evalstate HF Staff commited on
Commit
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1 Parent(s): 8e01825

Refresh transformers dataset snapshot 20260608T120020Z

Browse files
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  Notes:
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new-contributors-report.md CHANGED
@@ -1,9 +1,9 @@
1
  # New Contributor Report: huggingface/transformers
2
 
3
- - Snapshot: `20260608T060044Z`
4
- - Generated: `2026-06-08T06:02:00Z`
5
  - Activity window: `60d`
6
- - Contributors: `350`
7
 
8
  ## Summary
9
 
@@ -11,7 +11,7 @@
11
  | --- | --- | --- | --- | ---: | --- | ---: | ---: | --- | --- | --- | --- |
12
  | `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 102 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
13
  | `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-03-31T13:54:54Z` | 99 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
14
- | `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 94 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
15
  | `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 92 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
16
  | `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-09-26T09:23:39Z` | 85 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
17
  | `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 65 | 3 | mixed | moderate | low | high recent PR volume; targets high-star repos |
@@ -20,9 +20,9 @@
20
  | `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 47 | 2 | mixed | low | low | targets high-star repos |
21
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22
  | `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2996d | `2025-10-14T03:02:06Z` | 39 | 1 | strong | moderate | low | targets high-star repos |
 
23
  | `harshaljanjani` | [profile](https://github.com/harshaljanjani) | no | CONTRIBUTOR | 1961d | `2025-09-17T20:29:13Z` | 34 | 20 | strong | low | low | targets high-star repos |
24
  | `itazap` | [profile](https://github.com/itazap) | no | MEMBER | 3139d | `2024-10-21T07:08:47Z` | 34 | 0 | mixed | low | low | no visible non-self stars; targets high-star repos |
25
- | `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1813d | `2026-01-13T09:15:18Z` | 34 | 0 | strong | low | low | targets high-star repos |
26
  | `yonigozlan` | [profile](https://github.com/yonigozlan) | no | MEMBER | 1978d | `2025-04-02T00:38:09Z` | 32 | 0 | strong | low | low | targets high-star repos |
27
  | `jiqing-feng` | [profile](https://github.com/jiqing-feng) | no | CONTRIBUTOR | 1396d | `2024-03-21T04:37:45Z` | 25 | 4 | strong | moderate | low | high recent PR volume |
28
  | `eustlb` | [profile](https://github.com/eustlb) | no | MEMBER | 1607d | `2025-01-20T12:27:19Z` | 25 | 0 | strong | low | low | targets high-star repos |
@@ -81,7 +81,6 @@
81
  | `sergiopaniego` | [profile](https://github.com/sergiopaniego) | no | MEMBER | 3718d | `2026-03-19T10:22:40Z` | 4 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
82
  | `douglas-reid` | [profile](https://github.com/douglas-reid) | no | CONTRIBUTOR | 3573d | `2026-04-02T19:05:35Z` | 3 | 0 | strong | low | low | targets high-star repos |
83
  | `joaquinhuigomez` | [profile](https://github.com/joaquinhuigomez) | no | CONTRIBUTOR | 1082d | `2026-03-28T12:13:57Z` | 3 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
84
- | `kmswin1` | [profile](https://github.com/kmswin1) | no | FIRST_TIME_CONTRIBUTOR | 3380d | `2026-03-09T09:03:10Z` | 3 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
85
  | `vkuzo` | [profile](https://github.com/vkuzo) | no | CONTRIBUTOR | 5127d | `2026-01-28T15:04:44Z` | 3 | 0 | strong | moderate | low | high recent PR volume |
86
  | `nurpax` | [profile](https://github.com/nurpax) | no | CONTRIBUTOR | 5805d | `2026-04-24T14:04:02Z` | 2 | 3 | weak | low | low | high open PR share; targets high-star repos |
87
  | `qflen` | [profile](https://github.com/qflen) | no | CONTRIBUTOR | 479d | `2026-04-25T02:09:42Z` | 2 | 2 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
@@ -142,12 +141,12 @@
142
  | `javierdejesusda` | [profile](https://github.com/javierdejesusda) | no | CONTRIBUTOR | 508d | `2026-03-22T17:27:20Z` | 4 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
143
  | `bhargav-patel-29` | [profile](https://github.com/bhargav-patel-29) | no | FIRST_TIME_CONTRIBUTOR | 267d | `2026-02-05T02:43:45Z` | 3 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
144
  | `khushali9` | [profile](https://github.com/khushali9) | no | CONTRIBUTOR | 4226d | `2025-11-26T16:41:09Z` | 3 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 
145
  | `oliverholworthy` | [profile](https://github.com/oliverholworthy) | no | CONTRIBUTOR | 5290d | `2026-01-26T21:42:45Z` | 2 | 2 | weak | moderate | low | high open PR share |
146
  | `bzantium` | [profile](https://github.com/bzantium) | no | CONTRIBUTOR | 3641d | `2025-09-24T07:07:47Z` | 2 | 1 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share |
147
  | `ionut-anghelina` | [profile](https://github.com/ionut-anghelina) | no | FIRST_TIME_CONTRIBUTOR | 556d | `2026-03-30T08:23:07Z` | 2 | 1 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
148
  | `Wauplin` | [profile](https://github.com/Wauplin) | no | MEMBER | 4075d | `2025-12-02T12:54:40Z` | 2 | 1 | strong | moderate | low | high recent PR volume |
149
  | `burtenshaw` | [profile](https://github.com/burtenshaw) | no | MEMBER | 3611d | `2026-03-03T11:35:13Z` | 2 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
150
- | `eladsegal` | [profile](https://github.com/eladsegal) | no | CONTRIBUTOR | 3919d | `2026-04-09T05:56:31Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
151
  | `ezylopx5` | [profile](https://github.com/ezylopx5) | no | FIRST_TIME_CONTRIBUTOR | 606d | `2026-04-01T19:25:12Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
152
  | `jackcook` | [profile](https://github.com/jackcook) | no | CONTRIBUTOR | 4658d | `2026-02-13T05:15:44Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
153
  | `leaderofARS` | [profile](https://github.com/leaderofARS) | no | CONTRIBUTOR | 660d | `2026-03-01T07:34:43Z` | 2 | 0 | strong | moderate | low | — |
@@ -217,7 +216,7 @@
217
  | `Apeksha23-hub` | [profile](https://github.com/Apeksha23-hub) | no | FIRST_TIME_CONTRIBUTOR | 79d | `2026-05-16T13:17:12Z` | 1 | 0 | mixed | low | low | very new account; no visible non-self stars; targets high-star repos |
218
  | `ArkaD171717` | [profile](https://github.com/ArkaD171717) | no | FIRST_TIME_CONTRIBUTOR | 1206d | `2026-05-02T09:31:22Z` | 1 | 0 | weak | moderate | low | high open PR share; no visible non-self stars; targets high-star repos |
219
  | `arnav-144p` | [profile](https://github.com/arnav-144p) | no | NONE | 634d | `2026-06-02T18:52:53Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
220
- | `arnavnaik22` | [profile](https://github.com/arnavnaik22) | no | FIRST_TIME_CONTRIBUTOR | 597d | `2026-06-05T19:41:55Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
221
  | `aryanp2107` | [profile](https://github.com/aryanp2107) | no | NONE | 1390d | `2026-04-25T21:44:39Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
222
  | `Ashutosh-177` | [profile](https://github.com/Ashutosh-177) | no | NONE | 978d | `2026-05-19T06:28:43Z` | 1 | 0 | mixed | moderate | low | high open PR share |
223
  | `avasis-ai` | [profile](https://github.com/avasis-ai) | no | CONTRIBUTOR | 30d | `2026-04-18T21:48:22Z` | 1 | 0 | weak | very high | high | very new account; high recent PR volume; very broad repo spread; high open PR share |
@@ -254,6 +253,7 @@
254
  | `gaurav0107` | [profile](https://github.com/gaurav0107) | no | CONTRIBUTOR | 3970d | `2026-04-23T19:12:43Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
255
  | `glegendre01` | [profile](https://github.com/glegendre01) | no | MEMBER | 1282d | `2026-04-21T12:37:31Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
256
  | `GopalGB` | [profile](https://github.com/GopalGB) | no | NONE | 2136d | `2026-04-30T04:04:10Z` | 1 | 0 | weak | very high | high | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 
257
  | `GuaiZai233` | [profile](https://github.com/GuaiZai233) | no | CONTRIBUTOR | 821d | `2026-04-28T15:36:03Z` | 1 | 0 | strong | low | low | — |
258
  | `guinik` | [profile](https://github.com/guinik) | no | FIRST_TIME_CONTRIBUTOR | 1302d | `2026-05-23T07:48:33Z` | 1 | 0 | strong | low | low | — |
259
  | `HamzaDogann` | [profile](https://github.com/HamzaDogann) | no | NONE | 1672d | `2026-05-21T15:32:59Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -299,6 +299,7 @@
299
  | `msdsm` | [profile](https://github.com/msdsm) | no | FIRST_TIME_CONTRIBUTOR | 2197d | `2026-06-06T10:53:47Z` | 1 | 0 | weak | moderate | 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
  | `n0gu-furiosa` | [profile](https://github.com/n0gu-furiosa) | no | CONTRIBUTOR | 863d | `2026-06-04T05:04:15Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
302
  | `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 |
303
  | `onuralpszr` | [profile](https://github.com/onuralpszr) | no | FIRST_TIME_CONTRIBUTOR | 5146d | `2026-05-31T20:25:01Z` | 1 | 0 | strong | high | low | extremely high recent PR volume; broad repo spread |
304
  | `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 |
@@ -334,6 +335,7 @@
334
  | `silencelamb` | [profile](https://github.com/silencelamb) | no | CONTRIBUTOR | 4218d | `2026-05-05T09:41:39Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
335
  | `simon-testaccount` | [profile](https://github.com/simon-testaccount) | no | NONE | 545d | `2026-05-05T09:01:04Z` | 1 | 0 | weak | moderate | low | high open PR share; no visible non-self stars |
336
  | `skshmjn` | [profile](https://github.com/skshmjn) | no | CONTRIBUTOR | 2609d | `2026-05-31T07:49:22Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
 
337
  | `snehasuman019` | [profile](https://github.com/snehasuman019) | no | NONE | 474d | `2026-05-29T16:36:41Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
338
  | `someaka` | [profile](https://github.com/someaka) | no | NONE | 1845d | `2026-06-07T17:49:40Z` | 1 | 0 | weak | moderate | medium | high recent PR volume; many recent closed-unmerged PRs; targets high-star repos |
339
  | `songyuc` | [profile](https://github.com/songyuc) | no | NONE | 3292d | `2026-04-12T12:53:49Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
@@ -354,7 +356,7 @@
354
  | `yileld` | [profile](https://github.com/yileld) | no | FIRST_TIME_CONTRIBUTOR | 3958d | `2026-04-30T02:17:34Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
355
  | `Yooniel` | [profile](https://github.com/Yooniel) | no | CONTRIBUTOR | 2080d | `2026-05-21T15:59:30Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
356
  | `YousefZahran1` | [profile](https://github.com/YousefZahran1) | no | NONE | 870d | `2026-05-07T16:00:57Z` | 1 | 0 | weak | moderate | low | high open PR share |
357
- | `yuekaizhang` | [profile](https://github.com/yuekaizhang) | yes | CONTRIBUTOR | 3305d | `2026-06-08T05:30:02Z` | 1 | 0 | mixed | moderate | low | high open PR share |
358
  | `yuvrajsharma9981` | [profile](https://github.com/yuvrajsharma9981) | no | FIRST_TIME_CONTRIBUTOR | 3814d | `2026-05-21T22:27:49Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
359
  | `ZappD0S` | [profile](https://github.com/ZappD0S) | no | FIRST_TIMER | 4066d | `2026-05-19T19:36:52Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
360
  | `zeoses` | [profile](https://github.com/zeoses) | no | CONTRIBUTOR | 3843d | `2026-04-27T20:58:17Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -391,12 +393,12 @@ Example artifacts:
391
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aydshieh)
392
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aydshieh)
393
  - repo first seen: `2025-03-31T13:54:54Z`
394
- - repo last seen: `2026-06-05T14:56:40Z`
395
  - first seen in snapshot: **no**
396
  - repo association: **MEMBER**
397
  - repo primary artifacts: **99**
398
  - snapshot authored PRs/issues: **99 PRs / 0 issues**
399
- - snapshot discussion activity: **130 comments / 220 reviews / 154 review comments**
400
  - account age: **4938 days**
401
  - recent public PR activity: **52 PRs** (40 merged / 4 closed-unmerged / 8 open; merged rate **77%**, closed-unmerged rate **8%**, open rate **15%**)
402
  - public orgs: none visible
@@ -414,12 +416,12 @@ Example artifacts:
414
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akaixuanliu)
415
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akaixuanliu)
416
  - repo first seen: `2025-06-20T09:58:55Z`
417
- - repo last seen: `2026-06-08T05:35:32Z`
418
  - first seen in snapshot: **no**
419
  - repo association: **CONTRIBUTOR**
420
- - repo primary artifacts: **98**
421
- - snapshot authored PRs/issues: **94 PRs / 4 issues**
422
- - snapshot discussion activity: **80 comments / 105 reviews / 104 review comments**
423
  - account age: **3934 days**
424
  - recent public PR activity: **35 PRs** (24 merged / 6 closed-unmerged / 5 open; merged rate **69%**, closed-unmerged rate **17%**, open rate **14%**)
425
  - public orgs: none visible
@@ -427,9 +429,9 @@ Example artifacts:
427
  - heuristic read: **high recent PR volume; targets high-star repos**
428
 
429
  Example artifacts:
430
- - [PR #46488: Fix sapiens2 tests: add XPU device expectations](https://github.com/huggingface/transformers/pull/46488) — open
431
- - [PR #46403: fbgemm_fp8:Keep the current device aligned with the input tensor](https://github.com/huggingface/transformers/pull/46403) — closed, merged
432
- - [PR #46368: skip invalid quant_cache test for nemotron_h](https://github.com/huggingface/transformers/pull/46368) — open
433
  - [Issue #44964: Cannot load `microsoft/Phi-4-multimodal-instruct` model with latest transformers.](https://github.com/huggingface/transformers/issues/44964) — closed
434
  - [Issue #44792: Failed test case `test_model_generate_images` for janus model](https://github.com/huggingface/transformers/issues/44792) — closed
435
  - [Issue #43854: Unable to load `zai-org/GLM-4.7-Flash` model correctly in the unit tests](https://github.com/huggingface/transformers/issues/43854) — closed
@@ -466,12 +468,12 @@ Example artifacts:
466
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azucchini-nlp)
467
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azucchini-nlp)
468
  - repo first seen: `2024-09-26T09:23:39Z`
469
- - repo last seen: `2026-06-05T15:39:21Z`
470
  - first seen in snapshot: **no**
471
  - repo association: **MEMBER**
472
  - repo primary artifacts: **85**
473
  - snapshot authored PRs/issues: **85 PRs / 0 issues**
474
- - snapshot discussion activity: **597 comments / 914 reviews / 1970 review comments**
475
  - account age: **1508 days**
476
  - recent public PR activity: **50 PRs** (33 merged / 6 closed-unmerged / 11 open; merged rate **66%**, closed-unmerged rate **12%**, open rate **22%**)
477
  - public orgs: `huggingface`, `deeppavlov`
@@ -489,12 +491,12 @@ Example artifacts:
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: `2026-06-05T13:16:36Z`
493
  - first seen in snapshot: **no**
494
  - repo association: **MEMBER**
495
  - repo primary artifacts: **68**
496
  - snapshot authored PRs/issues: **65 PRs / 3 issues**
497
- - snapshot discussion activity: **194 comments / 669 reviews / 1339 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
@@ -565,12 +567,12 @@ Example artifacts:
565
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avasqu)
566
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avasqu)
567
  - repo first seen: `2025-08-26T12:13:50Z`
568
- - repo last seen: `2026-06-05T15:46:06Z`
569
  - first seen in snapshot: **no**
570
  - repo association: **MEMBER**
571
  - repo primary artifacts: **49**
572
  - snapshot authored PRs/issues: **47 PRs / 2 issues**
573
- - snapshot discussion activity: **622 comments / 1120 reviews / 4529 review comments**
574
  - account age: **1991 days**
575
  - recent public PR activity: **21 PRs** (12 merged / 3 closed-unmerged / 6 open; merged rate **57%**, closed-unmerged rate **14%**, open rate **29%**)
576
  - public orgs: none visible
@@ -590,12 +592,12 @@ Example artifacts:
590
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARocketknight1)
591
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARocketknight1)
592
  - repo first seen: `2023-02-27T14:00:41Z`
593
- - repo last seen: `2026-06-05T11:23:00Z`
594
  - first seen in snapshot: **no**
595
  - repo association: **MEMBER**
596
  - repo primary artifacts: **46**
597
  - snapshot authored PRs/issues: **46 PRs / 0 issues**
598
- - snapshot discussion activity: **733 comments / 250 reviews / 135 review comments**
599
  - account age: **3961 days**
600
  - recent public PR activity: **17 PRs** (16 merged / 1 closed-unmerged / 0 open; merged rate **94%**, closed-unmerged rate **6%**, open rate **0%**)
601
  - public orgs: `huggingface`
@@ -631,6 +633,29 @@ Example artifacts:
631
  - [PR #46252: find pytest launch error in torch 2.13.0.dev20260526](https://github.com/huggingface/transformers/pull/46252) — closed, merged
632
  - [Issue #42890: tests/models/sam_hq/test_modeling_sam_hq.py::SamHQModelIntegrationTest may fail since a lot of cases are lack of set_seed()](https://github.com/huggingface/transformers/issues/42890) — closed
633
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
634
  ### `harshaljanjani`
635
 
636
  - profile: [github.com/harshaljanjani](https://github.com/harshaljanjani)
@@ -663,12 +688,12 @@ Example artifacts:
663
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aitazap)
664
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aitazap)
665
  - repo first seen: `2024-10-21T07:08:47Z`
666
- - repo last seen: `2026-06-04T10:37:39Z`
667
  - first seen in snapshot: **no**
668
  - repo association: **MEMBER**
669
  - repo primary artifacts: **34**
670
  - snapshot authored PRs/issues: **34 PRs / 0 issues**
671
- - snapshot discussion activity: **56 comments / 55 reviews / 36 review comments**
672
  - account age: **3139 days**
673
  - recent public PR activity: **20 PRs** (10 merged / 5 closed-unmerged / 5 open; merged rate **50%**, closed-unmerged rate **25%**, open rate **25%**)
674
  - public orgs: none visible
@@ -680,29 +705,6 @@ Example artifacts:
680
  - [PR #46409: WIP: Add mimimax m2 7](https://github.com/huggingface/transformers/pull/46409) — closed
681
  - [PR #46341: Fix tokenizer keep_accents defaults and update integration tests](https://github.com/huggingface/transformers/pull/46341) — open
682
 
683
- ### `remi-or`
684
-
685
- - profile: [github.com/remi-or](https://github.com/remi-or)
686
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aremi-or)
687
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aremi-or)
688
- - repo first seen: `2026-01-13T09:15:18Z`
689
- - repo last seen: `2026-06-06T03:04:01Z`
690
- - first seen in snapshot: **no**
691
- - repo association: **MEMBER**
692
- - repo primary artifacts: **34**
693
- - snapshot authored PRs/issues: **34 PRs / 0 issues**
694
- - snapshot discussion activity: **53 comments / 155 reviews / 164 review comments**
695
- - account age: **1813 days**
696
- - recent public PR activity: **13 PRs** (12 merged / 0 closed-unmerged / 1 open; merged rate **92%**, closed-unmerged rate **0%**, open rate **8%**)
697
- - public orgs: none visible
698
- - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
699
- - heuristic read: **targets high-star repos**
700
-
701
- Example artifacts:
702
- - [PR #46434: [CB] Add a "max_requests_per_batch" parameter](https://github.com/huggingface/transformers/pull/46434) — open
703
- - [PR #46376: [CB] [Major] Add multimodal support to continous batching](https://github.com/huggingface/transformers/pull/46376) — open, draft
704
- - [PR #46251: [CB] Fix crashes when fork is not possible](https://github.com/huggingface/transformers/pull/46251) — closed, merged
705
-
706
  ### `yonigozlan`
707
 
708
  - profile: [github.com/yonigozlan](https://github.com/yonigozlan)
@@ -758,12 +760,12 @@ Example artifacts:
758
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aeustlb)
759
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aeustlb)
760
  - repo first seen: `2025-01-20T12:27:19Z`
761
- - repo last seen: `2026-06-06T11:02:10Z`
762
  - first seen in snapshot: **no**
763
  - repo association: **MEMBER**
764
  - repo primary artifacts: **25**
765
  - snapshot authored PRs/issues: **25 PRs / 0 issues**
766
- - snapshot discussion activity: **42 comments / 163 reviews / 318 review comments**
767
  - account age: **1607 days**
768
  - recent public PR activity: **11 PRs** (8 merged / 0 closed-unmerged / 3 open; merged rate **73%**, closed-unmerged rate **0%**, open rate **27%**)
769
  - public orgs: none visible
@@ -807,12 +809,12 @@ Example artifacts:
807
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIlyasMoutawwakil)
808
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIlyasMoutawwakil)
809
  - repo first seen: `2025-07-04T08:41:29Z`
810
- - repo last seen: `2026-06-06T10:04:37Z`
811
  - first seen in snapshot: **no**
812
  - repo association: **MEMBER**
813
  - repo primary artifacts: **25**
814
  - snapshot authored PRs/issues: **21 PRs / 4 issues**
815
- - snapshot discussion activity: **64 comments / 290 reviews / 257 review comments**
816
  - account age: **2354 days**
817
  - recent public PR activity: **22 PRs** (16 merged / 2 closed-unmerged / 4 open; merged rate **73%**, closed-unmerged rate **9%**, open rate **18%**)
818
  - public orgs: `huggingface`, `Chouafa`
@@ -857,12 +859,12 @@ Example artifacts:
857
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AYangKai0616)
858
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AYangKai0616)
859
  - repo first seen: `2025-12-24T11:54:53Z`
860
- - repo last seen: `2026-06-05T07:31:19Z`
861
  - first seen in snapshot: **no**
862
  - repo association: **CONTRIBUTOR**
863
  - repo primary artifacts: **20**
864
  - snapshot authored PRs/issues: **20 PRs / 0 issues**
865
- - snapshot discussion activity: **20 comments / 59 reviews / 59 review comments**
866
  - account age: **1497 days**
867
  - recent public PR activity: **17 PRs** (8 merged / 3 closed-unmerged / 6 open; merged rate **47%**, closed-unmerged rate **18%**, open rate **35%**)
868
  - public orgs: none visible
@@ -870,7 +872,7 @@ Example artifacts:
870
  - heuristic read: **—**
871
 
