0.333,
2390
  "concentration_similarity": 0.488,
 
2401
  {
2402
  "left_pr_number": 44015,
2403
  "right_pr_number": 44676,
2404
+ "similarity": 0.411,
2405
+ "content_similarity": 0.498,
2406
  "size_similarity": 0.034,
2407
  "breadth_similarity": 0.333,
2408
  "concentration_similarity": 0.488,
 
2426
  45422
2427
  ],
2428
  "representative_pr_number": 41606,
2429
+ "average_similarity": 0.558,
2430
  "summary": "3 open PRs share weighted file overlap around `tests/test_processing_common.py`, `src/transformers/processing_utils.py`; representative PR #41606.",
2431
  "shared_filenames": [
2432
  "tests/test_processing_common.py",
 
2441
  {
2442
  "left_pr_number": 41606,
2443
  "right_pr_number": 44543,
2444
+ "similarity": 0.687,
2445
+ "content_similarity": 0.665,
2446
  "size_similarity": 0.583,
2447
  "breadth_similarity": 1.0,
2448
  "concentration_similarity": 0.683,
 
2459
  {
2460
  "left_pr_number": 41606,
2461
  "right_pr_number": 45422,
2462
+ "similarity": 0.5,
2463
+ "content_similarity": 0.422,
2464
  "size_similarity": 0.569,
2465
  "breadth_similarity": 0.75,
2466
  "concentration_similarity": 0.881,
 
2477
  {
2478
  "left_pr_number": 44543,
2479
  "right_pr_number": 45422,
2480
+ "similarity": 0.486,
2481
+ "content_similarity": 0.459,
2482
  "size_similarity": 0.331,
2483
  "breadth_similarity": 0.75,
2484
  "concentration_similarity": 0.802,
 
2519
  {
2520
  "left_pr_number": 44007,
2521
  "right_pr_number": 44019,
2522
+ "similarity": 0.697,
2523
+ "content_similarity": 0.708,
2524
  "size_similarity": 0.94,
2525
  "breadth_similarity": 0.333,
2526
  "concentration_similarity": 0.548,
 
2537
  {
2538
  "left_pr_number": 43997,
2539
  "right_pr_number": 44007,
2540
+ "similarity": 0.614,
2541
+ "content_similarity": 0.645,
2542
  "size_similarity": 0.679,
2543
  "breadth_similarity": 0.333,
2544
  "concentration_similarity": 0.548,
 
2555
  {
2556
  "left_pr_number": 43997,
2557
  "right_pr_number": 44019,
2558
+ "similarity": 0.276,
2559
+ "content_similarity": 0.026,
2560
  "size_similarity": 0.722,
2561
  "breadth_similarity": 1.0,
2562
  "concentration_similarity": 1.0,
 
