evalstate HF Staff commited on
Commit
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1 Parent(s): c53ad29

Refresh transformers dataset snapshot 20260717T000052Z

Browse files
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  - eval set creation
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  Notes:
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  "first_seen_in_snapshot": false,
23891
  "known_via_prior_merged_pr": false,
 
23917
  "number": 47258,
23918
  "title": "[AudioFlamingo3] Fix bfloat16 dtype mismatch in audio encoder positional embedding",
23919
  "url": "https://github.com/huggingface/transformers/pull/47258",
23920
+ "state": "closed",
23921
+ "merged": true,
23922
  "draft": false,
23923
  "created_at": "2026-07-11T06:10:43Z"
23924
  }
 
24618
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avbayanag",
24619
  "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avbayanag",
24620
  "repo_first_seen_at": "2026-07-15T21:33:52Z",
24621
+ "repo_last_seen_at": "2026-07-16T20:58:32Z",
24622
  "repo_primary_artifact_count": 1,
24623
+ "repo_artifact_count": 2,
24624
  "snapshot_issue_count": 0,
24625
  "snapshot_pr_count": 1,
24626
+ "snapshot_comment_count": 1,
24627
  "snapshot_review_count": 0,
24628
  "snapshot_review_comment_count": 0,
24629
  "repo_association": "FIRST_TIME_CONTRIBUTOR",
 
24656
  {
24657
  "kind": "pull_request",
24658
  "number": 47351,
24659
+ "title": "CPU can incur a slow path on non-contiguous magnitudes",
24660
  "url": "https://github.com/huggingface/transformers/pull/47351",
24661
  "state": "open",
24662
  "merged": false,
new-contributors-report.md CHANGED
@@ -1,7 +1,7 @@
1
  # New Contributor Report: huggingface/transformers
2
 
3
- - Snapshot: `20260716T120054Z`
4
- - Generated: `2026-07-16T12:02:47Z`
5
  - Activity window: `60d`
6
  - Contributors: `368`
7
 
@@ -11,10 +11,10 @@
11
  | --- | --- | --- | --- | ---: | --- | ---: | ---: | --- | --- | --- | --- |
12
  | `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-02-05T12:51:57Z` | 142 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
13
  | `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 121 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
14
- | `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 112 | 7 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
15
  | `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 110 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
16
  | `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-07-19T13:27:51Z` | 101 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
17
- | `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2024-02-08T22:19:09Z` | 82 | 2 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
18
  | `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 71 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
19
  | `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 60 | 2 | mixed | low | low | targets high-star repos |
20
  | `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1813d | `2025-09-11T21:27:59Z` | 56 | 1 | strong | low | low | targets high-star repos |
@@ -54,6 +54,7 @@
54
  | `IMvision12` | [profile](https://github.com/IMvision12) | no | CONTRIBUTOR | 1735d | `2022-10-14T20:02:21Z` | 8 | 1 | strong | low | low | high recent PR volume |
55
  | `dependabot[bot]` | [profile](https://github.com/dependabot[bot]) | no | CONTRIBUTOR | ?d | `2024-08-30T13:24:23Z` | 8 | 0 | n/a | n/a | n/a | summary unavailable |
56
  | `juliendenize` | [profile](https://github.com/juliendenize) | no | CONTRIBUTOR | 2852d | `2026-03-13T10:24:11Z` | 8 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 
57
  | `dacorvo` | [profile](https://github.com/dacorvo) | no | MEMBER | 5087d | `2026-03-13T14:45:22Z` | 7 | 10 | weak | moderate | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
58
  | `guarin` | [profile](https://github.com/guarin) | no | MEMBER | 2794d | `2026-05-12T18:20:58Z` | 7 | 0 | strong | low | low | — |
59
  | `kpal002` | [profile](https://github.com/kpal002) | no | CONTRIBUTOR | 2595d | `2026-05-30T07:56:05Z` | 7 | 0 | strong | moderate | low | high recent PR volume |
@@ -66,7 +67,6 @@
66
  | `filipinescu` | [profile](https://github.com/filipinescu) | no | CONTRIBUTOR | 953d | `2026-05-22T20:20:49Z` | 5 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
67
  | `kamran-nizamani` | [profile](https://github.com/kamran-nizamani) | no | CONTRIBUTOR | 622d | `2026-06-11T21:16:42Z` | 5 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
68
  | `McPatate` | [profile](https://github.com/McPatate) | no | MEMBER | 4207d | `2025-09-05T15:52:11Z` | 5 | 0 | strong | moderate | low | high recent PR volume |
69
- | `SebTardif` | [profile](https://github.com/SebTardif) | no | CONTRIBUTOR | 5216d | `2026-05-19T17:17:53Z` | 5 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
70
  | `sridhar-3009` | [profile](https://github.com/sridhar-3009) | no | NONE | 1347d | `2026-07-10T04:10:03Z` | 5 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
71
  | `Sriniketh24` | [profile](https://github.com/Sriniketh24) | no | CONTRIBUTOR | 609d | `2026-05-18T14:39:34Z` | 5 | 0 | mixed | low | low | high open PR share; no visible non-self stars; targets high-star repos |
72
  | `douglas-reid` | [profile](https://github.com/douglas-reid) | no | CONTRIBUTOR | 3573d | `2026-04-02T19:05:35Z` | 4 | 0 | strong | low | low | targets high-star repos |
@@ -74,6 +74,7 @@
74
  | `muhamedfazalps` | [profile](https://github.com/muhamedfazalps) | no | CONTRIBUTOR | 1469d | `2026-06-23T06:57:49Z` | 4 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share |
75
  | `rasmi` | [profile](https://github.com/rasmi) | no | CONTRIBUTOR | 4994d | `2026-05-07T01:29:32Z` | 4 | 0 | mixed | low | low | — |
76
  | `rodrigoheniquesouza` | [profile](https://github.com/rodrigoheniquesouza) | no | NONE | 19d | `2026-07-13T03:46:02Z` | 4 | 0 | weak | moderate | medium | very new account; high open PR share; targets high-star repos |
 
77
  | `ZAID646` | [profile](https://github.com/ZAID646) | no | FIRST_TIME_CONTRIBUTOR | 1315d | `2026-07-01T18:24:26Z` | 4 | 0 | weak | moderate | low | high open PR share; no visible non-self stars; targets high-star repos |
78
  | `ldkhang1201` | [profile](https://github.com/ldkhang1201) | no | CONTRIBUTOR | 1377d | `2026-06-12T19:30:35Z` | 3 | 1 | weak | moderate | low | high open PR share; targets high-star repos |
79
  | `MutugiD` | [profile](https://github.com/MutugiD) | no | FIRST_TIME_CONTRIBUTOR | 2310d | `2026-07-04T00:14:46Z` | 3 | 1 | strong | moderate | low | high recent PR volume |
@@ -86,7 +87,6 @@
86
  | `JemmaUZH` | [profile](https://github.com/JemmaUZH) | no | CONTRIBUTOR | 837d | `2026-06-09T15:51:29Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
87
  | `praful-srinivasan-027` | [profile](https://github.com/praful-srinivasan-027) | no | CONTRIBUTOR | 469d | `2026-06-25T18:51:59Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
88
  | `Sahith59` | [profile](https://github.com/Sahith59) | no | FIRST_TIME_CONTRIBUTOR | 1626d | `2026-06-19T02:27:30Z` | 3 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
89
- | `samyuktahegde` | [profile](https://github.com/samyuktahegde) | no | CONTRIBUTOR | 3567d | `2026-07-06T07:32:26Z` | 3 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
90
  | `sarthak-ad011` | [profile](https://github.com/sarthak-ad011) | no | NONE | 328d | `2026-07-08T22:41:19Z` | 3 | 0 | mixed | moderate | low | young account; high recent PR volume |
91
  | `Snakinya` | [profile](https://github.com/Snakinya) | no | FIRST_TIME_CONTRIBUTOR | 2115d | `2026-06-08T10:08:10Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
92
  | `Sreekant13` | [profile](https://github.com/Sreekant13) | no | CONTRIBUTOR | 2339d | `2026-07-04T18:14:38Z` | 3 | 0 | mixed | high | medium | broad repo spread; high open PR share; no visible non-self stars |
@@ -146,6 +146,7 @@
146
  | `ZubairAli999` | [profile](https://github.com/ZubairAli999) | no | NONE | 1721d | `2026-07-07T09:31:21Z` | 2 | 0 | n/a | low | low | no visible non-self stars |
147
  | `tomaarsen` | [profile](https://github.com/tomaarsen) | no | MEMBER | 3012d | `2025-12-02T16:00:11Z` | 19 | 7 | strong | high | low | high recent PR volume; broad repo spread; targets high-star repos |
148
  | `zhang-prog` | [profile](https://github.com/zhang-prog) | no | CONTRIBUTOR | 2074d | `2025-12-23T11:18:14Z` | 9 | 0 | mixed | moderate | low | targets high-star repos |
 
149
  | `ydshieh2` | [profile](https://github.com/ydshieh2) | no | CONTRIBUTOR | 596d | `2025-06-12T08:51:40Z` | 7 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
150
  | `SangbumChoi` | [profile](https://github.com/SangbumChoi) | no | CONTRIBUTOR | 3079d | `2024-06-07T00:26:26Z` | 6 | 0 | weak | low | low | high open PR share; targets high-star repos |
151
  | `KoichiYasuoka` | [profile](https://github.com/KoichiYasuoka) | no | CONTRIBUTOR | 3900d | `2026-01-21T06:14:39Z` | 5 | 4 | weak | low | low | high open PR share; targets high-star repos |
@@ -164,7 +165,6 @@
164
  | `glegendre01` | [profile](https://github.com/glegendre01) | no | MEMBER | 1347d | `2026-04-21T12:37:31Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
165
  | `hanouticelina` | [profile](https://github.com/hanouticelina) | no | MEMBER | 3037d | `2026-04-10T11:59:37Z` | 2 | 0 | strong | high | low | high recent PR volume; broad repo spread |
166
  | `humanprojectceo` | [profile](https://github.com/humanprojectceo) | no | NONE | 279d | `2025-12-21T23:21:38Z` | 2 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
167
- | `Jeevang1-epic` | [profile](https://github.com/Jeevang1-epic) | no | CONTRIBUTOR | 207d | `2026-04-24T19:22:05Z` | 2 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
168
  | `joerowell` | [profile](https://github.com/joerowell) | no | CONTRIBUTOR | 3394d | `2026-04-28T08:24:28Z` | 2 | 0 | strong | low | low | targets high-star repos |
169
  | `lucianommartins` | [profile](https://github.com/lucianommartins) | no | CONTRIBUTOR | 3503d | `2026-04-05T22:07:53Z` | 2 | 0 | weak | low | low | no visible non-self stars; targets high-star repos |
170
  | `otjdiepluong` | [profile](https://github.com/otjdiepluong) | no | NONE | 32d | `2026-05-14T03:52:29Z` | 2 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
@@ -224,7 +224,7 @@
224
  | `ash01825` | [profile](https://github.com/ash01825) | no | FIRST_TIME_CONTRIBUTOR | 930d | `2026-06-13T15:51:08Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
225
  | `ashusnapx` | [profile](https://github.com/ashusnapx) | no | NONE | 2034d | `2026-07-09T00:36:56Z` | 1 | 0 | weak | moderate | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
226
  | `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 |
227
- | `atharvajoshi10` | [profile](https://github.com/atharvajoshi10) | no | FIRST_TIME_CONTRIBUTOR | 3285d | `2026-07-08T22:49:00Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
228
  | `atri2549` | [profile](https://github.com/atri2549) | no | FIRST_TIMER | 1108d | `2026-07-01T09:25:24Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
229
  | `AUTHENSOR` | [profile](https://github.com/AUTHENSOR) | no | FIRST_TIME_CONTRIBUTOR | 201d | `2026-07-10T04:12:27Z` | 1 | 0 | weak | very high | medium | young account; high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
230
  | `AyushDas4890` | [profile](https://github.com/AyushDas4890) | no | FIRST_TIME_CONTRIBUTOR | 966d | `2026-07-02T04:24:14Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
@@ -290,7 +290,6 @@
290
  | `kurtmckee` | [profile](https://github.com/kurtmckee) | no | CONTRIBUTOR | 6391d | `2026-06-12T11:41:21Z` | 1 | 0 | mixed | high | low | high recent PR volume; broad repo spread; no visible non-self stars |
291
  | `labAxiaoming` | [profile](https://github.com/labAxiaoming) | no | FIRST_TIME_CONTRIBUTOR | 3144d | `2026-07-07T13:04:02Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
292
  | `lakshmiprasanna07` | [profile](https://github.com/lakshmiprasanna07) | no | NONE | 1219d | `2026-07-03T19:17:34Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
293
- | `lalitha2410` | [profile](https://github.com/lalitha2410) | no | FIRST_TIMER | 1043d | `2026-05-17T13:42:37Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
294
  | `lanxuejin` | [profile](https://github.com/lanxuejin) | no | FIRST_TIME_CONTRIBUTOR | 2869d | `2026-06-04T12:32:43Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
295
  | `lefft` | [profile](https://github.com/lefft) | no | CONTRIBUTOR | 3998d | `2026-07-10T21:40:09Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
296
  | `Lemniscate-world` | [profile](https://github.com/Lemniscate-world) | no | NONE | 1024d | `2026-06-09T11:39:04Z` | 1 | 0 | mixed | moderate | low | — |
@@ -319,6 +318,7 @@
319
  | `ndvbd` | [profile](https://github.com/ndvbd) | no | NONE | 5482d | `2026-06-16T08:24:44Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
320
  | `NicolasHug` | [profile](https://github.com/NicolasHug) | no | CONTRIBUTOR | 5321d | `2026-06-08T11:13:46Z` | 1 | 0 | strong | moderate | low | extremely high recent PR volume |
321
  | `onuralpszr` | [profile](https://github.com/onuralpszr) | no | CONTRIBUTOR | 5146d | `2026-05-31T20:25:01Z` | 1 | 0 | strong | high | low | extremely high recent PR volume; broad repo spread |
 
322
  | `pablopupo` | [profile](https://github.com/pablopupo) | no | NONE | 1025d | `2026-07-11T20:34:13Z` | 1 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
323
  | `pariidanDKE` | [profile](https://github.com/pariidanDKE) | no | CONTRIBUTOR | 2103d | `2026-07-07T19:10:11Z` | 1 | 0 | mixed | low | low | — |
324
  | `petecao` | [profile](https://github.com/petecao) | no | CONTRIBUTOR | 2982d | `2026-05-25T19:01:18Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -355,7 +355,7 @@
355
  | `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 |
356
  | `smart8986` | [profile](https://github.com/smart8986) | no | CONTRIBUTOR | 2608d | `2026-07-13T03:38:50Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
357
  | `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 |
358
- | `snkii` | [profile](https://github.com/snkii) | no | FIRST_TIME_CONTRIBUTOR | 2654d | `2026-07-11T06:10:43Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
359
  | `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 |
360
  | `souvikDevloper` | [profile](https://github.com/souvikDevloper) | no | NONE | 1110d | `2026-07-12T05:49:14Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
361
  | `srinjoy356` | [profile](https://github.com/srinjoy356) | no | FIRST_TIME_CONTRIBUTOR | 992d | `2026-05-26T18:36:12Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -432,12 +432,12 @@ Example artifacts:
432
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atarekziade)
433
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atarekziade)
434
  - repo first seen: `2026-01-21T16:52:29Z`
435
- - repo last seen: `2026-07-16T08:28:50Z`
436
  - first seen in snapshot: **no**
437
  - repo association: **MEMBER**
438
- - repo primary artifacts: **119**
439
- - snapshot authored PRs/issues: **112 PRs / 7 issues**
440
- - snapshot discussion activity: **213 comments / 236 reviews / 212 review comments**
441
  - account age: **5839 days**
442
  - recent public PR activity: **108 PRs** (92 merged / 3 closed-unmerged / 13 open; merged rate **85%**, closed-unmerged rate **3%**, open rate **12%**)
443
  - public orgs: `AFPy`, `faitmain`, `circus-tent`
@@ -445,9 +445,9 @@ Example artifacts:
445
  - heuristic read: **extremely high recent PR volume; broad repo spread; targets high-star repos**
446
 
447
  Example artifacts:
448
- - [PR #47364: Fix model CI collated report machine type](https://github.com/huggingface/transformers/pull/47364) — open
 
449
  - [PR #47362: ci: Handle empty GitHub token in CI run lookup](https://github.com/huggingface/transformers/pull/47362) — closed, merged
450
- - [PR #47360: CI: use transformers-ci daily workflow with OTEL](https://github.com/huggingface/transformers/pull/47360) — open
451
  - [Issue #47205: Standardize test image fixture loading for COCO images](https://github.com/huggingface/transformers/issues/47205) — open
452
  - [Issue #45458: Add typing support incrementally (meta issue)](https://github.com/huggingface/transformers/issues/45458) — closed
453
  - [Issue #44740: Run model linter on new models additions](https://github.com/huggingface/transformers/issues/44740) — closed
@@ -471,7 +471,7 @@ Example artifacts:
471
  - heuristic read: **high recent PR volume; targets high-star repos**
472
 
473
  Example artifacts:
474
- - [PR #47356: Fix model tests for tipsv2](https://github.com/huggingface/transformers/pull/47356) — open
475
  - [PR #47292: tipsv2_dpt: fix failing tests for XPU](https://github.com/huggingface/transformers/pull/47292) — open
476
  - [PR #47284: Fix failing tests for mimo_v2_flash](https://github.com/huggingface/transformers/pull/47284) — open
477
  - [Issue #44964: Cannot load `microsoft/Phi-4-multimodal-instruct` model with latest transformers.](https://github.com/huggingface/transformers/issues/44964) — closed
@@ -484,12 +484,12 @@ Example artifacts:
484
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azucchini-nlp)
485
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azucchini-nlp)
486
  - repo first seen: `2024-07-19T13:27:51Z`
487
- - repo last seen: `2026-07-08T15:05:06Z`
488
  - first seen in snapshot: **no**
489
  - repo association: **MEMBER**
490
  - repo primary artifacts: **101**
491
  - snapshot authored PRs/issues: **101 PRs / 0 issues**
492
- - snapshot discussion activity: **700 comments / 1150 reviews / 2448 review comments**
493
  - account age: **1508 days**
494
  - recent public PR activity: **50 PRs** (33 merged / 6 closed-unmerged / 11 open; merged rate **66%**, closed-unmerged rate **12%**, open rate **22%**)
495
  - public orgs: `huggingface`, `deeppavlov`
@@ -507,11 +507,11 @@ Example artifacts:
507
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Astevhliu)
508
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Astevhliu)
509
  - repo first seen: `2024-02-08T22:19:09Z`
510
- - repo last seen: `2026-07-15T21:08:23Z`
511
  - first seen in snapshot: **no**
512
  - repo association: **MEMBER**
513
- - repo primary artifacts: **84**
514
- - snapshot authored PRs/issues: **82 PRs / 2 issues**
515
  - snapshot discussion activity: **42 comments / 191 reviews / 319 review comments**
516
  - account age: **2296 days**
517
  - recent public PR activity: **30 PRs** (25 merged / 0 closed-unmerged / 5 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**)
@@ -520,9 +520,9 @@ Example artifacts:
520
  - heuristic read: **high recent PR volume; no visible non-self stars; targets high-star repos**
521
 
522
  Example artifacts:
523
- - [PR #47350: [docs] Inkling](https://github.com/huggingface/transformers/pull/47350) — open
 
524
  - [PR #47345: [docs] FlashAttention kernel fallback](https://github.com/huggingface/transformers/pull/47345) — closed, merged
525
- - [PR #47327: [docs] Improve CLI copy](https://github.com/huggingface/transformers/pull/47327) — open
526
  - [Issue #36979: [Community contributions] Model cards](https://github.com/huggingface/transformers/issues/36979) — closed
527
  - [Issue #28936: [i18n-es] Translating docs to Spanish](https://github.com/huggingface/transformers/issues/28936) — open
528
 
@@ -532,12 +532,12 @@ Example artifacts:
532
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArthurZucker)
533
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArthurZucker)
534
  - repo first seen: `2023-02-24T14:13:29Z`
535
- - repo last seen: `2026-07-16T07:16:39Z`
536
  - first seen in snapshot: **no**
537
  - repo association: **MEMBER**
538
  - repo primary artifacts: **75**
539
  - snapshot authored PRs/issues: **71 PRs / 4 issues**
540
- - snapshot discussion activity: **206 comments / 780 reviews / 1546 review comments**
541
  - account age: **2590 days**
542
  - recent public PR activity: **60 PRs** (36 merged / 5 closed-unmerged / 19 open; merged rate **60%**, closed-unmerged rate **8%**, open rate **32%**)
543
  - public orgs: none visible
@@ -558,12 +558,12 @@ Example artifacts:
558
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avasqu)
559
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avasqu)
560
  - repo first seen: `2025-08-26T12:13:50Z`
561
- - repo last seen: `2026-07-16T09:37:49Z`
562
  - first seen in snapshot: **no**
563
  - repo association: **MEMBER**
564
  - repo primary artifacts: **62**
565
  - snapshot authored PRs/issues: **60 PRs / 2 issues**
566
- - snapshot discussion activity: **798 comments / 1505 reviews / 6077 review comments**
567
  - account age: **1991 days**
568
  - recent public PR activity: **21 PRs** (12 merged / 3 closed-unmerged / 6 open; merged rate **57%**, closed-unmerged rate **14%**, open rate **29%**)
569
  - public orgs: none visible
@@ -632,12 +632,12 @@ Example artifacts:
632
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARocketknight1)
633
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARocketknight1)
634
  - repo first seen: `2023-02-27T14:00:41Z`
635
- - repo last seen: `2026-07-16T12:01:00Z`
636
  - first seen in snapshot: **no**
637
  - repo association: **MEMBER**
638
  - repo primary artifacts: **49**
639
  - snapshot authored PRs/issues: **49 PRs / 0 issues**
640
- - snapshot discussion activity: **927 comments / 360 reviews / 238 review comments**
641
  - account age: **3961 days**
642
  - recent public PR activity: **17 PRs** (16 merged / 1 closed-unmerged / 0 open; merged rate **94%**, closed-unmerged rate **6%**, open rate **0%**)
643
  - public orgs: `huggingface`
@@ -703,12 +703,12 @@ Example artifacts:
703
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aharshaljanjani)
704
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aharshaljanjani)
705
  - repo first seen: `2025-09-17T20:29:13Z`
706
- - repo last seen: `2026-07-15T07:53:49Z`
707
  - first seen in snapshot: **no**
708
  - repo association: **CONTRIBUTOR**
709
  - repo primary artifacts: **57**
710
  - snapshot authored PRs/issues: **37 PRs / 20 issues**
711
- - snapshot discussion activity: **116 comments / 148 reviews / 148 review comments**
712
  - account age: **1961 days**
713
  - recent public PR activity: **18 PRs** (15 merged / 0 closed-unmerged / 3 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**)
714
  - public orgs: none visible
@@ -729,12 +729,12 @@ Example artifacts:
729
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aitazap)
730
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aitazap)
731
  - repo first seen: `2024-10-21T07:08:47Z`
732
- - repo last seen: `2026-07-15T08:48:07Z`
733
  - first seen in snapshot: **no**
734
  - repo association: **MEMBER**
735
  - repo primary artifacts: **37**
736
  - snapshot authored PRs/issues: **37 PRs / 0 issues**
737
- - snapshot discussion activity: **71 comments / 79 reviews / 50 review comments**
738
  - account age: **3139 days**
739
  - recent public PR activity: **20 PRs** (10 merged / 5 closed-unmerged / 5 open; merged rate **50%**, closed-unmerged rate **25%**, open rate **25%**)
740
  - public orgs: none visible
@@ -752,12 +752,12 @@ Example artifacts:
752
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIlyasMoutawwakil)
753
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIlyasMoutawwakil)
754
  - repo first seen: `2025-07-04T08:41:29Z`
755
- - repo last seen: `2026-07-16T07:32:02Z`
756
  - first seen in snapshot: **no**
757
  - repo association: **MEMBER**
758
  - repo primary artifacts: **40**
759
  - snapshot authored PRs/issues: **36 PRs / 4 issues**
760
- - snapshot discussion activity: **87 comments / 542 reviews / 497 review comments**
761
  - account age: **2354 days**
762
  - recent public PR activity: **22 PRs** (16 merged / 2 closed-unmerged / 4 open; merged rate **73%**, closed-unmerged rate **9%**, open rate **18%**)
763
  - public orgs: `huggingface`, `Chouafa`
@@ -897,12 +897,12 @@ Example artifacts:
897
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aqgallouedec)
898
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aqgallouedec)
899
  - repo first seen: `2024-12-13T13:39:10Z`
900
- - repo last seen: `2026-07-16T03:32:44Z`
901
  - first seen in snapshot: **no**
902
  - repo association: **MEMBER**
903
  - repo primary artifacts: **42**
904
  - snapshot authored PRs/issues: **27 PRs / 15 issues**
905
- - snapshot discussion activity: **52 comments / 53 reviews / 53 review comments**
906
  - account age: **2692 days**
907
  - recent public PR activity: **128 PRs** (102 merged / 5 closed-unmerged / 21 open; merged rate **80%**, closed-unmerged rate **4%**, open rate **16%**)
908
  - public orgs: `huggingface`
@@ -1008,7 +1008,7 @@ Example artifacts:
1008
  - heuristic read: **high recent PR volume; broad repo spread; targets high-star repos**
1009
 