872
  Example artifacts:
873
- - [PR #46401: [blip_2] Support attn_implementation=sdpa dispatch](https://github.com/huggingface/transformers/pull/46401) — open
874
  - [PR #46320: [RecurrentGemma] Support attn_implementation dispatch](https://github.com/huggingface/transformers/pull/46320) — open
875
  - [PR #46317: [Zamba] Support attn_implementation dispatch](https://github.com/huggingface/transformers/pull/46317) — closed, merged
876
 
@@ -966,7 +968,7 @@ Example artifacts:
966
  - heuristic read: **high recent PR volume; targets high-star repos**
967
 
968
  Example artifacts:
969
- - [PR #46383: Add vLLM smoke test to CI](https://github.com/huggingface/transformers/pull/46383) — open
970
  - [PR #46087: Remove accidentally added `tmp.py`](https://github.com/huggingface/transformers/pull/46087) — closed, merged
971
  - [PR #45739: DeepSeek OCR specifies an incorrect tokenizer class on the Hub](https://github.com/huggingface/transformers/pull/45739) — closed, merged
972
  - [Issue #43522: Weights are not tied when model is loaded onto the `meta` device](https://github.com/huggingface/transformers/issues/43522) — closed
@@ -1037,7 +1039,7 @@ Example artifacts:
1037
  - heuristic read: **high open PR share**
1038
 
1039
  Example artifacts:
1040
- - [PR #46486: Bound image-processor resize/crop output to prevent unbounded allocation](https://github.com/huggingface/transformers/pull/46486) — open
1041
  - [PR #46485: Bound causal-attention mask to prevent unbounded allocation](https://github.com/huggingface/transformers/pull/46485) — open
1042
  - [PR #46484: Bound sinusoidal positional embedding table to prevent unbounded allocation](https://github.com/huggingface/transformers/pull/46484) — open
1043
  - [Issue #45998: Security Vulnerability](https://github.com/huggingface/transformers/issues/45998) — closed
@@ -1178,8 +1180,8 @@ Example artifacts:
1178
  - heuristic read: **young account; extremely high recent PR volume; very broad repo spread**
1179
 
1180
  Example artifacts:
1181
- - [PR #46466: Fix generate masks for unknown layer types](https://github.com/huggingface/transformers/pull/46466) — open
1182
- - [PR #46450: docs: clarify distributed launch for semantic segmentation](https://github.com/huggingface/transformers/pull/46450) — open
1183
  - [PR #46363: fix: warn before applying HPU torch patches](https://github.com/huggingface/transformers/pull/46363) — closed
1184
 
1185
  ### `zhang-prog`
@@ -1188,12 +1190,12 @@ Example artifacts:
1188
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azhang-prog)
1189
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azhang-prog)
1190
  - repo first seen: `2025-12-23T11:18:14Z`
1191
- - repo last seen: `2026-05-19T12:24:32Z`
1192
  - first seen in snapshot: **no**
1193
  - repo association: **CONTRIBUTOR**
1194
  - repo primary artifacts: **8**
1195
  - snapshot authored PRs/issues: **8 PRs / 0 issues**
1196
- - snapshot discussion activity: **38 comments / 363 reviews / 364 review comments**
1197
  - account age: **2074 days**
1198
  - recent public PR activity: **19 PRs** (16 merged / 2 closed-unmerged / 1 open; merged rate **84%**, closed-unmerged rate **11%**, open rate **5%**)
1199
  - public orgs: none visible
@@ -1258,12 +1260,12 @@ Example artifacts:
1258
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ABenjaminBossan)
1259
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ABenjaminBossan)
1260
  - repo first seen: `2024-10-17T11:56:32Z`
1261
- - repo last seen: `2026-06-05T10:55:11Z`
1262
  - first seen in snapshot: **no**
1263
  - repo association: **MEMBER**
1264
  - repo primary artifacts: **6**
1265
  - snapshot authored PRs/issues: **6 PRs / 0 issues**
1266
- - snapshot discussion activity: **29 comments / 12 reviews / 15 review comments**
1267
  - account age: **4501 days**
1268
  - recent public PR activity: **49 PRs** (45 merged / 1 closed-unmerged / 3 open; merged rate **92%**, closed-unmerged rate **2%**, open rate **6%**)
1269
  - public orgs: `huggingface`
@@ -1399,12 +1401,12 @@ Example artifacts:
1399
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aguarin)
1400
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aguarin)
1401
  - repo first seen: `2026-05-12T18:20:58Z`
1402
- - repo last seen: `2026-06-05T11:24:01Z`
1403
  - first seen in snapshot: **no**
1404
  - repo association: **MEMBER**
1405
  - repo primary artifacts: **5**
1406
  - snapshot authored PRs/issues: **5 PRs / 0 issues**
1407
- - snapshot discussion activity: **20 comments / 87 reviews / 100 review comments**
1408
  - account age: **2794 days**
1409
  - recent public PR activity: **21 PRs** (19 merged / 0 closed-unmerged / 2 open; merged rate **90%**, closed-unmerged rate **0%**, open rate **10%**)
1410
  - public orgs: `huggingface`
@@ -1598,7 +1600,7 @@ Example artifacts:
1598
  - heuristic read: **high recent PR volume**
1599
 
1600
  Example artifacts:
1601
- - [PR #46437: [Modular Converter] Strip @use_kernelized_func(fn) when fn lacks @use_kernel_func_from_hub](https://github.com/huggingface/transformers/pull/46437) — open
1602
  - [PR #46435: [Tests] Add regression tests for use_kernels=True crash on Qwen3Next and Qwen3.5](https://github.com/huggingface/transformers/pull/46435) — closed
1603
  - [PR #46391: docs: wrap sam3-litetext inference example in torch.inference_mode()](https://github.com/huggingface/transformers/pull/46391) — open
1604
 
@@ -1886,12 +1888,12 @@ Example artifacts:
1886
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amolbap)
1887
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amolbap)
1888
  - repo first seen: `2024-06-13T14:13:17Z`
1889
- - repo last seen: `2026-06-05T14:56:43Z`
1890
  - first seen in snapshot: **no**
1891
  - repo association: **MEMBER**
1892
  - repo primary artifacts: **8**
1893
  - snapshot authored PRs/issues: **7 PRs / 1 issues**
1894
- - snapshot discussion activity: **37 comments / 191 reviews / 551 review comments**
1895
  - account age: **2914 days**
1896
  - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
1897
  - public orgs: none visible
@@ -1910,12 +1912,12 @@ Example artifacts:
1910
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASangbumChoi)
1911
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASangbumChoi)
1912
  - repo first seen: `2024-06-07T00:26:26Z`
1913
- - repo last seen: `2026-06-06T13:52:18Z`
1914
  - first seen in snapshot: **no**
1915
  - repo association: **CONTRIBUTOR**
1916
  - repo primary artifacts: **6**
1917
  - snapshot authored PRs/issues: **6 PRs / 0 issues**
1918
- - snapshot discussion activity: **5 comments / 88 reviews / 107 review comments**
1919
  - account age: **3079 days**
1920
  - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
1921
  - public orgs: none visible
@@ -2069,29 +2071,6 @@ Example artifacts:
2069
  - [PR #45582: generate: drop stale num_return_sequences warning on continuous batching path](https://github.com/huggingface/transformers/pull/45582) — closed, merged
2070
  - [PR #45080: Fix PreTrainedConfig as Pydantic field type after dataclass conversion](https://github.com/huggingface/transformers/pull/45080) — closed
2071
 
2072
- ### `kmswin1`
2073
-
2074
- - profile: [github.com/kmswin1](https://github.com/kmswin1)
2075
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akmswin1)
2076
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akmswin1)
2077
- - repo first seen: `2026-03-09T09:03:10Z`
2078
- - repo last seen: `2026-04-14T07:23:05Z`
2079
- - first seen in snapshot: **no**
2080
- - repo association: **FIRST_TIME_CONTRIBUTOR**
2081
- - repo primary artifacts: **3**
2082
- - snapshot authored PRs/issues: **3 PRs / 0 issues**
2083
- - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
2084
- - account age: **3380 days**
2085
- - recent public PR activity: **4 PRs** (1 merged / 2 closed-unmerged / 1 open; merged rate **25%**, closed-unmerged rate **50%**, open rate **25%**)
2086
- - public orgs: none visible
2087
- - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
2088
- - heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
2089
-
2090
- Example artifacts:
2091
- - [PR #45426: Feature/add axk1](https://github.com/huggingface/transformers/pull/45426) — closed
2092
- - [PR #45334: Feature/add axk1](https://github.com/huggingface/transformers/pull/45334) — closed
2093
- - [PR #44539: Add A.X K1](https://github.com/huggingface/transformers/pull/44539) — closed
2094
-
2095
  ### `vkuzo`
2096
 
2097
  - profile: [github.com/vkuzo](https://github.com/vkuzo)
@@ -2275,7 +2254,7 @@ Example artifacts:
2275
 
2276
  Example artifacts:
2277
  - [PR #46464: fix: use _added_tokens_encoder cache instead of property in convert_tokens_to_string and get_vocab](https://github.com/huggingface/transformers/pull/46464) — open
2278
- - [PR #46460: fix: propagate dtype to text sub-config for composite models in Auto classes](https://github.com/huggingface/transformers/pull/46460) — open
2279
 
2280
  ### `Aftabbs`
2281
 
@@ -2406,7 +2385,7 @@ Example artifacts:
2406
  - heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
2407
 
2408
  Example artifacts:
2409
- - [PR #46454: Add bhavana to Open Github Wall🍉](https://github.com/huggingface/transformers/pull/46454) — open
2410
  - [PR #46452: add bhavana to open github wall 🍉](https://github.com/huggingface/transformers/pull/46452) — closed
2411
 
2412
  ### `blipbyte`
@@ -2516,7 +2495,7 @@ Example artifacts:
2516
  - heuristic read: **high open PR share; targets high-star repos**
2517
 
2518
  Example artifacts:
2519
- - [PR #46372: Fix: interleaved RoPE application for MLA and Support Index Cache DSA indexer skip-topk sharing for GLM5](https://github.com/huggingface/transformers/pull/46372) — open
2520
  - [PR #46338: Fix incorrect attribute mapping relationships in GLM MoE DSA Config](https://github.com/huggingface/transformers/pull/46338) — closed, merged
2521
 
2522
  ### `fyhon`
@@ -3449,6 +3428,29 @@ Example artifacts:
3449
  - [PR #44146: Ensure final evaluation runs with step-based evaluation strategy](https://github.com/huggingface/transformers/pull/44146) — closed, merged
3450
  - [PR #42428: logic to select tf32 API as per Pytorch version](https://github.com/huggingface/transformers/pull/42428) — closed, merged
3451
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3452
  ### `oliverholworthy`
3453
 
3454
  - profile: [github.com/oliverholworthy](https://github.com/oliverholworthy)
@@ -3564,28 +3566,6 @@ Example artifacts:
3564
  - [PR #45365: Refactor GPT-J output tracing to use standardized decorators](https://github.com/huggingface/transformers/pull/45365) — closed
3565
  - [PR #44411: Update agentic contributions guidelines in AGENTS.md to force yielding.](https://github.com/huggingface/transformers/pull/44411) — closed, merged
3566
 
3567
- ### `eladsegal`
3568
-
3569
- - profile: [github.com/eladsegal](https://github.com/eladsegal)
3570
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aeladsegal)
3571
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aeladsegal)
3572
- - repo first seen: `2026-04-09T05:56:31Z`
3573
- - repo last seen: `2026-06-04T14:28:23Z`
3574
- - first seen in snapshot: **no**
3575
- - repo association: **CONTRIBUTOR**
3576
- - repo primary artifacts: **2**
3577
- - snapshot authored PRs/issues: **2 PRs / 0 issues**
3578
- - snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
3579
- - account age: **3919 days**
3580
- - recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
3581
- - public orgs: none visible
3582
- - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
3583
- - heuristic read: **high open PR share; targets high-star repos**
3584
-
3585
- Example artifacts:
3586
- - [PR #45333: Add heterogeneous config support (per-layer configuration)](https://github.com/huggingface/transformers/pull/45333) — open
3587
- - [PR #45332: Add heterogeneous model support (per-layer config and modeling)](https://github.com/huggingface/transformers/pull/45332) — open
3588
-
3589
  ### `ezylopx5`
3590
 
3591
  - profile: [github.com/ezylopx5](https://github.com/ezylopx5)
@@ -5093,7 +5073,7 @@ Example artifacts:
5093
  - repo first seen: `2026-06-05T19:41:55Z`
5094
  - repo last seen: `2026-06-05T20:24:11Z`
5095
  - first seen in snapshot: **no**
5096
- - repo association: **FIRST_TIME_CONTRIBUTOR**
5097
  - repo primary artifacts: **1**
5098
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
5099
  - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
@@ -5104,7 +5084,7 @@ Example artifacts:
5104
  - heuristic read: **many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos**
5105
 
5106
  Example artifacts:
5107
- - [PR #46457: Fix missing labels warning in Trainer evaluation loop (#28530)](https://github.com/huggingface/transformers/pull/46457) — open
5108
 
5109
  ### `aryanp2107`
5110
 
@@ -5175,12 +5155,12 @@ Example artifacts:
5175
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAzeezIsh)
5176
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAzeezIsh)
5177
  - repo first seen: `2026-06-04T16:46:37Z`
5178
- - repo last seen: `2026-06-05T01:38:54Z`
5179
  - first seen in snapshot: **no**
5180
  - repo association: **FIRST_TIME_CONTRIBUTOR**
5181
  - repo primary artifacts: **1**
5182
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
5183
- - snapshot discussion activity: **1 comments / 2 reviews / 2 review comments**
5184
  - account age: **1650 days**
5185
  - recent public PR activity: **0 PRs** (0 merged / 0 closed-unmerged / 0 open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
5186
  - public orgs: none visible
@@ -5863,6 +5843,27 @@ Example artifacts:
5863
  Example artifacts:
5864
  - [PR #45708: fix(pytorch_utils): per-instance lru_cache to fix RT-DETR memory leak](https://github.com/huggingface/transformers/pull/45708) — closed
5865
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
5866
  ### `GuaiZai233`
5867
 
5868
  - profile: [github.com/GuaiZai233](https://github.com/GuaiZai233)
@@ -6808,6 +6809,27 @@ Example artifacts:
6808
  Example artifacts:
6809
  - [PR #46397: Raise tqdm minimum to 4.60 to match tqdm.contrib.logging import](https://github.com/huggingface/transformers/pull/46397) — closed, merged
6810
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
6811
  ### `Oneirag`
6812
 
6813
  - profile: [github.com/Oneirag](https://github.com/Oneirag)
@@ -7543,6 +7565,27 @@ Example artifacts:
7543
  Example artifacts:
7544
  - [PR #46350: Fix noisy logging from image_processing module aliases issue - 46298](https://github.com/huggingface/transformers/pull/46350) — closed, merged
7545
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
7546
  ### `snehasuman019`
7547
 
7548
  - profile: [github.com/snehasuman019](https://github.com/snehasuman019)
@@ -7970,7 +8013,7 @@ Example artifacts:
7970
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ayuekaizhang)
7971
  - repo first seen: `2026-06-08T05:30:02Z`
7972
  - repo last seen: `2026-06-08T05:30:02Z`
7973
- - first seen in snapshot: **yes**
7974
  - repo association: **CONTRIBUTOR**
7975
  - repo primary artifacts: **1**
7976
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
 
1
  # New Contributor Report: huggingface/transformers
2
 
3
+ - Snapshot: `20260608T120020Z`
4
+ - Generated: `2026-06-08T12:02:54Z`
5
  - Activity window: `60d`
6
+ - Contributors: `352`
7
 
8
  ## Summary
9
 
 
11
  | --- | --- | --- | --- | ---: | --- | ---: | ---: | --- | --- | --- | --- |
12
  | `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 102 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
13
  | `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-03-31T13:54:54Z` | 99 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
14
+ | `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 96 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
15
  | `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 92 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
16
  | `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-09-26T09:23:39Z` | 85 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
17
  | `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 65 | 3 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 
20
  | `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 47 | 2 | mixed | low | low | targets high-star repos |
21
  | `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3961d | `2023-02-27T14:00:41Z` | 46 | 0 | strong | low | low | targets high-star repos |
22
  | `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2996d | `2025-10-14T03:02:06Z` | 39 | 1 | strong | moderate | low | targets high-star repos |
23
+ | `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1813d | `2026-01-13T09:15:18Z` | 35 | 0 | strong | low | low | targets high-star repos |
24
  | `harshaljanjani` | [profile](https://github.com/harshaljanjani) | no | CONTRIBUTOR | 1961d | `2025-09-17T20:29:13Z` | 34 | 20 | strong | low | low | targets high-star repos |
25
  | `itazap` | [profile](https://github.com/itazap) | no | MEMBER | 3139d | `2024-10-21T07:08:47Z` | 34 | 0 | mixed | low | low | no visible non-self stars; targets high-star repos |
 
26
  | `yonigozlan` | [profile](https://github.com/yonigozlan) | no | MEMBER | 1978d | `2025-04-02T00:38:09Z` | 32 | 0 | strong | low | low | targets high-star repos |
27
  | `jiqing-feng` | [profile](https://github.com/jiqing-feng) | no | CONTRIBUTOR | 1396d | `2024-03-21T04:37:45Z` | 25 | 4 | strong | moderate | low | high recent PR volume |
28
  | `eustlb` | [profile](https://github.com/eustlb) | no | MEMBER | 1607d | `2025-01-20T12:27:19Z` | 25 | 0 | strong | low | low | targets high-star repos |
 
81
  | `sergiopaniego` | [profile](https://github.com/sergiopaniego) | no | MEMBER | 3718d | `2026-03-19T10:22:40Z` | 4 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
82
  | `douglas-reid` | [profile](https://github.com/douglas-reid) | no | CONTRIBUTOR | 3573d | `2026-04-02T19:05:35Z` | 3 | 0 | strong | low | low | targets high-star repos |
83
  | `joaquinhuigomez` | [profile](https://github.com/joaquinhuigomez) | no | CONTRIBUTOR | 1082d | `2026-03-28T12:13:57Z` | 3 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 
84
  | `vkuzo` | [profile](https://github.com/vkuzo) | no | CONTRIBUTOR | 5127d | `2026-01-28T15:04:44Z` | 3 | 0 | strong | moderate | low | high recent PR volume |
85
  | `nurpax` | [profile](https://github.com/nurpax) | no | CONTRIBUTOR | 5805d | `2026-04-24T14:04:02Z` | 2 | 3 | weak | low | low | high open PR share; targets high-star repos |
86
  | `qflen` | [profile](https://github.com/qflen) | no | CONTRIBUTOR | 479d | `2026-04-25T02:09:42Z` | 2 | 2 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 
141
  | `javierdejesusda` | [profile](https://github.com/javierdejesusda) | no | CONTRIBUTOR | 508d | `2026-03-22T17:27:20Z` | 4 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
142
  | `bhargav-patel-29` | [profile](https://github.com/bhargav-patel-29) | no | FIRST_TIME_CONTRIBUTOR | 267d | `2026-02-05T02:43:45Z` | 3 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
143
  | `khushali9` | [profile](https://github.com/khushali9) | no | CONTRIBUTOR | 4226d | `2025-11-26T16:41:09Z` | 3 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
144
+ | `kmswin1` | [profile](https://github.com/kmswin1) | no | FIRST_TIME_CONTRIBUTOR | 3380d | `2026-03-09T09:03:10Z` | 3 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
145
  | `oliverholworthy` | [profile](https://github.com/oliverholworthy) | no | CONTRIBUTOR | 5290d | `2026-01-26T21:42:45Z` | 2 | 2 | weak | moderate | low | high open PR share |
146
  | `bzantium` | [profile](https://github.com/bzantium) | no | CONTRIBUTOR | 3641d | `2025-09-24T07:07:47Z` | 2 | 1 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share |
147
  | `ionut-anghelina` | [profile](https://github.com/ionut-anghelina) | no | FIRST_TIME_CONTRIBUTOR | 556d | `2026-03-30T08:23:07Z` | 2 | 1 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
148
  | `Wauplin` | [profile](https://github.com/Wauplin) | no | MEMBER | 4075d | `2025-12-02T12:54:40Z` | 2 | 1 | strong | moderate | low | high recent PR volume |
149
  | `burtenshaw` | [profile](https://github.com/burtenshaw) | no | MEMBER | 3611d | `2026-03-03T11:35:13Z` | 2 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
 