2663
  }
2664
  ]
2665
  },
2666
+ {
2667
+ "cluster_id": "pr-scope-45974-3",
2668
+ "pr_numbers": [
2669
+ 45974,
2670
+ 45975,
2671
+ 46006
2672
+ ],
2673
+ "representative_pr_number": 45974,
2674
+ "average_similarity": 0.446,
2675
+ "summary": "3 open PRs share weighted file overlap around `src/transformers/cli/serving/model_manager.py`, `src/transformers/cli/serve.py`; representative PR #45974.",
2676
+ "shared_filenames": [
2677
+ "src/transformers/cli/serving/model_manager.py",
2678
+ "src/transformers/cli/serve.py"
2679
+ ],
2680
+ "shared_directories": [
2681
+ "src/transformers/cli/serving",
2682
+ "src/transformers/cli",
2683
+ "src/transformers",
2684
+ "src"
2685
+ ],
2686
+ "pairwise": [
2687
+ {
2688
+ "left_pr_number": 45974,
2689
+ "right_pr_number": 45975,
2690
+ "similarity": 0.605,
2691
+ "content_similarity": 0.555,
2692
+ "size_similarity": 0.451,
2693
+ "breadth_similarity": 1.0,
2694
+ "concentration_similarity": 0.975,
2695
+ "shared_filenames": [
2696
+ "src/transformers/cli/serve.py",
2697
+ "src/transformers/cli/serving/model_manager.py"
2698
+ ],
2699
+ "shared_directories": [
2700
+ "src/transformers/cli/serving",
2701
+ "src/transformers/cli",
2702
+ "src/transformers",
2703
+ "src"
2704
+ ]
2705
+ },
2706
+ {
2707
+ "left_pr_number": 45974,
2708
+ "right_pr_number": 46006,
2709
+ "similarity": 0.43,
2710
+ "content_similarity": 0.476,
2711
+ "size_similarity": 0.2,
2712
+ "breadth_similarity": 0.333,
2713
+ "concentration_similarity": 0.667,
2714
+ "shared_filenames": [
2715
+ "src/transformers/cli/serving/model_manager.py"
2716
+ ],
2717
+ "shared_directories": [
2718
+ "src/transformers/cli/serving",
2719
+ "src/transformers/cli",
2720
+ "src/transformers",
2721
+ "src"
2722
+ ]
2723
+ },
2724
+ {
2725
+ "left_pr_number": 45975,
2726
+ "right_pr_number": 46006,
2727
+ "similarity": 0.302,
2728
+ "content_similarity": 0.315,
2729
+ "size_similarity": 0.09,
2730
+ "breadth_similarity": 0.333,
2731
+ "concentration_similarity": 0.692,
2732
+ "shared_filenames": [
2733
+ "src/transformers/cli/serving/model_manager.py"
2734
+ ],
2735
+ "shared_directories": [
2736
+ "src/transformers/cli/serving",
2737
+ "src/transformers/cli",
2738
+ "src/transformers",
2739
+ "src"
2740
+ ]
2741
+ }
2742
+ ]
2743
+ },
2744
  {
2745
  "cluster_id": "pr-scope-41356-3",
2746
  "pr_numbers": [
 
2749
  45843
2750
  ],
2751
  "representative_pr_number": 44339,
2752
+ "average_similarity": 0.44,
2753
  "summary": "3 open PRs share weighted file overlap around `src/transformers/models/deimv2/modeling_deimv2.py`, `docs/source/en/model_doc/deimv2.md`, `src/transformers/models/deimv2/__init__.py`; representative PR #44339.",
2754
  "shared_filenames": [
2755
  "src/transformers/models/deimv2/modeling_deimv2.py",
 
2774
  {
2775
  "left_pr_number": 44339,
2776
  "right_pr_number": 45843,
2777
+ "similarity": 0.455,
2778
+ "content_similarity": 0.572,
2779
  "size_similarity": 0.066,
2780
  "breadth_similarity": 0.111,
2781
  "concentration_similarity": 0.667,
 
2793
  {
2794
  "left_pr_number": 41356,
2795
  "right_pr_number": 44339,
2796
+ "similarity": 0.435,
2797
+ "content_similarity": 0.471,
2798
  "size_similarity": 0.081,
2799
  "breadth_similarity": 0.444,
2800
  "concentration_similarity": 0.974,
 
2822
  {
2823
  "left_pr_number": 41356,
2824
  "right_pr_number": 45843,
2825
+ "similarity": 0.431,
2826
+ "content_similarity": 0.356,
2827
+ "size_similarity": 0.817,
2828
  "breadth_similarity": 0.267,
2829
  "concentration_similarity": 0.641,
2830
  "shared_filenames": [
 
2839
  }
2840
  ]
2841
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2842
  {
2843
  "cluster_id": "pr-scope-44907-3",
2844
  "pr_numbers": [
 
2847
  45827
2848
  ],
2849
  "representative_pr_number": 45783,
2850
+ "average_similarity": 0.423,
2851
  "summary": "3 open PRs share weighted file overlap around `src/transformers/models/glm46v/modeling_glm46v.py`, `src/transformers/models/glm4v/modeling_glm4v.py`, `src/transformers/models/glm_ocr/modeling_glm_ocr.py`; representative PR #45783.",
2852
  "shared_filenames": [
2853
  "src/transformers/models/glm46v/modeling_glm46v.py",
 