1010
  Example artifacts:
1011
- - [PR #47363: Fix TimesFM 2.5 window_size AttributeError](https://github.com/huggingface/transformers/pull/47363) — open
1012
  - [PR #47297: [DeepSpeed] Composite models are not initialized correctly under ZeRO-3](https://github.com/huggingface/transformers/pull/47297) — open, draft
1013
  - [PR #47295: [DiffusionGemma] Cast the decoder padding mask to bool](https://github.com/huggingface/transformers/pull/47295) — open
1014
 
@@ -1111,12 +1111,12 @@ Example artifacts:
1111
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aebezzam)
1112
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aebezzam)
1113
  - repo first seen: `2025-07-25T12:59:52Z`
1114
- - repo last seen: `2026-07-16T10:47:20Z`
1115
  - first seen in snapshot: **no**
1116
  - repo association: **MEMBER**
1117
  - repo primary artifacts: **15**
1118
  - snapshot authored PRs/issues: **15 PRs / 0 issues**
1119
- - snapshot discussion activity: **87 comments / 419 reviews / 1078 review comments**
1120
  - account age: **4714 days**
1121
  - recent public PR activity: **6 PRs** (3 merged / 0 closed-unmerged / 3 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
1122
  - public orgs: `LCAV`
@@ -1370,12 +1370,12 @@ Example artifacts:
1370
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akylesayrs)
1371
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akylesayrs)
1372
  - repo first seen: `2025-07-28T19:40:18Z`
1373
- - repo last seen: `2026-07-15T07:15:24Z`
1374
  - first seen in snapshot: **no**
1375
  - repo association: **CONTRIBUTOR**
1376
  - repo primary artifacts: **10**
1377
  - snapshot authored PRs/issues: **8 PRs / 2 issues**
1378
- - snapshot discussion activity: **6 comments / 13 reviews / 16 review comments**
1379
  - account age: **3784 days**
1380
  - recent public PR activity: **65 PRs** (35 merged / 2 closed-unmerged / 28 open; merged rate **54%**, closed-unmerged rate **3%**, open rate **43%**)
1381
  - public orgs: none visible
@@ -1395,12 +1395,12 @@ Example artifacts:
1395
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIMvision12)
1396
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIMvision12)
1397
  - repo first seen: `2022-10-14T20:02:21Z`
1398
- - repo last seen: `2026-07-16T08:26:34Z`
1399
  - first seen in snapshot: **no**
1400
  - repo association: **CONTRIBUTOR**
1401
  - repo primary artifacts: **9**
1402
  - snapshot authored PRs/issues: **8 PRs / 1 issues**
1403
- - snapshot discussion activity: **7 comments / 3 reviews / 3 review comments**
1404
  - account age: **1735 days**
1405
  - recent public PR activity: **83 PRs** (80 merged / 3 closed-unmerged / 0 open; merged rate **96%**, closed-unmerged rate **4%**, open rate **0%**)
1406
  - public orgs: none visible
@@ -1460,6 +1460,29 @@ Example artifacts:
1460
  - [PR #46604: [Mistral] Add tekken tokenizer detection, conversion, and save utilities](https://github.com/huggingface/transformers/pull/46604) — open, draft
1461
  - [PR #46603: [Mistral] Move MistralConverter into integrations/mistral/ package](https://github.com/huggingface/transformers/pull/46603) — open
1462
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1463
  ### `dacorvo`
1464
 
1465
  - profile: [github.com/dacorvo](https://github.com/dacorvo)
@@ -1716,7 +1739,7 @@ Example artifacts:
1716
 
1717
  Example artifacts:
1718
  - [PR #46824: fix: update tokenizers version range to include stable 0.23.1](https://github.com/huggingface/transformers/pull/46824) — closed
1719
- - [PR #46696: Fix inverted is_tracing condition causing FA2 long-context decode regression](https://github.com/huggingface/transformers/pull/46696) — open
1720
  - [PR #46631: fix: beam search cache reorder for non-standard caches (Mamba, RWKV, …](https://github.com/huggingface/transformers/pull/46631) — closed
1721
 
1722
  ### `McPatate`
@@ -1742,29 +1765,6 @@ Example artifacts:
1742
  - [PR #46523: feat: bump safetensors to `0.8.0`](https://github.com/huggingface/transformers/pull/46523) — closed, merged
1743
  - [PR #46239: fix: cache warmup `RuntimeError` on mps](https://github.com/huggingface/transformers/pull/46239) — closed, merged
1744
 
1745
- ### `SebTardif`
1746
-
1747
- - profile: [github.com/SebTardif](https://github.com/SebTardif)
1748
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASebTardif)
1749
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASebTardif)
1750
- - repo first seen: `2026-05-19T17:17:53Z`
1751
- - repo last seen: `2026-07-04T14:24:22Z`
1752
- - first seen in snapshot: **no**
1753
- - repo association: **CONTRIBUTOR**
1754
- - repo primary artifacts: **5**
1755
- - snapshot authored PRs/issues: **5 PRs / 0 issues**
1756
- - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
1757
- - account age: **5216 days**
1758
- - recent public PR activity: **206 PRs** (55 merged / 59 closed-unmerged / 92 open; merged rate **27%**, closed-unmerged rate **29%**, open rate **45%**)
1759
- - public orgs: none visible
1760
- - compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
1761
- - heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
1762
-
1763
- Example artifacts:
1764
- - [PR #47069: fix: allow num_labels property to return None when id2label is unset](https://github.com/huggingface/transformers/pull/47069) — open
1765
- - [PR #46288: Export is_falcon_mamba_ssm_available from utils](https://github.com/huggingface/transformers/pull/46288) — closed
1766
- - [PR #46263: Replace assert with raise ImportError for optuna/ray dependency checks](https://github.com/huggingface/transformers/pull/46263) — closed, merged
1767
-
1768
  ### `sridhar-3009`
1769
 
1770
  - profile: [github.com/sridhar-3009](https://github.com/sridhar-3009)
@@ -1926,6 +1926,29 @@ Example artifacts:
1926
  - [PR #47287: Fix NaN loss in metrics when eval dataset produces no losses](https://github.com/huggingface/transformers/pull/47287) — closed
1927
  - [PR #47286: Fix pad_token_id=0 silently replaced by eos_token_id in beam search](https://github.com/huggingface/transformers/pull/47286) — closed
1928
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1929
  ### `ZAID646`
1930
 
1931
  - profile: [github.com/ZAID646](https://github.com/ZAID646)
@@ -2003,12 +2026,12 @@ Example artifacts:
2003
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apcuenca)
2004
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apcuenca)
2005
  - repo first seen: `2024-04-23T13:23:10Z`
2006
- - repo last seen: `2026-07-02T12:05:08Z`
2007
  - first seen in snapshot: **no**
2008
  - repo association: **MEMBER**
2009
  - repo primary artifacts: **4**
2010
  - snapshot authored PRs/issues: **3 PRs / 1 issues**
2011
- - snapshot discussion activity: **11 comments / 25 reviews / 38 review comments**
2012
  - account age: **5316 days**
2013
  - recent public PR activity: **31 PRs** (20 merged / 3 closed-unmerged / 8 open; merged rate **65%**, closed-unmerged rate **10%**, open rate **26%**)
2014
  - public orgs: `huggingface`
@@ -2205,29 +2228,6 @@ Example artifacts:
2205
  - [PR #46780: [RT-DETRv2] Fix MPS crash in build_2d_sinusoidal_position_embedding (float64 → dtype)](https://github.com/huggingface/transformers/pull/46780) — open
2206
  - [PR #46761: [Whisper] Add Unpack[TransformersKwargs] to forward() and set use_cache=False when labels provided](https://github.com/huggingface/transformers/pull/46761) — open
2207
 
2208
- ### `samyuktahegde`
2209
-
2210
- - profile: [github.com/samyuktahegde](https://github.com/samyuktahegde)
2211
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asamyuktahegde)
2212
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asamyuktahegde)
2213
- - repo first seen: `2026-07-06T07:32:26Z`
2214
- - repo last seen: `2026-07-14T07:29:12Z`
2215
- - first seen in snapshot: **no**
2216
- - repo association: **CONTRIBUTOR**
2217
- - repo primary artifacts: **3**
2218
- - snapshot authored PRs/issues: **3 PRs / 0 issues**
2219
- - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
2220
- - account age: **3567 days**
2221
- - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
2222
- - public orgs: none visible
2223
- - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
2224
- - heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
2225
-
2226
- Example artifacts:
2227
- - [PR #47239: Clarify extra_special_tokens documentation to match the example](https://github.com/huggingface/transformers/pull/47239) — closed
2228
- - [PR #47136: Clarify input device placement in the Quicktour inference example](https://github.com/huggingface/transformers/pull/47136) — closed, merged
2229
- - [PR #47098: Fix grammar in PreTrainedConfig description](https://github.com/huggingface/transformers/pull/47098) — closed
2230
-
2231
  ### `sarthak-ad011`
2232
 
2233
  - profile: [github.com/sarthak-ad011](https://github.com/sarthak-ad011)
@@ -2482,7 +2482,7 @@ Example artifacts:
2482
  - [PR #46514: Honor a concrete dtype in AutoModel for composite checkpoints](https://github.com/huggingface/transformers/pull/46514) — closed, merged
2483
  - [PR #45852: Fix slow Trainer path with 4D attention mask](https://github.com/huggingface/transformers/pull/45852) — closed, merged
2484
  - [Issue #46723: Several models hardcode `torch.float64` in their forward pass, crashing on MPS (Apple Silicon)](https://github.com/huggingface/transformers/issues/46723) — open
2485
- - [Issue #46512: from_config(dtype=...) builds weights in the requested dtype but leaves model.config.dtype stale](https://github.com/huggingface/transformers/issues/46512) — open
2486
  - [Issue #46459: `dtype` is silently ignored when loading composite (multimodal) checkpoints through AutoModelForCausalLM (affects all Qwen3.5 repos)](https://github.com/huggingface/transformers/issues/46459) — closed
2487
 
2488
  ### `merveenoyan`
@@ -3537,7 +3537,7 @@ Example artifacts:
3537
  - heuristic read: **high recent PR volume; broad repo spread; targets high-star repos**
3538
 
3539
  Example artifacts:
3540
- - [PR #46766: [`peft`] Support key_mapping with PEFT models](https://github.com/huggingface/transformers/pull/46766) — open
3541
  - [PR #45457: Allow loading Qwen Thinker 'base' models without generative head](https://github.com/huggingface/transformers/pull/45457) — closed, merged
3542
  - [PR #45455: [`fix`] Make Qwen2_5OmniProcessor warning a lot less noisy via warning_once](https://github.com/huggingface/transformers/pull/45455) — closed, merged
3543
  - [Issue #46597: [`docs`] PULL_REQUEST_TEMPLATE.md has broken link to non-existent CONTRIBUTING.md section](https://github.com/huggingface/transformers/issues/46597) — closed
@@ -3567,6 +3567,31 @@ Example artifacts:
3567
  - [PR #45838: [Model] Add PP-OCRv6 Models Support](https://github.com/huggingface/transformers/pull/45838) — closed, merged
3568
  - [PR #45626: [Model] Add PP-FormulaNet Model Support](https://github.com/huggingface/transformers/pull/45626) — closed, merged
3569
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3570
  ### `ydshieh2`
3571
 
3572
  - profile: [github.com/ydshieh2](https://github.com/ydshieh2)
@@ -3980,28 +4005,6 @@ Example artifacts:
3980
  - [PR #46787: [Feature] Add HumanV model architecture](https://github.com/huggingface/transformers/pull/46787) — closed
3981
  - [PR #42982: Add HumanV: decoder-only causal LM](https://github.com/huggingface/transformers/pull/42982) — closed
3982
 
3983
- ### `Jeevang1-epic`
3984
-
3985
- - profile: [github.com/Jeevang1-epic](https://github.com/Jeevang1-epic)
3986
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AJeevang1-epic)
3987
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AJeevang1-epic)
3988
- - repo first seen: `2026-04-24T19:22:05Z`
3989
- - repo last seen: `2026-05-17T16:45:05Z`
3990
- - first seen in snapshot: **no**
3991
- - repo association: **CONTRIBUTOR**
3992
- - repo primary artifacts: **2**
3993
- - snapshot authored PRs/issues: **2 PRs / 0 issues**
3994
- - snapshot discussion activity: **3 comments / 1 reviews / 1 review comments**
3995
- - account age: **207 days**
3996
- - recent public PR activity: **3 PRs** (0 merged / 0 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
3997
- - public orgs: none visible
3998
- - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
3999
- - heuristic read: **young account; high open PR share; targets high-star repos**
4000
-
4001
- Example artifacts:
4002
- - [PR #46014: Fix cache collision 45632(NaNs in classification heads upon checkout + init)](https://github.com/huggingface/transformers/pull/46014) — closed
4003
- - [PR #45642: Fix trust_remote_code local cache collisions for local models (#45632)](https://github.com/huggingface/transformers/pull/45642) — closed, merged
4004
-
4005
  ### `joerowell`
4006
 
4007
  - profile: [github.com/joerowell](https://github.com/joerowell)
@@ -4322,12 +4325,12 @@ Example artifacts:
4322
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aabcgco)
4323
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aabcgco)
4324
  - repo first seen: `2026-07-05T12:41:27Z`
4325
- - repo last seen: `2026-07-15T19:33:39Z`
4326
  - first seen in snapshot: **no**
4327
  - repo association: **FIRST_TIME_CONTRIBUTOR**
4328
  - repo primary artifacts: **2**
4329
  - snapshot authored PRs/issues: **1 PRs / 1 issues**
4330
- - snapshot discussion activity: **1 comments / 14 reviews / 14 review comments**
4331
  - account age: **2524 days**
4332
  - recent public PR activity: **8 PRs** (1 merged / 2 closed-unmerged / 5 open; merged rate **12%**, closed-unmerged rate **25%**, open rate **62%**)
4333
  - public orgs: none visible
@@ -5040,12 +5043,12 @@ Example artifacts:
5040
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aajayraj30002)
5041
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aajayraj30002)
5042
  - repo first seen: `2026-07-15T17:16:49Z`
5043
- - repo last seen: `2026-07-15T17:48:53Z`
5044
  - first seen in snapshot: **no**
5045
  - repo association: **NONE**
5046
  - repo primary artifacts: **1**
5047
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
5048
- - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
5049
  - account age: **186 days**
5050
  - recent public PR activity: **3 PRs** (1 merged / 1 closed-unmerged / 1 open; merged rate **33%**, closed-unmerged rate **33%**, open rate **33%**)
5051
  - public orgs: none visible
@@ -5294,7 +5297,7 @@ Example artifacts:
5294
  - repo first seen: `2026-07-08T22:49:00Z`
5295
  - repo last seen: `2026-07-08T22:49:00Z`
5296
  - first seen in snapshot: **no**
5297
- - repo association: **FIRST_TIME_CONTRIBUTOR**
5298
  - repo primary artifacts: **1**
5299
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
5300
  - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
@@ -5305,7 +5308,7 @@ Example artifacts:
5305
  - heuristic read: **high open PR share; targets high-star repos**
5306
 
5307
  Example artifacts:
5308
- - [PR #47181: Add Cosmos3 Edge model support](https://github.com/huggingface/transformers/pull/47181) — open
5309
 
5310
  ### `atri2549`
5311
 
@@ -6237,12 +6240,12 @@ Example artifacts:
6237
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aharryjulian)
6238
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aharryjulian)
6239
  - repo first seen: `2026-07-07T15:04:12Z`
6240
- - repo last seen: `2026-07-16T10:22:53Z`
6241
  - first seen in snapshot: **no**
6242
  - repo association: **FIRST_TIME_CONTRIBUTOR**
6243
  - repo primary artifacts: **1**
6244
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
6245
- - snapshot discussion activity: **0 comments / 9 reviews / 9 review comments**
6246
  - account age: **1554 days**
6247
  - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
6248
  - public orgs: none visible
@@ -6250,7 +6253,7 @@ Example artifacts:
6250
  - heuristic read: **high open PR share; targets high-star repos**
6251
 
6252
  Example artifacts:
6253
- - [PR #47143: Add support for NeuCodec](https://github.com/huggingface/transformers/pull/47143) — open, draft
6254
 
6255
  ### `hashwnath`
6256
 
@@ -6636,12 +6639,12 @@ Example artifacts:
6636
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AlabAxiaoming)
6637
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AlabAxiaoming)
6638
  - repo first seen: `2026-07-07T13:04:02Z`
6639
- - repo last seen: `2026-07-09T09:11:33Z`
6640
  - first seen in snapshot: **no**
6641
  - repo association: **FIRST_TIME_CONTRIBUTOR**
6642
  - repo primary artifacts: **1**
6643
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
6644
- - snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
6645
  - account age: **3144 days**
6646
  - recent public PR activity: **8 PRs** (1 merged / 1 closed-unmerged / 6 open; merged rate **12%**, closed-unmerged rate **12%**, open rate **75%**)
6647
  - public orgs: none visible
@@ -6672,27 +6675,6 @@ Example artifacts:
6672
  Example artifacts:
6673
  - [PR #47084: Add eval_epochs to TrainingArguments to support evaluating every N epochs](https://github.com/huggingface/transformers/pull/47084) — closed
6674
 
6675
- ### `lalitha2410`
6676
-
6677
- - profile: [github.com/lalitha2410](https://github.com/lalitha2410)
6678
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Alalitha2410)
6679
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Alalitha2410)
6680
- - repo first seen: `2026-05-17T13:42:37Z`
6681
- - repo last seen: `2026-05-18T05:29:23Z`
6682
- - first seen in snapshot: **no**
6683
- - repo association: **FIRST_TIMER**
6684
- - repo primary artifacts: **1**
6685
- - snapshot authored PRs/issues: **1 PRs / 0 issues**
6686
- - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
6687
- - account age: **1043 days**
6688
- - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
6689
- - public orgs: none visible
6690
- - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
6691
- - heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
6692
-
6693
- Example artifacts:
6694
- - [PR #46012: fix: handle OOV token ids gracefully in convert_ids_to_tokens](https://github.com/huggingface/transformers/pull/46012) — closed
6695
-
6696
  ### `lanxuejin`
6697
 
6698
  - profile: [github.com/lanxuejin](https://github.com/lanxuejin)
@@ -7281,6 +7263,27 @@ Example artifacts:
7281
  Example artifacts:
7282
  - [PR #46312: docs: 🌐 add Turkish translation for README file](https://github.com/huggingface/transformers/pull/46312) — closed, merged
7283
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
7284
  ### `pablopupo`
7285
 
7286
  - profile: [github.com/pablopupo](https://github.com/pablopupo)
@@ -8045,7 +8048,7 @@ Example artifacts:
8045
  - repo first seen: `2026-07-11T06:10:43Z`
8046
  - repo last seen: `2026-07-11T06:10:43Z`
8047
  - first seen in snapshot: **no**
8048
- - repo association: **FIRST_TIME_CONTRIBUTOR**
8049
  - repo primary artifacts: **1**
8050
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
8051
  - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
@@ -8056,7 +8059,7 @@ Example artifacts:
8056
  - heuristic read: **high open PR share; targets high-star repos**
8057
 
8058
  Example artifacts:
8059
- - [PR #47258: [AudioFlamingo3] Fix bfloat16 dtype mismatch in audio encoder positional embedding](https://github.com/huggingface/transformers/pull/47258) — open
8060
 
8061
  ### `someaka`
8062
 
@@ -8316,12 +8319,12 @@ Example artifacts:
8316
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avbayanag)
8317
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avbayanag)
8318
  - repo first seen: `2026-07-15T21:33:52Z`
8319
- - repo last seen: `2026-07-15T21:33:52Z`
8320
  - first seen in snapshot: **no**
8321
  - repo association: **FIRST_TIME_CONTRIBUTOR**
8322
  - repo primary artifacts: **1**
8323
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
8324
- - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
8325
  - account age: **1008 days**
8326
  - recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
8327
  - public orgs: none visible
@@ -8329,7 +8332,7 @@ Example artifacts:
8329
  - heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
8330
 
8331
  Example artifacts:
8332
- - [PR #47351: Make Whisper mel magnitudes contiguous to avoid slow strided matmul on ROCm](https://github.com/huggingface/transformers/pull/47351) — open
8333
 
8334
  ### `W-Akrabi`
8335
 
 
1
  # New Contributor Report: huggingface/transformers
2
 
3
+ - Snapshot: `20260717T000052Z`
4
+ - Generated: `2026-07-17T00:03:55Z`
5
  - Activity window: `60d`
6
  - Contributors: `368`
7
 
 
11
  | --- | --- | --- | --- | ---: | --- | ---: | ---: | --- | --- | --- | --- |
12
  | `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-02-05T12:51:57Z` | 142 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
13
  | `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 121 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
14
+ | `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 113 | 7 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
15
  | `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 110 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
16
  | `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-07-19T13:27:51Z` | 101 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
17
+ | `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2024-02-08T22:19:09Z` | 83 | 2 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
18
  | `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 71 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
19
  | `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 60 | 2 | mixed | low | low | targets high-star repos |
20
  | `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1813d | `2025-09-11T21:27:59Z` | 56 | 1 | strong | low | low | targets high-star repos |
 
54
  | `IMvision12` | [profile](https://github.com/IMvision12) | no | CONTRIBUTOR | 1735d | `2022-10-14T20:02:21Z` | 8 | 1 | strong | low | low | high recent PR volume |
55
  | `dependabot[bot]` | [profile](https://github.com/dependabot[bot]) | no | CONTRIBUTOR | ?d | `2024-08-30T13:24:23Z` | 8 | 0 | n/a | n/a | n/a | summary unavailable |
56
  | `juliendenize` | [profile](https://github.com/juliendenize) | no | CONTRIBUTOR | 2852d | `2026-03-13T10:24:11Z` | 8 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
57
+ | `SebTardif` | [profile](https://github.com/SebTardif) | no | CONTRIBUTOR | 5216d | `2026-05-19T17:17:53Z` | 8 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
58
  | `dacorvo` | [profile](https://github.com/dacorvo) | no | MEMBER | 5087d | `2026-03-13T14:45:22Z` | 7 | 10 | weak | moderate | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
59
  | `guarin` | [profile](https://github.com/guarin) | no | MEMBER | 2794d | `2026-05-12T18:20:58Z` | 7 | 0 | strong | low | low | — |
60
  | `kpal002` | [profile](https://github.com/kpal002) | no | CONTRIBUTOR | 2595d | `2026-05-30T07:56:05Z` | 7 | 0 | strong | moderate | low | high recent PR volume |
 
67
  | `filipinescu` | [profile](https://github.com/filipinescu) | no | CONTRIBUTOR | 953d | `2026-05-22T20:20:49Z` | 5 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
68
  | `kamran-nizamani` | [profile](https://github.com/kamran-nizamani) | no | CONTRIBUTOR | 622d | `2026-06-11T21:16:42Z` | 5 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
69
  | `McPatate` | [profile](https://github.com/McPatate) | no | MEMBER | 4207d | `2025-09-05T15:52:11Z` | 5 | 0 | strong | moderate | low | high recent PR volume |
 
70
  | `sridhar-3009` | [profile](https://github.com/sridhar-3009) | no | NONE | 1347d | `2026-07-10T04:10:03Z` | 5 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
71
  | `Sriniketh24` | [profile](https://github.com/Sriniketh24) | no | CONTRIBUTOR | 609d | `2026-05-18T14:39:34Z` | 5 | 0 | mixed | low | low | high open PR share; no visible non-self stars; targets high-star repos |
72
  | `douglas-reid` | [profile](https://github.com/douglas-reid) | no | CONTRIBUTOR | 3573d | `2026-04-02T19:05:35Z` | 4 | 0 | strong | low | low | targets high-star repos |
 
