evalstate HF Staff commited on
Commit
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1 Parent(s): c3ffd73

Refresh transformers dataset snapshot 20260424T180025Z

Browse files
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  - eval set creation
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  Notes:
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  - raw data only; no labels or moderation decisions
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11818
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11819
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11820
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11821
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11822
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11823
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11824
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11825
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11827
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11828
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11829
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11830
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11831
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11832
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11842
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11843
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15533
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15534
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15583
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15586
  {
15587
  "author_login": "Anai-Guo",
15588
  "name": "Tai An",
 
17473
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Agaurav0107",
17474
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17475
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17513
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19014
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19015
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19016
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21901
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new-contributors-report.md CHANGED
@@ -1,7 +1,7 @@
1
  # New Contributor Report: huggingface/transformers
2
 
3
- - Snapshot: `20260424T120023Z`
4
- - Generated: `2026-04-24T12:02:16Z`
5
  - Activity window: `60d`
6
  - Contributors: `364`
7
 
@@ -10,12 +10,12 @@
10
  | Author | Profile | First seen? | Association | Account age | Repo first seen | Snapshot PRs | Snapshot issues | Follow-through | Breadth | Automation risk | Notes |
11
  | --- | --- | --- | --- | ---: | --- | ---: | ---: | --- | --- | --- | --- |
12
  | `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 83 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
13
- | `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 81 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
14
- | `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-03-31T13:54:54Z` | 72 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
15
- | `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-09-26T09:23:39Z` | 68 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
16
  | `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 63 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
17
  | `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 48 | 2 | mixed | moderate | low | high recent PR volume; targets high-star repos |
18
- | `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2360d | `2024-09-02T13:41:47Z` | 40 | 2 | strong | 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` | 39 | 1 | mixed | low | low | targets high-star repos |
20
  | `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2025-01-06T17:52:26Z` | 38 | 1 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
21
  | `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3961d | `2023-02-27T14:00:41Z` | 37 | 0 | strong | low | low | targets high-star repos |
@@ -28,7 +28,7 @@
28
  | `eustlb` | [profile](https://github.com/eustlb) | no | MEMBER | 1607d | `2025-01-20T12:27:19Z` | 19 | 0 | strong | low | low | targets high-star repos |
29
  | `tomaarsen` | [profile](https://github.com/tomaarsen) | no | MEMBER | 2949d | `2025-12-02T16:00:11Z` | 18 | 6 | strong | moderate | low | high recent PR volume; targets high-star repos |
30
  | `BillionClaw` | [profile](https://github.com/BillionClaw) | no | FIRST_TIME_CONTRIBUTOR | 35d | `2026-03-16T16:17:54Z` | 18 | 0 | weak | very high | high | very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
31
- | `IlyasMoutawwakil` | [profile](https://github.com/IlyasMoutawwakil) | no | MEMBER | 2354d | `2025-07-04T08:41:29Z` | 16 | 3 | strong | low | low | — |
32
  | `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2996d | `2025-12-16T08:22:52Z` | 16 | 1 | strong | moderate | low | targets high-star repos |
33
  | `weiguangli-io` | [profile](https://github.com/weiguangli-io) | no | CONTRIBUTOR | 2230d | `2026-02-09T02:10:15Z` | 16 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
34
  | `qgallouedec` | [profile](https://github.com/qgallouedec) | no | MEMBER | 2692d | `2024-12-13T13:39:10Z` | 15 | 13 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
@@ -65,6 +65,7 @@
65
  | `javierdejesusda` | [profile](https://github.com/javierdejesusda) | no | CONTRIBUTOR | 508d | `2026-03-22T17:27:20Z` | 4 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
66
  | `juliendenize` | [profile](https://github.com/juliendenize) | no | CONTRIBUTOR | 2852d | `2026-03-13T10:24:11Z` | 4 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
67
  | `manavshrivastavagit` | [profile](https://github.com/manavshrivastavagit) | no | NONE | 4699d | `2026-02-24T20:35:18Z` | 4 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 
68
  | `RudrenduPaul` | [profile](https://github.com/RudrenduPaul) | no | CONTRIBUTOR | 2913d | `2026-04-09T09:34:42Z` | 4 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
69
  | `sirzechs66` | [profile](https://github.com/sirzechs66) | no | CONTRIBUTOR | 1246d | `2026-03-30T12:18:41Z` | 4 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
70
  | `jw9603` | [profile](https://github.com/jw9603) | no | CONTRIBUTOR | 2050d | `2026-03-04T00:51:26Z` | 3 | 2 | weak | low | low | targets high-star repos |
@@ -75,7 +76,6 @@
75
  | `kmswin1` | [profile](https://github.com/kmswin1) | no | FIRST_TIME_CONTRIBUTOR | 3380d | `2026-03-09T09:03:10Z` | 3 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
76
  | `Lidang-Jiang` | [profile](https://github.com/Lidang-Jiang) | no | CONTRIBUTOR | 1230d | `2026-03-27T02:44:21Z` | 3 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
77
  | `onel` | [profile](https://github.com/onel) | no | NONE | 5050d | `2026-02-26T22:44:41Z` | 3 | 0 | mixed | moderate | low | many recent closed-unmerged PRs |
78
- | `rtrompier` | [profile](https://github.com/rtrompier) | no | MEMBER | 4939d | `2026-04-15T08:26:45Z` | 3 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share |
79
  | `saivedant169` | [profile](https://github.com/saivedant169) | no | NONE | 1712d | `2026-03-14T16:47:42Z` | 3 | 0 | mixed | very high | medium | high recent PR volume; very broad repo spread; targets high-star repos |
80
  | `sergiopaniego` | [profile](https://github.com/sergiopaniego) | no | MEMBER | 3718d | `2026-03-19T10:22:40Z` | 3 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
81
  | `YangKai0616` | [profile](https://github.com/YangKai0616) | no | CONTRIBUTOR | 1466d | `2025-12-24T11:54:53Z` | 10 | 0 | mixed | moderate | low | targets high-star repos |
@@ -98,6 +98,7 @@
98
  | `BenjaminBossan` | [profile](https://github.com/BenjaminBossan) | no | MEMBER | 4501d | `2024-10-17T11:56:32Z` | 2 | 0 | strong | moderate | low | high recent PR volume; targets high-star repos |
99
  | `Brianzhengca` | [profile](https://github.com/Brianzhengca) | no | FIRST_TIME_CONTRIBUTOR | 3170d | `2026-04-11T21:41:32Z` | 2 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
100
  | `burtenshaw` | [profile](https://github.com/burtenshaw) | no | MEMBER | 3611d | `2026-03-03T11:35:13Z` | 2 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
 