150
  | `ezylopx5` | [profile](https://github.com/ezylopx5) | no | FIRST_TIME_CONTRIBUTOR | 606d | `2026-04-01T19:25:12Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
151
  | `jackcook` | [profile](https://github.com/jackcook) | no | CONTRIBUTOR | 4658d | `2026-02-13T05:15:44Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
152
  | `leaderofARS` | [profile](https://github.com/leaderofARS) | no | CONTRIBUTOR | 660d | `2026-03-01T07:34:43Z` | 2 | 0 | strong | moderate | low | — |
 
216
  | `Apeksha23-hub` | [profile](https://github.com/Apeksha23-hub) | no | FIRST_TIME_CONTRIBUTOR | 79d | `2026-05-16T13:17:12Z` | 1 | 0 | mixed | low | low | very new account; no visible non-self stars; targets high-star repos |
217
  | `ArkaD171717` | [profile](https://github.com/ArkaD171717) | no | FIRST_TIME_CONTRIBUTOR | 1206d | `2026-05-02T09:31:22Z` | 1 | 0 | weak | moderate | low | high open PR share; no visible non-self stars; targets high-star repos |
218
  | `arnav-144p` | [profile](https://github.com/arnav-144p) | no | NONE | 634d | `2026-06-02T18:52:53Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
219
+ | `arnavnaik22` | [profile](https://github.com/arnavnaik22) | no | NONE | 597d | `2026-06-05T19:41:55Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
220
  | `aryanp2107` | [profile](https://github.com/aryanp2107) | no | NONE | 1390d | `2026-04-25T21:44:39Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
221
  | `Ashutosh-177` | [profile](https://github.com/Ashutosh-177) | no | NONE | 978d | `2026-05-19T06:28:43Z` | 1 | 0 | mixed | moderate | low | high open PR share |
222
  | `avasis-ai` | [profile](https://github.com/avasis-ai) | no | CONTRIBUTOR | 30d | `2026-04-18T21:48:22Z` | 1 | 0 | weak | very high | high | very new account; high recent PR volume; very broad repo spread; high open PR share |
 
253
  | `gaurav0107` | [profile](https://github.com/gaurav0107) | no | CONTRIBUTOR | 3970d | `2026-04-23T19:12:43Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
254
  | `glegendre01` | [profile](https://github.com/glegendre01) | no | MEMBER | 1282d | `2026-04-21T12:37:31Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
255
  | `GopalGB` | [profile](https://github.com/GopalGB) | no | NONE | 2136d | `2026-04-30T04:04:10Z` | 1 | 0 | weak | very high | high | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
256
+ | `Goutam16-Withcode` | [profile](https://github.com/Goutam16-Withcode) | yes | FIRST_TIME_CONTRIBUTOR | 666d | `2026-06-08T11:27:05Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
257
  | `GuaiZai233` | [profile](https://github.com/GuaiZai233) | no | CONTRIBUTOR | 821d | `2026-04-28T15:36:03Z` | 1 | 0 | strong | low | low | — |
258
  | `guinik` | [profile](https://github.com/guinik) | no | FIRST_TIME_CONTRIBUTOR | 1302d | `2026-05-23T07:48:33Z` | 1 | 0 | strong | low | low | — |
259
  | `HamzaDogann` | [profile](https://github.com/HamzaDogann) | no | NONE | 1672d | `2026-05-21T15:32:59Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
299
  | `msdsm` | [profile](https://github.com/msdsm) | no | FIRST_TIME_CONTRIBUTOR | 2197d | `2026-06-06T10:53:47Z` | 1 | 0 | weak | moderate | 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
  | `n0gu-furiosa` | [profile](https://github.com/n0gu-furiosa) | no | CONTRIBUTOR | 863d | `2026-06-04T05:04:15Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
302
+ | `NicolasHug` | [profile](https://github.com/NicolasHug) | yes | FIRST_TIME_CONTRIBUTOR | 5321d | `2026-06-08T11:13:46Z` | 1 | 0 | strong | moderate | low | extremely high recent PR volume |
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
  | `onuralpszr` | [profile](https://github.com/onuralpszr) | no | FIRST_TIME_CONTRIBUTOR | 5146d | `2026-05-31T20:25:01Z` | 1 | 0 | strong | high | low | extremely high recent PR volume; broad repo spread |
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 |
 
335
  | `silencelamb` | [profile](https://github.com/silencelamb) | no | CONTRIBUTOR | 4218d | `2026-05-05T09:41:39Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
336
  | `simon-testaccount` | [profile](https://github.com/simon-testaccount) | no | NONE | 545d | `2026-05-05T09:01:04Z` | 1 | 0 | weak | moderate | low | high open PR share; no visible non-self stars |
337
  | `skshmjn` | [profile](https://github.com/skshmjn) | no | CONTRIBUTOR | 2609d | `2026-05-31T07:49:22Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
338
+ | `Snakinya` | [profile](https://github.com/Snakinya) | yes | FIRST_TIME_CONTRIBUTOR | 2115d | `2026-06-08T10:08:10Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
339
  | `snehasuman019` | [profile](https://github.com/snehasuman019) | no | NONE | 474d | `2026-05-29T16:36:41Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
340
  | `someaka` | [profile](https://github.com/someaka) | no | NONE | 1845d | `2026-06-07T17:49:40Z` | 1 | 0 | weak | moderate | medium | high recent PR volume; many recent closed-unmerged PRs; targets high-star repos |
341
  | `songyuc` | [profile](https://github.com/songyuc) | no | NONE | 3292d | `2026-04-12T12:53:49Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 
356
  | `yileld` | [profile](https://github.com/yileld) | no | FIRST_TIME_CONTRIBUTOR | 3958d | `2026-04-30T02:17:34Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
357
  | `Yooniel` | [profile](https://github.com/Yooniel) | no | CONTRIBUTOR | 2080d | `2026-05-21T15:59:30Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
358
  | `YousefZahran1` | [profile](https://github.com/YousefZahran1) | no | NONE | 870d | `2026-05-07T16:00:57Z` | 1 | 0 | weak | moderate | low | high open PR share |
359
+ | `yuekaizhang` | [profile](https://github.com/yuekaizhang) | no | CONTRIBUTOR | 3305d | `2026-06-08T05:30:02Z` | 1 | 0 | mixed | moderate | low | high open PR share |
360
  | `yuvrajsharma9981` | [profile](https://github.com/yuvrajsharma9981) | no | FIRST_TIME_CONTRIBUTOR | 3814d | `2026-05-21T22:27:49Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
361
  | `ZappD0S` | [profile](https://github.com/ZappD0S) | no | FIRST_TIMER | 4066d | `2026-05-19T19:36:52Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
362
  | `zeoses` | [profile](https://github.com/zeoses) | no | CONTRIBUTOR | 3843d | `2026-04-27T20:58:17Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
393
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aydshieh)
394
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aydshieh)
395
  - repo first seen: `2025-03-31T13:54:54Z`
396
+ - repo last seen: `2026-06-08T09:51:44Z`
397
  - first seen in snapshot: **no**
398
  - repo association: **MEMBER**
399
  - repo primary artifacts: **99**
400
  - snapshot authored PRs/issues: **99 PRs / 0 issues**
401
+ - snapshot discussion activity: **130 comments / 225 reviews / 155 review comments**
402
  - account age: **4938 days**
403
  - recent public PR activity: **52 PRs** (40 merged / 4 closed-unmerged / 8 open; merged rate **77%**, closed-unmerged rate **8%**, open rate **15%**)
404
  - public orgs: none visible
 
416
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akaixuanliu)
417
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akaixuanliu)
418
  - repo first seen: `2025-06-20T09:58:55Z`
419
+ - repo last seen: `2026-06-08T11:14:59Z`
420
  - first seen in snapshot: **no**
421
  - repo association: **CONTRIBUTOR**
422
+ - repo primary artifacts: **100**
423
+ - snapshot authored PRs/issues: **96 PRs / 4 issues**
424
+ - snapshot discussion activity: **81 comments / 106 reviews / 105 review comments**
425
  - account age: **3934 days**
426
  - recent public PR activity: **35 PRs** (24 merged / 6 closed-unmerged / 5 open; merged rate **69%**, closed-unmerged rate **17%**, open rate **14%**)
427
  - public orgs: none visible
 
429
  - heuristic read: **high recent PR volume; targets high-star repos**
430
 
431
  Example artifacts:
432
+ - [PR #46495: revisit history parallel beam search tests to avoid unnecessary fix](https://github.com/huggingface/transformers/pull/46495) — open
433
+ - [PR #46492: add XPU expectation for deepseek_ocr2 model tests](https://github.com/huggingface/transformers/pull/46492) — closed, merged
434
+ - [PR #46488: Fix sapiens2 tests: add XPU device expectations](https://github.com/huggingface/transformers/pull/46488) — closed, merged
435
  - [Issue #44964: Cannot load `microsoft/Phi-4-multimodal-instruct` model with latest transformers.](https://github.com/huggingface/transformers/issues/44964) — closed
436
  - [Issue #44792: Failed test case `test_model_generate_images` for janus model](https://github.com/huggingface/transformers/issues/44792) — closed
437
  - [Issue #43854: Unable to load `zai-org/GLM-4.7-Flash` model correctly in the unit tests](https://github.com/huggingface/transformers/issues/43854) — closed
 
468
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azucchini-nlp)
469
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azucchini-nlp)
470
  - repo first seen: `2024-09-26T09:23:39Z`
471
+ - repo last seen: `2026-06-08T11:59:58Z`
472
  - first seen in snapshot: **no**
473
  - repo association: **MEMBER**
474
  - repo primary artifacts: **85**
475
  - snapshot authored PRs/issues: **85 PRs / 0 issues**
476
+ - snapshot discussion activity: **601 comments / 919 reviews / 1973 review comments**
477
  - account age: **1508 days**
478
  - recent public PR activity: **50 PRs** (33 merged / 6 closed-unmerged / 11 open; merged rate **66%**, closed-unmerged rate **12%**, open rate **22%**)
479
  - public orgs: `huggingface`, `deeppavlov`
 
491
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArthurZucker)
492
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArthurZucker)
493
  - repo first seen: `2023-02-24T14:13:29Z`
494
+ - repo last seen: `2026-06-08T11:46:36Z`
495
  - first seen in snapshot: **no**
496
  - repo association: **MEMBER**
497
  - repo primary artifacts: **68**
498
  - snapshot authored PRs/issues: **65 PRs / 3 issues**
499
+ - snapshot discussion activity: **194 comments / 672 reviews / 1341 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
 
567
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avasqu)
568
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avasqu)
569
  - repo first seen: `2025-08-26T12:13:50Z`
570
+ - repo last seen: `2026-06-08T12:00:53Z`
571
  - first seen in snapshot: **no**
572
  - repo association: **MEMBER**
573
  - repo primary artifacts: **49**
574
  - snapshot authored PRs/issues: **47 PRs / 2 issues**
575
+ - snapshot discussion activity: **622 comments / 1121 reviews / 4530 review comments**
576
  - account age: **1991 days**
577
  - recent public PR activity: **21 PRs** (12 merged / 3 closed-unmerged / 6 open; merged rate **57%**, closed-unmerged rate **14%**, open rate **29%**)
578
  - public orgs: none visible
 
592
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARocketknight1)
593
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARocketknight1)
594
  - repo first seen: `2023-02-27T14:00:41Z`
595
+ - repo last seen: `2026-06-08T11:58:21Z`
596
  - first seen in snapshot: **no**
597
  - repo association: **MEMBER**
598
  - repo primary artifacts: **46**
599
  - snapshot authored PRs/issues: **46 PRs / 0 issues**
600
+ - snapshot discussion activity: **739 comments / 251 reviews / 135 review comments**
601
  - account age: **3961 days**
602
  - recent public PR activity: **17 PRs** (16 merged / 1 closed-unmerged / 0 open; merged rate **94%**, closed-unmerged rate **6%**, open rate **0%**)
603
  - public orgs: `huggingface`
 
633
  - [PR #46252: find pytest launch error in torch 2.13.0.dev20260526](https://github.com/huggingface/transformers/pull/46252) — closed, merged
634
  - [Issue #42890: tests/models/sam_hq/test_modeling_sam_hq.py::SamHQModelIntegrationTest may fail since a lot of cases are lack of set_seed()](https://github.com/huggingface/transformers/issues/42890) — closed
635
 
636
+ ### `remi-or`
637
+
638
+ - profile: [github.com/remi-or](https://github.com/remi-or)
639
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aremi-or)
640
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aremi-or)
641
+ - repo first seen: `2026-01-13T09:15:18Z`
642
+ - repo last seen: `2026-06-08T06:19:23Z`
643
+ - first seen in snapshot: **no**
644
+ - repo association: **MEMBER**
645
+ - repo primary artifacts: **35**
646
+ - snapshot authored PRs/issues: **35 PRs / 0 issues**
647
+ - snapshot discussion activity: **53 comments / 156 reviews / 164 review comments**
648
+ - account age: **1813 days**
649
+ - recent public PR activity: **13 PRs** (12 merged / 0 closed-unmerged / 1 open; merged rate **92%**, closed-unmerged rate **0%**, open rate **8%**)
650
+ - public orgs: none visible
651
+ - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
652
+ - heuristic read: **targets high-star repos**
653
+
654
+ Example artifacts:
655
+ - [PR #46490: [CB] Add data-parallel to overall script](https://github.com/huggingface/transformers/pull/46490) — open
656
+ - [PR #46434: [CB] Add a "max_requests_per_batch" parameter](https://github.com/huggingface/transformers/pull/46434) — open
657
+ - [PR #46376: [CB] [Major] Add multimodal support to continous batching](https://github.com/huggingface/transformers/pull/46376) — open, draft
658
+
659
  ### `harshaljanjani`
660
 
661
  - profile: [github.com/harshaljanjani](https://github.com/harshaljanjani)
 
688
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aitazap)
689
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aitazap)
690
  - repo first seen: `2024-10-21T07:08:47Z`
691
+ - repo last seen: `2026-06-08T09:53:38Z`
692
  - first seen in snapshot: **no**
693
  - repo association: **MEMBER**
694
  - repo primary artifacts: **34**
695
  - snapshot authored PRs/issues: **34 PRs / 0 issues**
696
+ - snapshot discussion activity: **57 comments / 55 reviews / 36 review comments**
697
  - account age: **3139 days**
698
  - recent public PR activity: **20 PRs** (10 merged / 5 closed-unmerged / 5 open; merged rate **50%**, closed-unmerged rate **25%**, open rate **25%**)
699
  - public orgs: none visible
 
705
  - [PR #46409: WIP: Add mimimax m2 7](https://github.com/huggingface/transformers/pull/46409) — closed
706
  - [PR #46341: Fix tokenizer keep_accents defaults and update integration tests](https://github.com/huggingface/transformers/pull/46341) — open
707
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
708
  ### `yonigozlan`
709
 
710
  - profile: [github.com/yonigozlan](https://github.com/yonigozlan)
 
760
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aeustlb)
761
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aeustlb)
762
  - repo first seen: `2025-01-20T12:27:19Z`
763
+ - repo last seen: `2026-06-08T08:13:31Z`
764
  - first seen in snapshot: **no**
765
  - repo association: **MEMBER**
766
  - repo primary artifacts: **25**
767
  - snapshot authored PRs/issues: **25 PRs / 0 issues**
768
+ - snapshot discussion activity: **43 comments / 163 reviews / 318 review comments**
769
  - account age: **1607 days**
770
  - recent public PR activity: **11 PRs** (8 merged / 0 closed-unmerged / 3 open; merged rate **73%**, closed-unmerged rate **0%**, open rate **27%**)
771
  - public orgs: none visible
 
809
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIlyasMoutawwakil)
810
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIlyasMoutawwakil)
811
  - repo first seen: `2025-07-04T08:41:29Z`
812
+ - repo last seen: `2026-06-08T10:12:58Z`
813
  - first seen in snapshot: **no**
814
  - repo association: **MEMBER**
815
  - repo primary artifacts: **25**
816
  - snapshot authored PRs/issues: **21 PRs / 4 issues**
817
+ - snapshot discussion activity: **67 comments / 290 reviews / 257 review comments**
818
  - account age: **2354 days**
819
  - recent public PR activity: **22 PRs** (16 merged / 2 closed-unmerged / 4 open; merged rate **73%**, closed-unmerged rate **9%**, open rate **18%**)
820
  - public orgs: `huggingface`, `Chouafa`
 
859
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AYangKai0616)
860
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AYangKai0616)
861
  - repo first seen: `2025-12-24T11:54:53Z`
862
+ - repo last seen: `2026-06-08T09:03:05Z`
863
  - first seen in snapshot: **no**
864
  - repo association: **CONTRIBUTOR**
865
  - repo primary artifacts: **20**
866
  - snapshot authored PRs/issues: **20 PRs / 0 issues**
867
+ - snapshot discussion activity: **21 comments / 64 reviews / 64 review comments**
868
  - account age: **1497 days**
869
  - recent public PR activity: **17 PRs** (8 merged / 3 closed-unmerged / 6 open; merged rate **47%**, closed-unmerged rate **18%**, open rate **35%**)
870
  - public orgs: none visible
 
872
  - heuristic read: **—**
873
 
874
  Example artifacts:
875
+ - [PR #46401: [blip_2] Support attn_implementation dispatch](https://github.com/huggingface/transformers/pull/46401) — open
876
  - [PR #46320: [RecurrentGemma] Support attn_implementation dispatch](https://github.com/huggingface/transformers/pull/46320) — open
877
  - [PR #46317: [Zamba] Support attn_implementation dispatch](https://github.com/huggingface/transformers/pull/46317) — closed, merged
878
 
 
968
  - heuristic read: **high recent PR volume; targets high-star repos**
969
 
970
  Example artifacts:
971
+ - [PR #46383: Add vLLM smoke test to CI](https://github.com/huggingface/transformers/pull/46383) — closed, merged
972
  - [PR #46087: Remove accidentally added `tmp.py`](https://github.com/huggingface/transformers/pull/46087) — closed, merged
973
  - [PR #45739: DeepSeek OCR specifies an incorrect tokenizer class on the Hub](https://github.com/huggingface/transformers/pull/45739) — closed, merged
974
  - [Issue #43522: Weights are not tied when model is loaded onto the `meta` device](https://github.com/huggingface/transformers/issues/43522) — closed
 
1039
  - heuristic read: **high open PR share**
1040
 
1041
  Example artifacts:
1042
+ - [PR #46486: Bound image-processor resize/crop output to prevent unbounded allocation](https://github.com/huggingface/transformers/pull/46486) — closed
1043
  - [PR #46485: Bound causal-attention mask to prevent unbounded allocation](https://github.com/huggingface/transformers/pull/46485) — open
1044
  - [PR #46484: Bound sinusoidal positional embedding table to prevent unbounded allocation](https://github.com/huggingface/transformers/pull/46484) — open
1045
  - [Issue #45998: Security Vulnerability](https://github.com/huggingface/transformers/issues/45998) — closed
 
1180
  - heuristic read: **young account; extremely high recent PR volume; very broad repo spread**
1181
 
1182
  Example artifacts:
1183
+ - [PR #46466: Fix generate masks for unknown layer types](https://github.com/huggingface/transformers/pull/46466) — closed
1184
+ - [PR #46450: docs: clarify distributed launch for semantic segmentation](https://github.com/huggingface/transformers/pull/46450) — closed
1185
  - [PR #46363: fix: warn before applying HPU torch patches](https://github.com/huggingface/transformers/pull/46363) — closed
1186
 
1187
  ### `zhang-prog`
 
1190
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azhang-prog)
1191
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azhang-prog)
1192
  - repo first seen: `2025-12-23T11:18:14Z`
1193
+ - repo last seen: `2026-06-08T07:31:22Z`
1194
  - first seen in snapshot: **no**
1195
  - repo association: **CONTRIBUTOR**
1196
  - repo primary artifacts: **8**
1197
  - snapshot authored PRs/issues: **8 PRs / 0 issues**
1198
+ - snapshot discussion activity: **39 comments / 363 reviews / 364 review comments**
1199
  - account age: **2074 days**
1200
  - recent public PR activity: **19 PRs** (16 merged / 2 closed-unmerged / 1 open; merged rate **84%**, closed-unmerged rate **11%**, open rate **5%**)
1201
  - public orgs: none visible
 
1260
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ABenjaminBossan)
1261
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ABenjaminBossan)
1262
  - repo first seen: `2024-10-17T11:56:32Z`
1263
+ - repo last seen: `2026-06-08T10:26:21Z`
1264
  - first seen in snapshot: **no**
1265
  - repo association: **MEMBER**
1266
  - repo primary artifacts: **6**
1267
  - snapshot authored PRs/issues: **6 PRs / 0 issues**
1268
+ - snapshot discussion activity: **31 comments / 12 reviews / 15 review comments**
1269
  - account age: **4501 days**
1270
  - recent public PR activity: **49 PRs** (45 merged / 1 closed-unmerged / 3 open; merged rate **92%**, closed-unmerged rate **2%**, open rate **6%**)
1271
  - public orgs: `huggingface`
 
1401
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aguarin)
1402
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aguarin)
1403
  - repo first seen: `2026-05-12T18:20:58Z`
1404
+ - repo last seen: `2026-06-08T11:03:25Z`
1405
  - first seen in snapshot: **no**
1406
  - repo association: **MEMBER**
1407
  - repo primary artifacts: **5**
1408
  - snapshot authored PRs/issues: **5 PRs / 0 issues**
1409
+ - snapshot discussion activity: **22 comments / 89 reviews / 102 review comments**
1410
  - account age: **2794 days**
1411
  - recent public PR activity: **21 PRs** (19 merged / 0 closed-unmerged / 2 open; merged rate **90%**, closed-unmerged rate **0%**, open rate **10%**)
1412
  - public orgs: `huggingface`
 