2860
  "src/transformers/models/qwen2_vl/modeling_qwen2_vl.py"
2861
  ],
2862
  "shared_directories": [
 
2863
  "src/transformers/models/glm_ocr",
2864
+ "src/transformers/models/glm46v",
2865
  "src/transformers/models/paddleocr_vl",
2866
  "src/transformers/models/qwen2_5_omni",
2867
  "src/transformers/models/qwen3_5_moe",
2868
+ "src/transformers/models/glm4v",
2869
+ "src/transformers/models/qwen3_5",
2870
+ "src/transformers/models/qwen3_vl"
2871
  ],
2872
  "pairwise": [
2873
  {
 
2906
  {
2907
  "left_pr_number": 45783,
2908
  "right_pr_number": 45827,
2909
+ "similarity": 0.43,
2910
+ "content_similarity": 0.466,
2911
+ "size_similarity": 0.177,
2912
+ "breadth_similarity": 0.309,
2913
+ "concentration_similarity": 0.932,
2914
  "shared_filenames": [
2915
  "src/transformers/models/ernie4_5_vl_moe/modeling_ernie4_5_vl_moe.py",
2916
  "src/transformers/models/ernie4_5_vl_moe/modular_ernie4_5_vl_moe.py",
 
2939
  {
2940
  "left_pr_number": 44907,
2941
  "right_pr_number": 45827,
2942
+ "similarity": 0.355,
2943
  "content_similarity": 0.293,
2944
+ "size_similarity": 0.439,
2945
+ "breadth_similarity": 0.375,
2946
+ "concentration_similarity": 0.918,
2947
  "shared_filenames": [
2948
  "src/transformers/models/ernie4_5_vl_moe/modeling_ernie4_5_vl_moe.py",
2949
  "src/transformers/models/glm46v/modeling_glm46v.py",
 
3009
  "left_pr_number": 45548,
3010
  "right_pr_number": 45649,
3011
  "similarity": 0.385,
3012
+ "content_similarity": 0.34,
3013
  "size_similarity": 0.149,
3014
  "breadth_similarity": 0.75,
3015
  "concentration_similarity": 1.0,
 
3025
  "left_pr_number": 45548,
3026
  "right_pr_number": 45655,
3027
  "similarity": 0.347,
3028
+ "content_similarity": 0.276,
3029
  "size_similarity": 0.191,
3030
  "breadth_similarity": 0.75,
3031
  "concentration_similarity": 1.0,
 
3047
  45524
3048
  ],
3049
  "representative_pr_number": 44615,
3050
+ "average_similarity": 0.402,
3051
  "summary": "3 open PRs share weighted file overlap around `src/transformers/utils/import_utils.py`; representative PR #44615.",
3052
  "shared_filenames": [
3053
  "src/transformers/utils/import_utils.py"
 
3061
  {
3062
  "left_pr_number": 44615,
3063
  "right_pr_number": 45524,
3064
+ "similarity": 0.417,
3065
+ "content_similarity": 0.333,
3066
  "size_similarity": 0.229,
3067
  "breadth_similarity": 1.0,
3068
  "concentration_similarity": 1.0,
 
3078
  {
3079
  "left_pr_number": 44385,
3080
  "right_pr_number": 44615,
3081
+ "similarity": 0.406,
3082
+ "content_similarity": 0.334,
3083
  "size_similarity": 0.371,
3084
  "breadth_similarity": 0.667,
3085
  "concentration_similarity": 1.0,
 
3096
  "left_pr_number": 44385,
3097
  "right_pr_number": 45524,
3098
  "similarity": 0.383,
3099
+ "content_similarity": 0.248,
3100
  "size_similarity": 0.615,
3101
  "breadth_similarity": 0.667,
3102
  "concentration_similarity": 1.0,
 
3135
  {
3136
  "left_pr_number": 45822,
3137
  "right_pr_number": 46012,
3138
+ "similarity": 0.557,
3139
+ "content_similarity": 0.534,
3140
  "size_similarity": 0.694,
3141
  "breadth_similarity": 0.417,
3142
  "concentration_similarity": 0.744,
 