101
  | `dagecko` | [profile](https://github.com/dagecko) | no | FIRST_TIME_CONTRIBUTOR | 4479d | `2026-03-26T06:19:29Z` | 2 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
102
  | `DatLe203` | [profile](https://github.com/DatLe203) | no | NONE | 766d | `2026-04-07T14:30:38Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
103
  | `eladsegal` | [profile](https://github.com/eladsegal) | no | CONTRIBUTOR | 3919d | `2026-04-09T05:56:31Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -159,6 +160,7 @@
159
  | `bigshanedogg` | [profile](https://github.com/bigshanedogg) | no | FIRST_TIME_CONTRIBUTOR | 3673d | `2026-03-23T19:34:30Z` | 1 | 2 | weak | low | low | high open PR share; targets high-star repos |
160
  | `ghost` | [profile](https://github.com/ghost) | no | NONE | 6553d | `2024-05-09T10:45:25Z` | 1 | 2 | weak | low | low | high open PR share; no visible non-self stars |
161
  | `m-matthias` | [profile](https://github.com/m-matthias) | no | CONTRIBUTOR | 3768d | `2026-03-19T12:56:22Z` | 1 | 2 | strong | low | low | no visible non-self stars; targets high-star repos |
 
162
  | `ouroborosscr` | [profile](https://github.com/ouroborosscr) | no | FIRST_TIMER | 1967d | `2026-03-21T15:38:54Z` | 1 | 2 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
163
  | `abhijeet-dhumal` | [profile](https://github.com/abhijeet-dhumal) | no | CONTRIBUTOR | 1789d | `2026-03-06T07:07:19Z` | 1 | 1 | mixed | high | low | high recent PR volume; broad repo spread; no visible non-self stars |
164
  | `ambroiseodt` | [profile](https://github.com/ambroiseodt) | no | CONTRIBUTOR | 2181d | `2026-04-14T13:45:51Z` | 1 | 1 | strong | low | low | targets high-star repos |
@@ -216,7 +218,6 @@
216
  | `AkshajKashyap` | [profile](https://github.com/AkshajKashyap) | no | FIRST_TIME_CONTRIBUTOR | 873d | `2026-03-25T00:11:43Z` | 1 | 0 | mixed | low | low | high open PR share; no visible non-self stars; targets high-star repos |
217
  | `Akshay404error` | [profile](https://github.com/Akshay404error) | no | FIRST_TIMER | 592d | `2026-03-27T08:33:01Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
218
  | `aliyevaladddin` | [profile](https://github.com/aliyevaladddin) | no | FIRST_TIME_CONTRIBUTOR | 334d | `2026-04-23T20:22:49Z` | 1 | 0 | weak | low | low | young account; many recent closed-unmerged PRs; targets high-star repos |
219
- | `alvarobartt` | [profile](https://github.com/alvarobartt) | no | MEMBER | 2975d | `2026-02-23T15:25:47Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
220
  | `Anai-Guo` | [profile](https://github.com/Anai-Guo) | no | NONE | 9d | `2026-04-22T13:14:19Z` | 1 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
221
  | `andrewor14` | [profile](https://github.com/andrewor14) | no | CONTRIBUTOR | 4996d | `2026-04-08T15:42:16Z` | 1 | 0 | strong | moderate | low | — |
222
  | `anshuS1310` | [profile](https://github.com/anshuS1310) | no | CONTRIBUTOR | 149d | `2026-03-21T09:59:07Z` | 1 | 0 | mixed | low | low | young account; no visible non-self stars |
@@ -250,7 +251,7 @@
250
  | `frogNotToad` | [profile](https://github.com/frogNotToad) | no | CONTRIBUTOR | 588d | `2026-03-06T16:58:14Z` | 1 | 0 | mixed | low | low | — |
251
  | `gagandhakrey` | [profile](https://github.com/gagandhakrey) | no | NONE | 2285d | `2026-04-05T03:45:23Z` | 1 | 0 | weak | high | low | broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
252
  | `garybadwal` | [profile](https://github.com/garybadwal) | no | FIRST_TIME_CONTRIBUTOR | 1178d | `2026-04-21T04:38:14Z` | 1 | 0 | weak | low | low | targets high-star repos |
253
- | `gaurav0107` | [profile](https://github.com/gaurav0107) | no | FIRST_TIME_CONTRIBUTOR | 3970d | `2026-04-23T19:12:43Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
254
  | `giulio-leone` | [profile](https://github.com/giulio-leone) | no | NONE | 4423d | `2026-02-28T06:22:19Z` | 1 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