1600
  - heuristic read: **high recent PR volume**
1601
 
1602
  Example artifacts:
1603
+ - [PR #46437: [Modular Converter] Strip @use_kernelized_func(fn) when fn lacks @use_kernel_func_from_hub](https://github.com/huggingface/transformers/pull/46437) — closed
1604
  - [PR #46435: [Tests] Add regression tests for use_kernels=True crash on Qwen3Next and Qwen3.5](https://github.com/huggingface/transformers/pull/46435) — closed
1605
  - [PR #46391: docs: wrap sam3-litetext inference example in torch.inference_mode()](https://github.com/huggingface/transformers/pull/46391) — open
1606
 
 
1888
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amolbap)
1889
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amolbap)
1890
  - repo first seen: `2024-06-13T14:13:17Z`
1891
+ - repo last seen: `2026-06-08T08:15:10Z`
1892
  - first seen in snapshot: **no**
1893
  - repo association: **MEMBER**
1894
  - repo primary artifacts: **8**
1895
  - snapshot authored PRs/issues: **7 PRs / 1 issues**
1896
+ - snapshot discussion activity: **37 comments / 192 reviews / 553 review comments**
1897
  - account age: **2914 days**
1898
  - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
1899
  - public orgs: none visible
 
1912
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASangbumChoi)
1913
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASangbumChoi)
1914
  - repo first seen: `2024-06-07T00:26:26Z`
1915
+ - repo last seen: `2026-06-08T11:38:55Z`
1916
  - first seen in snapshot: **no**
1917
  - repo association: **CONTRIBUTOR**
1918
  - repo primary artifacts: **6**
1919
  - snapshot authored PRs/issues: **6 PRs / 0 issues**
1920
+ - snapshot discussion activity: **6 comments / 88 reviews / 107 review comments**
1921
  - account age: **3079 days**
1922
  - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
1923
  - public orgs: none visible
 
2071
  - [PR #45582: generate: drop stale num_return_sequences warning on continuous batching path](https://github.com/huggingface/transformers/pull/45582) — closed, merged
2072
  - [PR #45080: Fix PreTrainedConfig as Pydantic field type after dataclass conversion](https://github.com/huggingface/transformers/pull/45080) — closed
2073
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2074
  ### `vkuzo`
2075
 
2076
  - profile: [github.com/vkuzo](https://github.com/vkuzo)
 
2254
 
2255
  Example artifacts:
2256
  - [PR #46464: fix: use _added_tokens_encoder cache instead of property in convert_tokens_to_string and get_vocab](https://github.com/huggingface/transformers/pull/46464) — open
2257
+ - [PR #46460: fix: propagate dtype to text sub-config for composite models in Auto classes](https://github.com/huggingface/transformers/pull/46460) — closed
2258
 
2259
  ### `Aftabbs`
2260
 
 
2385
  - heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
2386
 
2387
  Example artifacts:
2388
+ - [PR #46454: Add bhavana to Open Github Wall🍉](https://github.com/huggingface/transformers/pull/46454) — closed
2389
  - [PR #46452: add bhavana to open github wall 🍉](https://github.com/huggingface/transformers/pull/46452) — closed
2390
 
2391
  ### `blipbyte`
 
2495
  - heuristic read: **high open PR share; targets high-star repos**
2496
 
2497
  Example artifacts:
2498
+ - [PR #46372: Fix: interleaved RoPE application for MLA and Support Index Cache DSA indexer skip-topk sharing for GLM5](https://github.com/huggingface/transformers/pull/46372) — closed, merged
2499
  - [PR #46338: Fix incorrect attribute mapping relationships in GLM MoE DSA Config](https://github.com/huggingface/transformers/pull/46338) — closed, merged
2500
 
2501
  ### `fyhon`
 
3428
  - [PR #44146: Ensure final evaluation runs with step-based evaluation strategy](https://github.com/huggingface/transformers/pull/44146) — closed, merged
3429
  - [PR #42428: logic to select tf32 API as per Pytorch version](https://github.com/huggingface/transformers/pull/42428) — closed, merged
3430
 
3431
+ ### `kmswin1`
3432
+
3433
+ - profile: [github.com/kmswin1](https://github.com/kmswin1)
3434
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akmswin1)
3435
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akmswin1)
3436
+ - repo first seen: `2026-03-09T09:03:10Z`
3437
+ - repo last seen: `2026-04-14T07:23:05Z`
3438
+ - first seen in snapshot: **no**
3439
+ - repo association: **FIRST_TIME_CONTRIBUTOR**
3440
+ - repo primary artifacts: **3**
3441
+ - snapshot authored PRs/issues: **3 PRs / 0 issues**
3442
+ - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
3443
+ - account age: **3380 days**
3444
+ - recent public PR activity: **4 PRs** (1 merged / 2 closed-unmerged / 1 open; merged rate **25%**, closed-unmerged rate **50%**, open rate **25%**)
3445
+ - public orgs: none visible
3446
+ - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
3447
+ - heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
3448
+
3449
+ Example artifacts:
3450
+ - [PR #45426: Feature/add axk1](https://github.com/huggingface/transformers/pull/45426) — closed
3451
+ - [PR #45334: Feature/add axk1](https://github.com/huggingface/transformers/pull/45334) — closed
3452
+ - [PR #44539: Add A.X K1](https://github.com/huggingface/transformers/pull/44539) — closed
3453
+
3454
  ### `oliverholworthy`
3455
 
3456
  - profile: [github.com/oliverholworthy](https://github.com/oliverholworthy)
 
3566
  - [PR #45365: Refactor GPT-J output tracing to use standardized decorators](https://github.com/huggingface/transformers/pull/45365) — closed
3567
  - [PR #44411: Update agentic contributions guidelines in AGENTS.md to force yielding.](https://github.com/huggingface/transformers/pull/44411) — closed, merged
3568
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3569
  ### `ezylopx5`
3570
 
3571
  - profile: [github.com/ezylopx5](https://github.com/ezylopx5)
 
5073
  - repo first seen: `2026-06-05T19:41:55Z`
5074
  - repo last seen: `2026-06-05T20:24:11Z`
5075
  - first seen in snapshot: **no**
5076
+ - repo association: **NONE**
5077
  - repo primary artifacts: **1**
5078
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
5079
  - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
 
5084
  - heuristic read: **many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos**
5085
 
5086
  Example artifacts:
5087
+ - [PR #46457: Fix missing labels warning in Trainer evaluation loop (#28530)](https://github.com/huggingface/transformers/pull/46457) — closed
5088
 
5089
  ### `aryanp2107`
5090
 
 
5155
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAzeezIsh)
5156
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAzeezIsh)
5157
  - repo first seen: `2026-06-04T16:46:37Z`
5158
+ - repo last seen: `2026-06-08T07:21:07Z`
5159
  - first seen in snapshot: **no**
5160
  - repo association: **FIRST_TIME_CONTRIBUTOR**
5161
  - repo primary artifacts: **1**
5162
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
5163
+ - snapshot discussion activity: **1 comments / 3 reviews / 3 review comments**
5164
  - account age: **1650 days**
5165
  - recent public PR activity: **0 PRs** (0 merged / 0 closed-unmerged / 0 open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
5166
  - public orgs: none visible
 
5843
  Example artifacts:
5844
  - [PR #45708: fix(pytorch_utils): per-instance lru_cache to fix RT-DETR memory leak](https://github.com/huggingface/transformers/pull/45708) — closed
5845
 
5846
+ ### `Goutam16-Withcode`
5847
+
5848
+ - profile: [github.com/Goutam16-Withcode](https://github.com/Goutam16-Withcode)
5849
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AGoutam16-Withcode)
5850
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AGoutam16-Withcode)
5851
+ - repo first seen: `2026-06-08T11:27:05Z`
5852
+ - repo last seen: `2026-06-08T11:27:05Z`
5853
+ - first seen in snapshot: **yes**
5854
+ - repo association: **FIRST_TIME_CONTRIBUTOR**
5855
+ - repo primary artifacts: **1**
5856
+ - snapshot authored PRs/issues: **1 PRs / 0 issues**
5857
+ - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
5858
+ - account age: **666 days**
5859
+ - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
5860
+ - public orgs: none visible
5861
+ - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
5862
+ - heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
5863
+
5864
+ Example artifacts:
5865
+ - [PR #46497: Fix bugs in CI workflows, utils logic, and documentation syntax errors](https://github.com/huggingface/transformers/pull/46497) — open
5866
+
5867
  ### `GuaiZai233`
5868
 
5869
  - profile: [github.com/GuaiZai233](https://github.com/GuaiZai233)
 
6809
  Example artifacts:
6810
  - [PR #46397: Raise tqdm minimum to 4.60 to match tqdm.contrib.logging import](https://github.com/huggingface/transformers/pull/46397) — closed, merged
6811
 
6812
+ ### `NicolasHug`
6813
+
6814
+ - profile: [github.com/NicolasHug](https://github.com/NicolasHug)
6815
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ANicolasHug)
6816
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ANicolasHug)
6817
+ - repo first seen: `2026-06-08T11:13:46Z`
6818
+ - repo last seen: `2026-06-08T11:13:46Z`
6819
+ - first seen in snapshot: **yes**
6820
+ - repo association: **FIRST_TIME_CONTRIBUTOR**
6821
+ - repo primary artifacts: **1**
6822
+ - snapshot authored PRs/issues: **1 PRs / 0 issues**
6823
+ - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
6824
+ - account age: **5321 days**
6825
+ - recent public PR activity: **135 PRs** (119 merged / 13 closed-unmerged / 3 open; merged rate **88%**, closed-unmerged rate **10%**, open rate **2%**)
6826
+ - public orgs: `scikit-learn`, `pytorch`, `fairinternal`
6827
+ - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
6828
+ - heuristic read: **extremely high recent PR volume**
6829
+
6830
+ Example artifacts:
6831
+ - [PR #46496: Perf: use torchvision's native LANCZOS interpolation](https://github.com/huggingface/transformers/pull/46496) — open, draft
6832
+
6833
  ### `Oneirag`
6834
 
6835
  - profile: [github.com/Oneirag](https://github.com/Oneirag)
 
7565
  Example artifacts:
7566
  - [PR #46350: Fix noisy logging from image_processing module aliases issue - 46298](https://github.com/huggingface/transformers/pull/46350) — closed, merged
7567
 
7568
+ ### `Snakinya`
7569
+
7570
+ - profile: [github.com/Snakinya](https://github.com/Snakinya)
7571
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASnakinya)
7572
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASnakinya)
7573
+ - repo first seen: `2026-06-08T10:08:10Z`
7574
+ - repo last seen: `2026-06-08T10:08:10Z`
7575
+ - first seen in snapshot: **yes**
7576
+ - repo association: **FIRST_TIME_CONTRIBUTOR**
7577
+ - repo primary artifacts: **1**
7578
+ - snapshot authored PRs/issues: **1 PRs / 0 issues**
7579
+ - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
7580
+ - account age: **2115 days**
7581
+ - recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
7582
+ - public orgs: none visible
7583
+ - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
7584
+ - heuristic read: **high open PR share; targets high-star repos**
7585
+
7586
+ Example artifacts:
7587
+ - [PR #46494: [Security] Fix incomplete setattr filtering in ImageProcessor and FeatureExtractor](https://github.com/huggingface/transformers/pull/46494) — open
7588
+
7589
  ### `snehasuman019`
7590
 
7591
  - profile: [github.com/snehasuman019](https://github.com/snehasuman019)
 