74
  | `muhamedfazalps` | [profile](https://github.com/muhamedfazalps) | no | CONTRIBUTOR | 1469d | `2026-06-23T06:57:49Z` | 4 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share |
75
  | `rasmi` | [profile](https://github.com/rasmi) | no | CONTRIBUTOR | 4994d | `2026-05-07T01:29:32Z` | 4 | 0 | mixed | low | low | — |
76
  | `rodrigoheniquesouza` | [profile](https://github.com/rodrigoheniquesouza) | no | NONE | 19d | `2026-07-13T03:46:02Z` | 4 | 0 | weak | moderate | medium | very new account; high open PR share; targets high-star repos |
77
+ | `samyuktahegde` | [profile](https://github.com/samyuktahegde) | no | CONTRIBUTOR | 3567d | `2026-07-06T07:32:26Z` | 4 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
78
  | `ZAID646` | [profile](https://github.com/ZAID646) | no | FIRST_TIME_CONTRIBUTOR | 1315d | `2026-07-01T18:24:26Z` | 4 | 0 | weak | moderate | low | high open PR share; no visible non-self stars; targets high-star repos |
79
  | `ldkhang1201` | [profile](https://github.com/ldkhang1201) | no | CONTRIBUTOR | 1377d | `2026-06-12T19:30:35Z` | 3 | 1 | weak | moderate | low | high open PR share; targets high-star repos |
80
  | `MutugiD` | [profile](https://github.com/MutugiD) | no | FIRST_TIME_CONTRIBUTOR | 2310d | `2026-07-04T00:14:46Z` | 3 | 1 | strong | moderate | low | high recent PR volume |
 
87
  | `JemmaUZH` | [profile](https://github.com/JemmaUZH) | no | CONTRIBUTOR | 837d | `2026-06-09T15:51:29Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
88
  | `praful-srinivasan-027` | [profile](https://github.com/praful-srinivasan-027) | no | CONTRIBUTOR | 469d | `2026-06-25T18:51:59Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
89
  | `Sahith59` | [profile](https://github.com/Sahith59) | no | FIRST_TIME_CONTRIBUTOR | 1626d | `2026-06-19T02:27:30Z` | 3 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 
90
  | `sarthak-ad011` | [profile](https://github.com/sarthak-ad011) | no | NONE | 328d | `2026-07-08T22:41:19Z` | 3 | 0 | mixed | moderate | low | young account; high recent PR volume |
91
  | `Snakinya` | [profile](https://github.com/Snakinya) | no | FIRST_TIME_CONTRIBUTOR | 2115d | `2026-06-08T10:08:10Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
92
  | `Sreekant13` | [profile](https://github.com/Sreekant13) | no | CONTRIBUTOR | 2339d | `2026-07-04T18:14:38Z` | 3 | 0 | mixed | high | medium | broad repo spread; high open PR share; no visible non-self stars |
 
146
  | `ZubairAli999` | [profile](https://github.com/ZubairAli999) | no | NONE | 1721d | `2026-07-07T09:31:21Z` | 2 | 0 | n/a | low | low | no visible non-self stars |
147
  | `tomaarsen` | [profile](https://github.com/tomaarsen) | no | MEMBER | 3012d | `2025-12-02T16:00:11Z` | 19 | 7 | strong | high | low | high recent PR volume; broad repo spread; targets high-star repos |
148
  | `zhang-prog` | [profile](https://github.com/zhang-prog) | no | CONTRIBUTOR | 2074d | `2025-12-23T11:18:14Z` | 9 | 0 | mixed | moderate | low | targets high-star repos |
149
+ | `LysandreJik` | [profile](https://github.com/LysandreJik) | no | MEMBER | 3267d | `2021-08-30T15:40:15Z` | 7 | 2 | strong | low | low | — |
150
  | `ydshieh2` | [profile](https://github.com/ydshieh2) | no | CONTRIBUTOR | 596d | `2025-06-12T08:51:40Z` | 7 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
151
  | `SangbumChoi` | [profile](https://github.com/SangbumChoi) | no | CONTRIBUTOR | 3079d | `2024-06-07T00:26:26Z` | 6 | 0 | weak | low | low | high open PR share; targets high-star repos |
152
  | `KoichiYasuoka` | [profile](https://github.com/KoichiYasuoka) | no | CONTRIBUTOR | 3900d | `2026-01-21T06:14:39Z` | 5 | 4 | weak | low | low | high open PR share; targets high-star repos |
 
165
  | `glegendre01` | [profile](https://github.com/glegendre01) | no | MEMBER | 1347d | `2026-04-21T12:37:31Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
166
  | `hanouticelina` | [profile](https://github.com/hanouticelina) | no | MEMBER | 3037d | `2026-04-10T11:59:37Z` | 2 | 0 | strong | high | low | high recent PR volume; broad repo spread |
167
  | `humanprojectceo` | [profile](https://github.com/humanprojectceo) | no | NONE | 279d | `2025-12-21T23:21:38Z` | 2 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
 
168
  | `joerowell` | [profile](https://github.com/joerowell) | no | CONTRIBUTOR | 3394d | `2026-04-28T08:24:28Z` | 2 | 0 | strong | low | low | targets high-star repos |
169
  | `lucianommartins` | [profile](https://github.com/lucianommartins) | no | CONTRIBUTOR | 3503d | `2026-04-05T22:07:53Z` | 2 | 0 | weak | low | low | no visible non-self stars; targets high-star repos |
170
  | `otjdiepluong` | [profile](https://github.com/otjdiepluong) | no | NONE | 32d | `2026-05-14T03:52:29Z` | 2 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
 
224
  | `ash01825` | [profile](https://github.com/ash01825) | no | FIRST_TIME_CONTRIBUTOR | 930d | `2026-06-13T15:51:08Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
225
  | `ashusnapx` | [profile](https://github.com/ashusnapx) | no | NONE | 2034d | `2026-07-09T00:36:56Z` | 1 | 0 | weak | moderate | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
226
  | `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 |
227
+ | `atharvajoshi10` | [profile](https://github.com/atharvajoshi10) | no | CONTRIBUTOR | 3285d | `2026-07-08T22:49:00Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
228
  | `atri2549` | [profile](https://github.com/atri2549) | no | FIRST_TIMER | 1108d | `2026-07-01T09:25:24Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
229
  | `AUTHENSOR` | [profile](https://github.com/AUTHENSOR) | no | FIRST_TIME_CONTRIBUTOR | 201d | `2026-07-10T04:12:27Z` | 1 | 0 | weak | very high | medium | young account; high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
230
  | `AyushDas4890` | [profile](https://github.com/AyushDas4890) | no | FIRST_TIME_CONTRIBUTOR | 966d | `2026-07-02T04:24:14Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 
290
  | `kurtmckee` | [profile](https://github.com/kurtmckee) | no | CONTRIBUTOR | 6391d | `2026-06-12T11:41:21Z` | 1 | 0 | mixed | high | low | high recent PR volume; broad repo spread; no visible non-self stars |
291
  | `labAxiaoming` | [profile](https://github.com/labAxiaoming) | no | FIRST_TIME_CONTRIBUTOR | 3144d | `2026-07-07T13:04:02Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
292
  | `lakshmiprasanna07` | [profile](https://github.com/lakshmiprasanna07) | no | NONE | 1219d | `2026-07-03T19:17:34Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
293
  | `lanxuejin` | [profile](https://github.com/lanxuejin) | no | FIRST_TIME_CONTRIBUTOR | 2869d | `2026-06-04T12:32:43Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
294
  | `lefft` | [profile](https://github.com/lefft) | no | CONTRIBUTOR | 3998d | `2026-07-10T21:40:09Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
295
  | `Lemniscate-world` | [profile](https://github.com/Lemniscate-world) | no | NONE | 1024d | `2026-06-09T11:39:04Z` | 1 | 0 | mixed | moderate | low | — |
 
318
  | `ndvbd` | [profile](https://github.com/ndvbd) | no | NONE | 5482d | `2026-06-16T08:24:44Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
319
  | `NicolasHug` | [profile](https://github.com/NicolasHug) | no | CONTRIBUTOR | 5321d | `2026-06-08T11:13:46Z` | 1 | 0 | strong | moderate | low | extremely high recent PR volume |
320
  | `onuralpszr` | [profile](https://github.com/onuralpszr) | no | CONTRIBUTOR | 5146d | `2026-05-31T20:25:01Z` | 1 | 0 | strong | high | low | extremely high recent PR volume; broad repo spread |
321
+ | `Osamaali313` | [profile](https://github.com/Osamaali313) | yes | FIRST_TIME_CONTRIBUTOR | 1845d | `2026-07-16T21:10:20Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
322
  | `pablopupo` | [profile](https://github.com/pablopupo) | no | NONE | 1025d | `2026-07-11T20:34:13Z` | 1 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
323
  | `pariidanDKE` | [profile](https://github.com/pariidanDKE) | no | CONTRIBUTOR | 2103d | `2026-07-07T19:10:11Z` | 1 | 0 | mixed | low | low | — |
324
  | `petecao` | [profile](https://github.com/petecao) | no | CONTRIBUTOR | 2982d | `2026-05-25T19:01:18Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
355
  | `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 |
356
  | `smart8986` | [profile](https://github.com/smart8986) | no | CONTRIBUTOR | 2608d | `2026-07-13T03:38:50Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
357
  | `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 |
358
+ | `snkii` | [profile](https://github.com/snkii) | no | CONTRIBUTOR | 2654d | `2026-07-11T06:10:43Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
359
  | `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 |
360
  | `souvikDevloper` | [profile](https://github.com/souvikDevloper) | no | NONE | 1110d | `2026-07-12T05:49:14Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
361
  | `srinjoy356` | [profile](https://github.com/srinjoy356) | no | FIRST_TIME_CONTRIBUTOR | 992d | `2026-05-26T18:36:12Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
432
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atarekziade)
433
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atarekziade)
434
  - repo first seen: `2026-01-21T16:52:29Z`
435
+ - repo last seen: `2026-07-16T16:22:44Z`
436
  - first seen in snapshot: **no**
437
  - repo association: **MEMBER**
438
+ - repo primary artifacts: **120**
439
+ - snapshot authored PRs/issues: **113 PRs / 7 issues**
440
+ - snapshot discussion activity: **218 comments / 236 reviews / 212 review comments**
441
  - account age: **5839 days**
442
  - recent public PR activity: **108 PRs** (92 merged / 3 closed-unmerged / 13 open; merged rate **85%**, closed-unmerged rate **3%**, open rate **12%**)
443
  - public orgs: `AFPy`, `faitmain`, `circus-tent`
 
445
  - heuristic read: **extremely high recent PR volume; broad repo spread; targets high-star repos**
446
 
447
  Example artifacts:
448
+ - [PR #47368: ci: Handle missing summaries in collated reports](https://github.com/huggingface/transformers/pull/47368) — open
449
+ - [PR #47364: Fix Daily CI reporting issues](https://github.com/huggingface/transformers/pull/47364) — closed, merged
450
  - [PR #47362: ci: Handle empty GitHub token in CI run lookup](https://github.com/huggingface/transformers/pull/47362) — closed, merged
 
451
  - [Issue #47205: Standardize test image fixture loading for COCO images](https://github.com/huggingface/transformers/issues/47205) — open
452
  - [Issue #45458: Add typing support incrementally (meta issue)](https://github.com/huggingface/transformers/issues/45458) — closed
453
  - [Issue #44740: Run model linter on new models additions](https://github.com/huggingface/transformers/issues/44740) — closed
 
471
  - heuristic read: **high recent PR volume; targets high-star repos**
472
 
473
  Example artifacts:
474
+ - [PR #47356: Fix model tests for tipsv2](https://github.com/huggingface/transformers/pull/47356) — closed, merged
475
  - [PR #47292: tipsv2_dpt: fix failing tests for XPU](https://github.com/huggingface/transformers/pull/47292) — open
476
  - [PR #47284: Fix failing tests for mimo_v2_flash](https://github.com/huggingface/transformers/pull/47284) — open
477
  - [Issue #44964: Cannot load `microsoft/Phi-4-multimodal-instruct` model with latest transformers.](https://github.com/huggingface/transformers/issues/44964) — closed
 
484
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azucchini-nlp)
485
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azucchini-nlp)
486
  - repo first seen: `2024-07-19T13:27:51Z`
487
+ - repo last seen: `2026-07-16T13:44:24Z`
488
  - first seen in snapshot: **no**
489
  - repo association: **MEMBER**
490
  - repo primary artifacts: **101**
491
  - snapshot authored PRs/issues: **101 PRs / 0 issues**
492
+ - snapshot discussion activity: **708 comments / 1162 reviews / 2457 review comments**
493
  - account age: **1508 days**
494
  - recent public PR activity: **50 PRs** (33 merged / 6 closed-unmerged / 11 open; merged rate **66%**, closed-unmerged rate **12%**, open rate **22%**)
495
  - public orgs: `huggingface`, `deeppavlov`
 
507
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Astevhliu)
508
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Astevhliu)
509
  - repo first seen: `2024-02-08T22:19:09Z`
510
+ - repo last seen: `2026-07-16T20:22:29Z`
511
  - first seen in snapshot: **no**
512
  - repo association: **MEMBER**
513
+ - repo primary artifacts: **85**
514
+ - snapshot authored PRs/issues: **83 PRs / 2 issues**
515
  - snapshot discussion activity: **42 comments / 191 reviews / 319 review comments**
516
  - account age: **2296 days**
517
  - recent public PR activity: **30 PRs** (25 merged / 0 closed-unmerged / 5 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**)
 
520
  - heuristic read: **high recent PR volume; no visible non-self stars; targets high-star repos**
521
 
522
  Example artifacts:
523
+ - [PR #47374: [docs] Exporters](https://github.com/huggingface/transformers/pull/47374) — open
524
+ - [PR #47350: [docs] Inkling](https://github.com/huggingface/transformers/pull/47350) — closed, merged
525
  - [PR #47345: [docs] FlashAttention kernel fallback](https://github.com/huggingface/transformers/pull/47345) — closed, merged
 
526
  - [Issue #36979: [Community contributions] Model cards](https://github.com/huggingface/transformers/issues/36979) — closed
527
  - [Issue #28936: [i18n-es] Translating docs to Spanish](https://github.com/huggingface/transformers/issues/28936) — open
528
 
 
532
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArthurZucker)
533
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArthurZucker)
534
  - repo first seen: `2023-02-24T14:13:29Z`
535
+ - repo last seen: `2026-07-16T14:58:04Z`
536
  - first seen in snapshot: **no**
537
  - repo association: **MEMBER**
538
  - repo primary artifacts: **75**
539
  - snapshot authored PRs/issues: **71 PRs / 4 issues**
540
+ - snapshot discussion activity: **206 comments / 781 reviews / 1547 review comments**
541
  - account age: **2590 days**
542
  - recent public PR activity: **60 PRs** (36 merged / 5 closed-unmerged / 19 open; merged rate **60%**, closed-unmerged rate **8%**, open rate **32%**)
543
  - public orgs: none visible
 
558
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avasqu)
559
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avasqu)
560
  - repo first seen: `2025-08-26T12:13:50Z`
561
+ - repo last seen: `2026-07-16T19:09:20Z`
562
  - first seen in snapshot: **no**
563
  - repo association: **MEMBER**
564
  - repo primary artifacts: **62**
565
  - snapshot authored PRs/issues: **60 PRs / 2 issues**
566
+ - snapshot discussion activity: **811 comments / 1525 reviews / 6153 review comments**
567
  - account age: **1991 days**
568
  - recent public PR activity: **21 PRs** (12 merged / 3 closed-unmerged / 6 open; merged rate **57%**, closed-unmerged rate **14%**, open rate **29%**)
569
  - public orgs: none visible
 
632
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARocketknight1)
633
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARocketknight1)
634
  - repo first seen: `2023-02-27T14:00:41Z`
635
+ - repo last seen: `2026-07-16T12:08:07Z`
636
  - first seen in snapshot: **no**
637
  - repo association: **MEMBER**
638
  - repo primary artifacts: **49**
639
  - snapshot authored PRs/issues: **49 PRs / 0 issues**
640
+ - snapshot discussion activity: **927 comments / 361 reviews / 239 review comments**
641
  - account age: **3961 days**
642
  - recent public PR activity: **17 PRs** (16 merged / 1 closed-unmerged / 0 open; merged rate **94%**, closed-unmerged rate **6%**, open rate **0%**)
643
  - public orgs: `huggingface`
 
703
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aharshaljanjani)
704
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aharshaljanjani)
705
  - repo first seen: `2025-09-17T20:29:13Z`
706
+ - repo last seen: `2026-07-16T14:10:20Z`
707
  - first seen in snapshot: **no**
708
  - repo association: **CONTRIBUTOR**
709
  - repo primary artifacts: **57**
710
  - snapshot authored PRs/issues: **37 PRs / 20 issues**
711
+ - snapshot discussion activity: **117 comments / 163 reviews / 163 review comments**
712
  - account age: **1961 days**
713
  - recent public PR activity: **18 PRs** (15 merged / 0 closed-unmerged / 3 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**)
714
  - public orgs: none visible
 
729
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aitazap)
730
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aitazap)
731
  - repo first seen: `2024-10-21T07:08:47Z`
732
+ - repo last seen: `2026-07-16T14:53:31Z`
733
  - first seen in snapshot: **no**
734
  - repo association: **MEMBER**
735
  - repo primary artifacts: **37**
736
  - snapshot authored PRs/issues: **37 PRs / 0 issues**
737
+ - snapshot discussion activity: **71 comments / 81 reviews / 52 review comments**
738
  - account age: **3139 days**
739
  - recent public PR activity: **20 PRs** (10 merged / 5 closed-unmerged / 5 open; merged rate **50%**, closed-unmerged rate **25%**, open rate **25%**)
740
  - public orgs: none visible
 
752
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIlyasMoutawwakil)
753
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIlyasMoutawwakil)
754
  - repo first seen: `2025-07-04T08:41:29Z`
755
+ - repo last seen: `2026-07-16T18:38:49Z`
756
  - first seen in snapshot: **no**
757
  - repo association: **MEMBER**
758
  - repo primary artifacts: **40**
759
  - snapshot authored PRs/issues: **36 PRs / 4 issues**
760
+ - snapshot discussion activity: **87 comments / 544 reviews / 499 review comments**
761
  - account age: **2354 days**
762
  - recent public PR activity: **22 PRs** (16 merged / 2 closed-unmerged / 4 open; merged rate **73%**, closed-unmerged rate **9%**, open rate **18%**)
763
  - public orgs: `huggingface`, `Chouafa`
 
897
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aqgallouedec)
898
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aqgallouedec)
899
  - repo first seen: `2024-12-13T13:39:10Z`
900
+ - repo last seen: `2026-07-16T23:51:03Z`
901
  - first seen in snapshot: **no**
902
  - repo association: **MEMBER**
903
  - repo primary artifacts: **42**
904
  - snapshot authored PRs/issues: **27 PRs / 15 issues**
905
+ - snapshot discussion activity: **60 comments / 53 reviews / 53 review comments**
906
  - account age: **2692 days**
907
  - recent public PR activity: **128 PRs** (102 merged / 5 closed-unmerged / 21 open; merged rate **80%**, closed-unmerged rate **4%**, open rate **16%**)
908
  - public orgs: `huggingface`
 
1008
  - heuristic read: **high recent PR volume; broad repo spread; targets high-star repos**
1009
 
1010
  Example artifacts:
1011
+ - [PR #47363: Fix TimesFM 2.5 window_size AttributeError](https://github.com/huggingface/transformers/pull/47363) — closed, merged
1012
  - [PR #47297: [DeepSpeed] Composite models are not initialized correctly under ZeRO-3](https://github.com/huggingface/transformers/pull/47297) — open, draft
1013
  - [PR #47295: [DiffusionGemma] Cast the decoder padding mask to bool](https://github.com/huggingface/transformers/pull/47295) — open
1014
 
 
1111
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aebezzam)
1112
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aebezzam)
1113
  - repo first seen: `2025-07-25T12:59:52Z`
1114
+ - repo last seen: `2026-07-16T17:07:54Z`
1115
  - first seen in snapshot: **no**
1116
  - repo association: **MEMBER**
1117
  - repo primary artifacts: **15**
1118
  - snapshot authored PRs/issues: **15 PRs / 0 issues**
1119
+ - snapshot discussion activity: **91 comments / 426 reviews / 1127 review comments**
1120
  - account age: **4714 days**
1121
  - recent public PR activity: **6 PRs** (3 merged / 0 closed-unmerged / 3 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
1122
  - public orgs: `LCAV`
 
1370
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akylesayrs)
1371
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akylesayrs)
1372
  - repo first seen: `2025-07-28T19:40:18Z`
1373
+ - repo last seen: `2026-07-16T14:52:16Z`
1374
  - first seen in snapshot: **no**
1375
  - repo association: **CONTRIBUTOR**
1376
  - repo primary artifacts: **10**
1377
  - snapshot authored PRs/issues: **8 PRs / 2 issues**
1378
+ - snapshot discussion activity: **7 comments / 13 reviews / 16 review comments**
1379
  - account age: **3784 days**
1380
  - recent public PR activity: **65 PRs** (35 merged / 2 closed-unmerged / 28 open; merged rate **54%**, closed-unmerged rate **3%**, open rate **43%**)
1381
  - public orgs: none visible
 
1395
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIMvision12)
1396
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIMvision12)
1397
  - repo first seen: `2022-10-14T20:02:21Z`
1398
+ - repo last seen: `2026-07-16T17:58:43Z`
1399
  - first seen in snapshot: **no**
1400
  - repo association: **CONTRIBUTOR**
1401
  - repo primary artifacts: **9**
1402
  - snapshot authored PRs/issues: **8 PRs / 1 issues**
1403
+ - snapshot discussion activity: **8 comments / 4 reviews / 4 review comments**
1404
  - account age: **1735 days**
1405
  - recent public PR activity: **83 PRs** (80 merged / 3 closed-unmerged / 0 open; merged rate **96%**, closed-unmerged rate **4%**, open rate **0%**)
1406
  - public orgs: none visible
 
1460
  - [PR #46604: [Mistral] Add tekken tokenizer detection, conversion, and save utilities](https://github.com/huggingface/transformers/pull/46604) — open, draft
1461
  - [PR #46603: [Mistral] Move MistralConverter into integrations/mistral/ package](https://github.com/huggingface/transformers/pull/46603) — open
1462
 
1463
+ ### `SebTardif`
1464
+
1465
+ - profile: [github.com/SebTardif](https://github.com/SebTardif)
1466
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASebTardif)
1467
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASebTardif)
1468
+ - repo first seen: `2026-05-19T17:17:53Z`
1469
+ - repo last seen: `2026-07-16T13:46:44Z`
1470
+ - first seen in snapshot: **no**
1471
+ - repo association: **CONTRIBUTOR**
1472
+ - repo primary artifacts: **8**
1473
+ - snapshot authored PRs/issues: **8 PRs / 0 issues**
1474
+ - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
1475
+ - account age: **5216 days**
1476
+ - recent public PR activity: **206 PRs** (55 merged / 59 closed-unmerged / 92 open; merged rate **27%**, closed-unmerged rate **29%**, open rate **45%**)
1477
+ - public orgs: none visible
1478
+ - compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
1479
+ - heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
1480
+
1481
+ Example artifacts:
1482
+ - [PR #47372: Accept legacy list special_tokens in _set_model_specific_special_tokens](https://github.com/huggingface/transformers/pull/47372) — open
1483
+ - [PR #47371: Make non-blocking serve uvicorn thread a daemon with force_exit](https://github.com/huggingface/transformers/pull/47371) — open
1484
+ - [PR #47370: Preserve exception cause when hub kernel loading fails](https://github.com/huggingface/transformers/pull/47370) — open
1485
+
1486
  ### `dacorvo`
1487
 
1488
  - profile: [github.com/dacorvo](https://github.com/dacorvo)
 
1739
 
1740
  Example artifacts:
1741
  - [PR #46824: fix: update tokenizers version range to include stable 0.23.1](https://github.com/huggingface/transformers/pull/46824) — closed
1742
+ - [PR #46696: Fix inverted is_tracing condition causing FA2 long-context decode regression](https://github.com/huggingface/transformers/pull/46696) — closed
1743
  - [PR #46631: fix: beam search cache reorder for non-standard caches (Mamba, RWKV, …](https://github.com/huggingface/transformers/pull/46631) — closed
1744
 
1745
  ### `McPatate`
 
1765
  - [PR #46523: feat: bump safetensors to `0.8.0`](https://github.com/huggingface/transformers/pull/46523) — closed, merged
1766
  - [PR #46239: fix: cache warmup `RuntimeError` on mps](https://github.com/huggingface/transformers/pull/46239) — closed, merged
1767
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1768
  ### `sridhar-3009`
1769
 
1770
  - profile: [github.com/sridhar-3009](https://github.com/sridhar-3009)
 
1926
  - [PR #47287: Fix NaN loss in metrics when eval dataset produces no losses](https://github.com/huggingface/transformers/pull/47287) — closed
1927
  - [PR #47286: Fix pad_token_id=0 silently replaced by eos_token_id in beam search](https://github.com/huggingface/transformers/pull/47286) — closed
1928
 