255
  | `glegendre01` | [profile](https://github.com/glegendre01) | no | MEMBER | 1282d | `2026-04-21T12:37:31Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
256
  | `hangjun-ezra` | [profile](https://github.com/hangjun-ezra) | no | CONTRIBUTOR | 652d | `2026-02-25T03:52:04Z` | 1 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
@@ -277,7 +278,6 @@
277
  | `jjjamie` | [profile](https://github.com/jjjamie) | no | FIRST_TIME_CONTRIBUTOR | 4994d | `2026-04-21T15:57:53Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
278
  | `JokeYoonic` | [profile](https://github.com/JokeYoonic) | no | FIRST_TIME_CONTRIBUTOR | 770d | `2026-03-13T16:28:01Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
279
  | `jonghwanhyeon` | [profile](https://github.com/jonghwanhyeon) | no | CONTRIBUTOR | 5135d | `2026-04-21T11:42:03Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
280
- | `JonoLF` | [profile](https://github.com/JonoLF) | no | FIRST_TIME_CONTRIBUTOR | 1365d | `2026-02-23T15:09:05Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
281
  | `JonusClapshaw` | [profile](https://github.com/JonusClapshaw) | no | NONE | 2428d | `2026-02-24T22:09:56Z` | 1 | 0 | weak | high | medium | broad repo spread; high open PR share; no visible non-self stars |
282
  | `joshuaswanson` | [profile](https://github.com/joshuaswanson) | no | FIRST_TIME_CONTRIBUTOR | 3496d | `2026-03-12T23:47:11Z` | 1 | 0 | weak | very high | low | high recent PR volume; very broad repo spread |
283
  | `JoursBleu` | [profile](https://github.com/JoursBleu) | no | CONTRIBUTOR | 3493d | `2026-03-08T09:57:38Z` | 1 | 0 | mixed | moderate | low | targets high-star repos |
@@ -328,7 +328,7 @@
328
  | `prakhar-agarwal` | [profile](https://github.com/prakhar-agarwal) | no | FIRST_TIME_CONTRIBUTOR | 4776d | `2026-03-22T05:20:22Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
329
  | `pramilajangid` | [profile](https://github.com/pramilajangid) | no | NONE | 3043d | `2026-03-24T09:57:20Z` | 1 | 0 | mixed | moderate | low | — |
330
  | `pranay-3108` | [profile](https://github.com/pranay-3108) | no | NONE | 350d | `2026-03-11T05:13:57Z` | 1 | 0 | weak | low | medium | young account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
331
- | `pratapyash` | [profile](https://github.com/pratapyash) | yes | NONE | 3227d | `2026-04-24T07:14:52Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
332
  | `rain-1` | [profile](https://github.com/rain-1) | no | CONTRIBUTOR | 3706d | `2026-03-10T07:09:07Z` | 1 | 0 | weak | low | low | high open PR share |
333
  | `RicardoLee510520` | [profile](https://github.com/RicardoLee510520) | no | FIRST_TIMER | 168d | `2026-03-19T06:30:53Z` | 1 | 0 | weak | low | medium | young account; many recent closed-unmerged PRs; targets high-star repos |
334
  | `RishabhMehra` | [profile](https://github.com/RishabhMehra) | no | FIRST_TIMER | 3359d | `2026-02-25T12:49:56Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
@@ -405,12 +405,12 @@ Example artifacts:
405
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atarekziade)
406
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atarekziade)
407
  - repo first seen: `2026-01-21T16:52:29Z`
408
- - repo last seen: `2026-04-24T07:58:54Z`
409
  - first seen in snapshot: **no**
410
  - repo association: **MEMBER**
411
- - repo primary artifacts: **87**
412
- - snapshot authored PRs/issues: **81 PRs / 6 issues**
413
- - snapshot discussion activity: **152 comments / 175 reviews / 165 review comments**
414
  - account age: **5839 days**
415
  - recent public PR activity: **108 PRs** (92 merged / 3 closed-unmerged / 13 open; merged rate **85%**, closed-unmerged rate **3%**, open rate **12%**)
416
  - public orgs: `AFPy`, `faitmain`, `circus-tent`
@@ -418,9 +418,9 @@ Example artifacts:
418
  - heuristic read: **extremely high recent PR volume; broad repo spread; targets high-star repos**
419
 