3154
  {
3155
  "left_pr_number": 43654,
3156
  "right_pr_number": 46012,
3157
+ "similarity": 0.369,
3158
  "content_similarity": 0.205,
3159
  "size_similarity": 0.56,
3160
  "breadth_similarity": 1.0,
 
3230
  {
3231
  "left_pr_number": 44981,
3232
  "right_pr_number": 45917,
3233
+ "similarity": 0.354,
3234
+ "content_similarity": 0.108,
3235
  "size_similarity": 0.87,
3236
  "breadth_similarity": 1.0,
3237
  "concentration_similarity": 0.959,
 
3247
  "left_pr_number": 44889,
3248
  "right_pr_number": 45917,
3249
  "similarity": 0.33,
3250
+ "content_similarity": 0.079,
3251
  "size_similarity": 0.879,
3252
  "breadth_similarity": 1.0,
3253
  "concentration_similarity": 0.852,
 
3481
  43775
3482
  ],
3483
  "representative_pr_number": 43543,
3484
+ "average_similarity": 0.819,
3485
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/jetmoe/modeling_jetmoe.py`, `src/transformers/models/dbrx/modeling_dbrx.py`, `src/transformers/models/ernie4_5_moe/modeling_ernie4_5_moe.py`; representative PR #43543.",
3486
  "shared_filenames": [
3487
  "src/transformers/models/jetmoe/modeling_jetmoe.py",
 
3507
  {
3508
  "left_pr_number": 43543,
3509
  "right_pr_number": 43775,
3510
+ "similarity": 0.819,
3511
  "content_similarity": 0.914,
3512
  "size_similarity": 0.2,
3513
  "breadth_similarity": 1.0,
 
3565
  "left_pr_number": 45683,
3566
  "right_pr_number": 45734,
3567
  "similarity": 0.817,
3568
+ "content_similarity": 0.864,
3569
  "size_similarity": 0.456,
3570
  "breadth_similarity": 1.0,
3571
  "concentration_similarity": 0.871,
 
3626
  ]
3627
  },
3628
  {
3629
+ "cluster_id": "pr-scope-45514-2",
3630
  "pr_numbers": [
3631
+ 45514,
3632
+ 45813
3633
  ],
3634
+ "representative_pr_number": 45514,
3635
+ "average_similarity": 0.724,
3636
+ "summary": "2 open PRs share weighted file overlap around `tests/models/granitemoehybrid/test_modeling_granitemoehybrid.py`; representative PR #45514.",
3637
  "shared_filenames": [
3638
+ "tests/models/granitemoehybrid/test_modeling_granitemoehybrid.py"
3639
+ ],
3640
+ "shared_directories": [
3641
+ "tests/models/granitemoehybrid",
3642
+ "src/transformers/models",
3643
+ "tests/models",
3644
+ "src/transformers",
3645
+ "tests",
3646
+ "src"
3647
  ],
 
3648
  "pairwise": [
3649
  {
3650
+ "left_pr_number": 45514,
3651
+ "right_pr_number": 45813,
3652
+ "similarity": 0.724,
3653
+ "content_similarity": 0.653,
3654
+ "size_similarity": 0.909,
3655
+ "breadth_similarity": 0.833,
3656
+ "concentration_similarity": 0.936,
3657
  "shared_filenames": [
3658
+ "tests/models/granitemoehybrid/test_modeling_granitemoehybrid.py"
3659
  ],
3660
+ "shared_directories": [
3661
+ "src/transformers/models",
3662
+ "tests/models/granitemoehybrid",
3663
+ "src/transformers",
3664
+ "tests/models",
3665
+ "src",
3666
+ "tests"
3667
+ ]
3668
  }
3669
  ]
3670
  },
 
3865
  "left_pr_number": 42668,
3866
  "right_pr_number": 45627,
3867
  "similarity": 0.662,
3868
+ "content_similarity": 0.807,
3869
  "size_similarity": 0.189,
3870
  "breadth_similarity": 0.216,
3871
  "concentration_similarity": 0.952,
 