1929
+ ### `samyuktahegde`
1930
+
1931
+ - profile: [github.com/samyuktahegde](https://github.com/samyuktahegde)
1932
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asamyuktahegde)
1933
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asamyuktahegde)
1934
+ - repo first seen: `2026-07-06T07:32:26Z`
1935
+ - repo last seen: `2026-07-16T13:21:06Z`
1936
+ - first seen in snapshot: **no**
1937
+ - repo association: **CONTRIBUTOR**
1938
+ - repo primary artifacts: **4**
1939
+ - snapshot authored PRs/issues: **4 PRs / 0 issues**
1940
+ - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
1941
+ - account age: **3567 days**
1942
+ - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
1943
+ - public orgs: none visible
1944
+ - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
1945
+ - heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
1946
+
1947
+ Example artifacts:
1948
+ - [PR #47369: [docs] Fix decode examples and expected output in fast_tokenizers](https://github.com/huggingface/transformers/pull/47369) — open
1949
+ - [PR #47239: Clarify extra_special_tokens documentation to match the example](https://github.com/huggingface/transformers/pull/47239) — closed
1950
+ - [PR #47136: Clarify input device placement in the Quicktour inference example](https://github.com/huggingface/transformers/pull/47136) — closed, merged
1951
+
1952
  ### `ZAID646`
1953
 
1954
  - profile: [github.com/ZAID646](https://github.com/ZAID646)
 
2026
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apcuenca)
2027
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apcuenca)
2028
  - repo first seen: `2024-04-23T13:23:10Z`
2029
+ - repo last seen: `2026-07-16T13:43:34Z`
2030
  - first seen in snapshot: **no**
2031
  - repo association: **MEMBER**
2032
  - repo primary artifacts: **4**
2033
  - snapshot authored PRs/issues: **3 PRs / 1 issues**
2034
+ - snapshot discussion activity: **11 comments / 26 reviews / 38 review comments**
2035
  - account age: **5316 days**
2036
  - recent public PR activity: **31 PRs** (20 merged / 3 closed-unmerged / 8 open; merged rate **65%**, closed-unmerged rate **10%**, open rate **26%**)
2037
  - public orgs: `huggingface`
 
2228
  - [PR #46780: [RT-DETRv2] Fix MPS crash in build_2d_sinusoidal_position_embedding (float64 → dtype)](https://github.com/huggingface/transformers/pull/46780) — open
2229
  - [PR #46761: [Whisper] Add Unpack[TransformersKwargs] to forward() and set use_cache=False when labels provided](https://github.com/huggingface/transformers/pull/46761) — open
2230
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2231
  ### `sarthak-ad011`
2232
 
2233
  - profile: [github.com/sarthak-ad011](https://github.com/sarthak-ad011)
 
2482
  - [PR #46514: Honor a concrete dtype in AutoModel for composite checkpoints](https://github.com/huggingface/transformers/pull/46514) — closed, merged
2483
  - [PR #45852: Fix slow Trainer path with 4D attention mask](https://github.com/huggingface/transformers/pull/45852) — closed, merged
2484
  - [Issue #46723: Several models hardcode `torch.float64` in their forward pass, crashing on MPS (Apple Silicon)](https://github.com/huggingface/transformers/issues/46723) — open
2485
+ - [Issue #46512: from_config(dtype=...) builds weights in the requested dtype but leaves model.config.dtype stale](https://github.com/huggingface/transformers/issues/46512) — closed
2486
  - [Issue #46459: `dtype` is silently ignored when loading composite (multimodal) checkpoints through AutoModelForCausalLM (affects all Qwen3.5 repos)](https://github.com/huggingface/transformers/issues/46459) — closed
2487
 
2488
  ### `merveenoyan`
 
3537
  - heuristic read: **high recent PR volume; broad repo spread; targets high-star repos**
3538
 
3539
  Example artifacts:
3540
+ - [PR #46766: [`peft`] Support key_mapping with PEFT models](https://github.com/huggingface/transformers/pull/46766) — closed, merged
3541
  - [PR #45457: Allow loading Qwen Thinker 'base' models without generative head](https://github.com/huggingface/transformers/pull/45457) — closed, merged
3542
  - [PR #45455: [`fix`] Make Qwen2_5OmniProcessor warning a lot less noisy via warning_once](https://github.com/huggingface/transformers/pull/45455) — closed, merged
3543
  - [Issue #46597: [`docs`] PULL_REQUEST_TEMPLATE.md has broken link to non-existent CONTRIBUTING.md section](https://github.com/huggingface/transformers/issues/46597) — closed
 
3567
  - [PR #45838: [Model] Add PP-OCRv6 Models Support](https://github.com/huggingface/transformers/pull/45838) — closed, merged
3568
  - [PR #45626: [Model] Add PP-FormulaNet Model Support](https://github.com/huggingface/transformers/pull/45626) — closed, merged
3569
 
3570
+ ### `LysandreJik`
3571
+
3572
+ - profile: [github.com/LysandreJik](https://github.com/LysandreJik)
3573
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ALysandreJik)
3574
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ALysandreJik)
3575
+ - repo first seen: `2021-08-30T15:40:15Z`
3576
+ - repo last seen: `2026-07-16T13:06:00Z`
3577
+ - first seen in snapshot: **no**
3578
+ - repo association: **MEMBER**
3579
+ - repo primary artifacts: **9**
3580
+ - snapshot authored PRs/issues: **7 PRs / 2 issues**
3581
+ - snapshot discussion activity: **22 comments / 37 reviews / 52 review comments**
3582
+ - account age: **3267 days**
3583
+ - recent public PR activity: **8 PRs** (7 merged / 0 closed-unmerged / 1 open; merged rate **88%**, closed-unmerged rate **0%**, open rate **12%**)
3584
+ - public orgs: `conda-forge`, `huggingface`, `ProjectBlackFalcon`, `PyTorch-Community-Voices`, `PyTorch-GitHub-Badge-Ecosystem-Day`, `Hugging-Face-Supporter`, `Hugging-Face-Helping-Hand`
3585
+ - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
3586
+ - heuristic read: **—**
3587
+
3588
+ Example artifacts:
3589
+ - [PR #47367: Clarify device placement in pipelines](https://github.com/huggingface/transformers/pull/47367) — open
3590
+ - [PR #45604: Agent first cli with skill](https://github.com/huggingface/transformers/pull/45604) — open, draft
3591
+ - [PR #45218: Proposal: Agent-first CLI](https://github.com/huggingface/transformers/pull/45218) — open, draft
3592
+ - [Issue #43489: Transformers' version 5 is out!](https://github.com/huggingface/transformers/issues/43489) — closed
3593
+ - [Issue #40822: Welcome v5](https://github.com/huggingface/transformers/issues/40822) — closed
3594
+
3595
  ### `ydshieh2`
3596
 
3597
  - profile: [github.com/ydshieh2](https://github.com/ydshieh2)
 
4005
  - [PR #46787: [Feature] Add HumanV model architecture](https://github.com/huggingface/transformers/pull/46787) — closed
4006
  - [PR #42982: Add HumanV: decoder-only causal LM](https://github.com/huggingface/transformers/pull/42982) — closed
4007
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
4008
  ### `joerowell`
4009
 
4010
  - profile: [github.com/joerowell](https://github.com/joerowell)
 
4325
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aabcgco)
4326
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aabcgco)
4327
  - repo first seen: `2026-07-05T12:41:27Z`
4328
+ - repo last seen: `2026-07-16T17:03:11Z`
4329
  - first seen in snapshot: **no**
4330
  - repo association: **FIRST_TIME_CONTRIBUTOR**
4331
  - repo primary artifacts: **2**
4332
  - snapshot authored PRs/issues: **1 PRs / 1 issues**
4333
+ - snapshot discussion activity: **1 comments / 27 reviews / 27 review comments**
4334
  - account age: **2524 days**
4335
  - recent public PR activity: **8 PRs** (1 merged / 2 closed-unmerged / 5 open; merged rate **12%**, closed-unmerged rate **25%**, open rate **62%**)
4336
  - public orgs: none visible
 
5043
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aajayraj30002)
5044
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aajayraj30002)
5045
  - repo first seen: `2026-07-15T17:16:49Z`
5046
+ - repo last seen: `2026-07-16T15:09:48Z`
5047
  - first seen in snapshot: **no**
5048
  - repo association: **NONE**
5049
  - repo primary artifacts: **1**
5050
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
5051
+ - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
5052
  - account age: **186 days**
5053
  - recent public PR activity: **3 PRs** (1 merged / 1 closed-unmerged / 1 open; merged rate **33%**, closed-unmerged rate **33%**, open rate **33%**)
5054
  - public orgs: none visible
 
5297
  - repo first seen: `2026-07-08T22:49:00Z`
5298
  - repo last seen: `2026-07-08T22:49:00Z`
5299
  - first seen in snapshot: **no**
5300
+ - repo association: **CONTRIBUTOR**
5301
  - repo primary artifacts: **1**
5302
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
5303
  - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
 
5308
  - heuristic read: **high open PR share; targets high-star repos**
5309
 
5310
  Example artifacts:
5311
+ - [PR #47181: Add Cosmos3 Edge model support](https://github.com/huggingface/transformers/pull/47181) — closed, merged
5312
 
5313
  ### `atri2549`
5314
 
 
6240
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aharryjulian)
6241
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aharryjulian)
6242
  - repo first seen: `2026-07-07T15:04:12Z`
6243
+ - repo last seen: `2026-07-16T13:57:04Z`
6244
  - first seen in snapshot: **no**
6245
  - repo association: **FIRST_TIME_CONTRIBUTOR**
6246
  - repo primary artifacts: **1**
6247
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
6248
+ - snapshot discussion activity: **0 comments / 11 reviews / 11 review comments**
6249
  - account age: **1554 days**
6250
  - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
6251
  - public orgs: none visible
 
6253
  - heuristic read: **high open PR share; targets high-star repos**
6254
 
6255
  Example artifacts:
6256
+ - [PR #47143: Add support for NeuCodec](https://github.com/huggingface/transformers/pull/47143) — open
6257
 
6258
  ### `hashwnath`
6259
 
 
6639
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AlabAxiaoming)
6640
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AlabAxiaoming)
6641
  - repo first seen: `2026-07-07T13:04:02Z`
6642
+ - repo last seen: `2026-07-16T14:47:32Z`
6643
  - first seen in snapshot: **no**
6644
  - repo association: **FIRST_TIME_CONTRIBUTOR**
6645
  - repo primary artifacts: **1**
6646
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
6647
+ - snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
6648
  - account age: **3144 days**
6649
  - recent public PR activity: **8 PRs** (1 merged / 1 closed-unmerged / 6 open; merged rate **12%**, closed-unmerged rate **12%**, open rate **75%**)
6650
  - public orgs: none visible
 
6675
  Example artifacts:
6676
  - [PR #47084: Add eval_epochs to TrainingArguments to support evaluating every N epochs](https://github.com/huggingface/transformers/pull/47084) — closed
6677
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
6678
  ### `lanxuejin`
6679
 
6680
  - profile: [github.com/lanxuejin](https://github.com/lanxuejin)
 
7263
  Example artifacts:
7264
  - [PR #46312: docs: 🌐 add Turkish translation for README file](https://github.com/huggingface/transformers/pull/46312) — closed, merged
7265
 
7266
+ ### `Osamaali313`
7267
+
7268
+ - profile: [github.com/Osamaali313](https://github.com/Osamaali313)
7269
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AOsamaali313)
7270
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AOsamaali313)
7271
+ - repo first seen: `2026-07-16T21:10:20Z`
7272
+ - repo last seen: `2026-07-16T21:27:43Z`
7273
+ - first seen in snapshot: **yes**
7274
+ - repo association: **FIRST_TIME_CONTRIBUTOR**
7275
+ - repo primary artifacts: **1**
7276
+ - snapshot authored PRs/issues: **1 PRs / 0 issues**
7277
+ - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
7278
+ - account age: **1845 days**
7279
+ - recent public PR activity: **155 PRs** (46 merged / 16 closed-unmerged / 93 open; merged rate **30%**, closed-unmerged rate **10%**, open rate **60%**)
7280
+ - public orgs: none visible
7281
+ - compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
7282
+ - heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
7283
+
7284
+ Example artifacts:
7285
+ - [PR #47376: Fix torch_float casting to int instead of float](https://github.com/huggingface/transformers/pull/47376) — open
7286
+
7287
  ### `pablopupo`
7288
 
7289
  - profile: [github.com/pablopupo](https://github.com/pablopupo)
 
8048
  - repo first seen: `2026-07-11T06:10:43Z`
8049
  - repo last seen: `2026-07-11T06:10:43Z`
8050
  - first seen in snapshot: **no**
8051
+ - repo association: **CONTRIBUTOR**
8052
  - repo primary artifacts: **1**
8053
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
8054
  - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
 
8059
  - heuristic read: **high open PR share; targets high-star repos**
8060
 
8061
  Example artifacts:
8062
+ - [PR #47258: [AudioFlamingo3] Fix bfloat16 dtype mismatch in audio encoder positional embedding](https://github.com/huggingface/transformers/pull/47258) — closed, merged
8063
 
8064
  ### `someaka`
8065
 
 
8319
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avbayanag)
8320
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avbayanag)
8321
  - repo first seen: `2026-07-15T21:33:52Z`
8322
+ - repo last seen: `2026-07-16T20:58:32Z`
8323
  - first seen in snapshot: **no**
8324
  - repo association: **FIRST_TIME_CONTRIBUTOR**
8325
  - repo primary artifacts: **1**
8326
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
8327
+ - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
8328
  - account age: **1008 days**
8329
  - recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
8330
  - public orgs: none visible
 
8332
  - heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
8333
 
8334
  Example artifacts:
8335
+ - [PR #47351: CPU can incur a slow path on non-contiguous magnitudes](https://github.com/huggingface/transformers/pull/47351) — open
8336
 
8337
  ### `W-Akrabi`
8338
 
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1846
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1918
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@@ -1933,8 +1933,8 @@
1933
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1938
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1940
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@@ -1948,8 +1948,8 @@
1948
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1952
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1953
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1954
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1955
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@@ -1969,7 +1969,7 @@
1969
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1970
  "right_pr_number": 45699,
1971
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1972
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1973
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1974
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1975
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@@ -2010,8 +2010,8 @@
2010
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2014
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2015
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2016
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2017
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@@ -2048,8 +2048,8 @@
2048
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2049
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2050
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2052
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2053
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2106
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2107
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2110
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2111
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2112
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2113
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@@ -2143,7 +2143,7 @@
2143
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2144
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2145
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2146
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2147
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2148
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2149
  "breadth_similarity": 0.667,
@@ -2193,188 +2193,6 @@
2193
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2194
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2195
  },
2196
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2197
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2198
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2205
- "representative_pr_number": 43549,
2206
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2207
- "summary": "5 open PRs share weighted file overlap around `src/transformers/modeling_flash_attention_utils.py`; representative PR #43549.",
2208
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2215
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2226
- ],
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- "src/transformers",
2229
- "src"
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2242
- ],
2243
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- "src/transformers",
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- "src"
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- "src/transformers",
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- "src"
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- ]
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- ],
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2276
- "src/transformers",
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- "src"
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- ]
2279
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2280
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2293
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2296
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2297
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2303
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2304
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- ],
2307
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2308
- "src/transformers",
2309
- "src"
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- ]
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2312
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2313
- "left_pr_number": 41097,
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2320
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2322
- ],
2323
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2324
- "src/transformers",
2325
- "src"
2326
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2327
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2328
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2329
- "left_pr_number": 43549,
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- "right_pr_number": 44547,
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2336
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- ],
2339
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2340
- "src/transformers",
2341
- "src"
2342
- ]
2343
- },
2344
- {
2345
- "left_pr_number": 44547,
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- "content_similarity": 0.27,
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2350
- "breadth_similarity": 1.0,
2351
- "concentration_similarity": 1.0,
2352
- "shared_filenames": [
2353
- "src/transformers/modeling_flash_attention_utils.py"
2354
- ],
2355
- "shared_directories": [
2356
- "src/transformers",
2357
- "src"
2358
- ]
2359
- },
2360
- {
2361
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- "concentration_similarity": 1.0,
2368
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2370
- ],
2371
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2372
- "src/transformers",
2373
- "src"
2374
- ]
2375
- }
2376
- ]
2377
- },
2378
  {
2379
  "cluster_id": "pr-scope-34667-5",
2380
  "pr_numbers": [
@@ -2720,7 +2538,7 @@
2720
  "left_pr_number": 45548,
2721
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2722
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2723
- "content_similarity": 0.295,
2724
  "size_similarity": 0.191,
2725
  "breadth_similarity": 0.75,
2726
  "concentration_similarity": 1.0,
@@ -2736,7 +2554,7 @@
2736
  "left_pr_number": 45548,
2737
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2738
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2739
- "content_similarity": 0.296,
2740
  "size_similarity": 0.17,
2741
  "breadth_similarity": 0.75,
2742
  "concentration_similarity": 1.0,
@@ -2944,68 +2762,213 @@
2944
  ]
2945
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2946
  {
2947
- "cluster_id": "pr-scope-42975-4",
2948
  "pr_numbers": [
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2950
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2951
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2952
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2953
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2954
- "representative_pr_number": 47208,
2955
- "average_similarity": 0.563,
2956
- "summary": "4 open PRs share weighted file overlap around `.github/workflows/build-docker-images.yml`, `.github/workflows/build-nightly-ci-docker-images.yml`, `.github/workflows/build-past-ci-docker-images.yml`; representative PR #47208.",
2957
  "shared_filenames": [
2958
- ".github/workflows/build-docker-images.yml",
2959
- ".github/workflows/build-nightly-ci-docker-images.yml",
2960
- ".github/workflows/build-past-ci-docker-images.yml",
2961
- ".github/workflows/release-conda.yml",
2962
- ".github/workflows/build-ci-docker-images.yml",
2963
- ".github/workflows/benchmark.yml",
2964
- ".github/workflows/check_failed_tests.yml",
2965
- ".github/workflows/check_tiny_models.yml"
2966
  ],
2967
  "shared_directories": [
2968
- ".github/workflows",
2969
- ".github"
 
 
 
2970
  ],
2971
  "pairwise": [
2972
  {
2973
- "left_pr_number": 42975,
2974
- "right_pr_number": 47208,
2975
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2976
- "content_similarity": 0.66,
2977
- "size_similarity": 0.439,
2978
  "breadth_similarity": 1.0,
2979
- "concentration_similarity": 1.0,
2980
  "shared_filenames": [
2981
- ".github/workflows/add-model-like.yml",
2982
- ".github/workflows/assign-reviewers.yml",
2983
- ".github/workflows/benchmark.yml",
2984
- ".github/workflows/benchmark_v2.yml",
2985
- ".github/workflows/build-ci-docker-images.yml",
2986
- ".github/workflows/build-docker-images.yml",
2987
- ".github/workflows/build-nightly-ci-docker-images.yml",
2988
- ".github/workflows/build-past-ci-docker-images.yml",
2989
- ".github/workflows/check_failed_tests.yml",
2990
- ".github/workflows/check_tiny_models.yml"
2991
  ],
2992
  "shared_directories": [
2993
- ".github/workflows",
2994
- ".github"
 
 
 