420
  Example artifacts:
 
421
  - [PR #45623: Glm5 change](https://github.com/huggingface/transformers/pull/45623) — closed
422
  - [PR #45599: qa: more lazy loading](https://github.com/huggingface/transformers/pull/45599) — open, draft
423
- - [PR #45585: qa: bumped mlinter and allow local override](https://github.com/huggingface/transformers/pull/45585) — closed, merged
424
  - [Issue #45458: Add typing support incrementally (meta issue)](https://github.com/huggingface/transformers/issues/45458) — open
425
  - [Issue #44740: Run model linter on new models additions](https://github.com/huggingface/transformers/issues/44740) — open
426
  - [Issue #44619: Plug model rule in development flow and extend it](https://github.com/huggingface/transformers/issues/44619) — closed
@@ -431,12 +431,12 @@ Example artifacts:
431
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aydshieh)
432
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aydshieh)
433
  - repo first seen: `2025-03-31T13:54:54Z`
434
- - repo last seen: `2026-04-24T08:31:13Z`
435
  - first seen in snapshot: **no**
436
  - repo association: **MEMBER**
437
- - repo primary artifacts: **72**
438
- - snapshot authored PRs/issues: **72 PRs / 0 issues**
439
- - snapshot discussion activity: **92 comments / 168 reviews / 126 review comments**
440
  - account age: **4938 days**
441
  - recent public PR activity: **52 PRs** (40 merged / 4 closed-unmerged / 8 open; merged rate **77%**, closed-unmerged rate **8%**, open rate **15%**)
442
  - public orgs: none visible
@@ -444,9 +444,9 @@ Example artifacts:
444
  - heuristic read: **high recent PR volume; targets high-star repos**
445
 
446
  Example artifacts:
 
 
447
  - [PR #45484: Minor update](https://github.com/huggingface/transformers/pull/45484) — closed, merged
448
- - [PR #45476: [Don't merge] Call CI workflow](https://github.com/huggingface/transformers/pull/45476) — open
449
- - [PR #45429: Improve workflow file](https://github.com/huggingface/transformers/pull/45429) — closed
450
 
451
  ### `zucchini-nlp`
452
 
@@ -454,12 +454,12 @@ Example artifacts:
454
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azucchini-nlp)
455
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azucchini-nlp)
456
  - repo first seen: `2024-09-26T09:23:39Z`
457
- - repo last seen: `2026-04-24T10:38:33Z`
458
  - first seen in snapshot: **no**
459
  - repo association: **MEMBER**
460
- - repo primary artifacts: **68**
461
- - snapshot authored PRs/issues: **68 PRs / 0 issues**
462
- - snapshot discussion activity: **462 comments / 657 reviews / 1601 review comments**
463
  - account age: **1508 days**
464
  - recent public PR activity: **50 PRs** (33 merged / 6 closed-unmerged / 11 open; merged rate **66%**, closed-unmerged rate **12%**, open rate **22%**)
465
  - public orgs: `huggingface`, `deeppavlov`
@@ -467,9 +467,9 @@ Example artifacts:
467
  - heuristic read: **high recent PR volume; targets high-star repos**
468
 
469
  Example artifacts:
 
470
  - [PR #45608: Python code in model docs](https://github.com/huggingface/transformers/pull/45608) — open
471
  - [PR #45493: Modularize `ProcessorMixin` into smaller components](https://github.com/huggingface/transformers/pull/45493) — open
472
- - [PR #45492: Fix: modular image processors](https://github.com/huggingface/transformers/pull/45492) — closed, merged
473
 
474
  ### `kaixuanliu`
475
 
@@ -528,12 +528,12 @@ Example artifacts:
528
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASunMarc)
529
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASunMarc)
530
  - repo first seen: `2024-09-02T13:41:47Z`
531
- - repo last seen: `2026-04-23T13:39:37Z`
532
  - first seen in snapshot: **no**
533
  - repo association: **MEMBER**
534
- - repo primary artifacts: **42**
535
- - snapshot authored PRs/issues: **40 PRs / 2 issues**
536
- - snapshot discussion activity: **166 comments / 279 reviews / 411 review comments**
537
  - account age: **2360 days**
538
  - recent public PR activity: **35 PRs** (28 merged / 3 closed-unmerged / 4 open; merged rate **80%**, closed-unmerged rate **9%**, open rate **11%**)
539
  - public orgs: `huggingface`
@@ -541,9 +541,9 @@ Example artifacts:
541
  - heuristic read: **high recent PR volume; targets high-star repos**
542
 
543
  Example artifacts:
 
544
  - [PR #45485: [serve] Update tool call to switch to `parse_response`](https://github.com/huggingface/transformers/pull/45485) — closed, merged
545
  - [PR #45480: Update quants tests ](https://github.com/huggingface/transformers/pull/45480) — open
546
- - [PR #45463: Fix response api support ](https://github.com/huggingface/transformers/pull/45463) — closed, merged
547
  - [Issue #43595: Tell Us: What Would Make Trainer Better?](https://github.com/huggingface/transformers/issues/43595) — open
548
  - [Issue #33260: Community contribution: Adding GGUF support for more architectures](https://github.com/huggingface/transformers/issues/33260) — open
549
 