3884
  ]
3885
  },
3886
  {
3887
+ "cluster_id": "pr-scope-44794-2",
3888
  "pr_numbers": [
3889
+ 44794,
3890
+ 45977
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3891
  ],
3892
+ "representative_pr_number": 44794,
3893
+ "average_similarity": 0.641,
3894
+ "summary": "2 open PRs share weighted file overlap around `docs/source/en/gguf.md`, `src/transformers/integrations/gguf_dequant.py`, `src/transformers/quantizers/__init__.py`; representative PR #44794.",
3895
  "shared_filenames": [
3896
+ "docs/source/en/gguf.md",
3897
+ "src/transformers/integrations/gguf_dequant.py",
3898
+ "src/transformers/quantizers/__init__.py",
3899
+ "src/transformers/quantizers/quantizer_gguf.py",
3900
+ "src/transformers/gguf_conversion_ops.py",
3901
+ "src/transformers/modeling_gguf_pytorch_utils.py",
3902
+ "src/transformers/modeling_utils.py"
3903
  ],
3904
  "shared_directories": [
3905
+ "tests/quantization/ggml",
3906
+ "src/transformers/quantizers",
3907
+ "src/transformers/integrations",
3908
+ "docs/source/en",
3909
+ "tests/quantization",
3910
+ "docs/source",
3911
  "src/transformers",
3912
+ "docs"
 
3913
  ],
3914
  "pairwise": [
3915
  {
3916
+ "left_pr_number": 44794,
3917
+ "right_pr_number": 45977,
3918
+ "similarity": 0.641,
3919
+ "content_similarity": 0.624,
3920
+ "size_similarity": 0.556,
3921
+ "breadth_similarity": 0.781,
3922
+ "concentration_similarity": 0.848,
3923
+ "shared_filenames": [
3924
+ "docs/source/en/gguf.md",
3925
+ "src/transformers/gguf_conversion_ops.py",
3926
+ "src/transformers/integrations/gguf_dequant.py",
3927
+ "src/transformers/modeling_gguf_pytorch_utils.py",
3928
+ "src/transformers/modeling_utils.py",
3929
+ "src/transformers/quantizers/__init__.py",
3930
+ "src/transformers/quantizers/quantizer_gguf.py"
3931
  ],
3932
  "shared_directories": [
3933
+ "docs/source/en",
3934
+ "src/transformers/integrations",
3935
+ "src/transformers/quantizers",
3936
+ "tests/quantization/ggml",
3937
+ "docs/source",
3938
  "src/transformers",
3939
+ "tests/quantization",
3940
+ "docs",
3941
  "src",
3942
  "tests"
3943
  ]
 
4068
  43649
4069
  ],
4070
  "representative_pr_number": 43532,
4071
+ "average_similarity": 0.513,
4072
  "summary": "2 open PRs share weighted file overlap around `.github/workflows/self-comment-ci.yml`, `utils/notification_service.py`, `.github/workflows/self-scheduled.yml`; representative PR #43532.",
4073
  "shared_filenames": [
4074
  ".github/workflows/self-comment-ci.yml",
 
4088
  {
4089
  "left_pr_number": 43532,
4090
  "right_pr_number": 43649,
4091
+ "similarity": 0.513,
4092
  "content_similarity": 0.46,
4093
  "size_similarity": 0.395,
4094
  "breadth_similarity": 0.875,
 
4110
  }
4111
  ]
4112
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
4113
  {
4114
  "cluster_id": "pr-scope-44114-2",
4115
  "pr_numbers": [
 
4117
  45720
4118
  ],
4119
  "representative_pr_number": 44114,
4120
+ "average_similarity": 0.507,
4121
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/data2vec/modeling_data2vec_audio.py`, `src/transformers/models/hubert/modeling_hubert.py`, `src/transformers/models/sew_d/modeling_sew_d.py`; representative PR #44114.",
4122
  "shared_filenames": [
4123
  "src/transformers/models/data2vec/modeling_data2vec_audio.py",
 