8013
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ayuekaizhang)
8014
  - repo first seen: `2026-06-08T05:30:02Z`
8015
  - repo last seen: `2026-06-08T05:30:02Z`
8016
+ - first seen in snapshot: **no**
8017
  - repo association: **CONTRIBUTOR**
8018
  - repo primary artifacts: **1**
8019
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
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  "summary": "10 open PRs share weighted file overlap around `src/transformers/trainer.py`; representative PR #45067.",
24
  "shared_filenames": [
25
  "src/transformers/trainer.py"
@@ -33,7 +33,7 @@
33
  "left_pr_number": 44189,
34
  "right_pr_number": 45067,
35
  "similarity": 0.778,
36
- "content_similarity": 0.862,
37
  "size_similarity": 0.16,
38
  "breadth_similarity": 1.0,
39
  "concentration_similarity": 1.0,
@@ -45,27 +45,11 @@
45
  "src"
46
  ]
47
  },
48
- {
49
- "left_pr_number": 44257,
50
- "right_pr_number": 46457,
51
- "similarity": 0.634,
52
- "content_similarity": 0.507,
53
- "size_similarity": 0.857,
54
- "breadth_similarity": 1.0,
55
- "concentration_similarity": 1.0,
56
- "shared_filenames": [
57
- "src/transformers/trainer.py"
58
- ],
59
- "shared_directories": [
60
- "src/transformers",
61
- "src"
62
- ]
63
- },
64
  {
65
  "left_pr_number": 43663,
66
  "right_pr_number": 45067,
67
- "similarity": 0.624,
68
- "content_similarity": 0.463,
69
  "size_similarity": 1.0,
70
  "breadth_similarity": 1.0,
71
  "concentration_similarity": 1.0,
@@ -80,8 +64,8 @@
80
  {
81
  "left_pr_number": 43651,
82
  "right_pr_number": 43663,
83
- "similarity": 0.539,
84
- "content_similarity": 0.401,
85
  "size_similarity": 0.72,
86
  "breadth_similarity": 1.0,
87
  "concentration_similarity": 1.0,
@@ -96,8 +80,8 @@
96
  {
97
  "left_pr_number": 43651,
98
  "right_pr_number": 45067,
99
- "similarity": 0.52,
100
- "content_similarity": 0.374,
101
  "size_similarity": 0.72,
102
  "breadth_similarity": 1.0,
103
  "concentration_similarity": 1.0,
@@ -110,11 +94,11 @@
110
  ]
111
  },
112
  {
113
- "left_pr_number": 44660,
114
- "right_pr_number": 46457,
115
- "similarity": 0.508,
116
- "content_similarity": 0.328,
117
- "size_similarity": 0.857,
118
  "breadth_similarity": 1.0,
119
  "concentration_similarity": 1.0,
120
  "shared_filenames": [
@@ -126,11 +110,11 @@
126
  ]
127
  },
128
  {
129
- "left_pr_number": 43663,
130
- "right_pr_number": 44123,
131
- "similarity": 0.499,
132
- "content_similarity": 0.401,
133
- "size_similarity": 0.455,
134
  "breadth_similarity": 1.0,
135
  "concentration_similarity": 1.0,
136
  "shared_filenames": [
@@ -142,11 +126,11 @@
142
  ]
143
  },
144
  {
145
- "left_pr_number": 44257,
146
- "right_pr_number": 44660,
147
- "similarity": 0.487,
148
- "content_similarity": 0.267,
149
- "size_similarity": 1.0,
150
  "breadth_similarity": 1.0,
151
  "concentration_similarity": 1.0,
152
  "shared_filenames": [
@@ -158,11 +142,11 @@
158
  ]
159
  },
160
  {
161
- "left_pr_number": 43663,
162
- "right_pr_number": 46457,
163
- "similarity": 0.482,
164
- "content_similarity": 0.415,
165
- "size_similarity": 0.28,
166
  "breadth_similarity": 1.0,
167
  "concentration_similarity": 1.0,
168
  "shared_filenames": [
@@ -174,11 +158,11 @@
174
  ]
175
  },
176
  {
177
- "left_pr_number": 44123,
178
- "right_pr_number": 45067,
179
- "similarity": 0.48,
180
- "content_similarity": 0.374,
181
- "size_similarity": 0.455,
182
  "breadth_similarity": 1.0,
183
  "concentration_similarity": 1.0,
184
  "shared_filenames": [
@@ -190,11 +174,11 @@
190
  ]
191
  },
192
  {
193
- "left_pr_number": 44189,
194
- "right_pr_number": 44660,
195
- "similarity": 0.466,
196
- "content_similarity": 0.309,
197
- "size_similarity": 0.667,
198
  "breadth_similarity": 1.0,
199
  "concentration_similarity": 1.0,
200
  "shared_filenames": [
@@ -207,10 +191,10 @@
207
  },
208
  {
209
  "left_pr_number": 44189,
210
- "right_pr_number": 46457,
211
- "similarity": 0.464,
212
- "content_similarity": 0.326,
213
- "size_similarity": 0.571,
214
  "breadth_similarity": 1.0,
215
  "concentration_similarity": 1.0,
216
  "shared_filenames": [
@@ -222,11 +206,11 @@
222
  ]
223
  },
224
  {
225
- "left_pr_number": 45067,
226
- "right_pr_number": 46457,
227
- "similarity": 0.463,
228
- "content_similarity": 0.387,
229
- "size_similarity": 0.28,
230
  "breadth_similarity": 1.0,
231
  "concentration_similarity": 1.0,
232
  "shared_filenames": [
@@ -239,9 +223,9 @@
239
  },
240
  {
241
  "left_pr_number": 43636,
242
- "right_pr_number": 43663,
243
- "similarity": 0.461,
244
- "content_similarity": 0.349,
245
  "size_similarity": 0.44,
246
  "breadth_similarity": 1.0,
247
  "concentration_similarity": 1.0,
@@ -254,10 +238,10 @@
254
  ]
255
  },
256
  {
257
- "left_pr_number": 43663,
258
- "right_pr_number": 44660,
259
- "similarity": 0.461,
260
- "content_similarity": 0.393,
261
  "size_similarity": 0.24,
262
  "breadth_similarity": 1.0,
263
  "concentration_similarity": 1.0,
@@ -271,10 +255,10 @@
271
  },
272
  {
273
  "left_pr_number": 43636,
274
- "right_pr_number": 46457,
275
- "similarity": 0.45,
276
- "content_similarity": 0.292,
277
- "size_similarity": 0.636,
278
  "breadth_similarity": 1.0,
279
  "concentration_similarity": 1.0,
280
  "shared_filenames": [
@@ -287,10 +271,10 @@
287
  },
288
  {
289
  "left_pr_number": 44189,
290
- "right_pr_number": 45055,
291
- "similarity": 0.45,
292
- "content_similarity": 0.267,
293
- "size_similarity": 0.75,
294
  "breadth_similarity": 1.0,
295
  "concentration_similarity": 1.0,
296
  "shared_filenames": [
@@ -302,11 +286,11 @@
302
  ]
303
  },
304
  {
305
- "left_pr_number": 43663,
306
- "right_pr_number": 44189,
307
- "similarity": 0.447,
308
- "content_similarity": 0.39,
309
- "size_similarity": 0.16,
310
  "breadth_similarity": 1.0,
311
  "concentration_similarity": 1.0,
312
  "shared_filenames": [
@@ -319,10 +303,10 @@
319
  },
320
  {
321
  "left_pr_number": 43636,
322
- "right_pr_number": 45067,
323
- "similarity": 0.444,
324
- "content_similarity": 0.326,
325
- "size_similarity": 0.44,
326
  "breadth_similarity": 1.0,
327
  "concentration_similarity": 1.0,
328
  "shared_filenames": [
@@ -335,10 +319,10 @@
335
  },
336
  {
337
  "left_pr_number": 43651,
338
- "right_pr_number": 46457,
339
- "similarity": 0.443,
340
- "content_similarity": 0.335,
341
- "size_similarity": 0.389,
342
  "breadth_similarity": 1.0,
343
  "concentration_similarity": 1.0,
344
  "shared_filenames": [
@@ -350,10 +334,10 @@
350
  ]
351
  },
352
  {
353
- "left_pr_number": 44660,
354
- "right_pr_number": 45067,
355
- "similarity": 0.442,
356
- "content_similarity": 0.366,
357
  "size_similarity": 0.24,
358
  "breadth_similarity": 1.0,
359
  "concentration_similarity": 1.0,
@@ -366,11 +350,11 @@
366
  ]
367
  },
368
  {
369
- "left_pr_number": 43636,
370
- "right_pr_number": 43651,
371
- "similarity": 0.439,
372
- "content_similarity": 0.283,
373
- "size_similarity": 0.611,
374
  "breadth_similarity": 1.0,
375
  "concentration_similarity": 1.0,
376
  "shared_filenames": [
@@ -382,11 +366,27 @@
382
  ]
383
  },
384
  {
385
- "left_pr_number": 44189,
386
- "right_pr_number": 44257,
387
- "similarity": 0.436,
388
- "content_similarity": 0.265,
389
- "size_similarity": 0.667,
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
390
  "breadth_similarity": 1.0,
391
  "concentration_similarity": 1.0,
392
  "shared_filenames": [
@@ -399,10 +399,10 @@
399
  },
400
  {
401
  "left_pr_number": 43651,
402
- "right_pr_number": 44123,
403
- "similarity": 0.426,
404
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405
- "size_similarity": 0.327,
406
  "breadth_similarity": 1.0,
407
  "concentration_similarity": 1.0,
408
  "shared_filenames": [
@@ -415,9 +415,9 @@
415
  },
416
  {
417
  "left_pr_number": 43636,
418
- "right_pr_number": 44660,
419
- "similarity": 0.425,
420
- "content_similarity": 0.277,
421
  "size_similarity": 0.545,
422
  "breadth_similarity": 1.0,
423
  "concentration_similarity": 1.0,
@@ -430,11 +430,11 @@
430
  ]
431
  },
432
  {
433
- "left_pr_number": 43651,
434
- "right_pr_number": 44660,
435
- "similarity": 0.422,
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437
- "size_similarity": 0.333,
438
  "breadth_similarity": 1.0,
439
  "concentration_similarity": 1.0,
440
  "shared_filenames": [
@@ -446,11 +446,11 @@
446
  ]
447
  },
448
  {
449
- "left_pr_number": 43663,
450
  "right_pr_number": 44257,
451
- "similarity": 0.422,
452
- "content_similarity": 0.337,
453
- "size_similarity": 0.24,
454
  "breadth_similarity": 1.0,
455
  "concentration_similarity": 1.0,
456
  "shared_filenames": [
@@ -462,11 +462,11 @@
462
  ]
463
  },
464
  {
465
- "left_pr_number": 44660,
466
- "right_pr_number": 45055,
467
- "similarity": 0.413,
468
- "content_similarity": 0.269,
469
- "size_similarity": 0.5,
470
  "breadth_similarity": 1.0,
471
  "concentration_similarity": 1.0,
472
  "shared_filenames": [
@@ -479,10 +479,10 @@
479
  },
480
  {
481
  "left_pr_number": 45055,
482
- "right_pr_number": 46457,
483
- "similarity": 0.413,
484
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485
- "size_similarity": 0.429,
486
  "breadth_similarity": 1.0,
487
  "concentration_similarity": 1.0,
488
  "shared_filenames": [
@@ -494,11 +494,11 @@
494
  ]
495
  },
496
  {
497
- "left_pr_number": 43663,
498
- "right_pr_number": 45055,
499
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500
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501
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502
  "breadth_similarity": 1.0,
503
  "concentration_similarity": 1.0,
504
  "shared_filenames": [
@@ -511,10 +511,10 @@
511
  },
512
  {
513
  "left_pr_number": 44257,
514
- "right_pr_number": 45067,
515
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516
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517
- "size_similarity": 0.24,
518
  "breadth_similarity": 1.0,
519
  "concentration_similarity": 1.0,
520
  "shared_filenames": [
@@ -526,11 +526,11 @@
526
  ]
527
  },
528
  {
529
- "left_pr_number": 43651,
530
- "right_pr_number": 44189,
531
- "similarity": 0.404,
532
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533
- "size_similarity": 0.222,
534
  "breadth_similarity": 1.0,
535
  "concentration_similarity": 1.0,
536
  "shared_filenames": [
@@ -543,10 +543,10 @@
543
  },
544
  {
545
  "left_pr_number": 44123,
546
- "right_pr_number": 46457,
547
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548
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549
- "size_similarity": 0.127,
550
  "breadth_similarity": 1.0,
551
  "concentration_similarity": 1.0,
552
  "shared_filenames": [
@@ -559,10 +559,10 @@
559
  },
560
  {
561
  "left_pr_number": 43636,
562
- "right_pr_number": 44257,
563
- "similarity": 0.398,
564
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565
- "size_similarity": 0.545,
566
  "breadth_similarity": 1.0,
567
  "concentration_similarity": 1.0,
568
  "shared_filenames": [
@@ -574,11 +574,11 @@
574
  ]
575
  },
576
  {
577
- "left_pr_number": 43636,
578
- "right_pr_number": 44189,
579
- "similarity": 0.397,
580
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581
- "size_similarity": 0.364,
582
  "breadth_similarity": 1.0,
583
  "concentration_similarity": 1.0,
584
  "shared_filenames": [
@@ -590,11 +590,11 @@
590
  ]
591
  },
592
  {
593
- "left_pr_number": 43651,
594
- "right_pr_number": 44257,
595
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596
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597
- "size_similarity": 0.333,
598
  "breadth_similarity": 1.0,
599
  "concentration_similarity": 1.0,
600
  "shared_filenames": [
@@ -606,11 +606,11 @@
606
  ]
607
  },
608
  {
609
- "left_pr_number": 45055,
610
- "right_pr_number": 45067,
611
- "similarity": 0.39,
612
- "content_similarity": 0.317,
613
- "size_similarity": 0.12,
614
  "breadth_similarity": 1.0,
615
  "concentration_similarity": 1.0,
616
  "shared_filenames": [
@@ -622,11 +622,11 @@
622
  ]
623
  },
624
  {
625
- "left_pr_number": 44123,
626
- "right_pr_number": 44660,
627
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628
- "content_similarity": 0.318,
629
- "size_similarity": 0.109,
630
  "breadth_similarity": 1.0,
631
  "concentration_similarity": 1.0,
632
  "shared_filenames": [
@@ -638,11 +638,11 @@
638
  ]
639
  },
640
  {
641
- "left_pr_number": 44257,
642
- "right_pr_number": 45055,
643
- "similarity": 0.387,
644
- "content_similarity": 0.231,
645
- "size_similarity": 0.5,
646
  "breadth_similarity": 1.0,
647
  "concentration_similarity": 1.0,
648
  "shared_filenames": [
@@ -654,11 +654,11 @@
654
  ]
655
  },
656
  {
657
- "left_pr_number": 44123,
658
- "right_pr_number": 44189,
659
- "similarity": 0.382,
660
- "content_similarity": 0.315,
661
- "size_similarity": 0.073,
662
  "breadth_similarity": 1.0,
663
  "concentration_similarity": 1.0,
664
  "shared_filenames": [
@@ -668,13 +668,13 @@
668
  "src/transformers",
669
  "src"
670
  ]
671
- },
672
- {
673
- "left_pr_number": 43636,
674
- "right_pr_number": 44123,
675
- "similarity": 0.378,
676
- "content_similarity": 0.283,
677
- "size_similarity": 0.2,
678
  "breadth_similarity": 1.0,
679
  "concentration_similarity": 1.0,
680
  "shared_filenames": [
@@ -686,11 +686,11 @@
686
  ]
687
  },
688
  {
689
- "left_pr_number": 43651,
690
- "right_pr_number": 45055,
691
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692
- "content_similarity": 0.275,
693
- "size_similarity": 0.167,
694
  "breadth_similarity": 1.0,
695
  "concentration_similarity": 1.0,
696
  "shared_filenames": [
@@ -702,11 +702,11 @@
702
  ]
703
  },
704
  {
705
- "left_pr_number": 43636,
706
- "right_pr_number": 45055,
707
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708
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709
- "size_similarity": 0.273,
710
  "breadth_similarity": 1.0,
711
  "concentration_similarity": 1.0,
712
  "shared_filenames": [
@@ -718,11 +718,11 @@
718
  ]
719
  },
720
  {
721
- "left_pr_number": 44123,
722
- "right_pr_number": 44257,
723
- "similarity": 0.357,
724
- "content_similarity": 0.273,
725
- "size_similarity": 0.109,
726
  "breadth_similarity": 1.0,
727
  "concentration_similarity": 1.0,
728
  "shared_filenames": [
@@ -735,10 +735,10 @@
735
  },
736
  {
737
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738
- "right_pr_number": 45055,
739
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740
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741
- "size_similarity": 0.055,
742
  "breadth_similarity": 1.0,
743
  "concentration_similarity": 1.0,
744
  "shared_filenames": [
@@ -784,7 +784,7 @@
784
  "left_pr_number": 45666,
785
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786
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787
- "content_similarity": 0.764,
788
  "size_similarity": 0.304,
789
  "breadth_similarity": 0.708,
790
  "concentration_similarity": 0.983,
@@ -806,7 +806,7 @@
806
  "left_pr_number": 46339,
807
  "right_pr_number": 46478,
808
  "similarity": 0.609,
809
- "content_similarity": 0.634,
810
  "size_similarity": 0.252,
811
  "breadth_similarity": 0.875,
812
  "concentration_similarity": 0.812,
@@ -931,7 +931,7 @@
931
  {
932
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933
  "right_pr_number": 46268,
934
- "similarity": 0.37,
935
  "content_similarity": 0.215,
936
  "size_similarity": 0.833,
937
  "breadth_similarity": 0.55,
@@ -949,7 +949,7 @@
949
  "left_pr_number": 46268,
950
  "right_pr_number": 46423,
951
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952
- "content_similarity": 0.198,
953
  "size_similarity": 0.692,
954
  "breadth_similarity": 0.633,
955
  "concentration_similarity": 0.688,
@@ -1050,8 +1050,8 @@
1050
  {
1051
  "left_pr_number": 46268,
1052
  "right_pr_number": 46478,
1053
- "similarity": 0.276,
1054
- "content_similarity": 0.172,
1055
  "size_similarity": 0.207,
1056
  "breadth_similarity": 0.833,
1057
  "concentration_similarity": 0.824,
@@ -1101,8 +1101,8 @@
1101
  {
1102
  "left_pr_number": 46268,
1103
  "right_pr_number": 46339,
1104
- "similarity": 0.253,
1105
- "content_similarity": 0.204,
1106
  "size_similarity": 0.052,
1107
  "breadth_similarity": 0.708,
1108
  "concentration_similarity": 0.636,
@@ -1137,7 +1137,7 @@
1137
  "left_pr_number": 45666,
1138
  "right_pr_number": 46268,
1139
  "similarity": 0.194,
1140
- "content_similarity": 0.158,
1141
  "size_similarity": 0.016,
1142
  "breadth_similarity": 0.5,
1143
  "concentration_similarity": 0.619,
@@ -1240,8 +1240,8 @@
1240
  {
1241
  "left_pr_number": 42668,
1242
  "right_pr_number": 46161,
1243
- "similarity": 0.572,
1244
- "content_similarity": 0.665,
1245
  "size_similarity": 0.253,
1246
  "breadth_similarity": 0.216,
1247
  "concentration_similarity": 0.937,
@@ -1297,7 +1297,7 @@
1297
  "left_pr_number": 44543,
1298
  "right_pr_number": 46161,
1299
  "similarity": 0.39,
1300
- "content_similarity": 0.224,
1301
  "size_similarity": 0.566,
1302
  "breadth_similarity": 1.0,
1303
  "concentration_similarity": 0.97,
@@ -1347,7 +1347,7 @@
1347
  {
1348
  "left_pr_number": 42668,
1349
  "right_pr_number": 44543,
1350
- "similarity": 0.351,
1351
  "content_similarity": 0.305,
1352
  "size_similarity": 0.446,
1353
  "breadth_similarity": 0.216,
@@ -1435,7 +1435,7 @@
1435
  "left_pr_number": 42668,
1436
  "right_pr_number": 45422,
1437
  "similarity": 0.2,
1438
- "content_similarity": 0.156,
1439
  "size_similarity": 0.148,
1440
  "breadth_similarity": 0.307,
1441
  "concentration_similarity": 0.768,
@@ -1462,7 +1462,7 @@
1462
  46481
1463
  ],
1464
  "representative_pr_number": 46474,
1465
- "average_similarity": 0.427,
1466
  "summary": "6 open PRs share weighted file overlap around `src/transformers/cache_utils.py`, `tests/utils/test_cache_utils.py`, `src/transformers/generation/utils.py`; representative PR #46474.",
1467
  "shared_filenames": [
1468
  "src/transformers/cache_utils.py",
@@ -1496,7 +1496,7 @@
1496
  {
1497
  "left_pr_number": 46474,
1498
  "right_pr_number": 46481,
1499
- "similarity": 0.735,
1500
  "content_similarity": 0.761,
1501
  "size_similarity": 0.433,
1502
  "breadth_similarity": 1.0,
@@ -1514,8 +1514,8 @@
1514
  {
1515
  "left_pr_number": 46446,
1516
  "right_pr_number": 46481,
1517
- "similarity": 0.592,
1518
- "content_similarity": 0.688,
1519
  "size_similarity": 0.14,
1520
  "breadth_similarity": 0.533,
1521
  "concentration_similarity": 0.709,
@@ -1534,8 +1534,8 @@
1534
  {
1535
  "left_pr_number": 43875,
1536
  "right_pr_number": 46481,
1537
- "similarity": 0.577,
1538
- "content_similarity": 0.428,
1539
  "size_similarity": 0.968,
1540
  "breadth_similarity": 1.0,
1541
  "concentration_similarity": 0.647,
@@ -1552,7 +1552,7 @@
1552
  {
1553
  "left_pr_number": 46173,
1554
  "right_pr_number": 46474,
1555
- "similarity": 0.545,
1556
  "content_similarity": 0.591,
1557
  "size_similarity": 0.308,
1558
  "breadth_similarity": 0.5,
@@ -1568,7 +1568,7 @@
1568
  {
1569
  "left_pr_number": 43875,
1570
  "right_pr_number": 46474,
1571
- "similarity": 0.531,
1572
  "content_similarity": 0.463,
1573
  "size_similarity": 0.419,
1574
  "breadth_similarity": 1.0,
@@ -1603,8 +1603,8 @@
1603
  {
1604
  "left_pr_number": 46446,
1605
  "right_pr_number": 46474,
1606
- "similarity": 0.496,
1607
- "content_similarity": 0.552,
1608
  "size_similarity": 0.06,
1609
  "breadth_similarity": 0.533,
1610
  "concentration_similarity": 0.95,
@@ -1622,8 +1622,8 @@
1622
  {
1623
  "left_pr_number": 43875,
1624
  "right_pr_number": 46446,
1625
- "similarity": 0.415,
1626
- "content_similarity": 0.418,
1627
  "size_similarity": 0.144,
1628
  "breadth_similarity": 0.533,
1629
  "concentration_similarity": 0.939,
@@ -1641,8 +1641,8 @@
1641
  {
1642
  "left_pr_number": 43875,
1643
  "right_pr_number": 44893,
1644
- "similarity": 0.361,
1645
- "content_similarity": 0.278,
1646
  "size_similarity": 0.581,
1647
  "breadth_similarity": 0.5,
1648
  "concentration_similarity": 0.581,
@@ -1657,7 +1657,7 @@
1657
  {
1658
  "left_pr_number": 43875,
1659
  "right_pr_number": 46173,
1660
- "similarity": 0.243,
1661
  "content_similarity": 0.206,
1662
  "size_similarity": 0.129,
1663
  "breadth_similarity": 0.5,
@@ -1672,15 +1672,13 @@
1672
  },
1673
  {
1674
  "left_pr_number": 44893,
1675
- "right_pr_number": 46446,
1676
  "similarity": 0.19,
1677
- "content_similarity": 0.17,
1678
- "size_similarity": 0.084,
1679
- "breadth_similarity": 0.267,
1680
- "concentration_similarity": 0.642,
1681
- "shared_filenames": [
1682
- "src/transformers/cache_utils.py"
1683
- ],
1684
  "shared_directories": [
1685
  "src/transformers",
1686
  "src"
@@ -1688,13 +1686,15 @@
1688
  },
1689
  {
1690
  "left_pr_number": 44893,
1691
- "right_pr_number": 46481,
1692
- "similarity": 0.19,
1693
- "content_similarity": 0.005,
1694
- "size_similarity": 0.6,
1695
- "breadth_similarity": 0.5,
1696
- "concentration_similarity": 0.933,
1697
- "shared_filenames": [],
 