@@ -553,12 +553,12 @@ Example artifacts:
553
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avasqu)
554
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avasqu)
555
  - repo first seen: `2025-08-26T12:13:50Z`
556
- - repo last seen: `2026-04-23T17:53:15Z`
557
  - first seen in snapshot: **no**
558
  - repo association: **MEMBER**
559
  - repo primary artifacts: **40**
560
  - snapshot authored PRs/issues: **39 PRs / 1 issues**
561
- - snapshot discussion activity: **474 comments / 789 reviews / 3313 review comments**
562
  - account age: **1991 days**
563
  - recent public PR activity: **21 PRs** (12 merged / 3 closed-unmerged / 6 open; merged rate **57%**, closed-unmerged rate **14%**, open rate **29%**)
564
  - public orgs: none visible
@@ -577,12 +577,12 @@ Example artifacts:
577
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Astevhliu)
578
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Astevhliu)
579
  - repo first seen: `2025-01-06T17:52:26Z`
580
- - repo last seen: `2026-04-23T19:59:06Z`
581
  - first seen in snapshot: **no**
582
  - repo association: **MEMBER**
583
  - repo primary artifacts: **39**
584
  - snapshot authored PRs/issues: **38 PRs / 1 issues**
585
- - snapshot discussion activity: **25 comments / 107 reviews / 148 review comments**
586
  - account age: **2296 days**
587
  - recent public PR activity: **30 PRs** (25 merged / 0 closed-unmerged / 5 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**)
588
  - public orgs: `huggingface`
@@ -601,12 +601,12 @@ Example artifacts:
601
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARocketknight1)
602
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARocketknight1)
603
  - repo first seen: `2023-02-27T14:00:41Z`
604
- - repo last seen: `2026-04-24T11:41:52Z`
605
  - first seen in snapshot: **no**
606
  - repo association: **MEMBER**
607
  - repo primary artifacts: **37**
608
  - snapshot authored PRs/issues: **37 PRs / 0 issues**
609
- - snapshot discussion activity: **544 comments / 207 reviews / 120 review comments**
610
  - account age: **3961 days**
611
  - recent public PR activity: **17 PRs** (16 merged / 1 closed-unmerged / 0 open; merged rate **94%**, closed-unmerged rate **6%**, open rate **0%**)
612
  - public orgs: `huggingface`
@@ -840,11 +840,11 @@ Example artifacts:
840
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIlyasMoutawwakil)
841
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIlyasMoutawwakil)
842
  - repo first seen: `2025-07-04T08:41:29Z`
843
- - repo last seen: `2026-04-24T11:25:33Z`
844
  - first seen in snapshot: **no**
845
  - repo association: **MEMBER**
846
- - repo primary artifacts: **19**
847
- - snapshot authored PRs/issues: **16 PRs / 3 issues**
848
  - snapshot discussion activity: **44 comments / 167 reviews / 144 review comments**
849
  - account age: **2354 days**
850
  - recent public PR activity: **22 PRs** (16 merged / 2 closed-unmerged / 4 open; merged rate **73%**, closed-unmerged rate **9%**, open rate **18%**)
@@ -853,9 +853,9 @@ Example artifacts:
853
  - heuristic read: **—**
854
 
855
  Example artifacts:
856
- - [PR #45621: MoE/DeepGEMM/SonicMoE refactor + better EP](https://github.com/huggingface/transformers/pull/45621) — open
 
857
  - [PR #45433: SonicMoe](https://github.com/huggingface/transformers/pull/45433) — closed, merged
858
- - [PR #45396: Extract dynamic vision/audio tensors into standalone pure functions](https://github.com/huggingface/transformers/pull/45396) — open
859
  - [Issue #45571: A nice UX for generating dynamic tensors that break torch.compile/torch.export](https://github.com/huggingface/transformers/issues/45571) — open
860
  - [Issue #43682: `torch.compile` and `torch.export` helper function to be moved from `import_utils`](https://github.com/huggingface/transformers/issues/43682) — open
861
  - [Issue #43317: device_map=auto fails to load the dequantized model on gpu+cpu offload](https://github.com/huggingface/transformers/issues/43317) — closed
@@ -1128,12 +1128,12 @@ Example artifacts:
1128
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Acasinca)
1129
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Acasinca)
1130
  - repo first seen: `2025-12-10T12:31:18Z`
1131
- - repo last seen: `2026-04-23T15:20:41Z`
1132
  - first seen in snapshot: **no**
1133
  - repo association: **CONTRIBUTOR**
1134
  - repo primary artifacts: **10**
1135
  - snapshot authored PRs/issues: **8 PRs / 2 issues**
1136
- - snapshot discussion activity: **13 comments / 14 reviews / 14 review comments**
1137
  - account age: **2626 days**
1138
  - recent public PR activity: **22 PRs** (17 merged / 1 closed-unmerged / 4 open; merged rate **77%**, closed-unmerged rate **5%**, open rate **18%**)
1139
  - public orgs: none visible
@@ -1711,6 +1711,29 @@ Example artifacts:
1711
  - [PR #44344: Fix tokenizer_class in tokenizer_config.json for Qwen3.5 save_pretrained (fixes #44297)](https://github.com/huggingface/transformers/pull/44344) — closed
1712
  - [PR #44343: Fix ANSI codes in loading_report when stdout is not a TTY (fixes #44336)](https://github.com/huggingface/transformers/pull/44343) — closed
1713
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1714
  ### `RudrenduPaul`
1715
 
1716
  - profile: [github.com/RudrenduPaul](https://github.com/RudrenduPaul)
@@ -1944,29 +1967,6 @@ Example artifacts:
1944
  - [PR #44310: docs: Add Pruna AI integration documentation](https://github.com/huggingface/transformers/pull/44310) — closed
1945
  - [PR #44309: Add SkyPilot deployment documentation to DeepSpeed guide](https://github.com/huggingface/transformers/pull/44309) — closed
1946
 