4143
  {
4144
  "left_pr_number": 44114,
4145
  "right_pr_number": 45720,
4146
+ "similarity": 0.507,
4147
+ "content_similarity": 0.431,
4148
  "size_similarity": 0.549,
4149
  "breadth_similarity": 0.727,
4150
  "concentration_similarity": 0.999,
 
4175
  }
4176
  ]
4177
  },
4178
+ {
4179
+ "cluster_id": "pr-scope-45293-2",
4180
+ "pr_numbers": [
4181
+ 45293,
4182
+ 45317
4183
+ ],
4184
+ "representative_pr_number": 45293,
4185
+ "average_similarity": 0.501,
4186
+ "summary": "2 open PRs share weighted file overlap around `tests/models/auto/test_tokenization_auto.py`; representative PR #45293.",
4187
+ "shared_filenames": [
4188
+ "tests/models/auto/test_tokenization_auto.py"
4189
+ ],
4190
+ "shared_directories": [
4191
+ "tests/models/auto",
4192
+ "tests/models",
4193
+ "src/transformers",
4194
+ "tests",
4195
+ "src"
4196
+ ],
4197
+ "pairwise": [
4198
+ {
4199
+ "left_pr_number": 45293,
4200
+ "right_pr_number": 45317,
4201
+ "similarity": 0.501,
4202
+ "content_similarity": 0.344,
4203
+ "size_similarity": 0.741,
4204
+ "breadth_similarity": 1.0,
4205
+ "concentration_similarity": 0.972,
4206
+ "shared_filenames": [
4207
+ "tests/models/auto/test_tokenization_auto.py"
4208
+ ],
4209
+ "shared_directories": [
4210
+ "tests/models/auto",
4211
+ "src/transformers",
4212
+ "tests/models",
4213
+ "src",
4214
+ "tests"
4215
+ ]
4216
+ }
4217
+ ]
4218
+ },
4219
  {
4220
  "cluster_id": "pr-scope-45056-2",
4221
  "pr_numbers": [
 
4238
  "left_pr_number": 45056,
4239
  "right_pr_number": 45128,
4240
  "similarity": 0.498,
4241
+ "content_similarity": 0.391,
4242
  "size_similarity": 0.669,
4243
  "breadth_similarity": 0.875,
4244
  "concentration_similarity": 0.724,
 
4446
  45883
4447
  ],
4448
  "representative_pr_number": 45202,
4449
+ "average_similarity": 0.435,
4450
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/gemma4/modular_gemma4.py`, `src/transformers/models/gemma4/modeling_gemma4.py`; representative PR #45202.",
4451
  "shared_filenames": [
4452
  "src/transformers/models/gemma4/modular_gemma4.py",
 
4462
  {
4463
  "left_pr_number": 45202,
4464
  "right_pr_number": 45883,
4465
+ "similarity": 0.435,
4466
+ "content_similarity": 0.401,
4467
  "size_similarity": 0.027,
4468
  "breadth_similarity": 1.0,
4469
  "concentration_similarity": 1.0,
 
4481
  ]
4482
  },
4483
  {
4484
+ "cluster_id": "pr-scope-42112-2",
4485
  "pr_numbers": [
4486
+ 42112,
4487
+ 45413
4488
  ],
4489
+ "representative_pr_number": 42112,
4490
+ "average_similarity": 0.422,
4491
+ "summary": "2 open PRs share weighted file overlap around `src/transformers/generation/logits_process.py`, `tests/generation/test_logits_process.py`; representative PR #42112.",
4492
  "shared_filenames": [
4493
+ "src/transformers/generation/logits_process.py",
4494
+ "tests/generation/test_logits_process.py"
 
 
4495
  ],
4496
  "shared_directories": [
4497
+ "src/transformers/generation",
4498
+ "tests/generation",
 
 
 