2995
  ]
2996
  },
2997
  {
2998
- "left_pr_number": 42975,
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- "right_pr_number": 45077,
3000
- "similarity": 0.661,
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- "content_similarity": 0.597,
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- "size_similarity": 0.731,
3003
- "breadth_similarity": 0.833,
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- "concentration_similarity": 1.0,
3005
- "shared_filenames": [
3006
- ".github/workflows/benchmark.yml",
3007
- ".github/workflows/build-ci-docker-images.yml",
3008
- ".github/workflows/build-docker-images.yml",
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3009
  ".github/workflows/build-nightly-ci-docker-images.yml",
3010
  ".github/workflows/build-past-ci-docker-images.yml",
3011
  ".github/workflows/check_tiny_models.yml",
@@ -3023,7 +2986,7 @@
3023
  "left_pr_number": 42976,
3024
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3025
  "similarity": 0.613,
3026
- "content_similarity": 0.668,
3027
  "size_similarity": 0.23,
3028
  "breadth_similarity": 0.606,
3029
  "concentration_similarity": 1.0,
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3045
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3049
  "size_similarity": 0.321,
3050
  "breadth_similarity": 0.833,
3051
  "concentration_similarity": 1.0,
@@ -3070,7 +3033,7 @@
3070
  "left_pr_number": 42976,
3071
  "right_pr_number": 45077,
3072
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3073
- "content_similarity": 0.492,
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  "size_similarity": 0.074,
3075
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3076
  "concentration_similarity": 1.0,
@@ -3089,8 +3052,8 @@
3089
  {
3090
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3091
  "right_pr_number": 42976,
3092
- "similarity": 0.395,
3093
- "content_similarity": 0.385,
3094
  "size_similarity": 0.101,
3095
  "breadth_similarity": 0.606,
3096
  "concentration_similarity": 1.0,
@@ -3132,7 +3095,7 @@
3132
  {
3133
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3135
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3136
  "content_similarity": 0.749,
3137
  "size_similarity": 0.35,
3138
  "breadth_similarity": 0.5,
@@ -3196,7 +3159,7 @@
3196
  {
3197
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3199
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3200
  "content_similarity": 0.363,
3201
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3202
  "breadth_similarity": 0.5,
@@ -3218,7 +3181,124 @@
3218
  "breadth_similarity": 0.5,
3219
  "concentration_similarity": 0.75,
3220
  "shared_filenames": [
3221
- "src/transformers/hf_argparser.py"
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3222
  ],
3223
  "shared_directories": [
3224
  "src/transformers",
@@ -3346,7 +3426,7 @@
3346
  {
3347
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3348
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3349
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3350
  "content_similarity": 0.314,
3351
  "size_similarity": 0.275,
3352
  "breadth_similarity": 0.561,
@@ -3394,7 +3474,7 @@
3394
  47017
3395
  ],
3396
  "representative_pr_number": 45293,
3397
- "average_similarity": 0.467,
3398
  "summary": "4 open PRs share weighted file overlap around `tests/models/auto/test_tokenization_auto.py`, `src/transformers/models/auto/tokenization_auto.py`; representative PR #45293.",
3399
  "shared_filenames": [
3400
  "tests/models/auto/test_tokenization_auto.py",
@@ -3414,7 +3494,7 @@
3414
  "left_pr_number": 45293,
3415
  "right_pr_number": 47017,
3416
  "similarity": 0.614,
3417
- "content_similarity": 0.641,
3418
  "size_similarity": 0.169,
3419
  "breadth_similarity": 1.0,
3420
  "concentration_similarity": 0.784,
@@ -3523,123 +3603,116 @@
3523
  ]
3524
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3525
  {
3526
- "cluster_id": "pr-scope-43656-4",
3527
  "pr_numbers": [
3528
- 43656,
3529
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3530
- 44682,
3531
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3532
  ],
3533
- "representative_pr_number": 43656,
3534
- "average_similarity": 0.422,
3535
- "summary": "4 open PRs share weighted file overlap around `src/transformers/cli/serve.py`; representative PR #43656.",
3536
  "shared_filenames": [
3537
- "src/transformers/cli/serve.py"
3538
  ],
3539
  "shared_directories": [
3540
- "src/transformers/cli",
3541
  "src/transformers",
3542
  "src"
3543
  ],
3544
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3546
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3548
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3549
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3551
  "breadth_similarity": 1.0,
3552
  "concentration_similarity": 1.0,
3553
  "shared_filenames": [
3554
- "src/transformers/cli/serve.py"
3555
  ],
3556
  "shared_directories": [
3557
- "src/transformers/cli",
3558
  "src/transformers",
3559
  "src"
3560
  ]
3561
  },
3562
  {
3563
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3565
- "similarity": 0.44,
3566
- "content_similarity": 0.348,
3567
- "size_similarity": 0.61,
3568
- "breadth_similarity": 0.643,
3569
- "concentration_similarity": 0.811,
3570
  "shared_filenames": [
3571
- "src/transformers/cli/serve.py"
3572
  ],
3573
  "shared_directories": [
3574
- "src/transformers/cli",
3575
  "src/transformers",
3576
  "src"
3577
  ]
3578
  },
3579
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3580
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- "right_pr_number": 44682,
3582
- "similarity": 0.431,
3583
- "content_similarity": 0.476,
3584
- "size_similarity": 0.048,
3585
- "breadth_similarity": 0.5,
3586
- "concentration_similarity": 0.802,
3587
  "shared_filenames": [
3588
- "src/transformers/cli/serve.py"
3589
  ],
3590
  "shared_directories": [
3591
- "src/transformers/cli",
3592
  "src/transformers",
3593
  "src"
3594
  ]
3595
  },
3596
  {
3597
- "left_pr_number": 43842,
3598
- "right_pr_number": 44682,
3599
- "similarity": 0.398,
3600
- "content_similarity": 0.438,
3601
- "size_similarity": 0.011,
3602
  "breadth_similarity": 0.5,
3603
- "concentration_similarity": 0.802,
3604
  "shared_filenames": [
3605
- "src/transformers/cli/serve.py"
3606
  ],
3607
  "shared_directories": [
3608
- "src/transformers/cli",
3609
  "src/transformers",
3610
  "src"
3611
  ]
3612
  },
3613
  {
3614
- "left_pr_number": 43656,
3615
- "right_pr_number": 47327,
3616
- "similarity": 0.353,
3617
- "content_similarity": 0.371,
3618
- "size_similarity": 0.079,
3619
- "breadth_similarity": 0.321,
3620
- "concentration_similarity": 0.991,
3621
  "shared_filenames": [
3622
- "src/transformers/cli/serve.py"
3623
  ],
3624
  "shared_directories": [
3625
- "src/transformers/cli",
3626
  "src/transformers",
3627
  "src"
3628
  ]
3629
  },
3630
  {
3631
- "left_pr_number": 43842,
3632
- "right_pr_number": 47327,
3633
- "similarity": 0.34,
3634
- "content_similarity": 0.366,
3635
- "size_similarity": 0.018,
3636
- "breadth_similarity": 0.321,
3637
- "concentration_similarity": 0.991,
3638
  "shared_filenames": [
3639
- "src/transformers/cli/serve.py"
3640
  ],
3641
  "shared_directories": [
3642
- "src/transformers/cli",
3643
  "src/transformers",
3644
  "src"
3645
  ]
@@ -3655,7 +3728,7 @@
3655
  47301
3656
  ],
3657
  "representative_pr_number": 44550,
3658
- "average_similarity": 0.361,
3659
  "summary": "4 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
3660
  "shared_filenames": [],
3661
  "shared_directories": [
@@ -3668,8 +3741,8 @@
3668
  {
3669
  "left_pr_number": 33686,
3670
  "right_pr_number": 44550,
3671
- "similarity": 0.393,
3672
- "content_similarity": 0.134,
3673
  "size_similarity": 1.0,
3674
  "breadth_similarity": 1.0,
3675
  "concentration_similarity": 1.0,
@@ -3684,8 +3757,8 @@
3684
  {
3685
  "left_pr_number": 44407,
3686
  "right_pr_number": 44550,
3687
- "similarity": 0.363,
3688
- "content_similarity": 0.1,
3689
  "size_similarity": 0.957,
3690
  "breadth_similarity": 1.0,
3691
  "concentration_similarity": 1.0,
@@ -3699,8 +3772,8 @@
3699
  {
3700
  "left_pr_number": 44550,
3701
  "right_pr_number": 47301,
3702
- "similarity": 0.358,
3703
- "content_similarity": 0.103,
3704
  "size_similarity": 0.909,
3705
  "breadth_similarity": 1.0,
3706
  "concentration_similarity": 1.0,
@@ -3714,8 +3787,8 @@
3714
  {
3715
  "left_pr_number": 33686,
3716
  "right_pr_number": 44407,
3717
- "similarity": 0.354,
3718
- "content_similarity": 0.086,
3719
  "size_similarity": 0.957,
3720
  "breadth_similarity": 1.0,
3721
  "concentration_similarity": 1.0,
@@ -3729,8 +3802,8 @@
3729
  {
3730
  "left_pr_number": 33686,
3731
  "right_pr_number": 47301,
3732
- "similarity": 0.349,
3733
- "content_similarity": 0.089,
3734
  "size_similarity": 0.909,
3735
  "breadth_similarity": 1.0,
3736
  "concentration_similarity": 1.0,
@@ -3744,8 +3817,8 @@
3744
  {
3745
  "left_pr_number": 44407,
3746
  "right_pr_number": 47301,
3747
- "similarity": 0.347,
3748
- "content_similarity": 0.095,
3749
  "size_similarity": 0.87,
3750
  "breadth_similarity": 1.0,
3751
  "concentration_similarity": 1.0,
@@ -3767,7 +3840,7 @@
3767
  47304
3768
  ],
3769
  "representative_pr_number": 46319,
3770
- "average_similarity": 0.356,
3771
  "summary": "4 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #46319.",
3772
  "shared_filenames": [],
3773
  "shared_directories": [
@@ -3778,10 +3851,10 @@
3778
  "pairwise": [
3779
  {
3780
  "left_pr_number": 46319,
3781
- "right_pr_number": 47304,
3782
- "similarity": 0.361,
3783
- "content_similarity": 0.098,
3784
- "size_similarity": 0.946,
3785
  "breadth_similarity": 1.0,
3786
  "concentration_similarity": 1.0,
3787
  "shared_filenames": [],
@@ -3793,10 +3866,10 @@
3793
  },
3794
  {
3795
  "left_pr_number": 46319,
3796
- "right_pr_number": 47212,
3797
- "similarity": 0.36,
3798
- "content_similarity": 0.092,
3799
- "size_similarity": 0.974,
3800
  "breadth_similarity": 1.0,
3801
  "concentration_similarity": 1.0,
3802
  "shared_filenames": [],
@@ -3809,8 +3882,8 @@
3809
  {
3810
  "left_pr_number": 46889,
3811
  "right_pr_number": 47212,
3812
- "similarity": 0.356,
3813
- "content_similarity": 0.081,
3814
  "size_similarity": 1.0,
3815
  "breadth_similarity": 1.0,
3816
  "concentration_similarity": 1.0,
@@ -3824,8 +3897,8 @@
3824
  {
3825
  "left_pr_number": 47212,
3826
  "right_pr_number": 47304,
3827
- "similarity": 0.356,
3828
- "content_similarity": 0.098,
3829
  "size_similarity": 0.921,
3830
  "breadth_similarity": 1.0,
3831
  "concentration_similarity": 1.0,
@@ -3839,8 +3912,8 @@
3839
  {
3840
  "left_pr_number": 46319,
3841
  "right_pr_number": 46889,
3842
- "similarity": 0.353,
3843
- "content_similarity": 0.081,
3844
  "size_similarity": 0.974,
3845
  "breadth_similarity": 1.0,
3846
  "concentration_similarity": 1.0,
@@ -3854,8 +3927,8 @@
3854
  {
3855
  "left_pr_number": 46889,
3856
  "right_pr_number": 47304,
3857
- "similarity": 0.349,
3858
- "content_similarity": 0.086,
3859
  "size_similarity": 0.921,
3860
  "breadth_similarity": 1.0,
3861
  "concentration_similarity": 1.0,
@@ -4044,90 +4117,6 @@
4044
  }
4045
  ]
4046
  },
4047
- {
4048
- "cluster_id": "pr-scope-46567-3",
4049
- "pr_numbers": [
4050
- 46567,
4051
- 47140,
4052
- 47303
4053
- ],
4054
- "representative_pr_number": 47140,
4055
- "average_similarity": 0.834,
4056
- "summary": "3 open PRs share weighted file overlap around `src/transformers/cli/chat.py`, `tests/cli/test_chat.py`; representative PR #47140.",
4057
- "shared_filenames": [
4058
- "src/transformers/cli/chat.py",
4059
- "tests/cli/test_chat.py"
4060
- ],
4061
- "shared_directories": [
4062
- "src/transformers/cli",
4063
- "tests/cli",
4064
- "src/transformers",
4065
- "tests",
4066
- "src"
4067
- ],
4068
- "pairwise": [
4069
- {
4070
- "left_pr_number": 47140,
4071
- "right_pr_number": 47303,
4072
- "similarity": 0.854,
4073
- "content_similarity": 0.888,
4074
- "size_similarity": 0.562,
4075
- "breadth_similarity": 1.0,
4076
- "concentration_similarity": 0.949,
4077
- "shared_filenames": [
4078
- "src/transformers/cli/chat.py",
4079
- "tests/cli/test_chat.py"
4080
- ],
4081
- "shared_directories": [
4082
- "src/transformers/cli",
4083
- "src/transformers",
4084
- "tests/cli",
4085
- "src",
4086
- "tests"
4087
- ]
4088
- },
4089
- {
4090
- "left_pr_number": 46567,
4091
- "right_pr_number": 47140,
4092
- "similarity": 0.85,
4093
- "content_similarity": 0.809,
4094
- "size_similarity": 0.963,
4095
- "breadth_similarity": 1.0,
4096
- "concentration_similarity": 0.796,
4097
- "shared_filenames": [
4098
- "src/transformers/cli/chat.py",
4099
- "tests/cli/test_chat.py"
4100
- ],
4101
- "shared_directories": [
4102
- "src/transformers/cli",
4103
- "src/transformers",
4104
- "tests/cli",
4105
- "src",
4106
- "tests"
4107
- ]
4108
- },
4109
- {
4110
- "left_pr_number": 46567,
4111
- "right_pr_number": 47303,
4112
- "similarity": 0.799,
4113
- "content_similarity": 0.813,
4114
- "size_similarity": 0.584,
4115
- "breadth_similarity": 1.0,
4116
- "concentration_similarity": 0.847,
4117
- "shared_filenames": [
4118
- "src/transformers/cli/chat.py",
4119
- "tests/cli/test_chat.py"
4120
- ],
4121
- "shared_directories": [
4122
- "src/transformers/cli",
4123
- "src/transformers",
4124
- "tests/cli",
4125
- "src",
4126
- "tests"
4127
- ]
4128
- }
4129
- ]
4130
- },
4131
  {
4132
  "cluster_id": "pr-scope-46848-3",
4133
  "pr_numbers": [
@@ -4188,94 +4177,14 @@
4188
  "content_similarity": 0.834,
4189
  "size_similarity": 0.022,
4190
  "breadth_similarity": 0.5,
4191
- "concentration_similarity": 0.978,
4192
- "shared_filenames": [
4193
- "tests/models/minimax_m3_vl/test_modeling_minimax_m3_vl.py"
4194
- ],
4195
- "shared_directories": [
4196
- "tests/models/minimax_m3_vl",
4197
- "tests/models",
4198
- "tests"
4199
- ]
4200
- }
4201
- ]
4202
- },
4203
- {
4204
- "cluster_id": "pr-scope-46834-3",
4205
- "pr_numbers": [
4206
- 46834,
4207
- 46942,
4208
- 47363
4209
- ],
4210
- "representative_pr_number": 46834,
4211
- "average_similarity": 0.604,
4212
- "summary": "3 open PRs share weighted file overlap around `src/transformers/models/timesfm2_5/modular_timesfm2_5.py`, `src/transformers/models/timesfm2_5/modeling_timesfm2_5.py`; representative PR #46834.",
4213
- "shared_filenames": [
4214
- "src/transformers/models/timesfm2_5/modular_timesfm2_5.py",
4215
- "src/transformers/models/timesfm2_5/modeling_timesfm2_5.py"
4216
- ],
4217
- "shared_directories": [
4218
- "src/transformers/models/timesfm2_5",
4219
- "src/transformers/models",
4220
- "src/transformers",
4221
- "src"
4222
- ],
4223
- "pairwise": [
4224
- {
4225
- "left_pr_number": 46834,
4226
- "right_pr_number": 47363,
4227
- "similarity": 0.699,
4228
- "content_similarity": 0.737,
4229
- "size_similarity": 0.222,
4230
- "breadth_similarity": 1.0,
4231
- "concentration_similarity": 1.0,
4232
- "shared_filenames": [
4233
- "src/transformers/models/timesfm2_5/modeling_timesfm2_5.py",
4234
- "src/transformers/models/timesfm2_5/modular_timesfm2_5.py"
4235
- ],
4236
- "shared_directories": [
4237
- "src/transformers/models/timesfm2_5",
4238
- "src/transformers/models",
4239
- "src/transformers",
4240
- "src"
4241
- ]
4242
- },
4243
- {
4244
- "left_pr_number": 46834,
4245
- "right_pr_number": 46942,
4246
- "similarity": 0.604,
4247
- "content_similarity": 0.481,
4248
- "size_similarity": 0.778,
4249
- "breadth_similarity": 1.0,
4250
- "concentration_similarity": 1.0,
4251
- "shared_filenames": [
4252
- "src/transformers/models/timesfm2_5/modeling_timesfm2_5.py",
4253
- "src/transformers/models/timesfm2_5/modular_timesfm2_5.py"
4254
- ],
4255
- "shared_directories": [
4256
- "src/transformers/models/timesfm2_5",
4257
- "src/transformers/models",
4258
- "src/transformers",
4259
- "src"
4260
- ]
4261
- },
4262
- {
4263
- "left_pr_number": 46942,
4264
- "right_pr_number": 47363,
4265
- "similarity": 0.511,
4266
- "content_similarity": 0.454,
4267
- "size_similarity": 0.286,
4268
- "breadth_similarity": 1.0,
4269
- "concentration_similarity": 1.0,
4270
  "shared_filenames": [
4271
- "src/transformers/models/timesfm2_5/modeling_timesfm2_5.py",
4272
- "src/transformers/models/timesfm2_5/modular_timesfm2_5.py"
4273
  ],
4274
  "shared_directories": [
4275
- "src/transformers/models/timesfm2_5",
4276
- "src/transformers/models",
4277
- "src/transformers",
4278
- "src"
4279
  ]
4280
  }
4281
  ]
@@ -4717,6 +4626,78 @@
4717
  }
4718
  ]
4719
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
4720
  {
4721
  "cluster_id": "pr-scope-46099-3",
4722
  "pr_numbers": [
@@ -4874,8 +4855,8 @@
4874
  {
4875
  "left_pr_number": 46735,
4876
  "right_pr_number": 47153,
4877
- "similarity": 0.606,
4878
- "content_similarity": 0.505,
4879
  "size_similarity": 0.717,
4880
  "breadth_similarity": 1.0,
4881
  "concentration_similarity": 0.899,
@@ -4911,8 +4892,8 @@
4911
  {
4912
  "left_pr_number": 46735,
4913
  "right_pr_number": 47341,
4914
- "similarity": 0.341,
4915
- "content_similarity": 0.106,
4916
  "size_similarity": 0.8,
4917
  "breadth_similarity": 1.0,
4918
  "concentration_similarity": 0.938,
@@ -4977,7 +4958,7 @@
4977
  {
4978
  "left_pr_number": 45709,
4979
  "right_pr_number": 45742,
4980
- "similarity": 0.493,
4981
  "content_similarity": 0.367,
4982
  "size_similarity": 0.782,
4983
  "breadth_similarity": 0.833,
@@ -4995,8 +4976,8 @@
4995
  {
4996
  "left_pr_number": 45709,
4997
  "right_pr_number": 46211,
4998
- "similarity": 0.195,
4999
- "content_similarity": 0.048,
5000
  "size_similarity": 0.753,
5001
  "breadth_similarity": 0.2,
5002
  "concentration_similarity": 0.571,
@@ -5010,74 +4991,6 @@
5010
  }
5011
  ]
5012
  },
5013
- {
5014
- "cluster_id": "pr-scope-45541-3",
5015
- "pr_numbers": [
5016
- 45541,
5017
- 46177,
5018
- 47224
5019
- ],
5020
- "representative_pr_number": 45541,
5021
- "average_similarity": 0.415,
5022
- "summary": "3 open PRs share weighted file overlap around `src/transformers/tokenization_utils_base.py`; representative PR #45541.",
5023
- "shared_filenames": [
5024
- "src/transformers/tokenization_utils_base.py"
5025
- ],
5026
- "shared_directories": [
5027
- "src/transformers",
5028
- "src"
5029
- ],
5030
- "pairwise": [
5031
- {
5032
- "left_pr_number": 45541,
5033
- "right_pr_number": 46177,
5034
- "similarity": 0.524,
5035
- "content_similarity": 0.423,
5036
- "size_similarity": 0.519,
5037
- "breadth_similarity": 1.0,
5038
- "concentration_similarity": 1.0,
5039
- "shared_filenames": [
5040
- "src/transformers/tokenization_utils_base.py"
5041
- ],
5042
- "shared_directories": [
5043
- "src/transformers",
5044
- "src"
5045
- ]
5046
- },
5047
- {
5048
- "left_pr_number": 45541,
5049
- "right_pr_number": 47224,
5050
- "similarity": 0.402,
5051
- "content_similarity": 0.325,
5052
- "size_similarity": 0.75,
5053
- "breadth_similarity": 0.267,
5054
- "concentration_similarity": 0.694,
5055
- "shared_filenames": [
5056
- "src/transformers/tokenization_utils_base.py"
5057
- ],
5058
- "shared_directories": [
5059
- "src/transformers",
5060
- "src"
5061
- ]
5062
- },
5063
- {
5064
- "left_pr_number": 46177,
5065
- "right_pr_number": 47224,
5066
- "similarity": 0.318,
5067
- "content_similarity": 0.284,
5068
- "size_similarity": 0.389,
5069
- "breadth_similarity": 0.267,
5070
- "concentration_similarity": 0.694,
5071
- "shared_filenames": [
5072
- "src/transformers/tokenization_utils_base.py"
5073
- ],
5074
- "shared_directories": [
5075
- "src/transformers",
5076
- "src"
5077
- ]
5078
- }
5079
- ]
5080
- },
5081
  {
5082
  "cluster_id": "pr-scope-46004-3",
5083
  "pr_numbers": [
@@ -5086,7 +4999,7 @@
5086
  46917
5087
  ],
5088
  "representative_pr_number": 46917,
5089
- "average_similarity": 0.411,
5090
  "summary": "3 open PRs share weighted file overlap around `src/transformers/image_processing_backends.py`; representative PR #46917.",
5091
  "shared_filenames": [
5092
  "src/transformers/image_processing_backends.py"
@@ -5116,7 +5029,7 @@
5116
  "left_pr_number": 46771,
5117
  "right_pr_number": 46917,
5118
  "similarity": 0.421,
5119
- "content_similarity": 0.428,
5120
  "size_similarity": 0.346,
5121
  "breadth_similarity": 0.417,
5122
  "concentration_similarity": 0.549,
@@ -5131,8 +5044,8 @@
5131
  {
5132
  "left_pr_number": 46004,
5133
  "right_pr_number": 46771,
5134
- "similarity": 0.347,
5135
- "content_similarity": 0.407,
5136
  "size_similarity": 0.039,
5137
  "breadth_similarity": 0.292,
5138
  "concentration_similarity": 0.549,
@@ -5154,29 +5067,29 @@
5154
  47360
5155
  ],
5156
  "representative_pr_number": 43649,
5157
- "average_similarity": 0.406,
5158
- "summary": "3 open PRs share weighted file overlap around `.github/workflows/self-scheduled-caller.yml`, `utils/notification_service.py`, `.github/workflows/self-comment-ci.yml`; representative PR #43649.",
5159
  "shared_filenames": [
 
5160
  ".github/workflows/self-scheduled-caller.yml",
5161
  "utils/notification_service.py",
5162
  ".github/workflows/self-comment-ci.yml",
5163
- "tests/models/vit/test_modeling_vit.py",
5164
- ".github/workflows/self-scheduled.yml"
5165
  ],
5166
  "shared_directories": [
5167
  ".github/workflows",
5168
  ".github",
5169
- "utils",
5170
  "tests/models/vit",
5171
  "tests/models",
 
5172
  "tests"
5173
  ],
5174
  "pairwise": [
5175
  {
5176
  "left_pr_number": 43532,
5177
  "right_pr_number": 43649,
5178
- "similarity": 0.496,
5179
- "content_similarity": 0.435,
5180
  "size_similarity": 0.395,
5181
  "breadth_similarity": 0.875,
5182
  "concentration_similarity": 0.893,
@@ -5198,33 +5111,34 @@
5198
  {
5199
  "left_pr_number": 43649,
5200
  "right_pr_number": 47360,
5201
- "similarity": 0.415,
5202
- "content_similarity": 0.391,
5203
- "size_similarity": 0.432,
5204
- "breadth_similarity": 0.375,
5205
- "concentration_similarity": 0.775,
5206
  "shared_filenames": [
5207
- ".github/workflows/self-scheduled-caller.yml"
 
5208
  ],
5209
  "shared_directories": [
5210
  ".github/workflows",
5211
- ".github",
5212
- "utils"
5213
  ]
5214
  },
5215
  {
5216
  "left_pr_number": 43532,
5217
  "right_pr_number": 47360,
5218
- "similarity": 0.307,
5219
- "content_similarity": 0.119,
5220
- "size_similarity": 0.915,
5221
- "breadth_similarity": 0.417,
5222
- "concentration_similarity": 0.882,
5223
- "shared_filenames": [],
 
 
5224
  "shared_directories": [
5225
  ".github/workflows",
5226
- ".github",
5227
- "utils"
5228
  ]
5229
  }
5230
  ]
@@ -5715,9 +5629,9 @@
5715
  "right_pr_number": 46776,
5716
  "similarity": 0.78,
5717
  "content_similarity": 0.812,
5718
- "size_similarity": 0.514,
5719
  "breadth_similarity": 0.938,
5720
- "concentration_similarity": 0.807,
5721
  "shared_filenames": [
5722
  "docs/source/en/_toctree.yml",
5723
  "docs/source/en/model_doc/locateanything.md",
@@ -5745,6 +5659,43 @@
5745
  }
5746
  ]
5747
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
5748
  {
5749
  "cluster_id": "pr-scope-43543-2",
5750
  "pr_numbers": [
@@ -5752,7 +5703,7 @@
5752
  43775
5753
  ],
5754
  "representative_pr_number": 43543,
5755
- "average_similarity": 0.775,
5756
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/jetmoe/modeling_jetmoe.py`, `src/transformers/models/ernie4_5_moe/modeling_ernie4_5_moe.py`, `src/transformers/models/jamba/modeling_jamba.py`; representative PR #43543.",
5757
  "shared_filenames": [
5758
  "src/transformers/models/jetmoe/modeling_jetmoe.py",
@@ -5778,8 +5729,8 @@
5778
  {
5779
  "left_pr_number": 43543,
5780
  "right_pr_number": 43775,
5781
- "similarity": 0.775,
5782
- "content_similarity": 0.879,
5783
  "size_similarity": 0.191,
5784
  "breadth_similarity": 0.811,
5785
  "concentration_similarity": 0.996,
@@ -5810,43 +5761,6 @@
5810
  }
5811
  ]
5812
  },
5813
- {
5814
- "cluster_id": "pr-scope-45606-2",
5815
- "pr_numbers": [
5816
- 45606,
5817
- 45607
5818
- ],
5819
- "representative_pr_number": 45606,
5820
- "average_similarity": 0.775,
5821
- "summary": "2 open PRs share weighted file overlap around `tests/models/gemma4/test_modeling_gemma4.py`; representative PR #45606.",
5822
- "shared_filenames": [
5823
- "tests/models/gemma4/test_modeling_gemma4.py"
5824
- ],
5825
- "shared_directories": [
5826
- "tests/models/gemma4",
5827
- "tests/models",
5828
- "tests"
5829
- ],
5830
- "pairwise": [
5831
- {
5832
- "left_pr_number": 45606,
5833
- "right_pr_number": 45607,
5834
- "similarity": 0.775,
5835
- "content_similarity": 0.825,
5836
- "size_similarity": 0.778,
5837
- "breadth_similarity": 0.417,
5838
- "concentration_similarity": 0.778,
5839
- "shared_filenames": [
5840
- "tests/models/gemma4/test_modeling_gemma4.py"
5841
- ],
5842
- "shared_directories": [
5843
- "tests/models/gemma4",
5844
- "tests/models",
5845
- "tests"
5846
- ]
5847
- }
5848
- ]
5849
- },
5850
  {
5851
  "cluster_id": "pr-scope-42824-2",
5852
  "pr_numbers": [
@@ -6051,7 +5965,7 @@
6051
  "left_pr_number": 43085,
6052
  "right_pr_number": 47271,
6053
  "similarity": 0.648,
6054
- "content_similarity": 0.616,
6055
  "size_similarity": 0.693,
6056
  "breadth_similarity": 0.667,
6057
  "concentration_similarity": 0.916,
@@ -6134,42 +6048,42 @@
6134
  ]
6135
  },
6136
  {
6137
- "cluster_id": "pr-scope-44940-2",
6138
  "pr_numbers": [
6139
- 44940,
6140
- 47252
6141
  ],
6142
- "representative_pr_number": 44940,
6143
- "average_similarity": 0.598,
6144
- "summary": "2 open PRs share weighted file overlap around `src/transformers/initialization.py`, `tests/utils/test_modeling_utils.py`; representative PR #44940.",
6145
  "shared_filenames": [
6146
- "src/transformers/initialization.py",
6147
- "tests/utils/test_modeling_utils.py"
6148
  ],
6149
  "shared_directories": [
6150
- "tests/utils",
 
6151
  "src/transformers",
6152
- "tests",
6153
  "src"
6154
  ],
6155
  "pairwise": [
6156
  {
6157
- "left_pr_number": 44940,
6158
- "right_pr_number": 47252,
6159
- "similarity": 0.598,
6160
- "content_similarity": 0.638,
6161
- "size_similarity": 0.149,
6162
- "breadth_similarity": 0.833,
6163
- "concentration_similarity": 0.918,
6164
  "shared_filenames": [
6165
- "src/transformers/initialization.py",
6166
- "tests/utils/test_modeling_utils.py"
6167
  ],
6168
  "shared_directories": [
 