1947
- ### `rtrompier`
1948
-
1949
- - profile: [github.com/rtrompier](https://github.com/rtrompier)
1950
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Artrompier)
1951
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Artrompier)
1952
- - repo first seen: `2026-04-15T08:26:45Z`
1953
- - repo last seen: `2026-04-21T09:01:12Z`
1954
- - first seen in snapshot: **no**
1955
- - repo association: **MEMBER**
1956
- - repo primary artifacts: **3**
1957
- - snapshot authored PRs/issues: **3 PRs / 0 issues**
1958
- - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
1959
- - account age: **4939 days**
1960
- - recent public PR activity: **104 PRs** (59 merged / 2 closed-unmerged / 43 open; merged rate **57%**, closed-unmerged rate **2%**, open rate **41%**)
1961
- - public orgs: `smartwavesa`
1962
- - compact scores: follow-through **mixed**, breadth **very high**, automation risk **medium**
1963
- - heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share**
1964
-
1965
- Example artifacts:
1966
- - [PR #45547: Add disable_mmap kwarg to from_pretrained with hf-mount auto-detection](https://github.com/huggingface/transformers/pull/45547) — closed, merged
1967
- - [PR #45474: chore: bump doc-builder SHA for main doc build workflow](https://github.com/huggingface/transformers/pull/45474) — closed, draft
1968
- - [PR #45450: chore: bump doc-builder SHA for PR upload workflow](https://github.com/huggingface/transformers/pull/45450) — closed, merged
1969
-
1970
  ### `saivedant169`
1971
 
1972
  - profile: [github.com/saivedant169](https://github.com/saivedant169)
@@ -2042,12 +2042,12 @@ Example artifacts:
2042
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aebezzam)
2043
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aebezzam)
2044
  - repo first seen: `2025-07-25T12:59:52Z`
2045
- - repo last seen: `2026-04-24T10:35:54Z`
2046
  - first seen in snapshot: **no**
2047
  - repo association: **MEMBER**
2048
  - repo primary artifacts: **9**
2049
  - snapshot authored PRs/issues: **9 PRs / 0 issues**
2050
- - snapshot discussion activity: **58 comments / 194 reviews / 648 review comments**
2051
  - account age: **4683 days**
2052
  - recent public PR activity: **8 PRs** (4 merged / 1 closed-unmerged / 3 open; merged rate **50%**, closed-unmerged rate **12%**, open rate **38%**)
2053
  - public orgs: `LCAV`
@@ -2137,12 +2137,12 @@ Example artifacts:
2137
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Axenova)
2138
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Axenova)
2139
  - repo first seen: `2025-11-18T16:26:23Z`
2140
- - repo last seen: `2026-04-14T09:38:28Z`
2141
  - first seen in snapshot: **no**
2142
  - repo association: **MEMBER**
2143
  - repo primary artifacts: **6**
2144
  - snapshot authored PRs/issues: **3 PRs / 3 issues**
2145
- - snapshot discussion activity: **10 comments / 16 reviews / 17 review comments**
2146
  - account age: **3317 days**
2147
  - recent public PR activity: **61 PRs** (52 merged / 1 closed-unmerged / 8 open; merged rate **85%**, closed-unmerged rate **2%**, open rate **13%**)
2148
  - public orgs: none visible
@@ -2472,6 +2472,28 @@ Example artifacts:
2472
  - [PR #45365: Refactor GPT-J output tracing to use standardized decorators](https://github.com/huggingface/transformers/pull/45365) — closed
2473
  - [PR #44411: Update agentic contributions guidelines in AGENTS.md to force yielding.](https://github.com/huggingface/transformers/pull/44411) — closed, merged
2474
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2475
  ### `dagecko`
2476
 
2477
  - profile: [github.com/dagecko](https://github.com/dagecko)
@@ -3160,12 +3182,12 @@ Example artifacts:
3160
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asdharani91)
3161
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asdharani91)
3162
  - repo first seen: `2026-03-18T05:45:40Z`
3163
- - repo last seen: `2026-04-22T15:33:48Z`
3164
  - first seen in snapshot: **no**
3165
  - repo association: **FIRST_TIME_CONTRIBUTOR**
3166
  - repo primary artifacts: **2**
3167
  - snapshot authored PRs/issues: **2 PRs / 0 issues**
3168
- - snapshot discussion activity: **15 comments / 14 reviews / 14 review comments**
3169
  - account age: **3365 days**
3170
  - recent public PR activity: **3 PRs** (0 merged / 1 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **33%**, open rate **67%**)
3171
  - public orgs: none visible
@@ -3827,6 +3849,29 @@ Example artifacts:
3827
  - [Issue #45593: D-FINE not using any auxiliary losses when denoising is turned off](https://github.com/huggingface/transformers/issues/45593) — closed
3828
  - [Issue #44857: LwDetrImageLoss crashes when using float16 AMP and Cuda](https://github.com/huggingface/transformers/issues/44857) — closed
3829
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3830
  ### `ouroborosscr`
3831
 
3832
  - profile: [github.com/ouroborosscr](https://github.com/ouroborosscr)
@@ -5051,12 +5096,12 @@ Example artifacts:
5051
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aaliyevaladddin)
5052
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aaliyevaladddin)
5053
  - repo first seen: `2026-04-23T20:22:49Z`
5054
- - repo last seen: `2026-04-23T20:40:56Z`
5055
  - first seen in snapshot: **no**
5056
  - repo association: **FIRST_TIME_CONTRIBUTOR**
5057
  - repo primary artifacts: **1**
5058
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
5059
- - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
5060
  - account age: **334 days**
5061
  - recent public PR activity: **3 PRs** (0 merged / 2 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **67%**, open rate **33%**)
5062
  - public orgs: none visible
@@ -5066,27 +5111,6 @@ Example artifacts:
5066
  Example artifacts:
5067
  - [PR #45613: [New Model] Add MiniCPM3 support ](https://github.com/huggingface/transformers/pull/45613) — open
5068
 