 
1698
  "shared_directories": [
1699
  "src/transformers",
1700
  "src"
@@ -1703,8 +1703,8 @@
1703
  {
1704
  "left_pr_number": 46173,
1705
  "right_pr_number": 46446,
1706
- "similarity": 0.15,
1707
- "content_similarity": 0.126,
1708
  "size_similarity": 0.019,
1709
  "breadth_similarity": 0.267,
1710
  "concentration_similarity": 0.642,
@@ -1965,7 +1965,7 @@
1965
  46414
1966
  ],
1967
  "representative_pr_number": 46414,
1968
- "average_similarity": 0.569,
1969
  "summary": "4 open PRs share weighted file overlap around `.github/workflows/build-ci-docker-images.yml`, `.github/workflows/build-docker-images.yml`, `.github/workflows/build-nightly-ci-docker-images.yml`; representative PR #46414.",
1970
  "shared_filenames": [
1971
  ".github/workflows/build-ci-docker-images.yml",
@@ -1986,7 +1986,7 @@
1986
  "left_pr_number": 42975,
1987
  "right_pr_number": 46414,
1988
  "similarity": 0.748,
1989
- "content_similarity": 0.743,
1990
  "size_similarity": 0.588,
1991
  "breadth_similarity": 0.902,
1992
  "concentration_similarity": 1.0,
@@ -2132,7 +2132,7 @@
2132
  46013
2133
  ],
2134
  "representative_pr_number": 43549,
2135
- "average_similarity": 0.529,
2136
  "summary": "4 open PRs share weighted file overlap around `src/transformers/modeling_flash_attention_utils.py`; representative PR #43549.",
2137
  "shared_filenames": [
2138
  "src/transformers/modeling_flash_attention_utils.py"
@@ -2161,7 +2161,7 @@
2161
  {
2162
  "left_pr_number": 41097,
2163
  "right_pr_number": 43549,
2164
- "similarity": 0.54,
2165
  "content_similarity": 0.428,
2166
  "size_similarity": 0.6,
2167
  "breadth_similarity": 1.0,
@@ -2178,7 +2178,7 @@
2178
  "left_pr_number": 44547,
2179
  "right_pr_number": 46013,
2180
  "similarity": 0.503,
2181
- "content_similarity": 0.29,
2182
  "size_similarity": 1.0,
2183
  "breadth_similarity": 1.0,
2184
  "concentration_similarity": 1.0,
@@ -2249,7 +2249,7 @@
2249
  45996
2250
  ],
2251
  "representative_pr_number": 45635,
2252
- "average_similarity": 0.527,
2253
  "summary": "4 open PRs share weighted file overlap around `src/transformers/core_model_loading.py`, `tests/utils/test_core_model_loading.py`, `tests/test_modeling_common.py`; representative PR #45635.",
2254
  "shared_filenames": [
2255
  "src/transformers/core_model_loading.py",
@@ -2268,7 +2268,7 @@
2268
  "left_pr_number": 44974,
2269
  "right_pr_number": 45635,
2270
  "similarity": 0.719,
2271
- "content_similarity": 0.72,
2272
  "size_similarity": 0.59,
2273
  "breadth_similarity": 0.8,
2274
  "concentration_similarity": 0.929,
@@ -2325,8 +2325,8 @@
2325
  {
2326
  "left_pr_number": 45421,
2327
  "right_pr_number": 45635,
2328
- "similarity": 0.465,
2329
- "content_similarity": 0.379,
2330
  "size_similarity": 0.803,
2331
  "breadth_similarity": 0.5,
2332
  "concentration_similarity": 0.586,
@@ -2343,8 +2343,8 @@
2343
  {
2344
  "left_pr_number": 44974,
2345
  "right_pr_number": 45421,
2346
- "similarity": 0.421,
2347
- "content_similarity": 0.302,
2348
  "size_similarity": 0.735,
2349
  "breadth_similarity": 0.667,
2350
  "concentration_similarity": 0.657,
@@ -2360,8 +2360,8 @@
2360
  {
2361
  "left_pr_number": 45421,
2362
  "right_pr_number": 45996,
2363
- "similarity": 0.32,
2364
- "content_similarity": 0.192,
2365
  "size_similarity": 0.573,
2366
  "breadth_similarity": 0.583,
2367
  "concentration_similarity": 0.828,
@@ -2385,7 +2385,7 @@
2385
  45985
2386
  ],
2387
  "representative_pr_number": 45985,
2388
- "average_similarity": 0.505,
2389
  "summary": "4 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #45985.",
2390
  "shared_filenames": [
2391
  "src/transformers/generation/utils.py"
@@ -2399,8 +2399,8 @@
2399
  {
2400
  "left_pr_number": 34667,
2401
  "right_pr_number": 45985,
2402
- "similarity": 0.602,
2403
- "content_similarity": 0.489,
2404
  "size_similarity": 0.733,
2405
  "breadth_similarity": 1.0,
2406
  "concentration_similarity": 1.0,
@@ -2416,8 +2416,8 @@
2416
  {
2417
  "left_pr_number": 39683,
2418
  "right_pr_number": 45985,
2419
- "similarity": 0.595,
2420
- "content_similarity": 0.496,
2421
  "size_similarity": 0.652,
2422
  "breadth_similarity": 1.0,
2423
  "concentration_similarity": 1.0,
@@ -2433,8 +2433,8 @@
2433
  {
2434
  "left_pr_number": 34667,
2435
  "right_pr_number": 39683,
2436
- "similarity": 0.524,
2437
- "content_similarity": 0.432,
2438
  "size_similarity": 0.478,
2439
  "breadth_similarity": 1.0,
2440
  "concentration_similarity": 1.0,
@@ -2450,8 +2450,8 @@
2450
  {
2451
  "left_pr_number": 44872,
2452
  "right_pr_number": 45985,
2453
- "similarity": 0.46,
2454
- "content_similarity": 0.4,
2455
  "size_similarity": 0.2,
2456
  "breadth_similarity": 1.0,
2457
  "concentration_similarity": 1.0,
@@ -2467,8 +2467,8 @@
2467
  {
2468
  "left_pr_number": 34667,
2469
  "right_pr_number": 44872,
2470
- "similarity": 0.435,
2471
- "content_similarity": 0.348,
2472
  "size_similarity": 0.273,
2473
  "breadth_similarity": 1.0,
2474
  "concentration_similarity": 1.0,
@@ -2484,8 +2484,8 @@
2484
  {
2485
  "left_pr_number": 39683,
2486
  "right_pr_number": 44872,
2487
- "similarity": 0.417,
2488
- "content_similarity": 0.354,
2489
  "size_similarity": 0.13,
2490
  "breadth_similarity": 1.0,
2491
  "concentration_similarity": 1.0,
@@ -2598,8 +2598,8 @@
2598
  {
2599
  "left_pr_number": 45202,
2600
  "right_pr_number": 45883,
2601
- "similarity": 0.432,
2602
- "content_similarity": 0.397,
2603
  "size_similarity": 0.027,
2604
  "breadth_similarity": 1.0,
2605
  "concentration_similarity": 1.0,
@@ -2690,7 +2690,7 @@
2690
  "left_pr_number": 46126,
2691
  "right_pr_number": 46394,
2692
  "similarity": 0.574,
2693
- "content_similarity": 0.585,
2694
  "size_similarity": 0.704,
2695
  "breadth_similarity": 0.292,
2696
  "concentration_similarity": 0.603,
@@ -2707,7 +2707,7 @@
2707
  "left_pr_number": 46099,
2708
  "right_pr_number": 46394,
2709
  "similarity": 0.455,
2710
- "content_similarity": 0.408,
2711
  "size_similarity": 0.984,
2712
  "breadth_similarity": 0.017,
2713
  "concentration_similarity": 0.403,
@@ -2724,7 +2724,7 @@
2724
  "left_pr_number": 46290,
2725
  "right_pr_number": 46394,
2726
  "similarity": 0.407,
2727
- "content_similarity": 0.531,
2728
  "size_similarity": 0.09,
2729
  "breadth_similarity": 0.024,
2730
  "concentration_similarity": 0.4,
@@ -2773,8 +2773,8 @@
2773
  {
2774
  "left_pr_number": 46099,
2775
  "right_pr_number": 46126,
2776
- "similarity": 0.346,
2777
- "content_similarity": 0.28,
2778
  "size_similarity": 0.693,
2779
  "breadth_similarity": 0.06,
2780
  "concentration_similarity": 0.8,
@@ -2794,7 +2794,7 @@
2794
  "left_pr_number": 46126,
2795
  "right_pr_number": 46290,
2796
  "similarity": 0.314,
2797
- "content_similarity": 0.353,
2798
  "size_similarity": 0.128,
2799
  "breadth_similarity": 0.081,
2800
  "concentration_similarity": 0.796,
@@ -2835,8 +2835,8 @@
2835
  {
2836
  "left_pr_number": 44615,
2837
  "right_pr_number": 46152,
2838
- "similarity": 0.627,
2839
- "content_similarity": 0.556,
2840
  "size_similarity": 0.583,
2841
  "breadth_similarity": 1.0,
2842
  "concentration_similarity": 1.0,
@@ -2870,7 +2870,7 @@
2870
  "left_pr_number": 44385,
2871
  "right_pr_number": 44615,
2872
  "similarity": 0.413,
2873
- "content_similarity": 0.344,
2874
  "size_similarity": 0.371,
2875
  "breadth_similarity": 0.667,
2876
  "concentration_similarity": 1.0,
@@ -2920,8 +2920,8 @@
2920
  {
2921
  "left_pr_number": 44385,
2922
  "right_pr_number": 45060,
2923
- "similarity": 0.248,
2924
- "content_similarity": 0.18,
2925
  "size_similarity": 0.228,
2926
  "breadth_similarity": 0.667,
2927
  "concentration_similarity": 0.421,
@@ -3070,7 +3070,7 @@
3070
  "left_pr_number": 43469,
3071
  "right_pr_number": 46364,
3072
  "similarity": 0.386,
3073
- "content_similarity": 0.352,
3074
  "size_similarity": 0.35,
3075
  "breadth_similarity": 0.5,
3076
  "concentration_similarity": 0.75,
@@ -3143,8 +3143,8 @@
3143
  {
3144
  "left_pr_number": 44015,
3145
  "right_pr_number": 44676,
3146
- "similarity": 0.415,
3147
- "content_similarity": 0.503,
3148
  "size_similarity": 0.034,
3149
  "breadth_similarity": 0.333,
3150
  "concentration_similarity": 0.488,
@@ -3235,90 +3235,6 @@
3235
  }
3236
  ]
3237
  },
3238
- {
3239
- "cluster_id": "pr-scope-45682-3",
3240
- "pr_numbers": [
3241
- 45682,
3242
- 46442,
3243
- 46482
3244
- ],
3245
- "representative_pr_number": 45682,
3246
- "average_similarity": 0.519,
3247
- "summary": "3 open PRs share weighted file overlap around `tests/peft_integration/test_peft_integration.py`, `src/transformers/integrations/peft.py`; representative PR #45682.",
3248
- "shared_filenames": [
3249
- "tests/peft_integration/test_peft_integration.py",
3250
- "src/transformers/integrations/peft.py"
3251
- ],
3252
- "shared_directories": [
3253
- "src/transformers/integrations",
3254
- "tests/peft_integration",
3255
- "src/transformers",
3256
- "tests",
3257
- "src"
3258
- ],
3259
- "pairwise": [
3260
- {
3261
- "left_pr_number": 45682,
3262
- "right_pr_number": 46442,
3263
- "similarity": 0.61,
3264
- "content_similarity": 0.679,
3265
- "size_similarity": 0.435,
3266
- "breadth_similarity": 0.31,
3267
- "concentration_similarity": 0.773,
3268
- "shared_filenames": [
3269
- "src/transformers/integrations/peft.py",
3270
- "tests/peft_integration/test_peft_integration.py"
3271
- ],
3272
- "shared_directories": [
3273
- "src/transformers/integrations",
3274
- "src/transformers",
3275
- "tests/peft_integration",
3276
- "src",
3277
- "tests"
3278
- ]
3279
- },
3280
- {
3281
- "left_pr_number": 45682,
3282
- "right_pr_number": 46482,
3283
- "similarity": 0.554,
3284
- "content_similarity": 0.569,
3285
- "size_similarity": 0.287,
3286
- "breadth_similarity": 0.667,
3287
- "concentration_similarity": 0.925,
3288
- "shared_filenames": [
3289
- "src/transformers/integrations/peft.py",
3290
- "tests/peft_integration/test_peft_integration.py"
3291
- ],
3292
- "shared_directories": [
3293
- "src/transformers/integrations",
3294
- "src/transformers",
3295
- "tests/peft_integration",
3296
- "src",
3297
- "tests"
3298
- ]
3299
- },
3300
- {
3301
- "left_pr_number": 46442,
3302
- "right_pr_number": 46482,
3303
- "similarity": 0.393,
3304
- "content_similarity": 0.419,
3305
- "size_similarity": 0.125,
3306
- "breadth_similarity": 0.464,
3307
- "concentration_similarity": 0.698,
3308
- "shared_filenames": [
3309
- "src/transformers/integrations/peft.py",
3310
- "tests/peft_integration/test_peft_integration.py"
3311
- ],
3312
- "shared_directories": [
3313
- "src/transformers/integrations",
3314
- "src/transformers",
3315
- "tests/peft_integration",
3316
- "src",
3317
- "tests"
3318
- ]
3319
- }
3320
- ]
3321
- },
3322
  {
3323
  "cluster_id": "pr-scope-46124-3",
3324
  "pr_numbers": [
@@ -3327,7 +3243,7 @@
3327
  46483
3328
  ],
3329
  "representative_pr_number": 46436,
3330
- "average_similarity": 0.496,
3331
  "summary": "3 open PRs share weighted file overlap around `tests/generation/test_utils.py`, `src/transformers/generation/utils.py`; representative PR #46436.",
3332
  "shared_filenames": [
3333
  "tests/generation/test_utils.py",
@@ -3344,8 +3260,8 @@
3344
  {
3345
  "left_pr_number": 46436,
3346
  "right_pr_number": 46483,
3347
- "similarity": 0.602,
3348
- "content_similarity": 0.476,
3349
  "size_similarity": 0.853,
3350
  "breadth_similarity": 1.0,
3351
  "concentration_similarity": 0.819,
@@ -3364,8 +3280,8 @@
3364
  {
3365
  "left_pr_number": 46124,
3366
  "right_pr_number": 46436,
3367
- "similarity": 0.453,
3368
- "content_similarity": 0.232,
3369
  "size_similarity": 0.966,
3370
  "breadth_similarity": 1.0,
3371
  "concentration_similarity": 0.922,
@@ -3383,8 +3299,8 @@
3383
  {
3384
  "left_pr_number": 46124,
3385
  "right_pr_number": 46483,
3386
- "similarity": 0.431,
3387
- "content_similarity": 0.233,
3388
  "size_similarity": 0.824,
3389
  "breadth_similarity": 1.0,
3390
  "concentration_similarity": 0.897,
@@ -3481,7 +3397,7 @@
3481
  46091
3482
  ],
3483
  "representative_pr_number": 45293,
3484
- "average_similarity": 0.46,
3485
  "summary": "3 open PRs share weighted file overlap around `tests/models/auto/test_tokenization_auto.py`, `src/transformers/models/auto/tokenization_auto.py`; representative PR #45293.",
3486
  "shared_filenames": [
3487
  "tests/models/auto/test_tokenization_auto.py",
@@ -3500,11 +3416,11 @@
3500
  {
3501
  "left_pr_number": 45293,
3502
  "right_pr_number": 46091,
3503
- "similarity": 0.51,
3504
- "content_similarity": 0.536,
3505
- "size_similarity": 0.163,
3506
  "breadth_similarity": 0.667,
3507
- "concentration_similarity": 0.884,
3508
  "shared_filenames": [
3509
  "src/transformers/models/auto/tokenization_auto.py",
3510
  "tests/models/auto/test_tokenization_auto.py"
@@ -3541,11 +3457,11 @@
3541
  {
3542
  "left_pr_number": 45317,
3543
  "right_pr_number": 46091,
3544
- "similarity": 0.37,
3545
- "content_similarity": 0.325,
3546
- "size_similarity": 0.22,
3547
  "breadth_similarity": 0.667,
3548
- "concentration_similarity": 0.856,
3549
  "shared_filenames": [
3550
  "tests/models/auto/test_tokenization_auto.py"
3551
  ],
@@ -3567,7 +3483,7 @@
3567
  45655
3568
  ],
3569
  "representative_pr_number": 45649,
3570
- "average_similarity": 0.454,
3571
  "summary": "3 open PRs share weighted file overlap around `src/transformers/modeling_utils.py`; representative PR #45649.",
3572
  "shared_filenames": [
3573
  "src/transformers/modeling_utils.py"
@@ -3580,8 +3496,8 @@
3580
  {
3581
  "left_pr_number": 45548,
3582
  "right_pr_number": 45649,
3583
- "similarity": 0.507,
3584
- "content_similarity": 0.514,
3585
  "size_similarity": 0.149,
3586
  "breadth_similarity": 0.75,
3587
  "concentration_similarity": 1.0,
@@ -3596,8 +3512,8 @@
3596
  {
3597
  "left_pr_number": 45649,
3598
  "right_pr_number": 45655,
3599
- "similarity": 0.503,
3600
- "content_similarity": 0.338,
3601
  "size_similarity": 0.778,
3602
  "breadth_similarity": 1.0,
3603
  "concentration_similarity": 1.0,
@@ -3612,8 +3528,8 @@
3612
  {
3613
  "left_pr_number": 45548,
3614
  "right_pr_number": 45655,
3615
- "similarity": 0.35,
3616
- "content_similarity": 0.281,
3617
  "size_similarity": 0.191,
3618
  "breadth_similarity": 0.75,
3619
  "concentration_similarity": 1.0,
@@ -3790,7 +3706,7 @@
3790
  45783
3791
  ],
3792
  "representative_pr_number": 45783,
3793
- "average_similarity": 0.406,
3794
  "summary": "3 open PRs share weighted file overlap around `src/transformers/models/deepseek_vl/modeling_deepseek_vl.py`, `src/transformers/models/fast_vlm/modeling_fast_vlm.py`, `src/transformers/models/florence2/modeling_florence2.py`; representative PR #45783.",
3795
  "shared_filenames": [
3796
  "src/transformers/models/deepseek_vl/modeling_deepseek_vl.py",
@@ -3867,49 +3783,133 @@
3867
  "src/transformers/models/deepseek_vl_hybrid/modeling_deepseek_vl_hybrid.py"
3868
  ],
3869
  "shared_directories": [
3870
- "src/transformers/models/aria",
3871
- "src/transformers/models/aya_vision",
3872
- "src/transformers/models/blip_2",
3873
- "src/transformers/models/chameleon",
3874
- "src/transformers/models/cohere2_vision",
3875
- "src/transformers/models/deepseek_vl",
3876
- "src/transformers/models/deepseek_vl_hybrid",
3877
- "src/transformers/models/emu3",
3878
- "src/transformers/models/ernie4_5_vl_moe",
3879
- "src/transformers/models/fast_vlm"
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3880
  ]
3881
  },
3882
  {
3883
- "left_pr_number": 43446,
3884
- "right_pr_number": 44907,
3885
- "similarity": 0.332,
3886
- "content_similarity": 0.317,
3887
- "size_similarity": 0.219,
3888
- "breadth_similarity": 0.322,
3889
- "concentration_similarity": 0.899,
3890
  "shared_filenames": [
3891
- "src/transformers/models/aria/modeling_aria.py",
3892
- "src/transformers/models/aya_vision/modeling_aya_vision.py",
3893
- "src/transformers/models/blip_2/modeling_blip_2.py",
3894
- "src/transformers/models/chameleon/modeling_chameleon.py",
3895
- "src/transformers/models/cohere2_vision/modeling_cohere2_vision.py",
3896
- "src/transformers/models/deepseek_vl/modeling_deepseek_vl.py",
3897
- "src/transformers/models/deepseek_vl_hybrid/modeling_deepseek_vl_hybrid.py",
3898
- "src/transformers/models/deepseek_vl_hybrid/modular_deepseek_vl_hybrid.py",
3899
- "src/transformers/models/emu3/modeling_emu3.py",
3900
- "src/transformers/models/emu3/modular_emu3.py"
3901
  ],
3902
  "shared_directories": [
3903
- "src/transformers/models/aria",
3904
- "src/transformers/models/aya_vision",
3905
- "src/transformers/models/blip_2",
3906
- "src/transformers/models/chameleon",
3907
- "src/transformers/models/cohere2_vision",
3908
- "src/transformers/models/deepseek_vl",
3909
- "src/transformers/models/deepseek_vl_hybrid",
3910
- "src/transformers/models/emu3",
3911
- "src/transformers/models/ernie4_5_vl_moe",
3912
- "src/transformers/models/fast_vlm"
3913
  ]
3914
  }
3915
  ]
@@ -3922,7 +3922,7 @@
3922
  44550
3923
  ],
3924
  "representative_pr_number": 44550,
3925
- "average_similarity": 0.365,
3926
  "summary": "3 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
3927
  "shared_filenames": [],
3928
  "shared_directories": [
@@ -3935,8 +3935,8 @@
3935
  {
3936
  "left_pr_number": 33686,
3937
  "right_pr_number": 44550,
3938
- "similarity": 0.387,
3939
- "content_similarity": 0.124,
3940
  "size_similarity": 1.0,
3941
  "breadth_similarity": 1.0,
3942
  "concentration_similarity": 1.0,
@@ -3951,8 +3951,8 @@
3951
  {
3952
  "left_pr_number": 44407,
3953
  "right_pr_number": 44550,
3954
- "similarity": 0.359,
3955
- "content_similarity": 0.093,
3956
  "size_similarity": 0.957,
3957
  "breadth_similarity": 1.0,
3958
  "concentration_similarity": 1.0,
@@ -3966,8 +3966,8 @@
3966
  {
3967
  "left_pr_number": 33686,
3968
  "right_pr_number": 44407,
3969
- "similarity": 0.35,
3970
- "content_similarity": 0.08,
3971
  "size_similarity": 0.957,
3972
  "breadth_similarity": 1.0,
3973
  "concentration_similarity": 1.0,
@@ -3988,7 +3988,7 @@
3988
  45917
3989
  ],
3990
  "representative_pr_number": 44981,
3991
- "average_similarity": 0.361,
3992
  "summary": "3 open PRs share weighted file overlap around `src/transformers/trainer.py`; representative PR #44981.",
3993
  "shared_filenames": [
3994
  "src/transformers/trainer.py"
@@ -4003,8 +4003,8 @@
4003
  {
4004
  "left_pr_number": 44889,
4005
  "right_pr_number": 44981,
4006
- "similarity": 0.399,
4007
- "content_similarity": 0.157,
4008
  "size_similarity": 0.991,
4009
  "breadth_similarity": 1.0,
4010
  "concentration_similarity": 0.812,
@@ -4022,7 +4022,7 @@
4022
  "left_pr_number": 44981,
4023
  "right_pr_number": 45917,
4024
  "similarity": 0.355,
4025
- "content_similarity": 0.11,
4026
  "size_similarity": 0.87,
4027
  "breadth_similarity": 1.0,
4028
  "concentration_similarity": 0.959,
@@ -4265,6 +4265,69 @@
4265
  }
4266
  ]
4267
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
4268
  {
4269
  "cluster_id": "pr-scope-45847-2",
4270
  "pr_numbers": [
@@ -4580,7 +4643,7 @@
4580
  46461
4581
  ],
4582
  "representative_pr_number": 42824,
4583
- "average_similarity": 0.717,
4584
  "summary": "2 open PRs share weighted file overlap around `tests/utils/test_feature_extraction_utils.py`, `src/transformers/feature_extraction_utils.py`; representative PR #42824.",
4585
  "shared_filenames": [
4586
  "tests/utils/test_feature_extraction_utils.py",
@@ -4596,8 +4659,8 @@
4596
  {
4597
  "left_pr_number": 42824,
4598
  "right_pr_number": 46461,
4599
- "similarity": 0.717,
4600
- "content_similarity": 0.747,
4601
  "size_similarity": 0.652,
4602
  "breadth_similarity": 0.5,
4603
  "concentration_similarity": 0.928,
@@ -4768,6 +4831,49 @@
4768
  }
4769
  ]
4770
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
4771
  {
4772
  "cluster_id": "pr-scope-45932-2",
4773
  "pr_numbers": [
@@ -4802,7 +4908,7 @@
4802
  "left_pr_number": 45932,
4803
  "right_pr_number": 46174,
4804
  "similarity": 0.596,
4805
- "content_similarity": 0.637,
4806
  "size_similarity": 0.248,
4807
  "breadth_similarity": 0.679,
4808
  "concentration_similarity": 0.916,
@@ -4855,7 +4961,7 @@
4855
  "left_pr_number": 44228,
4856
  "right_pr_number": 46324,
4857
  "similarity": 0.563,
4858
- "content_similarity": 0.599,
4859
  "size_similarity": 0.259,
4860
  "breadth_similarity": 0.583,
4861
  "concentration_similarity": 0.926,
@@ -4910,53 +5016,6 @@
4910
  }
4911
  ]
4912
  },
4913
- {
4914
- "cluster_id": "pr-scope-46460-2",
4915
- "pr_numbers": [
4916
- 46460,
4917
- 46464
4918
- ],
4919
- "representative_pr_number": 46460,
4920
- "average_similarity": 0.548,
4921
- "summary": "2 open PRs share weighted file overlap around `tests/models/qwen3_5/test_modeling_qwen3_5.py`, `src/transformers/models/auto/auto_factory.py`; representative PR #46460.",
4922
- "shared_filenames": [
4923
- "tests/models/qwen3_5/test_modeling_qwen3_5.py",
4924
- "src/transformers/models/auto/auto_factory.py"
4925
- ],
4926
- "shared_directories": [
4927
- "src/transformers/models/auto",
4928
- "tests/models/qwen3_5",
4929
- "src/transformers/models",
4930
- "tests/models",
4931
- "src/transformers",
4932
- "tests",
4933
- "src"
4934
- ],
4935
- "pairwise": [
4936
- {
4937
- "left_pr_number": 46460,
4938
- "right_pr_number": 46464,
4939
- "similarity": 0.548,
4940
- "content_similarity": 0.585,
4941
- "size_similarity": 0.485,
4942
- "breadth_similarity": 0.333,
4943
- "concentration_similarity": 0.648,
4944
- "shared_filenames": [
4945
- "src/transformers/models/auto/auto_factory.py",
4946
- "tests/models/qwen3_5/test_modeling_qwen3_5.py"
4947
- ],
4948
- "shared_directories": [
4949
- "src/transformers/models/auto",
4950
- "src/transformers/models",
4951
- "tests/models/qwen3_5",
4952
- "src/transformers",
4953
- "tests/models",
4954
- "src",
4955
- "tests"
4956
- ]
4957
- }
4958
- ]
4959
- },
4960
  {
4961
  "cluster_id": "pr-scope-45332-2",
4962
  "pr_numbers": [
@@ -4985,7 +5044,7 @@
4985
  "left_pr_number": 45332,
4986
  "right_pr_number": 45333,
4987
  "similarity": 0.546,
4988
- "content_similarity": 0.583,
4989
  "size_similarity": 0.264,
4990
  "breadth_similarity": 0.542,
4991
  "concentration_similarity": 0.883,
@@ -5068,7 +5127,7 @@
5068
  "left_pr_number": 45541,
5069
  "right_pr_number": 46177,
5070
  "similarity": 0.525,
5071
- "content_similarity": 0.425,
5072
  "size_similarity": 0.519,
5073
  "breadth_similarity": 1.0,
5074
  "concentration_similarity": 1.0,
@@ -5116,7 +5175,7 @@
5116
  "left_pr_number": 44114,
5117
  "right_pr_number": 45720,
5118
  "similarity": 0.511,
5119
- "content_similarity": 0.438,
5120
  "size_similarity": 0.549,
5121
  "breadth_similarity": 0.727,
5122
  "concentration_similarity": 0.999,
@@ -5154,7 +5213,7 @@
5154
  45128
5155
  ],
5156
  "representative_pr_number": 45056,
5157
- "average_similarity": 0.509,
5158
  "summary": "2 open PRs share weighted file overlap around `src/transformers/utils/auto_docstring.py`; representative PR #45056.",
5159
  "shared_filenames": [
5160
  "src/transformers/utils/auto_docstring.py"
@@ -5168,8 +5227,8 @@
5168
  {
5169
  "left_pr_number": 45056,
5170
  "right_pr_number": 45128,
5171
- "similarity": 0.509,
5172
- "content_similarity": 0.407,
5173
  "size_similarity": 0.669,
5174
  "breadth_similarity": 0.875,
5175
  "concentration_similarity": 0.724,
@@ -5184,55 +5243,6 @@
5184
  }
5185
  ]
5186
  },
5187
- {
5188
- "cluster_id": "pr-scope-43532-2",
5189
- "pr_numbers": [
5190
- 43532,
5191
- 43649
5192
- ],
5193
- "representative_pr_number": 43532,
5194
- "average_similarity": 0.506,
5195
- "summary": "2 open PRs share weighted file overlap around `utils/notification_service.py`, `.github/workflows/self-comment-ci.yml`, `.github/workflows/self-scheduled.yml`; representative PR #43532.",
5196
- "shared_filenames": [
5197
- "utils/notification_service.py",
5198
- ".github/workflows/self-comment-ci.yml",
5199
- ".github/workflows/self-scheduled.yml",
5200
- "tests/models/vit/test_modeling_vit.py"
5201
- ],
5202
- "shared_directories": [
5203
- "tests/models/vit",
5204
- ".github/workflows",
5205
- "tests/models",
5206
- ".github",
5207
- "utils",
5208
- "tests"
5209
- ],
5210
- "pairwise": [
5211
- {
5212
- "left_pr_number": 43532,
5213
- "right_pr_number": 43649,
5214
- "similarity": 0.506,
5215
- "content_similarity": 0.45,
5216
- "size_similarity": 0.395,
5217
- "breadth_similarity": 0.875,
5218
- "concentration_similarity": 0.893,
5219
- "shared_filenames": [
5220
- ".github/workflows/self-comment-ci.yml",
5221
- ".github/workflows/self-scheduled.yml",
5222
- "tests/models/vit/test_modeling_vit.py",
5223
- "utils/notification_service.py"
5224
- ],
5225
- "shared_directories": [
5226
- "tests/models/vit",
5227
- ".github/workflows",
5228
- "tests/models",
5229
- ".github",
5230
- "tests",
5231
- "utils"
5232
- ]
5233
- }
5234
- ]
5235
- },
5236
  {
5237
  "cluster_id": "pr-scope-45110-2",
5238
  "pr_numbers": [
@@ -5650,49 +5660,6 @@
5650
  }
5651
  ]
5652
  },
5653
- {
5654
- "cluster_id": "pr-scope-45017-2",
5655
- "pr_numbers": [
5656
- 45017,
5657
- 46372
5658
- ],
5659
- "representative_pr_number": 45017,
5660
- "average_similarity": 0.432,
5661
- "summary": "2 open PRs share weighted file overlap around `src/transformers/models/glm_moe_dsa/modeling_glm_moe_dsa.py`, `src/transformers/models/glm_moe_dsa/configuration_glm_moe_dsa.py`, `src/transformers/models/glm_moe_dsa/modular_glm_moe_dsa.py`; representative PR #45017.",
5662
- "shared_filenames": [
5663
- "src/transformers/models/glm_moe_dsa/modeling_glm_moe_dsa.py",
5664
- "src/transformers/models/glm_moe_dsa/configuration_glm_moe_dsa.py",
5665
- "src/transformers/models/glm_moe_dsa/modular_glm_moe_dsa.py"
5666
- ],
5667
- "shared_directories": [
5668
- "src/transformers/models/glm_moe_dsa",
5669
- "src/transformers/models",
5670
- "src/transformers",
5671
- "src"
5672
- ],
5673
- "pairwise": [
5674
- {
5675
- "left_pr_number": 45017,
5676
- "right_pr_number": 46372,
5677
- "similarity": 0.432,
5678
- "content_similarity": 0.381,
5679
- "size_similarity": 0.224,
5680
- "breadth_similarity": 0.9,
5681
- "concentration_similarity": 0.834,
5682
- "shared_filenames": [
5683
- "src/transformers/models/glm_moe_dsa/configuration_glm_moe_dsa.py",
5684
- "src/transformers/models/glm_moe_dsa/modeling_glm_moe_dsa.py",
5685
- "src/transformers/models/glm_moe_dsa/modular_glm_moe_dsa.py"
5686
- ],
5687
- "shared_directories": [
5688
- "src/transformers/models/glm_moe_dsa",
5689
- "src/transformers/models",
5690
- "src/transformers",
5691
- "src"
5692
- ]
5693
- }
5694
- ]
5695
- },
5696
  {
5697
  "cluster_id": "pr-scope-42112-2",
5698
  "pr_numbers": [
@@ -5700,7 +5667,7 @@
5700
  45413
5701
  ],
5702
  "representative_pr_number": 42112,
5703
- "average_similarity": 0.421,
5704
  "summary": "2 open PRs share weighted file overlap around `src/transformers/generation/logits_process.py`, `tests/generation/test_logits_process.py`; representative PR #42112.",
5705
  "shared_filenames": [
5706
  "src/transformers/generation/logits_process.py",
@@ -5717,8 +5684,8 @@
5717
  {
5718
  "left_pr_number": 42112,
5719
  "right_pr_number": 45413,
5720
- "similarity": 0.421,
5721
- "content_similarity": 0.462,
5722
  "size_similarity": 0.017,
5723
  "breadth_similarity": 0.458,
5724
  "concentration_similarity": 0.981,
@@ -5826,37 +5793,6 @@
5826
  }
5827
  ]
5828
  },
5829
- {
5830
- "cluster_id": "pr-scope-43967-2",
5831
- "pr_numbers": [
5832
- 43967,
5833
- 46450
5834
- ],
5835
- "representative_pr_number": 43967,
5836
- "average_similarity": 0.367,
5837
- "summary": "2 open PRs cluster in `examples/pytorch`, `examples` with similar change breadth; representative PR #43967.",
5838
- "shared_filenames": [],
5839
- "shared_directories": [
5840
- "examples/pytorch",
5841
- "examples"
5842
- ],
5843
- "pairwise": [
5844
- {
5845
- "left_pr_number": 43967,
5846
- "right_pr_number": 46450,
5847
- "similarity": 0.367,
5848
- "content_similarity": 0.138,
5849
- "size_similarity": 0.8,
5850
- "breadth_similarity": 1.0,
5851
- "concentration_similarity": 1.0,
5852
- "shared_filenames": [],
5853
- "shared_directories": [
5854
- "examples/pytorch",
5855
- "examples"
5856
- ]
5857
- }
5858
- ]
5859
- },
5860
  {
5861
  "cluster_id": "pr-scope-44642-2",
5862
  "pr_numbers": [
@@ -5864,7 +5800,7 @@
5864
  45552
5865
  ],
5866
  "representative_pr_number": 44642,
5867
- "average_similarity": 0.361,
5868
  "summary": "2 open PRs share weighted file overlap around `src/transformers/utils/auto_docstring.py`; representative PR #44642.",
5869
  "shared_filenames": [
5870
  "src/transformers/utils/auto_docstring.py"
@@ -5878,7 +5814,7 @@
5878
  {
5879
  "left_pr_number": 44642,
5880
  "right_pr_number": 45552,
5881
- "similarity": 0.361,
5882
  "content_similarity": 0.265,
5883
  "size_similarity": 0.167,
5884
  "breadth_similarity": 1.0,
@@ -5901,7 +5837,7 @@
5901
  46357
5902
  ],
5903
  "representative_pr_number": 46019,
5904
- "average_similarity": 0.36,
5905
  "summary": "2 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #46019.",
5906
  "shared_filenames": [],
5907
  "shared_directories": [
@@ -5913,8 +5849,8 @@
5913
  {
5914
  "left_pr_number": 46019,
5915
  "right_pr_number": 46357,
5916
- "similarity": 0.36,
5917
- "content_similarity": 0.104,
5918
  "size_similarity": 0.915,
5919
  "breadth_similarity": 1.0,
5920
  "concentration_similarity": 1.0,
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5947
  "left_pr_number": 45999,
5948
  "right_pr_number": 46473,
5949
  "similarity": 0.342,
5950
- "content_similarity": 0.094,
5951
  "size_similarity": 0.846,
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  "breadth_similarity": 1.0,
5953
  "concentration_similarity": 1.0,
 