4499
  "src/transformers",
4500
+ "tests",
4501
  "src"
4502
  ],
4503
  "pairwise": [
4504
  {
4505
+ "left_pr_number": 42112,
4506
+ "right_pr_number": 45413,
4507
+ "similarity": 0.422,
4508
+ "content_similarity": 0.464,
4509
+ "size_similarity": 0.017,
4510
+ "breadth_similarity": 0.458,
4511
+ "concentration_similarity": 0.981,
4512
  "shared_filenames": [
4513
+ "src/transformers/generation/logits_process.py",
4514
+ "tests/generation/test_logits_process.py"
 
 
4515
  ],
4516
  "shared_directories": [
4517
+ "src/transformers/generation",
 
 
 
 
4518
  "src/transformers",
4519
+ "tests/generation",
4520
+ "src",
4521
+ "tests"
4522
  ]
4523
  }
4524
  ]
 
4567
  ]
4568
  },
4569
  {
4570
+ "cluster_id": "pr-scope-44375-2",
4571
  "pr_numbers": [
4572
+ 44375,
4573
+ 45829
4574
  ],
4575
+ "representative_pr_number": 44375,
4576
+ "average_similarity": 0.418,
4577
+ "summary": "2 open PRs share weighted file overlap around `docs/source/en/model_doc/rf_detr.md`, `src/transformers/models/rf_detr/configuration_rf_detr.py`, `src/transformers/models/rf_detr/modular_rf_detr.py`; representative PR #44375.",
4578
  "shared_filenames": [
4579
+ "docs/source/en/model_doc/rf_detr.md",
4580
+ "src/transformers/models/rf_detr/configuration_rf_detr.py",
4581
+ "src/transformers/models/rf_detr/modular_rf_detr.py",
4582
+ "src/transformers/models/rf_detr/modeling_rf_detr.py"
4583
  ],
4584
  "shared_directories": [
4585
+ "src/transformers/models/rf_detr",
4586
+ "docs/source/en/model_doc",
4587
+ "docs/source/en",
4588
+ "src/transformers/models",
4589
+ "docs/source",
4590
  "src/transformers",
4591
+ "docs",
4592
  "src"
4593
  ],
4594
  "pairwise": [
4595
  {
4596
+ "left_pr_number": 44375,
4597
+ "right_pr_number": 45829,
4598
+ "similarity": 0.418,
4599
+ "content_similarity": 0.506,
4600
+ "size_similarity": 0.004,
4601
+ "breadth_similarity": 0.206,
4602
+ "concentration_similarity": 0.855,
4603
  "shared_filenames": [
4604
+ "docs/source/en/model_doc/rf_detr.md",
4605
+ "src/transformers/models/rf_detr/configuration_rf_detr.py",
4606
+ "src/transformers/models/rf_detr/modeling_rf_detr.py",
4607
+ "src/transformers/models/rf_detr/modular_rf_detr.py"
4608
  ],
4609
  "shared_directories": [
4610
+ "docs/source/en/model_doc",
4611
+ "src/transformers/models/rf_detr",
4612
+ "docs/source/en",
4613
+ "src/transformers/models",
4614
+ "docs/source",
4615
  "src/transformers",
4616
+ "docs",
4617
+ "src"
 
4618
  ]
4619
  }
4620
  ]
 
4640
  "left_pr_number": 44606,
4641
  "right_pr_number": 45086,
4642
  "similarity": 0.409,
4643
+ "content_similarity": 0.322,
4644
  "size_similarity": 0.222,
4645
  "breadth_similarity": 1.0,
4646
  "concentration_similarity": 1.0,
 
4661
  45618
4662
  ],
4663
  "representative_pr_number": 42655,
4664
+ "average_similarity": 0.372,
4665
  "summary": "2 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #42655.",
4666
  "shared_filenames": [
4667
  "src/transformers/generation/utils.py"
 
4677
  {
4678
  "left_pr_number": 42655,
4679
  "right_pr_number": 45618,
4680
+ "similarity": 0.372,
4681
+ "content_similarity": 0.205,
4682
  "size_similarity": 0.974,
4683
  "breadth_similarity": 0.389,
4684
  "concentration_similarity": 0.878,
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