5069
- ### `alvarobartt`
5070
-
5071
- - profile: [github.com/alvarobartt](https://github.com/alvarobartt)
5072
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aalvarobartt)
5073
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aalvarobartt)
5074
- - repo first seen: `2026-02-23T15:25:47Z`
5075
- - repo last seen: `2026-02-23T15:25:47Z`
5076
- - first seen in snapshot: **no**
5077
- - repo association: **MEMBER**
5078
- - repo primary artifacts: **1**
5079
- - snapshot authored PRs/issues: **1 PRs / 0 issues**
5080
- - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
5081
- - account age: **2975 days**
5082
- - recent public PR activity: **34 PRs** (29 merged / 0 closed-unmerged / 5 open; merged rate **85%**, closed-unmerged rate **0%**, open rate **15%**)
5083
- - public orgs: `huggingface`, `Hugging-Face-Helping-Hand`
5084
- - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
5085
- - heuristic read: **high recent PR volume**
5086
-
5087
- Example artifacts:
5088
- - [PR #44229: Add missing backtick in `AnyToAnyPipeline.__call__` docstring](https://github.com/huggingface/transformers/pull/44229) — closed, merged
5089
-
5090
  ### `Anai-Guo`
5091
 
5092
  - profile: [github.com/Anai-Guo](https://github.com/Anai-Guo)
@@ -5788,12 +5812,12 @@ Example artifacts:
5788
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Agaurav0107)
5789
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Agaurav0107)
5790
  - repo first seen: `2026-04-23T19:12:43Z`
5791
- - repo last seen: `2026-04-23T19:12:43Z`
5792
  - first seen in snapshot: **no**
5793
- - repo association: **FIRST_TIME_CONTRIBUTOR**
5794
  - repo primary artifacts: **1**
5795
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
5796
- - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
5797
  - account age: **3970 days**
5798
  - recent public PR activity: **14 PRs** (1 merged / 5 closed-unmerged / 8 open; merged rate **7%**, closed-unmerged rate **36%**, open rate **57%**)
5799
  - public orgs: none visible
@@ -5801,7 +5825,7 @@ Example artifacts:
5801
  - heuristic read: **high open PR share; targets high-star repos**
5802
 
5803
  Example artifacts:
5804
- - [PR #45611: Raise clear error for `problem_type="single_label_classification"` with `num_labels=1`](https://github.com/huggingface/transformers/pull/45611) — open
5805
 
5806
  ### `giulio-leone`
5807
 
@@ -6350,27 +6374,6 @@ Example artifacts:
6350
  Example artifacts:
6351
  - [PR #45549: fix: apply channel averaging correctly in audio feature extractors](https://github.com/huggingface/transformers/pull/45549) — open
6352
 
6353
- ### `JonoLF`
6354
-
6355
- - profile: [github.com/JonoLF](https://github.com/JonoLF)
6356
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AJonoLF)
6357
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AJonoLF)
6358
- - repo first seen: `2026-02-23T15:09:05Z`
6359
- - repo last seen: `2026-02-23T15:09:05Z`
6360
- - first seen in snapshot: **no**
6361
- - repo association: **FIRST_TIME_CONTRIBUTOR**
6362
- - repo primary artifacts: **1**
6363
- - snapshot authored PRs/issues: **1 PRs / 0 issues**
6364
- - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
6365
- - account age: **1365 days**
6366
- - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
6367
- - public orgs: `Academics-Hub`
6368
- - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
6369
- - heuristic read: **high open PR share; targets high-star repos**
6370
-
6371
- Example artifacts:
6372
- - [PR #44228: [Quantisation] account for nested tensors from quantisers](https://github.com/huggingface/transformers/pull/44228) — open
6373
-
6374
  ### `JonusClapshaw`
6375
 
6376
  - profile: [github.com/JonusClapshaw](https://github.com/JonusClapshaw)
@@ -6839,12 +6842,12 @@ Example artifacts:
6839
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AMcPatate)
6840
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AMcPatate)
6841
  - repo first seen: `2025-11-10T16:50:33Z`
6842
- - repo last seen: `2026-04-14T17:20:51Z`
6843
  - first seen in snapshot: **no**
6844
  - repo association: **MEMBER**
6845
  - repo primary artifacts: **1**
6846
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
6847
- - snapshot discussion activity: **1 comments / 6 reviews / 6 review comments**
6848
  - account age: **4207 days**
6849
  - recent public PR activity: **26 PRs** (19 merged / 1 closed-unmerged / 6 open; merged rate **73%**, closed-unmerged rate **4%**, open rate **23%**)
6850
  - public orgs: `huggingface`
@@ -7428,7 +7431,7 @@ Example artifacts:
7428
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apratapyash)
7429
  - repo first seen: `2026-04-24T07:14:52Z`
7430
  - repo last seen: `2026-04-24T07:14:52Z`
7431
- - first seen in snapshot: **yes**
7432
  - repo association: **NONE**
7433
  - repo primary artifacts: **1**
7434
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
 
1
  # New Contributor Report: huggingface/transformers
2
 
3
+ - Snapshot: `20260424T180025Z`
4
+ - Generated: `2026-04-24T18:02:00Z`
5
  - Activity window: `60d`
6
  - Contributors: `364`
7
 