1
  {
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  "repo": "huggingface/transformers",
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+ "snapshot_id": "20260608T120020Z",
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+ "generated_at": "2026-06-08T12:02:39Z",
5
+ "cluster_count": 66,
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  "pr_scope_clusters": [
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  {
8
  "cluster_id": "pr-scope-43636-10",
 
16
  44660,
17
  45055,
18
  45067,
19
+ 45273
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  ],
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  "representative_pr_number": 45067,
22
+ "average_similarity": 0.425,
23
  "summary": "10 open PRs share weighted file overlap around `src/transformers/trainer.py`; representative PR #45067.",
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  "shared_filenames": [
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  "src/transformers/trainer.py"
 
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  "left_pr_number": 44189,
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  "right_pr_number": 45067,
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  "breadth_similarity": 1.0,
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  "concentration_similarity": 1.0,
 
45
  "src"
46
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  "size_similarity": 0.052,
1107
  "breadth_similarity": 0.708,
1108
  "concentration_similarity": 0.636,
 
1137
  "left_pr_number": 45666,
1138
  "right_pr_number": 46268,
1139
  "similarity": 0.194,
1140
+ "content_similarity": 0.159,
1141
  "size_similarity": 0.016,
1142
  "breadth_similarity": 0.5,
1143
  "concentration_similarity": 0.619,
 
1240
  {
1241
  "left_pr_number": 42668,
1242
  "right_pr_number": 46161,
1243
+ "similarity": 0.571,
1244
+ "content_similarity": 0.664,
1245
  "size_similarity": 0.253,
1246
  "breadth_similarity": 0.216,
1247
  "concentration_similarity": 0.937,
 
1297
  "left_pr_number": 44543,
1298
  "right_pr_number": 46161,
1299
  "similarity": 0.39,
1300
+ "content_similarity": 0.223,
1301
  "size_similarity": 0.566,
1302
  "breadth_similarity": 1.0,
1303
  "concentration_similarity": 0.97,
 
1347
  {
1348
  "left_pr_number": 42668,
1349
  "right_pr_number": 44543,
1350
+ "similarity": 0.35,
1351
  "content_similarity": 0.305,
1352
  "size_similarity": 0.446,
1353
  "breadth_similarity": 0.216,
 
1435
  "left_pr_number": 42668,
1436
  "right_pr_number": 45422,
1437
  "similarity": 0.2,
1438
+ "content_similarity": 0.155,
1439
  "size_similarity": 0.148,
1440
  "breadth_similarity": 0.307,
1441
  "concentration_similarity": 0.768,
 
1462
  46481
1463
  ],
1464
  "representative_pr_number": 46474,
1465
+ "average_similarity": 0.426,
1466
  "summary": "6 open PRs share weighted file overlap around `src/transformers/cache_utils.py`, `tests/utils/test_cache_utils.py`, `src/transformers/generation/utils.py`; representative PR #46474.",
1467
  "shared_filenames": [
1468
  "src/transformers/cache_utils.py",
 
1496
  {
1497
  "left_pr_number": 46474,
1498
  "right_pr_number": 46481,
1499
+ "similarity": 0.736,
1500
  "content_similarity": 0.761,
1501
  "size_similarity": 0.433,
1502
  "breadth_similarity": 1.0,
 
1514
  {
1515
  "left_pr_number": 46446,
1516
  "right_pr_number": 46481,
1517
+ "similarity": 0.589,
1518
+ "content_similarity": 0.684,
1519
  "size_similarity": 0.14,
1520
  "breadth_similarity": 0.533,
1521
  "concentration_similarity": 0.709,
 
1534
  {
1535
  "left_pr_number": 43875,
1536
  "right_pr_number": 46481,
1537
+ "similarity": 0.578,
1538
+ "content_similarity": 0.429,
1539
  "size_similarity": 0.968,
1540
  "breadth_similarity": 1.0,
1541
  "concentration_similarity": 0.647,
 
1552
  {
1553
  "left_pr_number": 46173,
1554
  "right_pr_number": 46474,
1555
+ "similarity": 0.544,
1556
  "content_similarity": 0.591,
1557
  "size_similarity": 0.308,
1558
  "breadth_similarity": 0.5,
 
1568
  {
1569
  "left_pr_number": 43875,
1570
  "right_pr_number": 46474,
1571
+ "similarity": 0.532,
1572
  "content_similarity": 0.463,
1573
  "size_similarity": 0.419,
1574
  "breadth_similarity": 1.0,
 
1603
  {
1604
  "left_pr_number": 46446,
1605
  "right_pr_number": 46474,
1606
+ "similarity": 0.494,
1607
+ "content_similarity": 0.549,
1608
  "size_similarity": 0.06,
1609
  "breadth_similarity": 0.533,
1610
  "concentration_similarity": 0.95,
 
1622
  {
1623
  "left_pr_number": 43875,
1624
  "right_pr_number": 46446,
1625
+ "similarity": 0.413,
1626
+ "content_similarity": 0.416,
1627
  "size_similarity": 0.144,
1628
  "breadth_similarity": 0.533,
1629
  "concentration_similarity": 0.939,
 
1641
  {
1642
  "left_pr_number": 43875,
1643
  "right_pr_number": 44893,
1644
+ "similarity": 0.36,
1645
+ "content_similarity": 0.277,
1646
  "size_similarity": 0.581,
1647
  "breadth_similarity": 0.5,
1648
  "concentration_similarity": 0.581,
 
1657
  {
1658
  "left_pr_number": 43875,
1659
  "right_pr_number": 46173,
1660
+ "similarity": 0.242,
1661
  "content_similarity": 0.206,
1662
  "size_similarity": 0.129,
1663
  "breadth_similarity": 0.5,
 
1672
  },
1673
  {
1674
  "left_pr_number": 44893,
1675
+ "right_pr_number": 46481,
1676
  "similarity": 0.19,
1677
+ "content_similarity": 0.005,
1678
+ "size_similarity": 0.6,
1679
+ "breadth_similarity": 0.5,
1680
+ "concentration_similarity": 0.933,
1681
+ "shared_filenames": [],
 
 
1682
  "shared_directories": [
1683
  "src/transformers",
1684
  "src"
 
1686
  },
1687
  {
1688
  "left_pr_number": 44893,
1689
+ "right_pr_number": 46446,
1690
+ "similarity": 0.189,
1691
+ "content_similarity": 0.168,
1692
+ "size_similarity": 0.084,
1693
+ "breadth_similarity": 0.267,
1694
+ "concentration_similarity": 0.642,
1695
+ "shared_filenames": [
1696
+ "src/transformers/cache_utils.py"
1697
+ ],
1698
  "shared_directories": [
1699
  "src/transformers",
1700
  "src"
 
1703
  {
1704
  "left_pr_number": 46173,
1705
  "right_pr_number": 46446,
1706
+ "similarity": 0.149,
1707
+ "content_similarity": 0.125,
1708
  "size_similarity": 0.019,
1709
  "breadth_similarity": 0.267,
1710
  "concentration_similarity": 0.642,
 
1965
  46414
1966
  ],
1967
  "representative_pr_number": 46414,
1968
+ "average_similarity": 0.568,
1969
  "summary": "4 open PRs share weighted file overlap around `.github/workflows/build-ci-docker-images.yml`, `.github/workflows/build-docker-images.yml`, `.github/workflows/build-nightly-ci-docker-images.yml`; representative PR #46414.",
1970
  "shared_filenames": [
1971
  ".github/workflows/build-ci-docker-images.yml",
 
1986
  "left_pr_number": 42975,
1987
  "right_pr_number": 46414,
1988
  "similarity": 0.748,
1989
+ "content_similarity": 0.742,
1990
  "size_similarity": 0.588,
1991
  "breadth_similarity": 0.902,
1992
  "concentration_similarity": 1.0,
 
2132
  46013
2133
  ],
2134
  "representative_pr_number": 43549,
2135
+ "average_similarity": 0.528,
2136
  "summary": "4 open PRs share weighted file overlap around `src/transformers/modeling_flash_attention_utils.py`; representative PR #43549.",
2137
  "shared_filenames": [
2138
  "src/transformers/modeling_flash_attention_utils.py"
 
2161
  {
2162
  "left_pr_number": 41097,
2163
  "right_pr_number": 43549,
2164
+ "similarity": 0.539,
2165
  "content_similarity": 0.428,
2166
  "size_similarity": 0.6,
2167
  "breadth_similarity": 1.0,
 
2178
  "left_pr_number": 44547,
2179
  "right_pr_number": 46013,
2180
  "similarity": 0.503,
2181
+ "content_similarity": 0.289,
2182
  "size_similarity": 1.0,
2183
  "breadth_similarity": 1.0,
2184
  "concentration_similarity": 1.0,
 
2249
  45996
2250
  ],
2251
  "representative_pr_number": 45635,
2252
+ "average_similarity": 0.528,
2253
  "summary": "4 open PRs share weighted file overlap around `src/transformers/core_model_loading.py`, `tests/utils/test_core_model_loading.py`, `tests/test_modeling_common.py`; representative PR #45635.",
2254
  "shared_filenames": [
2255
  "src/transformers/core_model_loading.py",
 
2268
  "left_pr_number": 44974,
2269
  "right_pr_number": 45635,
2270
  "similarity": 0.719,
2271
+ "content_similarity": 0.719,
2272
  "size_similarity": 0.59,
2273
  "breadth_similarity": 0.8,
2274
  "concentration_similarity": 0.929,
 
2325
  {
2326
  "left_pr_number": 45421,
2327
  "right_pr_number": 45635,
2328
+ "similarity": 0.467,
2329
+ "content_similarity": 0.382,
2330
  "size_similarity": 0.803,
2331
  "breadth_similarity": 0.5,
2332
  "concentration_similarity": 0.586,
 
2343
  {
2344
  "left_pr_number": 44974,
2345
  "right_pr_number": 45421,
2346
+ "similarity": 0.423,
2347
+ "content_similarity": 0.304,
2348
  "size_similarity": 0.735,
2349
  "breadth_similarity": 0.667,
2350
  "concentration_similarity": 0.657,
 
2360
  {
2361
  "left_pr_number": 45421,
2362
  "right_pr_number": 45996,
2363
+ "similarity": 0.321,
2364
+ "content_similarity": 0.194,
2365
  "size_similarity": 0.573,
2366
  "breadth_similarity": 0.583,
2367
  "concentration_similarity": 0.828,
 
2385
  45985
2386
  ],
2387
  "representative_pr_number": 45985,
2388
+ "average_similarity": 0.504,
2389
  "summary": "4 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #45985.",
2390
  "shared_filenames": [
2391
  "src/transformers/generation/utils.py"
 
2399
  {
2400
  "left_pr_number": 34667,
2401
  "right_pr_number": 45985,
2402
+ "similarity": 0.601,
2403
+ "content_similarity": 0.487,
2404
  "size_similarity": 0.733,
2405
  "breadth_similarity": 1.0,
2406
  "concentration_similarity": 1.0,
 
2416
  {
2417
  "left_pr_number": 39683,
2418
  "right_pr_number": 45985,
2419
+ "similarity": 0.594,
2420
+ "content_similarity": 0.494,
2421
  "size_similarity": 0.652,
2422
  "breadth_similarity": 1.0,
2423
  "concentration_similarity": 1.0,
 
2433
  {
2434
  "left_pr_number": 34667,
2435
  "right_pr_number": 39683,
2436
+ "similarity": 0.523,
2437
+ "content_similarity": 0.43,
2438
  "size_similarity": 0.478,
2439
  "breadth_similarity": 1.0,
2440
  "concentration_similarity": 1.0,
 
2450
  {
2451
  "left_pr_number": 44872,
2452
  "right_pr_number": 45985,
2453
+ "similarity": 0.458,
2454
+ "content_similarity": 0.398,
2455
  "size_similarity": 0.2,
2456
  "breadth_similarity": 1.0,
2457
  "concentration_similarity": 1.0,
 
2467
  {
2468
  "left_pr_number": 34667,
2469
  "right_pr_number": 44872,
2470
+ "similarity": 0.433,
2471
+ "content_similarity": 0.346,
2472
  "size_similarity": 0.273,
2473
  "breadth_similarity": 1.0,
2474
  "concentration_similarity": 1.0,
 
2484
  {
2485
  "left_pr_number": 39683,
2486
  "right_pr_number": 44872,
2487
+ "similarity": 0.416,
2488
+ "content_similarity": 0.352,
2489
  "size_similarity": 0.13,
2490
  "breadth_similarity": 1.0,
2491
  "concentration_similarity": 1.0,
 
2598
  {
2599
  "left_pr_number": 45202,
2600
  "right_pr_number": 45883,
2601
+ "similarity": 0.431,
2602
+ "content_similarity": 0.396,
2603
  "size_similarity": 0.027,
2604
  "breadth_similarity": 1.0,
2605
  "concentration_similarity": 1.0,
 
2690
  "left_pr_number": 46126,
2691
  "right_pr_number": 46394,
2692
  "similarity": 0.574,
2693
+ "content_similarity": 0.584,
2694
  "size_similarity": 0.704,
2695
  "breadth_similarity": 0.292,
2696
  "concentration_similarity": 0.603,
 
2707
  "left_pr_number": 46099,
2708
  "right_pr_number": 46394,
2709
  "similarity": 0.455,
2710
+ "content_similarity": 0.407,
2711
  "size_similarity": 0.984,
2712
  "breadth_similarity": 0.017,
2713
  "concentration_similarity": 0.403,
 
2724
  "left_pr_number": 46290,
2725
  "right_pr_number": 46394,
2726
  "similarity": 0.407,
2727
+ "content_similarity": 0.53,
2728
  "size_similarity": 0.09,
2729
  "breadth_similarity": 0.024,
2730
  "concentration_similarity": 0.4,
 
2773
  {
2774
  "left_pr_number": 46099,
2775
  "right_pr_number": 46126,
2776
+ "similarity": 0.345,
2777
+ "content_similarity": 0.279,
2778
  "size_similarity": 0.693,
2779
  "breadth_similarity": 0.06,
2780
  "concentration_similarity": 0.8,
 