 
6169
  "src/transformers",
6170
- "tests/utils",
6171
- "src",
6172
- "tests"
6173
  ]
6174
  }
6175
  ]
@@ -6181,7 +6095,7 @@
6181
  46324
6182
  ],
6183
  "representative_pr_number": 44228,
6184
- "average_similarity": 0.57,
6185
  "summary": "2 open PRs share weighted file overlap around `src/transformers/quantizers/quantizers_utils.py`, `src/transformers/modeling_utils.py`; representative PR #44228.",
6186
  "shared_filenames": [
6187
  "src/transformers/quantizers/quantizers_utils.py",
@@ -6196,8 +6110,8 @@
6196
  {
6197
  "left_pr_number": 44228,
6198
  "right_pr_number": 46324,
6199
- "similarity": 0.57,
6200
- "content_similarity": 0.609,
6201
  "size_similarity": 0.259,
6202
  "breadth_similarity": 0.583,
6203
  "concentration_similarity": 0.926,
@@ -6259,7 +6173,7 @@
6259
  47250
6260
  ],
6261
  "representative_pr_number": 45300,
6262
- "average_similarity": 0.535,
6263
  "summary": "2 open PRs share weighted file overlap around `tests/models/nemotron_h/test_modeling_nemotron_h.py`, `src/transformers/models/nemotron_h/modeling_nemotron_h.py`; representative PR #45300.",
6264
  "shared_filenames": [
6265
  "tests/models/nemotron_h/test_modeling_nemotron_h.py",
@@ -6278,8 +6192,8 @@
6278
  {
6279
  "left_pr_number": 45300,
6280
  "right_pr_number": 47250,
6281
- "similarity": 0.535,
6282
- "content_similarity": 0.421,
6283
  "size_similarity": 0.807,
6284
  "breadth_similarity": 0.875,
6285
  "concentration_similarity": 0.63,
@@ -6300,81 +6214,81 @@
6300
  ]
6301
  },
6302
  {
6303
- "cluster_id": "pr-scope-45682-2",
6304
  "pr_numbers": [
6305
- 45682,
6306
- 46766
6307
  ],
6308
- "representative_pr_number": 45682,
6309
- "average_similarity": 0.535,
6310
- "summary": "2 open PRs share weighted file overlap around `tests/peft_integration/test_peft_integration.py`, `src/transformers/integrations/peft.py`; representative PR #45682.",
6311
  "shared_filenames": [
6312
- "tests/peft_integration/test_peft_integration.py",
6313
- "src/transformers/integrations/peft.py"
6314
  ],
6315
  "shared_directories": [
6316
- "src/transformers/integrations",
6317
- "tests/peft_integration",
6318
  "src/transformers",
6319
- "tests",
6320
  "src"
6321
  ],
6322
  "pairwise": [
6323
  {
6324
- "left_pr_number": 45682,
6325
- "right_pr_number": 46766,
6326
- "similarity": 0.535,
6327
- "content_similarity": 0.528,
6328
- "size_similarity": 0.23,
6329
- "breadth_similarity": 1.0,
6330
- "concentration_similarity": 0.629,
6331
  "shared_filenames": [
6332
- "src/transformers/integrations/peft.py",
6333
- "tests/peft_integration/test_peft_integration.py"
6334
  ],
6335
  "shared_directories": [
6336
- "src/transformers/integrations",
6337
  "src/transformers",
6338
- "tests/peft_integration",
6339
- "src",
6340
- "tests"
6341
  ]
6342
  }
6343
  ]
6344
  },
6345
  {
6346
- "cluster_id": "pr-scope-45056-2",
6347
  "pr_numbers": [
6348
- 45056,
6349
- 45128
6350
  ],
6351
- "representative_pr_number": 45056,
6352
- "average_similarity": 0.51,
6353
- "summary": "2 open PRs share weighted file overlap around `src/transformers/utils/auto_docstring.py`; representative PR #45056.",
6354
  "shared_filenames": [
6355
- "src/transformers/utils/auto_docstring.py"
 
6356
  ],
6357
  "shared_directories": [
6358
- "src/transformers/utils",
 
6359
  "src/transformers",
 
6360
  "src"
6361
  ],
6362
  "pairwise": [
6363
  {
6364
- "left_pr_number": 45056,
6365
- "right_pr_number": 45128,
6366
- "similarity": 0.51,
6367
- "content_similarity": 0.408,
6368
- "size_similarity": 0.669,
6369
- "breadth_similarity": 0.875,
6370
- "concentration_similarity": 0.724,
6371
  "shared_filenames": [
6372
- "src/transformers/utils/auto_docstring.py"
 
6373
  ],
6374
  "shared_directories": [
6375
- "src/transformers/utils",
6376
  "src/transformers",
6377
- "src"
 
 
6378
  ]
6379
  }
6380
  ]
@@ -6441,22 +6355,22 @@
6441
  ]
6442
  },
6443
  {
6444
- "cluster_id": "pr-scope-40755-2",
6445
  "pr_numbers": [
6446
- 40755,
6447
- 45233
6448
  ],
6449
- "representative_pr_number": 40755,
6450
- "average_similarity": 0.49,
6451
- "summary": "2 open PRs share weighted file overlap around `tests/models/timesfm/test_modeling_timesfm.py`, `src/transformers/models/timesfm/modeling_timesfm.py`, `src/transformers/models/timesfm/modular_timesfm.py`; representative PR #40755.",
6452
  "shared_filenames": [
6453
- "tests/models/timesfm/test_modeling_timesfm.py",
6454
- "src/transformers/models/timesfm/modeling_timesfm.py",
6455
- "src/transformers/models/timesfm/modular_timesfm.py"
6456
  ],
6457
  "shared_directories": [
6458
- "src/transformers/models/timesfm",
6459
- "tests/models/timesfm",
6460
  "src/transformers/models",
6461
  "tests/models",
6462
  "src/transformers",
@@ -6465,22 +6379,22 @@
6465
  ],
6466
  "pairwise": [
6467
  {
6468
- "left_pr_number": 40755,
6469
- "right_pr_number": 45233,
6470
- "similarity": 0.49,
6471
- "content_similarity": 0.463,
6472
- "size_similarity": 0.266,
6473
- "breadth_similarity": 0.792,
6474
- "concentration_similarity": 0.928,
6475
  "shared_filenames": [
6476
- "src/transformers/models/timesfm/modeling_timesfm.py",
6477
- "src/transformers/models/timesfm/modular_timesfm.py",
6478
- "tests/models/timesfm/test_modeling_timesfm.py"
6479
  ],
6480
  "shared_directories": [
6481
- "src/transformers/models/timesfm",
6482
  "src/transformers/models",
6483
- "tests/models/timesfm",
6484
  "src/transformers",
6485
  "tests/models",
6486
  "src",
@@ -6490,22 +6404,22 @@
6490
  ]
6491
  },
6492
  {
6493
- "cluster_id": "pr-scope-45540-2",
6494
  "pr_numbers": [
6495
- 45540,
6496
- 45868
6497
  ],
6498
- "representative_pr_number": 45540,
6499
- "average_similarity": 0.489,
6500
- "summary": "2 open PRs share weighted file overlap around `tests/models/t5gemma2/test_modeling_t5gemma2.py`, `src/transformers/models/t5gemma2/modular_t5gemma2.py`, `src/transformers/models/t5gemma2/modeling_t5gemma2.py`; representative PR #45540.",
6501
  "shared_filenames": [
6502
- "tests/models/t5gemma2/test_modeling_t5gemma2.py",
6503
- "src/transformers/models/t5gemma2/modular_t5gemma2.py",
6504
- "src/transformers/models/t5gemma2/modeling_t5gemma2.py"
6505
  ],
6506
  "shared_directories": [
6507
- "src/transformers/models/t5gemma2",
6508
- "tests/models/t5gemma2",
6509
  "src/transformers/models",
6510
  "tests/models",
6511
  "src/transformers",
@@ -6514,22 +6428,22 @@
6514
  ],
6515
  "pairwise": [
6516
  {
6517
- "left_pr_number": 45540,
6518
- "right_pr_number": 45868,
6519
- "similarity": 0.489,
6520
- "content_similarity": 0.362,
6521
- "size_similarity": 0.593,
6522
- "breadth_similarity": 1.0,
6523
- "concentration_similarity": 0.936,
6524
  "shared_filenames": [
6525
- "src/transformers/models/t5gemma2/modeling_t5gemma2.py",
6526
- "src/transformers/models/t5gemma2/modular_t5gemma2.py",
6527
- "tests/models/t5gemma2/test_modeling_t5gemma2.py"
6528
  ],
6529
  "shared_directories": [
6530
- "src/transformers/models/t5gemma2",
6531
  "src/transformers/models",
6532
- "tests/models/t5gemma2",
6533
  "src/transformers",
6534
  "tests/models",
6535
  "src",
@@ -6876,7 +6790,7 @@
6876
  47108
6877
  ],
6878
  "representative_pr_number": 44965,
6879
- "average_similarity": 0.433,
6880
  "summary": "2 open PRs share weighted file overlap around `.github/workflows/build_pr_documentation.yml`; representative PR #44965.",
6881
  "shared_filenames": [
6882
  ".github/workflows/build_pr_documentation.yml"
@@ -6889,8 +6803,8 @@
6889
  {
6890
  "left_pr_number": 44965,
6891
  "right_pr_number": 47108,
6892
- "similarity": 0.433,
6893
- "content_similarity": 0.445,
6894
  "size_similarity": 0.087,
6895
  "breadth_similarity": 0.75,
6896
  "concentration_similarity": 0.681,
@@ -6950,7 +6864,7 @@
6950
  47215
6951
  ],
6952
  "representative_pr_number": 45822,
6953
- "average_similarity": 0.43,
6954
  "summary": "2 open PRs share weighted file overlap around `tests/tokenization/test_tokenization_fast.py`, `src/transformers/tokenization_utils_tokenizers.py`; representative PR #45822.",
6955
  "shared_filenames": [
6956
  "tests/tokenization/test_tokenization_fast.py",
@@ -6966,8 +6880,8 @@
6966
  {
6967
  "left_pr_number": 45822,
6968
  "right_pr_number": 47215,
6969
- "similarity": 0.43,
6970
- "content_similarity": 0.403,
6971
  "size_similarity": 0.114,
6972
  "breadth_similarity": 0.875,
6973
  "concentration_similarity": 0.869,
@@ -7050,7 +6964,7 @@
7050
  "left_pr_number": 46887,
7051
  "right_pr_number": 47202,
7052
  "similarity": 0.426,
7053
- "content_similarity": 0.422,
7054
  "size_similarity": 0.441,
7055
  "breadth_similarity": 0.321,
7056
  "concentration_similarity": 0.633,
@@ -7136,7 +7050,7 @@
7136
  47334
7137
  ],
7138
  "representative_pr_number": 47316,
7139
- "average_similarity": 0.402,
7140
  "summary": "2 open PRs share weighted file overlap around `tests/integrations/test_sonicmoe.py`, `src/transformers/integrations/sonicmoe.py`; representative PR #47316.",
7141
  "shared_filenames": [
7142
  "tests/integrations/test_sonicmoe.py",
@@ -7153,11 +7067,11 @@
7153
  {
7154
  "left_pr_number": 47316,
7155
  "right_pr_number": 47334,
7156
- "similarity": 0.402,
7157
- "content_similarity": 0.381,
7158
- "size_similarity": 0.165,
7159
- "breadth_similarity": 0.625,
7160
- "concentration_similarity": 0.964,
7161
  "shared_filenames": [
7162
  "src/transformers/integrations/sonicmoe.py",
7163
  "tests/integrations/test_sonicmoe.py"
@@ -7244,7 +7158,7 @@
7244
  45114
7245
  ],
7246
  "representative_pr_number": 44369,
7247
- "average_similarity": 0.401,
7248
  "summary": "2 open PRs share weighted file overlap around `docs/source/en/tasks/zero_shot_object_detection.md`; representative PR #44369.",
7249
  "shared_filenames": [
7250
  "docs/source/en/tasks/zero_shot_object_detection.md"
@@ -7259,8 +7173,8 @@
7259
  {
7260
  "left_pr_number": 44369,
7261
  "right_pr_number": 45114,
7262
- "similarity": 0.401,
7263
- "content_similarity": 0.245,
7264
  "size_similarity": 0.808,
7265
  "breadth_similarity": 0.625,
7266
  "concentration_similarity": 0.919,
@@ -7341,7 +7255,7 @@
7341
  "left_pr_number": 45513,
7342
  "right_pr_number": 46148,
7343
  "similarity": 0.387,
7344
- "content_similarity": 0.369,
7345
  "size_similarity": 0.229,
7346
  "breadth_similarity": 0.536,
7347
  "concentration_similarity": 0.812,
@@ -7399,37 +7313,6 @@
7399
  }
7400
  ]
7401
  },
7402
- {
7403
- "cluster_id": "pr-scope-46501-2",
7404
- "pr_numbers": [
7405
- 46501,
7406
- 46503
7407
- ],
7408
- "representative_pr_number": 46501,
7409
- "average_similarity": 0.363,
7410
- "summary": "2 open PRs cluster in `.github/workflows`, `.github` with similar change breadth; representative PR #46501.",
7411
- "shared_filenames": [],
7412
- "shared_directories": [
7413
- ".github/workflows",
7414
- ".github"
7415
- ],
7416
- "pairwise": [
7417
- {
7418
- "left_pr_number": 46501,
7419
- "right_pr_number": 46503,
7420
- "similarity": 0.363,
7421
- "content_similarity": 0.09,
7422
- "size_similarity": 1.0,
7423
- "breadth_similarity": 1.0,
7424
- "concentration_similarity": 1.0,
7425
- "shared_filenames": [],
7426
- "shared_directories": [
7427
- ".github/workflows",
7428
- ".github"
7429
- ]
7430
- }
7431
- ]
7432
- },
7433
  {
7434
  "cluster_id": "pr-scope-44642-2",
7435
  "pr_numbers": [
@@ -7437,7 +7320,7 @@
7437
  45552
7438
  ],
7439
  "representative_pr_number": 44642,
7440
- "average_similarity": 0.361,
7441
  "summary": "2 open PRs share weighted file overlap around `src/transformers/utils/auto_docstring.py`; representative PR #44642.",
7442
  "shared_filenames": [
7443
  "src/transformers/utils/auto_docstring.py"
@@ -7451,8 +7334,8 @@
7451
  {
7452
  "left_pr_number": 44642,
7453
  "right_pr_number": 45552,
7454
- "similarity": 0.361,
7455
- "content_similarity": 0.265,
7456
  "size_similarity": 0.167,
7457
  "breadth_similarity": 1.0,
7458
  "concentration_similarity": 1.0,
@@ -7468,34 +7351,32 @@
7468
  ]
7469
  },
7470
  {
7471
- "cluster_id": "pr-scope-45851-2",
7472
  "pr_numbers": [
7473
- 45851,
7474
- 46357
7475
  ],
7476
- "representative_pr_number": 45851,
7477
- "average_similarity": 0.344,
7478
- "summary": "2 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #45851.",
7479
  "shared_filenames": [],
7480
  "shared_directories": [
7481
- "docs/source/en",
7482
- "docs/source",
7483
- "docs"
7484
  ],
7485
  "pairwise": [
7486
  {
7487
- "left_pr_number": 45851,
7488
- "right_pr_number": 46357,
7489
- "similarity": 0.344,
7490
- "content_similarity": 0.114,
7491
- "size_similarity": 0.761,
7492
  "breadth_similarity": 1.0,
7493
  "concentration_similarity": 1.0,
7494
  "shared_filenames": [],
7495
  "shared_directories": [
7496
- "docs/source/en",
7497
- "docs/source",
7498
- "docs"
7499
  ]
7500
  }
7501
  ]
@@ -7521,7 +7402,7 @@
7521
  "left_pr_number": 45105,
7522
  "right_pr_number": 47342,
7523
  "similarity": 0.342,
7524
- "content_similarity": 0.069,
7525
  "size_similarity": 1.0,
7526
  "breadth_similarity": 1.0,
7527
  "concentration_similarity": 0.863,
@@ -7535,6 +7416,39 @@
7535
  }
7536
  ]
7537
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
7538
  {
7539
  "cluster_id": "pr-scope-46761-2",
7540
  "pr_numbers": [
 
1
  {
2
  "repo": "huggingface/transformers",
3
+ "snapshot_id": "20260717T000052Z",
4
+ "generated_at": "2026-07-17T00:03:28Z",
5
+ "cluster_count": 83,
6
  "pr_scope_clusters": [
7
  {
8
  "cluster_id": "pr-scope-43636-10",
 
762
  46747
763
  ],
764
  "representative_pr_number": 46716,
765
+ "average_similarity": 0.729,
766
  "summary": "6 open PRs share weighted file overlap around `.github/workflows/pr-ci-security-gate.yml`; representative PR #46716.",
767
  "shared_filenames": [
768
  ".github/workflows/pr-ci-security-gate.yml"
 
935
  {
936
  "left_pr_number": 46504,
937
  "right_pr_number": 46716,
938
+ "similarity": 0.392,
939
+ "content_similarity": 0.131,
940
  "size_similarity": 1.0,
941
  "breadth_similarity": 1.0,
942
  "concentration_similarity": 1.0,
 
949
  {
950
  "left_pr_number": 46504,
951
  "right_pr_number": 46747,
952
+ "similarity": 0.38,
953
+ "content_similarity": 0.114,
954
  "size_similarity": 1.0,
955
  "breadth_similarity": 1.0,
956
  "concentration_similarity": 1.0,
 
963
  {
964
  "left_pr_number": 46504,
965
  "right_pr_number": 46558,
966
+ "similarity": 0.363,
967
+ "content_similarity": 0.09,
968
  "size_similarity": 1.0,
969
  "breadth_similarity": 1.0,
970
  "concentration_similarity": 1.0,
 
977
  {
978
  "left_pr_number": 46504,
979
  "right_pr_number": 46563,
980
+ "similarity": 0.339,
981
+ "content_similarity": 0.127,
982
  "size_similarity": 0.667,
983
  "breadth_similarity": 1.0,
984
  "concentration_similarity": 1.0,
 
991
  {
992
  "left_pr_number": 46504,
993
  "right_pr_number": 46554,
994
+ "similarity": 0.262,
995
+ "content_similarity": 0.137,
996
  "size_similarity": 0.111,
997
  "breadth_similarity": 1.0,
998
  "concentration_similarity": 1.0,
 
1145
  "left_pr_number": 45296,
1146
  "right_pr_number": 46718,
1147
  "similarity": 0.749,
1148
+ "content_similarity": 0.742,
1149
  "size_similarity": 0.576,
1150
  "breadth_similarity": 1.0,
1151
  "concentration_similarity": 0.868,
 
1253
  {
1254
  "left_pr_number": 46718,
1255
  "right_pr_number": 47052,
1256
+ "similarity": 0.646,
1257
+ "content_similarity": 0.596,
1258
  "size_similarity": 0.773,
1259
  "breadth_similarity": 0.667,
1260
  "concentration_similarity": 0.923,
 
1275
  "left_pr_number": 45546,
1276
  "right_pr_number": 47052,
1277
  "similarity": 0.642,
1278
+ "content_similarity": 0.59,
1279
  "size_similarity": 0.773,
1280
  "breadth_similarity": 0.667,
1281
  "concentration_similarity": 0.932,
 
1465
  {
1466
  "left_pr_number": 41606,
1467
  "right_pr_number": 45422,
1468
+ "similarity": 0.507,
1469
+ "content_similarity": 0.432,
1470
  "size_similarity": 0.569,
1471
  "breadth_similarity": 0.75,
1472
  "concentration_similarity": 0.881,
 
1640
  "left_pr_number": 42668,
1641
  "right_pr_number": 45422,
1642
  "similarity": 0.2,
1643
+ "content_similarity": 0.156,
1644
  "size_similarity": 0.148,
1645
  "breadth_similarity": 0.307,
1646
  "concentration_similarity": 0.768,
 
1693
  {
1694
  "left_pr_number": 46303,
1695
  "right_pr_number": 47152,
1696
+ "similarity": 0.903,
1697
+ "content_similarity": 0.871,
1698
  "size_similarity": 0.963,
1699
  "breadth_similarity": 1.0,
1700
  "concentration_similarity": 0.974,
 
1714
  {
1715
  "left_pr_number": 45699,
1716
  "right_pr_number": 47216,
1717
+ "similarity": 0.703,
1718
  "content_similarity": 0.594,
1719
  "size_similarity": 0.995,
1720
  "breadth_similarity": 0.95,
 
1745
  {
1746
  "left_pr_number": 43747,
1747
  "right_pr_number": 45480,
1748
+ "similarity": 0.667,
1749
+ "content_similarity": 0.614,
1750
  "size_similarity": 0.664,
1751
  "breadth_similarity": 1.0,
1752
  "concentration_similarity": 0.751,
 
1762
  {
1763
  "left_pr_number": 43747,
1764
  "right_pr_number": 47216,
1765
+ "similarity": 0.434,
1766
+ "content_similarity": 0.509,
1767
  "size_similarity": 0.126,
1768
  "breadth_similarity": 0.3,
1769
  "concentration_similarity": 0.575,
 
1783
  {
1784
  "left_pr_number": 46303,
1785
  "right_pr_number": 47216,
1786
+ "similarity": 0.389,
1787
  "content_similarity": 0.459,
1788
  "size_similarity": 0.044,
1789
  "breadth_similarity": 0.3,
 
1804
  {
1805
  "left_pr_number": 47152,
1806
  "right_pr_number": 47216,
1807
+ "similarity": 0.381,
1808
  "content_similarity": 0.445,
1809
  "size_similarity": 0.045,
1810
  "breadth_similarity": 0.3,
 
1846
  {
1847
  "left_pr_number": 43747,
1848
  "right_pr_number": 46303,
1849
+ "similarity": 0.325,
1850
+ "content_similarity": 0.178,
1851
  "size_similarity": 0.347,
1852
  "breadth_similarity": 1.0,
1853
  "concentration_similarity": 0.959,
 
1885
  "left_pr_number": 43747,
1886
  "right_pr_number": 47152,
1887
  "similarity": 0.321,
1888
+ "content_similarity": 0.173,
1889
  "size_similarity": 0.36,
1890
  "breadth_similarity": 1.0,
1891
  "concentration_similarity": 0.933,
 
1902
  "left_pr_number": 45480,
1903
  "right_pr_number": 47216,
1904
  "similarity": 0.316,
1905
+ "content_similarity": 0.345,
1906
  "size_similarity": 0.19,
1907
  "breadth_similarity": 0.3,
1908
  "concentration_similarity": 0.326,
 
1918
  {
1919
  "left_pr_number": 45480,
1920
  "right_pr_number": 46303,
1921
+ "similarity": 0.315,
1922
+ "content_similarity": 0.207,
1923
  "size_similarity": 0.23,
1924
  "breadth_similarity": 1.0,
1925
  "concentration_similarity": 0.71,
 
1933
  {
1934
  "left_pr_number": 45480,
1935
  "right_pr_number": 47152,
1936
+ "similarity": 0.31,
1937
+ "content_similarity": 0.2,
1938
  "size_similarity": 0.239,
1939
  "breadth_similarity": 1.0,
1940
  "concentration_similarity": 0.684,
 
1948
  {
1949
  "left_pr_number": 43747,
1950
  "right_pr_number": 45699,
1951
+ "similarity": 0.296,
1952
+ "content_similarity": 0.299,
1953
  "size_similarity": 0.127,
1954
  "breadth_similarity": 0.311,
1955
  "concentration_similarity": 0.725,
 
1969
  "left_pr_number": 45480,
1970
  "right_pr_number": 45699,
1971
  "similarity": 0.143,
1972
+ "content_similarity": 0.085,
1973
  "size_similarity": 0.191,
1974
  "breadth_similarity": 0.311,
1975
  "concentration_similarity": 0.476,
 
2010
  {
2011
  "left_pr_number": 44974,
2012
  "right_pr_number": 45635,
2013
+ "similarity": 0.718,
2014
+ "content_similarity": 0.718,
2015
  "size_similarity": 0.59,
2016
  "breadth_similarity": 0.8,
2017
  "concentration_similarity": 0.929,
 
2048
  {
2049
  "left_pr_number": 44974,
2050
  "right_pr_number": 45996,
2051
+ "similarity": 0.582,
2052
+ "content_similarity": 0.553,
2053
  "size_similarity": 0.422,
2054
  "breadth_similarity": 0.9,
2055
  "concentration_similarity": 0.829,
 