2794
  "left_pr_number": 46126,
2795
  "right_pr_number": 46290,
2796
  "similarity": 0.314,
2797
+ "content_similarity": 0.352,
2798
  "size_similarity": 0.128,
2799
  "breadth_similarity": 0.081,
2800
  "concentration_similarity": 0.796,
 
2835
  {
2836
  "left_pr_number": 44615,
2837
  "right_pr_number": 46152,
2838
+ "similarity": 0.626,
2839
+ "content_similarity": 0.555,
2840
  "size_similarity": 0.583,
2841
  "breadth_similarity": 1.0,
2842
  "concentration_similarity": 1.0,
 
2870
  "left_pr_number": 44385,
2871
  "right_pr_number": 44615,
2872
  "similarity": 0.413,
2873
+ "content_similarity": 0.343,
2874
  "size_similarity": 0.371,
2875
  "breadth_similarity": 0.667,
2876
  "concentration_similarity": 1.0,
 
2920
  {
2921
  "left_pr_number": 44385,
2922
  "right_pr_number": 45060,
2923
+ "similarity": 0.247,
2924
+ "content_similarity": 0.179,
2925
  "size_similarity": 0.228,
2926
  "breadth_similarity": 0.667,
2927
  "concentration_similarity": 0.421,
 
3070
  "left_pr_number": 43469,
3071
  "right_pr_number": 46364,
3072
  "similarity": 0.386,
3073
+ "content_similarity": 0.351,
3074
  "size_similarity": 0.35,
3075
  "breadth_similarity": 0.5,
3076
  "concentration_similarity": 0.75,
 
3143
  {
3144
  "left_pr_number": 44015,
3145
  "right_pr_number": 44676,
3146
+ "similarity": 0.414,
3147
+ "content_similarity": 0.502,
3148
  "size_similarity": 0.034,
3149
  "breadth_similarity": 0.333,
3150
  "concentration_similarity": 0.488,
 
3235
  }
3236
  ]
3237
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3238
  {
3239
  "cluster_id": "pr-scope-46124-3",
3240
  "pr_numbers": [
 
3243
  46483
3244
  ],
3245
  "representative_pr_number": 46436,
3246
+ "average_similarity": 0.494,
3247
  "summary": "3 open PRs share weighted file overlap around `tests/generation/test_utils.py`, `src/transformers/generation/utils.py`; representative PR #46436.",
3248
  "shared_filenames": [
3249
  "tests/generation/test_utils.py",
 
3260
  {
3261
  "left_pr_number": 46436,
3262
  "right_pr_number": 46483,
3263
+ "similarity": 0.601,
3264
+ "content_similarity": 0.474,
3265
  "size_similarity": 0.853,
3266
  "breadth_similarity": 1.0,
3267
  "concentration_similarity": 0.819,
 
3280
  {
3281
  "left_pr_number": 46124,
3282
  "right_pr_number": 46436,
3283
+ "similarity": 0.452,
3284
+ "content_similarity": 0.23,
3285
  "size_similarity": 0.966,
3286
  "breadth_similarity": 1.0,
3287
  "concentration_similarity": 0.922,
 
3299
  {
3300
  "left_pr_number": 46124,
3301
  "right_pr_number": 46483,
3302
+ "similarity": 0.43,
3303
+ "content_similarity": 0.231,
3304
  "size_similarity": 0.824,
3305
  "breadth_similarity": 1.0,
3306
  "concentration_similarity": 0.897,
 
3397
  46091
3398
  ],
3399
  "representative_pr_number": 45293,
3400
+ "average_similarity": 0.462,
3401
  "summary": "3 open PRs share weighted file overlap around `tests/models/auto/test_tokenization_auto.py`, `src/transformers/models/auto/tokenization_auto.py`; representative PR #45293.",
3402
  "shared_filenames": [
3403
  "tests/models/auto/test_tokenization_auto.py",
 
3416
  {
3417
  "left_pr_number": 45293,
3418
  "right_pr_number": 46091,
3419
+ "similarity": 0.518,
3420
+ "content_similarity": 0.547,
3421
+ "size_similarity": 0.16,
3422
  "breadth_similarity": 0.667,
3423
+ "concentration_similarity": 0.89,
3424
  "shared_filenames": [
3425
  "src/transformers/models/auto/tokenization_auto.py",
3426
  "tests/models/auto/test_tokenization_auto.py"
 
3457
  {
3458
  "left_pr_number": 45317,
3459
  "right_pr_number": 46091,
3460
+ "similarity": 0.367,
3461
+ "content_similarity": 0.322,
3462
+ "size_similarity": 0.216,
3463
  "breadth_similarity": 0.667,
3464
+ "concentration_similarity": 0.862,
3465
  "shared_filenames": [
3466
  "tests/models/auto/test_tokenization_auto.py"
3467
  ],
 
3483
  45655
3484
  ],
3485
  "representative_pr_number": 45649,
3486
+ "average_similarity": 0.455,
3487
  "summary": "3 open PRs share weighted file overlap around `src/transformers/modeling_utils.py`; representative PR #45649.",
3488
  "shared_filenames": [
3489
  "src/transformers/modeling_utils.py"
 
3496
  {
3497
  "left_pr_number": 45548,
3498
  "right_pr_number": 45649,
3499
+ "similarity": 0.508,
3500
+ "content_similarity": 0.515,
3501
  "size_similarity": 0.149,
3502
  "breadth_similarity": 0.75,
3503
  "concentration_similarity": 1.0,
 
3512
  {
3513
  "left_pr_number": 45649,
3514
  "right_pr_number": 45655,
3515
+ "similarity": 0.506,
3516
+ "content_similarity": 0.342,
3517
  "size_similarity": 0.778,
3518
  "breadth_similarity": 1.0,
3519
  "concentration_similarity": 1.0,
 
3528
  {
3529
  "left_pr_number": 45548,
3530
  "right_pr_number": 45655,
3531
+ "similarity": 0.352,
3532
+ "content_similarity": 0.283,
3533
  "size_similarity": 0.191,
3534
  "breadth_similarity": 0.75,
3535
  "concentration_similarity": 1.0,
 
3706
  45783
3707
  ],
3708
  "representative_pr_number": 45783,
3709
+ "average_similarity": 0.405,
3710
  "summary": "3 open PRs share weighted file overlap around `src/transformers/models/deepseek_vl/modeling_deepseek_vl.py`, `src/transformers/models/fast_vlm/modeling_fast_vlm.py`, `src/transformers/models/florence2/modeling_florence2.py`; representative PR #45783.",
3711
  "shared_filenames": [
3712
  "src/transformers/models/deepseek_vl/modeling_deepseek_vl.py",
 
3783
  "src/transformers/models/deepseek_vl_hybrid/modeling_deepseek_vl_hybrid.py"
3784
  ],
3785
  "shared_directories": [
3786
+ "src/transformers/models/aria",
3787
+ "src/transformers/models/aya_vision",
3788
+ "src/transformers/models/blip_2",
3789
+ "src/transformers/models/chameleon",
3790
+ "src/transformers/models/cohere2_vision",
3791
+ "src/transformers/models/deepseek_vl",
3792
+ "src/transformers/models/deepseek_vl_hybrid",
3793
+ "src/transformers/models/emu3",
3794
+ "src/transformers/models/ernie4_5_vl_moe",
3795
+ "src/transformers/models/fast_vlm"
3796
+ ]
3797
+ },
3798
+ {
3799
+ "left_pr_number": 43446,
3800
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3809
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3815
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3816
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3817
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3818
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3820
+ "src/transformers/models/aya_vision",
3821
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3822
+ "src/transformers/models/chameleon",
3823
+ "src/transformers/models/cohere2_vision",
3824
+ "src/transformers/models/deepseek_vl",
3825
+ "src/transformers/models/deepseek_vl_hybrid",
3826
+ "src/transformers/models/emu3",
3827
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3828
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3834
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3840
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3843
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3844
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3845
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3846
+ ".github/workflows/self-scheduled.yml",
3847
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3848
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3849
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3850
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3851
+ ".github",
3852
+ "utils",
3853
+ "tests/models/vit",
3854
+ "tests/models",
3855
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3856
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3857
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3858
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3859
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3860
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3861
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3862
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3863
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3864
+ "breadth_similarity": 0.875,
3865
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3866
+ "shared_filenames": [
3867
+ ".github/workflows/self-comment-ci.yml",
3868
+ ".github/workflows/self-scheduled.yml",
3869
+ "tests/models/vit/test_modeling_vit.py",
3870
+ "utils/notification_service.py"
3871
+ ],
3872
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3873
+ "tests/models/vit",
3874
+ ".github/workflows",
3875
+ "tests/models",
3876
+ ".github",
3877
+ "tests",
3878
+ "utils"
3879
+ ]
3880
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3881
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3882
+ "left_pr_number": 43532,
3883
+ "right_pr_number": 46497,
3884
+ "similarity": 0.349,
3885
+ "content_similarity": 0.261,
3886
+ "size_similarity": 0.269,
3887
+ "breadth_similarity": 0.875,
3888
+ "concentration_similarity": 0.77,
3889
+ "shared_filenames": [
3890
+ ".github/workflows/self-comment-ci.yml"
3891
+ ],
3892
+ "shared_directories": [
3893
+ ".github/workflows",
3894
+ ".github",
3895
+ "utils"
3896
  ]
3897
  },
3898
  {
3899
+ "left_pr_number": 43649,
3900
+ "right_pr_number": 46497,
3901
+ "similarity": 0.336,
3902
+ "content_similarity": 0.252,
3903
+ "size_similarity": 0.106,
3904
+ "breadth_similarity": 1.0,
3905
+ "concentration_similarity": 0.877,
3906
  "shared_filenames": [
3907
+ ".github/workflows/self-comment-ci.yml"
 
 
 
 
 
 
 
 
 
3908
  ],
3909
  "shared_directories": [
3910
+ ".github/workflows",
3911
+ ".github",
3912
+ "utils"
 
 
 
 
 
 
 
3913
  ]
3914
  }
3915
  ]
 
3922
  44550
3923
  ],
3924
  "representative_pr_number": 44550,
3925
+ "average_similarity": 0.364,
3926
  "summary": "3 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
3927
  "shared_filenames": [],
3928
  "shared_directories": [
 
3935
  {
3936
  "left_pr_number": 33686,
3937
  "right_pr_number": 44550,
3938
+ "similarity": 0.385,
3939
+ "content_similarity": 0.122,
3940
  "size_similarity": 1.0,
3941
  "breadth_similarity": 1.0,
3942
  "concentration_similarity": 1.0,
 
3951
  {
3952
  "left_pr_number": 44407,
3953
  "right_pr_number": 44550,
3954
+ "similarity": 0.357,
3955
+ "content_similarity": 0.091,
3956
  "size_similarity": 0.957,
3957
  "breadth_similarity": 1.0,
3958
  "concentration_similarity": 1.0,
 
3966
  {
3967
  "left_pr_number": 33686,
3968
  "right_pr_number": 44407,
3969
+ "similarity": 0.348,
3970
+ "content_similarity": 0.079,
3971
  "size_similarity": 0.957,
3972
  "breadth_similarity": 1.0,
3973
  "concentration_similarity": 1.0,
 
3988
  45917
3989
  ],
3990
  "representative_pr_number": 44981,
3991
+ "average_similarity": 0.362,
3992
  "summary": "3 open PRs share weighted file overlap around `src/transformers/trainer.py`; representative PR #44981.",
3993
  "shared_filenames": [
3994
  "src/transformers/trainer.py"
 
4003
  {
4004
  "left_pr_number": 44889,
4005
  "right_pr_number": 44981,
4006
+ "similarity": 0.4,
4007
+ "content_similarity": 0.158,
4008
  "size_similarity": 0.991,
4009
  "breadth_similarity": 1.0,
4010
  "concentration_similarity": 0.812,
 
4022
  "left_pr_number": 44981,
4023
  "right_pr_number": 45917,
4024
  "similarity": 0.355,
4025
+ "content_similarity": 0.109,
4026
  "size_similarity": 0.87,
4027
  "breadth_similarity": 1.0,
4028
  "concentration_similarity": 0.959,
 
4265
  }
4266
  ]
4267
  },
4268
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4269
+ "cluster_id": "pr-scope-46434-2",
4270
+ "pr_numbers": [
4271
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4272
+ 46490
4273
+ ],
4274
+ "representative_pr_number": 46434,
4275
+ "average_similarity": 0.888,
4276
+ "summary": "2 open PRs share weighted file overlap around `benchmark_v2/benchmark_scripts/continuous_batching_overall.py`, `src/transformers/generation/continuous_batching/cache.py`, `src/transformers/generation/continuous_batching/cb_logits_processors.py`; representative PR #46434.",
4277
+ "shared_filenames": [
4278
+ "benchmark_v2/benchmark_scripts/continuous_batching_overall.py",
4279
+ "src/transformers/generation/continuous_batching/cache.py",
4280
+ "src/transformers/generation/continuous_batching/cb_logits_processors.py",
4281
+ "src/transformers/generation/continuous_batching/continuous_api.py",
4282
+ "src/transformers/generation/continuous_batching/initialization.py",
4283
+ "src/transformers/generation/continuous_batching/input_outputs.py",
4284
+ "src/transformers/generation/continuous_batching/model_runner.py",
4285
+ "src/transformers/generation/continuous_batching/scheduler.py"
4286
+ ],
4287
+ "shared_directories": [
4288
+ "src/transformers/generation/continuous_batching",
4289
+ "src/transformers/generation",
4290
+ "benchmark_v2/benchmark_scripts",
4291
+ "tests/generation",
4292
+ "src/transformers",
4293
+ "benchmark_v2",
4294
+ "tests",
4295
+ "src"
4296
+ ],
4297
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4298
+ {
4299
+ "left_pr_number": 46434,
4300
+ "right_pr_number": 46490,
4301
+ "similarity": 0.888,
4302
+ "content_similarity": 0.901,
4303
+ "size_similarity": 0.779,
4304
+ "breadth_similarity": 1.0,
4305
+ "concentration_similarity": 0.802,
4306
+ "shared_filenames": [
4307
+ "benchmark_v2/benchmark_scripts/continuous_batching_overall.py",
4308
+ "src/transformers/generation/configuration_utils.py",
4309
+ "src/transformers/generation/continuous_batching/cache.py",
4310
+ "src/transformers/generation/continuous_batching/cb_logits_processors.py",
4311
+ "src/transformers/generation/continuous_batching/continuous_api.py",
4312
+ "src/transformers/generation/continuous_batching/initialization.py",
4313
+ "src/transformers/generation/continuous_batching/input_outputs.py",
4314
+ "src/transformers/generation/continuous_batching/model_runner.py",
4315
+ "src/transformers/generation/continuous_batching/scheduler.py",
4316
+ "src/transformers/generation/continuous_batching/utils.py"
4317
+ ],
4318
+ "shared_directories": [
4319
+ "src/transformers/generation/continuous_batching",
4320
+ "src/transformers/generation",
4321
+ "benchmark_v2/benchmark_scripts",
4322
+ "src/transformers",
4323
+ "tests/generation",
4324
+ "benchmark_v2",
4325
+ "src",
4326
+ "tests"
4327
+ ]
4328
+ }
4329
+ ]
4330
+ },
4331
  {
4332
  "cluster_id": "pr-scope-45847-2",
4333
  "pr_numbers": [
 
4643
  46461
4644
  ],
4645
  "representative_pr_number": 42824,
4646
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4647
  "summary": "2 open PRs share weighted file overlap around `tests/utils/test_feature_extraction_utils.py`, `src/transformers/feature_extraction_utils.py`; representative PR #42824.",
4648
  "shared_filenames": [
4649
  "tests/utils/test_feature_extraction_utils.py",
 
4659
  {
4660
  "left_pr_number": 42824,
4661
  "right_pr_number": 46461,
4662
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4663
+ "content_similarity": 0.745,
4664
  "size_similarity": 0.652,
4665
  "breadth_similarity": 0.5,
4666
  "concentration_similarity": 0.928,
 
4831
  }
4832
  ]
4833
  },
4834
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4835
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4836
+ "pr_numbers": [
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4838
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4839
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4840
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4841
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4842
+ "summary": "2 open PRs share weighted file overlap around `tests/peft_integration/test_peft_integration.py`, `src/transformers/integrations/peft.py`; representative PR #45682.",
4843
+ "shared_filenames": [
4844
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4845
+ "src/transformers/integrations/peft.py"
4846
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4847
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4848
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4849
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4850
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4851
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4852
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4853
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4854
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4857
+ "right_pr_number": 46442,
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4859
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4860
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4861
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4862
+ "concentration_similarity": 0.773,
4863
+ "shared_filenames": [
4864
+ "src/transformers/integrations/peft.py",
4865
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4866
+ ],
4867
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4868
+ "src/transformers/integrations",
4869
+ "src/transformers",
4870
+ "tests/peft_integration",
4871
+ "src",
4872
+ "tests"
4873
+ ]
4874
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4875
+ ]
4876
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4877
  {
4878
  "cluster_id": "pr-scope-45932-2",
4879
  "pr_numbers": [
 
4908
  "left_pr_number": 45932,
4909
  "right_pr_number": 46174,
4910
  "similarity": 0.596,
4911
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4912
  "size_similarity": 0.248,
4913
  "breadth_similarity": 0.679,
4914
  "concentration_similarity": 0.916,
 
4961
  "left_pr_number": 44228,
4962
  "right_pr_number": 46324,
4963
  "similarity": 0.563,
4964
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4965
  "size_similarity": 0.259,
4966
  "breadth_similarity": 0.583,
4967
  "concentration_similarity": 0.926,
 
5016
  }
5017
  ]
5018
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
5019
  {
5020
  "cluster_id": "pr-scope-45332-2",
5021
  "pr_numbers": [
 
5044
  "left_pr_number": 45332,
5045
  "right_pr_number": 45333,
5046
  "similarity": 0.546,
5047
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5048
  "size_similarity": 0.264,
5049
  "breadth_similarity": 0.542,
5050
  "concentration_similarity": 0.883,
 
5127
  "left_pr_number": 45541,
5128
  "right_pr_number": 46177,
5129
  "similarity": 0.525,
5130
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5131
  "size_similarity": 0.519,
5132
  "breadth_similarity": 1.0,
5133
  "concentration_similarity": 1.0,
 
5175
  "left_pr_number": 44114,
5176
  "right_pr_number": 45720,
5177
  "similarity": 0.511,
5178
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5179
  "size_similarity": 0.549,
5180
  "breadth_similarity": 0.727,
5181
  "concentration_similarity": 0.999,
 
5213
  45128
5214
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5215
  "representative_pr_number": 45056,
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5217
  "summary": "2 open PRs share weighted file overlap around `src/transformers/utils/auto_docstring.py`; representative PR #45056.",
5218
  "shared_filenames": [
5219
  "src/transformers/utils/auto_docstring.py"
 
5227
  {
5228
  "left_pr_number": 45056,
5229
  "right_pr_number": 45128,
5230
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5231
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5232
  "size_similarity": 0.669,
5233
  "breadth_similarity": 0.875,
5234
  "concentration_similarity": 0.724,
 
5243
  }
5244
  ]
5245
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
5246
  {
5247
  "cluster_id": "pr-scope-45110-2",
5248
  "pr_numbers": [
 
5660
  }
5661
  ]
5662
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
5663
  {
5664
  "cluster_id": "pr-scope-42112-2",
5665
  "pr_numbers": [
 
5667
  45413
5668
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5669
  "representative_pr_number": 42112,
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5671
  "summary": "2 open PRs share weighted file overlap around `src/transformers/generation/logits_process.py`, `tests/generation/test_logits_process.py`; representative PR #42112.",
5672
  "shared_filenames": [
5673
  "src/transformers/generation/logits_process.py",
 
5684
  {
5685
  "left_pr_number": 42112,
5686
  "right_pr_number": 45413,
5687
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5688
+ "content_similarity": 0.461,
5689
  "size_similarity": 0.017,
5690
  "breadth_similarity": 0.458,
5691
  "concentration_similarity": 0.981,
 
5793
  }
5794
  ]
5795
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
5796
  {
5797
  "cluster_id": "pr-scope-44642-2",
5798
  "pr_numbers": [
 
5800
  45552
5801
  ],
5802
  "representative_pr_number": 44642,
5803
+ "average_similarity": 0.36,
5804
  "summary": "2 open PRs share weighted file overlap around `src/transformers/utils/auto_docstring.py`; representative PR #44642.",
5805
  "shared_filenames": [
5806
  "src/transformers/utils/auto_docstring.py"
 
5814
  {
5815
  "left_pr_number": 44642,
5816
  "right_pr_number": 45552,
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5818
  "content_similarity": 0.265,
5819
  "size_similarity": 0.167,
5820
  "breadth_similarity": 1.0,
 
5837
  46357
5838
  ],
5839
  "representative_pr_number": 46019,
5840
+ "average_similarity": 0.359,
5841
  "summary": "2 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #46019.",
5842
  "shared_filenames": [],
5843
  "shared_directories": [
 
5849
  {
5850
  "left_pr_number": 46019,
5851
  "right_pr_number": 46357,
5852
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5853
+ "content_similarity": 0.102,
5854
  "size_similarity": 0.915,
5855
  "breadth_similarity": 1.0,
5856
  "concentration_similarity": 1.0,
 
5883
  "left_pr_number": 45999,
5884
  "right_pr_number": 46473,
5885
  "similarity": 0.342,
5886
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5887
  "size_similarity": 0.846,
5888
  "breadth_similarity": 1.0,
5889
  "concentration_similarity": 1.0,
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