2106
  {
2107
  "left_pr_number": 44974,
2108
  "right_pr_number": 47257,
2109
+ "similarity": 0.508,
2110
+ "content_similarity": 0.555,
2111
  "size_similarity": 0.176,
2112
  "breadth_similarity": 0.533,
2113
  "concentration_similarity": 0.801,
 
2143
  {
2144
  "left_pr_number": 44974,
2145
  "right_pr_number": 45421,
2146
+ "similarity": 0.42,
2147
  "content_similarity": 0.301,
2148
  "size_similarity": 0.735,
2149
  "breadth_similarity": 0.667,
 
2193
  }
2194
  ]
2195
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2196
  {
2197
  "cluster_id": "pr-scope-34667-5",
2198
  "pr_numbers": [
 
2538
  "left_pr_number": 45548,
2539
  "right_pr_number": 45655,
2540
  "similarity": 0.36,
2541
+ "content_similarity": 0.294,
2542
  "size_similarity": 0.191,
2543
  "breadth_similarity": 0.75,
2544
  "concentration_similarity": 1.0,
 
2554
  "left_pr_number": 45548,
2555
  "right_pr_number": 47336,
2556
  "similarity": 0.357,
2557
+ "content_similarity": 0.295,
2558
  "size_similarity": 0.17,
2559
  "breadth_similarity": 0.75,
2560
  "concentration_similarity": 1.0,
 
2762
  ]
2763
  },
2764
  {
2765
+ "cluster_id": "pr-scope-46567-4",
2766
  "pr_numbers": [
2767
+ 46567,
2768
+ 47140,
2769
+ 47303,
2770
+ 47327
2771
  ],
2772
+ "representative_pr_number": 47140,
2773
+ "average_similarity": 0.627,
2774
+ "summary": "4 open PRs share weighted file overlap around `src/transformers/cli/chat.py`, `tests/cli/test_chat.py`; representative PR #47140.",
2775
  "shared_filenames": [
2776
+ "src/transformers/cli/chat.py",
2777
+ "tests/cli/test_chat.py"
 
 
 
 
 
 
2778
  ],
2779
  "shared_directories": [
2780
+ "src/transformers/cli",
2781
+ "tests/cli",
2782
+ "src/transformers",
2783
+ "tests",
2784
+ "src"
2785
  ],
2786
  "pairwise": [
2787
  {
2788
+ "left_pr_number": 47140,
2789
+ "right_pr_number": 47303,
2790
+ "similarity": 0.853,
2791
+ "content_similarity": 0.888,
2792
+ "size_similarity": 0.562,
2793
  "breadth_similarity": 1.0,
2794
+ "concentration_similarity": 0.949,
2795
  "shared_filenames": [
2796
+ "src/transformers/cli/chat.py",
2797
+ "tests/cli/test_chat.py"
 
 
 
 
 
 
 
 
2798
  ],
2799
  "shared_directories": [
2800
+ "src/transformers/cli",
2801
+ "src/transformers",
2802
+ "tests/cli",
2803
+ "src",
2804
+ "tests"
2805
  ]
2806
  },
2807
  {
2808
+ "left_pr_number": 46567,
2809
+ "right_pr_number": 47140,
2810
+ "similarity": 0.85,
2811
+ "content_similarity": 0.808,
2812
+ "size_similarity": 0.963,
2813
+ "breadth_similarity": 1.0,
2814
+ "concentration_similarity": 0.796,
2815
+ "shared_filenames": [
2816
+ "src/transformers/cli/chat.py",
2817
+ "tests/cli/test_chat.py"
2818
+ ],
2819
+ "shared_directories": [
2820
+ "src/transformers/cli",
2821
+ "src/transformers",
2822
+ "tests/cli",
2823
+ "src",
2824
+ "tests"
2825
+ ]
2826
+ },
2827
+ {
2828
+ "left_pr_number": 46567,
2829
+ "right_pr_number": 47303,
2830
+ "similarity": 0.799,
2831
+ "content_similarity": 0.812,
2832
+ "size_similarity": 0.584,
2833
+ "breadth_similarity": 1.0,
2834
+ "concentration_similarity": 0.847,
2835
+ "shared_filenames": [
2836
+ "src/transformers/cli/chat.py",
2837
+ "tests/cli/test_chat.py"
2838
+ ],
2839
+ "shared_directories": [
2840
+ "src/transformers/cli",
2841
+ "src/transformers",
2842
+ "tests/cli",
2843
+ "src",
2844
+ "tests"
2845
+ ]
2846
+ },
2847
+ {
2848
+ "left_pr_number": 46567,
2849
+ "right_pr_number": 47327,
2850
+ "similarity": 0.436,
2851
+ "content_similarity": 0.418,
2852
+ "size_similarity": 0.338,
2853
+ "breadth_similarity": 0.643,
2854
+ "concentration_similarity": 0.567,
2855
+ "shared_filenames": [
2856
+ "src/transformers/cli/chat.py",
2857
+ "tests/cli/test_chat.py"
2858
+ ],
2859
+ "shared_directories": [
2860
+ "src/transformers/cli",
2861
+ "src/transformers",
2862
+ "tests/cli",
2863
+ "src",
2864
+ "tests"
2865
+ ]
2866
+ },
2867
+ {
2868
+ "left_pr_number": 47140,
2869
+ "right_pr_number": 47327,
2870
+ "similarity": 0.434,
2871
+ "content_similarity": 0.397,
2872
+ "size_similarity": 0.351,
2873
+ "breadth_similarity": 0.643,
2874
+ "concentration_similarity": 0.771,
2875
+ "shared_filenames": [
2876
+ "src/transformers/cli/chat.py",
2877
+ "tests/cli/test_chat.py"
2878
+ ],
2879
+ "shared_directories": [
2880
+ "src/transformers/cli",
2881
+ "src/transformers",
2882
+ "tests/cli",
2883
+ "src",
2884
+ "tests"
2885
+ ]
2886
+ },
2887
+ {
2888
+ "left_pr_number": 47303,
2889
+ "right_pr_number": 47327,
2890
+ "similarity": 0.393,
2891
+ "content_similarity": 0.376,
2892
+ "size_similarity": 0.197,
2893
+ "breadth_similarity": 0.643,
2894
+ "concentration_similarity": 0.72,
2895
+ "shared_filenames": [
2896
+ "src/transformers/cli/chat.py",
2897
+ "tests/cli/test_chat.py"
2898
+ ],
2899
+ "shared_directories": [
2900
+ "src/transformers/cli",
2901
+ "src/transformers",
2902
+ "tests/cli",
2903
+ "src",
2904
+ "tests"
2905
+ ]
2906
+ }
2907
+ ]
2908
+ },
2909
+ {
2910
+ "cluster_id": "pr-scope-42975-4",
2911
+ "pr_numbers": [
2912
+ 42975,
2913
+ 42976,
2914
+ 45077,
2915
+ 47208
2916
+ ],
2917
+ "representative_pr_number": 47208,
2918
+ "average_similarity": 0.564,
2919
+ "summary": "4 open PRs share weighted file overlap around `.github/workflows/build-docker-images.yml`, `.github/workflows/build-nightly-ci-docker-images.yml`, `.github/workflows/build-past-ci-docker-images.yml`; representative PR #47208.",
2920
+ "shared_filenames": [
2921
+ ".github/workflows/build-docker-images.yml",
2922
+ ".github/workflows/build-nightly-ci-docker-images.yml",
2923
+ ".github/workflows/build-past-ci-docker-images.yml",
2924
+ ".github/workflows/release-conda.yml",
2925
+ ".github/workflows/build-ci-docker-images.yml",
2926
+ ".github/workflows/benchmark.yml",
2927
+ ".github/workflows/check_failed_tests.yml",
2928
+ ".github/workflows/check_tiny_models.yml"
2929
+ ],
2930
+ "shared_directories": [
2931
+ ".github/workflows",
2932
+ ".github"
2933
+ ],
2934
+ "pairwise": [
2935
+ {
2936
+ "left_pr_number": 42975,
2937
+ "right_pr_number": 47208,
2938
+ "similarity": 0.679,
2939
+ "content_similarity": 0.661,
2940
+ "size_similarity": 0.439,
2941
+ "breadth_similarity": 1.0,
2942
+ "concentration_similarity": 1.0,
2943
+ "shared_filenames": [
2944
+ ".github/workflows/add-model-like.yml",
2945
+ ".github/workflows/assign-reviewers.yml",
2946
+ ".github/workflows/benchmark.yml",
2947
+ ".github/workflows/benchmark_v2.yml",
2948
+ ".github/workflows/build-ci-docker-images.yml",
2949
+ ".github/workflows/build-docker-images.yml",
2950
+ ".github/workflows/build-nightly-ci-docker-images.yml",
2951
+ ".github/workflows/build-past-ci-docker-images.yml",
2952
+ ".github/workflows/check_failed_tests.yml",
2953
+ ".github/workflows/check_tiny_models.yml"
2954
+ ],
2955
+ "shared_directories": [
2956
+ ".github/workflows",
2957
+ ".github"
2958
+ ]
2959
+ },
2960
+ {
2961
+ "left_pr_number": 42975,
2962
+ "right_pr_number": 45077,
2963
+ "similarity": 0.661,
2964
+ "content_similarity": 0.598,
2965
+ "size_similarity": 0.731,
2966
+ "breadth_similarity": 0.833,
2967
+ "concentration_similarity": 1.0,
2968
+ "shared_filenames": [
2969
+ ".github/workflows/benchmark.yml",
2970
+ ".github/workflows/build-ci-docker-images.yml",
2971
+ ".github/workflows/build-docker-images.yml",
2972
  ".github/workflows/build-nightly-ci-docker-images.yml",
2973
  ".github/workflows/build-past-ci-docker-images.yml",
2974
  ".github/workflows/check_tiny_models.yml",
 
2986
  "left_pr_number": 42976,
2987
  "right_pr_number": 47208,
2988
  "similarity": 0.613,
2989
+ "content_similarity": 0.669,
2990
  "size_similarity": 0.23,
2991
  "breadth_similarity": 0.606,
2992
  "concentration_similarity": 1.0,
 
3008
  "left_pr_number": 45077,
3009
  "right_pr_number": 47208,
3010
  "similarity": 0.559,
3011
+ "content_similarity": 0.54,
3012
  "size_similarity": 0.321,
3013
  "breadth_similarity": 0.833,
3014
  "concentration_similarity": 1.0,
 
3033
  "left_pr_number": 42976,
3034
  "right_pr_number": 45077,
3035
  "similarity": 0.472,
3036
+ "content_similarity": 0.493,
3037
  "size_similarity": 0.074,
3038
  "breadth_similarity": 0.659,
3039
  "concentration_similarity": 1.0,
 
3052
  {
3053
  "left_pr_number": 42975,
3054
  "right_pr_number": 42976,
3055
+ "similarity": 0.396,
3056
+ "content_similarity": 0.386,
3057
  "size_similarity": 0.101,
3058
  "breadth_similarity": 0.606,
3059
  "concentration_similarity": 1.0,
 
3095
  {
3096
  "left_pr_number": 41441,
3097
  "right_pr_number": 43469,
3098
+ "similarity": 0.664,
3099
  "content_similarity": 0.749,
3100
  "size_similarity": 0.35,
3101
  "breadth_similarity": 0.5,
 
3159
  {
3160
  "left_pr_number": 29963,
3161
  "right_pr_number": 43469,
3162
+ "similarity": 0.401,
3163
  "content_similarity": 0.363,
3164
  "size_similarity": 0.4,
3165
  "breadth_similarity": 0.5,
 
3181
  "breadth_similarity": 0.5,
3182
  "concentration_similarity": 0.75,
3183
  "shared_filenames": [
3184
+ "src/transformers/hf_argparser.py"
3185
+ ],
3186
+ "shared_directories": [
3187
+ "src/transformers",
3188
+ "src"
3189
+ ]
3190
+ }
3191
+ ]
3192
+ },
3193
+ {
3194
+ "cluster_id": "pr-scope-41097-4",
3195
+ "pr_numbers": [
3196
+ 41097,
3197
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3198
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3199
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3200
+ ],
3201
+ "representative_pr_number": 43549,
3202
+ "average_similarity": 0.539,
3203
+ "summary": "4 open PRs share weighted file overlap around `src/transformers/modeling_flash_attention_utils.py`; representative PR #43549.",
3204
+ "shared_filenames": [
3205
+ "src/transformers/modeling_flash_attention_utils.py"
3206
+ ],
3207
+ "shared_directories": [
3208
+ "src/transformers",
3209
+ "src"
3210
+ ],
3211
+ "pairwise": [
3212
+ {
3213
+ "left_pr_number": 43549,
3214
+ "right_pr_number": 46013,
3215
+ "similarity": 0.885,
3216
+ "content_similarity": 0.993,
3217
+ "size_similarity": 0.267,
3218
+ "breadth_similarity": 1.0,
3219
+ "concentration_similarity": 1.0,
3220
+ "shared_filenames": [
3221
+ "src/transformers/modeling_flash_attention_utils.py"
3222
+ ],
3223
+ "shared_directories": [
3224
+ "src/transformers",
3225
+ "src"
3226
+ ]
3227
+ },
3228
+ {
3229
+ "left_pr_number": 41097,
3230
+ "right_pr_number": 43549,
3231
+ "similarity": 0.554,
3232
+ "content_similarity": 0.449,
3233
+ "size_similarity": 0.6,
3234
+ "breadth_similarity": 1.0,
3235
+ "concentration_similarity": 1.0,
3236
+ "shared_filenames": [
3237
+ "src/transformers/modeling_flash_attention_utils.py"
3238
+ ],
3239
+ "shared_directories": [
3240
+ "src/transformers",
3241
+ "src"
3242
+ ]
3243
+ },
3244
+ {
3245
+ "left_pr_number": 44547,
3246
+ "right_pr_number": 46013,
3247
+ "similarity": 0.515,
3248
+ "content_similarity": 0.307,
3249
+ "size_similarity": 1.0,
3250
+ "breadth_similarity": 1.0,
3251
+ "concentration_similarity": 1.0,
3252
+ "shared_filenames": [
3253
+ "src/transformers/modeling_flash_attention_utils.py"
3254
+ ],
3255
+ "shared_directories": [
3256
+ "src/transformers",
3257
+ "src"
3258
+ ]
3259
+ },
3260
+ {
3261
+ "left_pr_number": 41097,
3262
+ "right_pr_number": 46013,
3263
+ "similarity": 0.45,
3264
+ "content_similarity": 0.394,
3265
+ "size_similarity": 0.16,
3266
+ "breadth_similarity": 1.0,
3267
+ "concentration_similarity": 1.0,
3268
+ "shared_filenames": [
3269
+ "src/transformers/modeling_flash_attention_utils.py"
3270
+ ],
3271
+ "shared_directories": [
3272
+ "src/transformers",
3273
+ "src"
3274
+ ]
3275
+ },
3276
+ {
3277
+ "left_pr_number": 43549,
3278
+ "right_pr_number": 44547,
3279
+ "similarity": 0.435,
3280
+ "content_similarity": 0.35,
3281
+ "size_similarity": 0.267,
3282
+ "breadth_similarity": 1.0,
3283
+ "concentration_similarity": 1.0,
3284
+ "shared_filenames": [
3285
+ "src/transformers/modeling_flash_attention_utils.py"
3286
+ ],
3287
+ "shared_directories": [
3288
+ "src/transformers",
3289
+ "src"
3290
+ ]
3291
+ },
3292
+ {
3293
+ "left_pr_number": 41097,
3294
+ "right_pr_number": 44547,
3295
+ "similarity": 0.392,
3296
+ "content_similarity": 0.312,
3297
+ "size_similarity": 0.16,
3298
+ "breadth_similarity": 1.0,
3299
+ "concentration_similarity": 1.0,
3300
+ "shared_filenames": [
3301
+ "src/transformers/modeling_flash_attention_utils.py"
3302
  ],
3303
  "shared_directories": [
3304
  "src/transformers",
 
3426
  {
3427
  "left_pr_number": 45294,
3428
  "right_pr_number": 46642,
3429
+ "similarity": 0.343,
3430
  "content_similarity": 0.314,
3431
  "size_similarity": 0.275,
3432
  "breadth_similarity": 0.561,
 
3474
  47017
3475
  ],
3476
  "representative_pr_number": 45293,
3477
+ "average_similarity": 0.468,
3478
  "summary": "4 open PRs share weighted file overlap around `tests/models/auto/test_tokenization_auto.py`, `src/transformers/models/auto/tokenization_auto.py`; representative PR #45293.",
3479
  "shared_filenames": [
3480
  "tests/models/auto/test_tokenization_auto.py",
 
3494
  "left_pr_number": 45293,
3495
  "right_pr_number": 47017,
3496
  "similarity": 0.614,
3497
+ "content_similarity": 0.642,
3498
  "size_similarity": 0.169,
3499
  "breadth_similarity": 1.0,
3500
  "concentration_similarity": 0.784,
 
3603
  ]
3604
  },
3605
  {
3606
+ "cluster_id": "pr-scope-45541-4",
3607
  "pr_numbers": [
3608
+ 45541,
3609
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3610
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3611
+ 47372
3612
  ],
3613
+ "representative_pr_number": 45541,
3614
+ "average_similarity": 0.386,
3615
+ "summary": "4 open PRs share weighted file overlap around `src/transformers/tokenization_utils_base.py`; representative PR #45541.",
3616
  "shared_filenames": [
3617
+ "src/transformers/tokenization_utils_base.py"
3618
  ],
3619
  "shared_directories": [
 
3620
  "src/transformers",
3621
  "src"
3622
  ],
3623
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3624
  {
3625
+ "left_pr_number": 45541,
3626
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3627
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3628
+ "content_similarity": 0.415,
3629
+ "size_similarity": 0.519,
3630
  "breadth_similarity": 1.0,
3631
  "concentration_similarity": 1.0,
3632
  "shared_filenames": [
3633
+ "src/transformers/tokenization_utils_base.py"
3634
  ],
3635
  "shared_directories": [
 
3636
  "src/transformers",
3637
  "src"
3638
  ]
3639
  },
3640
  {
3641
+ "left_pr_number": 47224,
3642
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3643
+ "similarity": 0.468,
3644
+ "content_similarity": 0.396,
3645
+ "size_similarity": 0.621,
3646
+ "breadth_similarity": 0.533,
3647
+ "concentration_similarity": 0.892,
3648
  "shared_filenames": [
3649
+ "src/transformers/tokenization_utils_base.py"
3650
  ],
3651
  "shared_directories": [
 
3652
  "src/transformers",
3653
  "src"
3654
  ]
3655
  },
3656
  {
3657
+ "left_pr_number": 45541,
3658
+ "right_pr_number": 47224,
3659
+ "similarity": 0.401,
3660
+ "content_similarity": 0.324,
3661
+ "size_similarity": 0.75,
3662
+ "breadth_similarity": 0.267,
3663
+ "concentration_similarity": 0.694,
3664
  "shared_filenames": [
3665
+ "src/transformers/tokenization_utils_base.py"
3666
  ],
3667
  "shared_directories": [
 
3668
  "src/transformers",
3669
  "src"
3670
  ]
3671
  },
3672
  {
3673
+ "left_pr_number": 45541,
3674
+ "right_pr_number": 47372,
3675
+ "similarity": 0.336,
3676
+ "content_similarity": 0.266,
3677
+ "size_similarity": 0.466,
3678
  "breadth_similarity": 0.5,
3679
+ "concentration_similarity": 0.586,
3680
  "shared_filenames": [
3681
+ "src/transformers/tokenization_utils_base.py"
3682
  ],
3683
  "shared_directories": [
 
3684
  "src/transformers",
3685
  "src"
3686
  ]
3687
  },
3688
  {
3689
+ "left_pr_number": 46177,
3690
+ "right_pr_number": 47224,
3691
+ "similarity": 0.317,
3692
+ "content_similarity": 0.282,
3693
+ "size_similarity": 0.389,
3694
+ "breadth_similarity": 0.267,
3695
+ "concentration_similarity": 0.694,
3696
  "shared_filenames": [
3697
+ "src/transformers/tokenization_utils_base.py"
3698
  ],
3699
  "shared_directories": [
 
3700
  "src/transformers",
3701
  "src"
3702
  ]
3703
  },
3704
  {
3705
+ "left_pr_number": 46177,
3706
+ "right_pr_number": 47372,
3707
+ "similarity": 0.278,
3708
+ "content_similarity": 0.232,
3709
+ "size_similarity": 0.241,
3710
+ "breadth_similarity": 0.5,
3711
+ "concentration_similarity": 0.586,
3712
  "shared_filenames": [
3713
+ "src/transformers/tokenization_utils_base.py"
3714
  ],
3715
  "shared_directories": [
 
3716
  "src/transformers",
3717
  "src"
3718
  ]
 
3728
  47301
3729
  ],
3730
  "representative_pr_number": 44550,
3731
+ "average_similarity": 0.359,
3732
  "summary": "4 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
3733
  "shared_filenames": [],
3734
  "shared_directories": [
 
3741
  {
3742
  "left_pr_number": 33686,
3743
  "right_pr_number": 44550,
3744
+ "similarity": 0.392,
3745
+ "content_similarity": 0.132,
3746
  "size_similarity": 1.0,
3747
  "breadth_similarity": 1.0,
3748
  "concentration_similarity": 1.0,
 
3757
  {
3758
  "left_pr_number": 44407,
3759
  "right_pr_number": 44550,
3760
+ "similarity": 0.362,
3761
+ "content_similarity": 0.098,
3762
  "size_similarity": 0.957,
3763
  "breadth_similarity": 1.0,
3764
  "concentration_similarity": 1.0,
 
3772
  {
3773
  "left_pr_number": 44550,
3774
  "right_pr_number": 47301,
3775
+ "similarity": 0.357,
3776
+ "content_similarity": 0.101,
3777
  "size_similarity": 0.909,
3778
  "breadth_similarity": 1.0,
3779
  "concentration_similarity": 1.0,
 
3787
  {
3788
  "left_pr_number": 33686,
3789
  "right_pr_number": 44407,
3790
+ "similarity": 0.353,
3791
+ "content_similarity": 0.084,
3792
  "size_similarity": 0.957,
3793
  "breadth_similarity": 1.0,
3794
  "concentration_similarity": 1.0,
 
3802
  {
3803
  "left_pr_number": 33686,
3804
  "right_pr_number": 47301,
3805
+ "similarity": 0.347,
3806
+ "content_similarity": 0.087,
3807
  "size_similarity": 0.909,
3808
  "breadth_similarity": 1.0,
3809
  "concentration_similarity": 1.0,
 
3817
  {
3818
  "left_pr_number": 44407,
3819
  "right_pr_number": 47301,
3820
+ "similarity": 0.345,
3821
+ "content_similarity": 0.093,
3822
  "size_similarity": 0.87,
3823
  "breadth_similarity": 1.0,
3824
  "concentration_similarity": 1.0,
 
3840
  47304
3841
  ],
3842
  "representative_pr_number": 46319,
3843
+ "average_similarity": 0.355,
3844
  "summary": "4 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #46319.",
3845
  "shared_filenames": [],
3846
  "shared_directories": [
 
3851
  "pairwise": [
3852
  {
3853
  "left_pr_number": 46319,
3854
+ "right_pr_number": 47212,
3855
+ "similarity": 0.359,
3856
+ "content_similarity": 0.09,
3857
+ "size_similarity": 0.974,
3858
  "breadth_similarity": 1.0,
3859
  "concentration_similarity": 1.0,
3860
  "shared_filenames": [],
 
3866
  },
3867
  {
3868
  "left_pr_number": 46319,
3869
+ "right_pr_number": 47304,
3870
+ "similarity": 0.359,
3871
+ "content_similarity": 0.096,
3872
+ "size_similarity": 0.946,
3873
  "breadth_similarity": 1.0,
3874
  "concentration_similarity": 1.0,
3875
  "shared_filenames": [],
 
3882
  {
3883
  "left_pr_number": 46889,
3884
  "right_pr_number": 47212,
3885
+ "similarity": 0.355,
3886
+ "content_similarity": 0.079,
3887
  "size_similarity": 1.0,
3888
  "breadth_similarity": 1.0,
3889
  "concentration_similarity": 1.0,
 
3897
  {
3898
  "left_pr_number": 47212,
3899
  "right_pr_number": 47304,
3900
+ "similarity": 0.355,
3901
+ "content_similarity": 0.095,
3902
  "size_similarity": 0.921,
3903
  "breadth_similarity": 1.0,
3904
  "concentration_similarity": 1.0,
 
3912
  {
3913
  "left_pr_number": 46319,
3914
  "right_pr_number": 46889,
3915
+ "similarity": 0.352,
3916
+ "content_similarity": 0.08,
3917
  "size_similarity": 0.974,
3918
  "breadth_similarity": 1.0,
3919
  "concentration_similarity": 1.0,
 
3927
  {
3928
  "left_pr_number": 46889,
3929
  "right_pr_number": 47304,
3930
+ "similarity": 0.347,
3931
+ "content_similarity": 0.085,
3932
  "size_similarity": 0.921,
3933
  "breadth_similarity": 1.0,
3934
  "concentration_similarity": 1.0,
 
4117
  }
4118
  ]
4119
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
4120
  {
4121
  "cluster_id": "pr-scope-46848-3",
4122
  "pr_numbers": [
 
4177
  "content_similarity": 0.834,
4178
  "size_similarity": 0.022,
4179
  "breadth_similarity": 0.5,
4180
+ "concentration_similarity": 0.978,
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
4181
  "shared_filenames": [
4182
+ "tests/models/minimax_m3_vl/test_modeling_minimax_m3_vl.py"
 
4183
  ],
4184
  "shared_directories": [
4185
+ "tests/models/minimax_m3_vl",
4186
+ "tests/models",
4187
+ "tests"
 
4188
  ]
4189
  }
4190
  ]
 
4626
  }
4627
  ]
4628
  },
4629
+ {
4630
+ "cluster_id": "pr-scope-43656-3",
4631
+ "pr_numbers": [
4632
+ 43656,
4633
+ 43842,
4634
+ 44682
4635
+ ],
4636
+ "representative_pr_number": 43656,
4637
+ "average_similarity": 0.46,
4638
+ "summary": "3 open PRs share weighted file overlap around `src/transformers/cli/serve.py`; representative PR #43656.",
4639
+ "shared_filenames": [
4640
+ "src/transformers/cli/serve.py"
4641
+ ],
4642
+ "shared_directories": [
4643
+ "src/transformers/cli",
4644
+ "src/transformers",
4645
+ "src"
4646
+ ],
4647
+ "pairwise": [
4648
+ {
4649
+ "left_pr_number": 43656,
4650
+ "right_pr_number": 43842,
4651
+ "similarity": 0.566,
4652
+ "content_similarity": 0.547,
4653
+ "size_similarity": 0.222,
4654
+ "breadth_similarity": 1.0,
4655
+ "concentration_similarity": 1.0,
4656
+ "shared_filenames": [
4657
+ "src/transformers/cli/serve.py"
4658
+ ],
4659
+ "shared_directories": [
4660
+ "src/transformers/cli",
4661
+ "src/transformers",
4662
+ "src"
4663
+ ]
4664
+ },
4665
+ {
4666
+ "left_pr_number": 43656,
4667
+ "right_pr_number": 44682,
4668
+ "similarity": 0.424,
4669
+ "content_similarity": 0.466,
4670
+ "size_similarity": 0.048,
4671
+ "breadth_similarity": 0.5,
4672
+ "concentration_similarity": 0.802,
4673
+ "shared_filenames": [
4674
+ "src/transformers/cli/serve.py"
4675
+ ],
4676
+ "shared_directories": [
4677
+ "src/transformers/cli",
4678
+ "src/transformers",
4679
+ "src"
4680
+ ]
4681
+ },
4682
+ {
4683
+ "left_pr_number": 43842,
4684
+ "right_pr_number": 44682,
4685
+ "similarity": 0.391,
4686
+ "content_similarity": 0.428,
4687
+ "size_similarity": 0.011,
4688
+ "breadth_similarity": 0.5,
4689
+ "concentration_similarity": 0.802,
4690
+ "shared_filenames": [
4691
+ "src/transformers/cli/serve.py"
4692
+ ],
4693
+ "shared_directories": [
4694
+ "src/transformers/cli",
4695
+ "src/transformers",
4696
+ "src"
4697
+ ]
4698
+ }
4699
+ ]
4700
+ },
4701
  {
4702
  "cluster_id": "pr-scope-46099-3",
4703
  "pr_numbers": [
 
4855
  {
4856
  "left_pr_number": 46735,
4857
  "right_pr_number": 47153,
4858
+ "similarity": 0.607,
4859
+ "content_similarity": 0.506,
4860
  "size_similarity": 0.717,
4861
  "breadth_similarity": 1.0,
4862
  "concentration_similarity": 0.899,
 
4892
  {
4893
  "left_pr_number": 46735,
4894
  "right_pr_number": 47341,
4895
+ "similarity": 0.342,
4896
+ "content_similarity": 0.107,
4897
  "size_similarity": 0.8,
4898
  "breadth_similarity": 1.0,
4899
  "concentration_similarity": 0.938,
 
4958
  {
4959
  "left_pr_number": 45709,
4960
  "right_pr_number": 45742,
4961
+ "similarity": 0.494,
4962
  "content_similarity": 0.367,
4963
  "size_similarity": 0.782,
4964
  "breadth_similarity": 0.833,
 
4976
  {
4977
  "left_pr_number": 45709,
4978
  "right_pr_number": 46211,
4979
+ "similarity": 0.196,
4980
+ "content_similarity": 0.049,
4981
  "size_similarity": 0.753,
4982
  "breadth_similarity": 0.2,
4983
  "concentration_similarity": 0.571,
 
4991
  }
4992
  ]
4993
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
4994
  {
4995
  "cluster_id": "pr-scope-46004-3",
4996
  "pr_numbers": [
 
4999
  46917
5000
  ],
5001
  "representative_pr_number": 46917,
5002
+ "average_similarity": 0.412,
5003
  "summary": "3 open PRs share weighted file overlap around `src/transformers/image_processing_backends.py`; representative PR #46917.",
5004
  "shared_filenames": [
5005
  "src/transformers/image_processing_backends.py"
 
5029
  "left_pr_number": 46771,
5030
  "right_pr_number": 46917,
5031
  "similarity": 0.421,
5032
+ "content_similarity": 0.429,
5033
  "size_similarity": 0.346,
5034
  "breadth_similarity": 0.417,
5035
  "concentration_similarity": 0.549,
 
5044
  {
5045
  "left_pr_number": 46004,
5046
  "right_pr_number": 46771,
5047
+ "similarity": 0.348,
5048
+ "content_similarity": 0.408,
5049
  "size_similarity": 0.039,
5050
  "breadth_similarity": 0.292,
5051
  "concentration_similarity": 0.549,
 
5067
  47360
5068
  ],
5069
  "representative_pr_number": 43649,
5070
+ "average_similarity": 0.411,
5071
+ "summary": "3 open PRs share weighted file overlap around `.github/workflows/self-scheduled.yml`, `.github/workflows/self-scheduled-caller.yml`, `utils/notification_service.py`; representative PR #43649.",
5072
  "shared_filenames": [
5073
+ ".github/workflows/self-scheduled.yml",
5074
  ".github/workflows/self-scheduled-caller.yml",
5075
  "utils/notification_service.py",
5076
  ".github/workflows/self-comment-ci.yml",
5077
+ "tests/models/vit/test_modeling_vit.py"
 
5078
  ],
5079
  "shared_directories": [
5080
  ".github/workflows",
5081
  ".github",
 
5082
  "tests/models/vit",
5083
  "tests/models",
5084
+ "utils",
5085
  "tests"
5086
  ],
5087
  "pairwise": [
5088
  {
5089
  "left_pr_number": 43532,
5090
  "right_pr_number": 43649,
5091
+ "similarity": 0.497,
5092
+ "content_similarity": 0.436,
5093
  "size_similarity": 0.395,
5094
  "breadth_similarity": 0.875,
5095
  "concentration_similarity": 0.893,
 
5111
  {
5112
  "left_pr_number": 43649,
5113
  "right_pr_number": 47360,
5114
+ "similarity": 0.417,
5115
+ "content_similarity": 0.423,
5116
+ "size_similarity": 0.429,
5117
+ "breadth_similarity": 0.312,
5118
+ "concentration_similarity": 0.498,
5119
  "shared_filenames": [
5120
+ ".github/workflows/self-scheduled-caller.yml",
5121
+ ".github/workflows/self-scheduled.yml"
5122
  ],
5123
  "shared_directories": [
5124
  ".github/workflows",
5125
+ ".github"
 
5126
  ]
5127
  },
5128
  {
5129
  "left_pr_number": 43532,
5130
  "right_pr_number": 47360,
5131
+ "similarity": 0.32,
5132
+ "content_similarity": 0.163,
5133
+ "size_similarity": 0.922,
5134
+ "breadth_similarity": 0.375,
5135
+ "concentration_similarity": 0.605,
5136
+ "shared_filenames": [
5137
+ ".github/workflows/self-scheduled.yml"
5138
+ ],
5139
  "shared_directories": [
5140
  ".github/workflows",
5141
+ ".github"
 
5142
  ]
5143
  }
5144
  ]
 
5629
  "right_pr_number": 46776,
5630
  "similarity": 0.78,
5631
  "content_similarity": 0.812,
5632
+ "size_similarity": 0.513,
5633
  "breadth_similarity": 0.938,
5634
+ "concentration_similarity": 0.808,
5635
  "shared_filenames": [
5636
  "docs/source/en/_toctree.yml",
5637
  "docs/source/en/model_doc/locateanything.md",
 
5659
  }
5660
  ]
5661
  },
5662
+ {
5663
+ "cluster_id": "pr-scope-45606-2",
5664
+ "pr_numbers": [
5665
+ 45606,
5666
+ 45607
5667
+ ],
5668
+ "representative_pr_number": 45606,
5669
+ "average_similarity": 0.775,
5670
+ "summary": "2 open PRs share weighted file overlap around `tests/models/gemma4/test_modeling_gemma4.py`; representative PR #45606.",
5671
+ "shared_filenames": [
5672
+ "tests/models/gemma4/test_modeling_gemma4.py"
5673
+ ],
5674
+ "shared_directories": [
5675
+ "tests/models/gemma4",
5676
+ "tests/models",
5677
+ "tests"
5678
+ ],
5679
+ "pairwise": [
5680
+ {
5681
+ "left_pr_number": 45606,
5682
+ "right_pr_number": 45607,
5683
+ "similarity": 0.775,
5684
+ "content_similarity": 0.825,
5685
+ "size_similarity": 0.778,
5686
+ "breadth_similarity": 0.417,
5687
+ "concentration_similarity": 0.778,
5688
+ "shared_filenames": [
5689
+ "tests/models/gemma4/test_modeling_gemma4.py"
5690
+ ],
5691
+ "shared_directories": [
5692
+ "tests/models/gemma4",
5693
+ "tests/models",
5694
+ "tests"
5695
+ ]
5696
+ }
5697
+ ]
5698
+ },
5699
  {
5700
  "cluster_id": "pr-scope-43543-2",
5701
  "pr_numbers": [
 
5703
  43775
5704
  ],
5705
  "representative_pr_number": 43543,
5706
+ "average_similarity": 0.774,
5707
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/jetmoe/modeling_jetmoe.py`, `src/transformers/models/ernie4_5_moe/modeling_ernie4_5_moe.py`, `src/transformers/models/jamba/modeling_jamba.py`; representative PR #43543.",
5708
  "shared_filenames": [
5709
  "src/transformers/models/jetmoe/modeling_jetmoe.py",
 
5729
  {
5730
  "left_pr_number": 43543,
5731
  "right_pr_number": 43775,
5732
+ "similarity": 0.774,
5733
+ "content_similarity": 0.878,
5734
  "size_similarity": 0.191,
5735
  "breadth_similarity": 0.811,
5736
  "concentration_similarity": 0.996,
 
5761
  }
5762
  ]
5763
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
5764
  {
5765
  "cluster_id": "pr-scope-42824-2",
5766
  "pr_numbers": [
 
5965
  "left_pr_number": 43085,
5966
  "right_pr_number": 47271,
5967
  "similarity": 0.648,
5968
+ "content_similarity": 0.617,
5969
  "size_similarity": 0.693,
5970
  "breadth_similarity": 0.667,
5971
  "concentration_similarity": 0.916,
 
6048
  ]
6049
  },
6050
  {
6051
+ "cluster_id": "pr-scope-46834-2",
6052
  "pr_numbers": [
6053
+ 46834,
6054
+ 46942
6055
  ],
6056
+ "representative_pr_number": 46834,
6057
+ "average_similarity": 0.612,
6058
+ "summary": "2 open PRs share weighted file overlap around `src/transformers/models/timesfm2_5/modular_timesfm2_5.py`, `src/transformers/models/timesfm2_5/modeling_timesfm2_5.py`; representative PR #46834.",
6059
  "shared_filenames": [
6060
+ "src/transformers/models/timesfm2_5/modular_timesfm2_5.py",
6061
+ "src/transformers/models/timesfm2_5/modeling_timesfm2_5.py"
6062
  ],
6063
  "shared_directories": [
6064
+ "src/transformers/models/timesfm2_5",
6065
+ "src/transformers/models",
6066
  "src/transformers",
 
6067
  "src"
6068
  ],
6069
  "pairwise": [
6070
  {
6071
+ "left_pr_number": 46834,
6072
+ "right_pr_number": 46942,
6073
+ "similarity": 0.612,
6074
+ "content_similarity": 0.493,
6075
+ "size_similarity": 0.778,
6076
+ "breadth_similarity": 1.0,
6077
+ "concentration_similarity": 1.0,
6078
  "shared_filenames": [
6079
+ "src/transformers/models/timesfm2_5/modeling_timesfm2_5.py",
6080
+ "src/transformers/models/timesfm2_5/modular_timesfm2_5.py"
6081
  ],
6082
  "shared_directories": [
6083
+ "src/transformers/models/timesfm2_5",
6084
+ "src/transformers/models",
6085
  "src/transformers",
6086
+ "src"
 
 
6087
  ]
6088
  }
6089
  ]
 
6095
  46324
6096
  ],
6097
  "representative_pr_number": 44228,
6098
+ "average_similarity": 0.563,
6099
  "summary": "2 open PRs share weighted file overlap around `src/transformers/quantizers/quantizers_utils.py`, `src/transformers/modeling_utils.py`; representative PR #44228.",
6100
  "shared_filenames": [
6101
  "src/transformers/quantizers/quantizers_utils.py",
 
6110
  {
6111
  "left_pr_number": 44228,
6112
  "right_pr_number": 46324,
6113
+ "similarity": 0.563,
6114
+ "content_similarity": 0.599,
6115
  "size_similarity": 0.259,
6116
  "breadth_similarity": 0.583,
6117
  "concentration_similarity": 0.926,
 
6173
  47250
6174
  ],
6175
  "representative_pr_number": 45300,
6176
+ "average_similarity": 0.528,
6177
  "summary": "2 open PRs share weighted file overlap around `tests/models/nemotron_h/test_modeling_nemotron_h.py`, `src/transformers/models/nemotron_h/modeling_nemotron_h.py`; representative PR #45300.",
6178
  "shared_filenames": [
6179
  "tests/models/nemotron_h/test_modeling_nemotron_h.py",
 
6192
  {
6193
  "left_pr_number": 45300,
6194
  "right_pr_number": 47250,
6195
+ "similarity": 0.528,
6196
+ "content_similarity": 0.411,
6197
  "size_similarity": 0.807,
6198
  "breadth_similarity": 0.875,
6199
  "concentration_similarity": 0.63,
 
6214
  ]
6215
  },
6216
  {
6217
+ "cluster_id": "pr-scope-45056-2",
6218
  "pr_numbers": [
6219
+ 45056,
6220
+ 45128
6221
  ],
6222
+ "representative_pr_number": 45056,
6223
+ "average_similarity": 0.513,
6224
+ "summary": "2 open PRs share weighted file overlap around `src/transformers/utils/auto_docstring.py`; representative PR #45056.",
6225
  "shared_filenames": [
6226
+ "src/transformers/utils/auto_docstring.py"
 
6227
  ],
6228
  "shared_directories": [
6229
+ "src/transformers/utils",
 
6230
  "src/transformers",
 
6231
  "src"
6232
  ],
6233
  "pairwise": [
6234
  {
6235
+ "left_pr_number": 45056,
6236
+ "right_pr_number": 45128,
6237
+ "similarity": 0.513,
6238
+ "content_similarity": 0.413,
6239
+ "size_similarity": 0.669,
6240
+ "breadth_similarity": 0.875,
6241
+ "concentration_similarity": 0.724,
6242
  "shared_filenames": [
6243
+ "src/transformers/utils/auto_docstring.py"
 
6244
  ],
6245
  "shared_directories": [
6246
+ "src/transformers/utils",
6247
  "src/transformers",
6248
+ "src"
 
 
6249
  ]
6250
  }
6251
  ]
6252
  },
6253
  {
6254
+ "cluster_id": "pr-scope-45666-2",
6255
  "pr_numbers": [
6256
+ 45666,
6257
+ 47370
6258
  ],
6259
+ "representative_pr_number": 45666,
6260
+ "average_similarity": 0.505,
6261
+ "summary": "2 open PRs share weighted file overlap around `tests/kernels/test_kernels.py`, `src/transformers/integrations/hub_kernels.py`; representative PR #45666.",
6262
  "shared_filenames": [
6263
+ "tests/kernels/test_kernels.py",
6264
+ "src/transformers/integrations/hub_kernels.py"
6265
  ],
6266
  "shared_directories": [
6267
+ "src/transformers/integrations",
6268
+ "tests/kernels",
6269
  "src/transformers",
6270
+ "tests",
6271
  "src"
6272
  ],
6273
  "pairwise": [
6274
  {
6275
+ "left_pr_number": 45666,
6276
+ "right_pr_number": 47370,
6277
+ "similarity": 0.505,
6278
+ "content_similarity": 0.613,
6279
+ "size_similarity": 0.014,
6280
+ "breadth_similarity": 0.417,
6281
+ "concentration_similarity": 0.632,
6282
  "shared_filenames": [
6283
+ "src/transformers/integrations/hub_kernels.py",
6284
+ "tests/kernels/test_kernels.py"
6285
  ],
6286
  "shared_directories": [
6287
+ "src/transformers/integrations",
6288
  "src/transformers",
6289
+ "tests/kernels",
6290
+ "src",
6291
+ "tests"
6292
  ]
6293
  }
6294
  ]
 
6355
  ]
6356
  },
6357
  {
6358
+ "cluster_id": "pr-scope-45540-2",
6359
  "pr_numbers": [
6360
+ 45540,
6361
+ 45868
6362
  ],
6363
+ "representative_pr_number": 45540,
6364
+ "average_similarity": 0.489,
6365
+ "summary": "2 open PRs share weighted file overlap around `tests/models/t5gemma2/test_modeling_t5gemma2.py`, `src/transformers/models/t5gemma2/modular_t5gemma2.py`, `src/transformers/models/t5gemma2/modeling_t5gemma2.py`; representative PR #45540.",
6366
  "shared_filenames": [
6367
+ "tests/models/t5gemma2/test_modeling_t5gemma2.py",
6368
+ "src/transformers/models/t5gemma2/modular_t5gemma2.py",
6369
+ "src/transformers/models/t5gemma2/modeling_t5gemma2.py"
6370
  ],
6371
  "shared_directories": [
6372
+ "src/transformers/models/t5gemma2",
6373
+ "tests/models/t5gemma2",
6374
  "src/transformers/models",
6375
  "tests/models",
6376
  "src/transformers",
 
6379
  ],
6380
  "pairwise": [
6381
  {
6382
+ "left_pr_number": 45540,
6383
+ "right_pr_number": 45868,
6384
+ "similarity": 0.489,
6385
+ "content_similarity": 0.362,
6386
+ "size_similarity": 0.593,
6387
+ "breadth_similarity": 1.0,
6388
+ "concentration_similarity": 0.936,
6389
  "shared_filenames": [
6390
+ "src/transformers/models/t5gemma2/modeling_t5gemma2.py",
6391
+ "src/transformers/models/t5gemma2/modular_t5gemma2.py",
6392
+ "tests/models/t5gemma2/test_modeling_t5gemma2.py"
6393
  ],
6394
  "shared_directories": [
6395
+ "src/transformers/models/t5gemma2",
6396
  "src/transformers/models",
6397
+ "tests/models/t5gemma2",
6398
  "src/transformers",
6399
  "tests/models",
6400
  "src",
 
6404
  ]
6405
  },
6406
  {
6407
+ "cluster_id": "pr-scope-40755-2",
6408
  "pr_numbers": [
6409
+ 40755,
6410
+ 45233
6411
  ],
6412
+ "representative_pr_number": 40755,
6413
+ "average_similarity": 0.487,
6414
+ "summary": "2 open PRs share weighted file overlap around `tests/models/timesfm/test_modeling_timesfm.py`, `src/transformers/models/timesfm/modeling_timesfm.py`, `src/transformers/models/timesfm/modular_timesfm.py`; representative PR #40755.",
6415
  "shared_filenames": [
6416
+ "tests/models/timesfm/test_modeling_timesfm.py",
6417
+ "src/transformers/models/timesfm/modeling_timesfm.py",
6418
+ "src/transformers/models/timesfm/modular_timesfm.py"
6419
  ],
6420
  "shared_directories": [
6421
+ "src/transformers/models/timesfm",
6422
+ "tests/models/timesfm",
6423
  "src/transformers/models",
6424
  "tests/models",
6425
  "src/transformers",
 
6428
  ],
6429
  "pairwise": [
6430
  {
6431
+ "left_pr_number": 40755,
6432
+ "right_pr_number": 45233,
6433
+ "similarity": 0.487,
6434
+ "content_similarity": 0.46,
6435
+ "size_similarity": 0.266,
6436
+ "breadth_similarity": 0.792,
6437
+ "concentration_similarity": 0.928,
6438
  "shared_filenames": [
6439
+ "src/transformers/models/timesfm/modeling_timesfm.py",
6440
+ "src/transformers/models/timesfm/modular_timesfm.py",
6441
+ "tests/models/timesfm/test_modeling_timesfm.py"
6442
  ],
6443
  "shared_directories": [
6444
+ "src/transformers/models/timesfm",
6445
  "src/transformers/models",
6446
+ "tests/models/timesfm",
6447
  "src/transformers",
6448
  "tests/models",
6449
  "src",
 
6790
  47108
6791
  ],
6792
  "representative_pr_number": 44965,
6793
+ "average_similarity": 0.434,
6794
  "summary": "2 open PRs share weighted file overlap around `.github/workflows/build_pr_documentation.yml`; representative PR #44965.",
6795
  "shared_filenames": [
6796
  ".github/workflows/build_pr_documentation.yml"
 
6803
  {
6804
  "left_pr_number": 44965,
6805
  "right_pr_number": 47108,
6806
+ "similarity": 0.434,
6807
+ "content_similarity": 0.446,
6808
  "size_similarity": 0.087,
6809
  "breadth_similarity": 0.75,
6810
  "concentration_similarity": 0.681,
 
6864
  47215
6865
  ],
6866
  "representative_pr_number": 45822,
6867
+ "average_similarity": 0.428,
6868
  "summary": "2 open PRs share weighted file overlap around `tests/tokenization/test_tokenization_fast.py`, `src/transformers/tokenization_utils_tokenizers.py`; representative PR #45822.",
6869
  "shared_filenames": [
6870
  "tests/tokenization/test_tokenization_fast.py",
 
6880
  {
6881
  "left_pr_number": 45822,
6882
  "right_pr_number": 47215,
6883
+ "similarity": 0.428,
6884
+ "content_similarity": 0.4,
6885
  "size_similarity": 0.114,
6886
  "breadth_similarity": 0.875,
6887
  "concentration_similarity": 0.869,
 
6964
  "left_pr_number": 46887,
6965
  "right_pr_number": 47202,
6966
  "similarity": 0.426,
6967
+ "content_similarity": 0.423,
6968
  "size_similarity": 0.441,
6969
  "breadth_similarity": 0.321,
6970
  "concentration_similarity": 0.633,
 
7050
  47334
7051
  ],
7052
  "representative_pr_number": 47316,
7053
+ "average_similarity": 0.413,
7054
  "summary": "2 open PRs share weighted file overlap around `tests/integrations/test_sonicmoe.py`, `src/transformers/integrations/sonicmoe.py`; representative PR #47316.",
7055
  "shared_filenames": [
7056
  "tests/integrations/test_sonicmoe.py",
 
7067
  {
7068
  "left_pr_number": 47316,
7069
  "right_pr_number": 47334,
7070
+ "similarity": 0.413,
7071
+ "content_similarity": 0.393,
7072
+ "size_similarity": 0.176,
7073
+ "breadth_similarity": 0.667,
7074
+ "concentration_similarity": 0.895,
7075
  "shared_filenames": [
7076
  "src/transformers/integrations/sonicmoe.py",
7077
  "tests/integrations/test_sonicmoe.py"
 
7158
  45114
7159
  ],
7160
  "representative_pr_number": 44369,
7161
+ "average_similarity": 0.4,
7162
  "summary": "2 open PRs share weighted file overlap around `docs/source/en/tasks/zero_shot_object_detection.md`; representative PR #44369.",
7163
  "shared_filenames": [
7164
  "docs/source/en/tasks/zero_shot_object_detection.md"
 
7173
  {
7174
  "left_pr_number": 44369,
7175
  "right_pr_number": 45114,
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