 
10
  | Author | Profile | First seen? | Association | Account age | Repo first seen | Snapshot PRs | Snapshot issues | Follow-through | Breadth | Automation risk | Notes |
11
  | --- | --- | --- | --- | ---: | --- | ---: | ---: | --- | --- | --- | --- |
12
  | `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 83 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
13
+ | `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 82 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
14
+ | `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-03-31T13:54:54Z` | 74 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
15
+ | `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-09-26T09:23:39Z` | 69 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
16
  | `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 63 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
17
  | `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 48 | 2 | mixed | moderate | low | high recent PR volume; targets high-star repos |
18
+ | `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2360d | `2024-09-02T13:41:47Z` | 41 | 2 | strong | 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` | 39 | 1 | mixed | low | low | targets high-star repos |
20
  | `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2025-01-06T17:52:26Z` | 38 | 1 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
21
  | `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3961d | `2023-02-27T14:00:41Z` | 37 | 0 | strong | low | low | targets high-star repos |
 
28
  | `eustlb` | [profile](https://github.com/eustlb) | no | MEMBER | 1607d | `2025-01-20T12:27:19Z` | 19 | 0 | strong | low | low | targets high-star repos |
29
  | `tomaarsen` | [profile](https://github.com/tomaarsen) | no | MEMBER | 2949d | `2025-12-02T16:00:11Z` | 18 | 6 | strong | moderate | low | high recent PR volume; targets high-star repos |
30
  | `BillionClaw` | [profile](https://github.com/BillionClaw) | no | FIRST_TIME_CONTRIBUTOR | 35d | `2026-03-16T16:17:54Z` | 18 | 0 | weak | very high | high | very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
31
+ | `IlyasMoutawwakil` | [profile](https://github.com/IlyasMoutawwakil) | no | MEMBER | 2354d | `2025-07-04T08:41:29Z` | 17 | 3 | strong | low | low | — |
32
  | `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2996d | `2025-12-16T08:22:52Z` | 16 | 1 | strong | moderate | low | targets high-star repos |
33
  | `weiguangli-io` | [profile](https://github.com/weiguangli-io) | no | CONTRIBUTOR | 2230d | `2026-02-09T02:10:15Z` | 16 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
34
  | `qgallouedec` | [profile](https://github.com/qgallouedec) | no | MEMBER | 2692d | `2024-12-13T13:39:10Z` | 15 | 13 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
 
65
  | `javierdejesusda` | [profile](https://github.com/javierdejesusda) | no | CONTRIBUTOR | 508d | `2026-03-22T17:27:20Z` | 4 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
66
  | `juliendenize` | [profile](https://github.com/juliendenize) | no | CONTRIBUTOR | 2852d | `2026-03-13T10:24:11Z` | 4 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
67
  | `manavshrivastavagit` | [profile](https://github.com/manavshrivastavagit) | no | NONE | 4699d | `2026-02-24T20:35:18Z` | 4 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
68
+ | `rtrompier` | [profile](https://github.com/rtrompier) | no | MEMBER | 4939d | `2026-04-15T08:26:45Z` | 4 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share |
69
  | `RudrenduPaul` | [profile](https://github.com/RudrenduPaul) | no | CONTRIBUTOR | 2913d | `2026-04-09T09:34:42Z` | 4 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
70
  | `sirzechs66` | [profile](https://github.com/sirzechs66) | no | CONTRIBUTOR | 1246d | `2026-03-30T12:18:41Z` | 4 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
71
  | `jw9603` | [profile](https://github.com/jw9603) | no | CONTRIBUTOR | 2050d | `2026-03-04T00:51:26Z` | 3 | 2 | weak | low | low | targets high-star repos |
 
76
  | `kmswin1` | [profile](https://github.com/kmswin1) | no | FIRST_TIME_CONTRIBUTOR | 3380d | `2026-03-09T09:03:10Z` | 3 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
77
  | `Lidang-Jiang` | [profile](https://github.com/Lidang-Jiang) | no | CONTRIBUTOR | 1230d | `2026-03-27T02:44:21Z` | 3 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
78
  | `onel` | [profile](https://github.com/onel) | no | NONE | 5050d | `2026-02-26T22:44:41Z` | 3 | 0 | mixed | moderate | low | many recent closed-unmerged PRs |
 
79
  | `saivedant169` | [profile](https://github.com/saivedant169) | no | NONE | 1712d | `2026-03-14T16:47:42Z` | 3 | 0 | mixed | very high | medium | high recent PR volume; very broad repo spread; targets high-star repos |
80
  | `sergiopaniego` | [profile](https://github.com/sergiopaniego) | no | MEMBER | 3718d | `2026-03-19T10:22:40Z` | 3 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
81
  | `YangKai0616` | [profile](https://github.com/YangKai0616) | no | CONTRIBUTOR | 1466d | `2025-12-24T11:54:53Z` | 10 | 0 | mixed | moderate | low | targets high-star repos |
 
98
  | `BenjaminBossan` | [profile](https://github.com/BenjaminBossan) | no | MEMBER | 4501d | `2024-10-17T11:56:32Z` | 2 | 0 | strong | moderate | low | high recent PR volume; targets high-star repos |
99
  | `Brianzhengca` | [profile](https://github.com/Brianzhengca) | no | FIRST_TIME_CONTRIBUTOR | 3170d | `2026-04-11T21:41:32Z` | 2 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
100
  | `burtenshaw` | [profile](https://github.com/burtenshaw) | no | MEMBER | 3611d | `2026-03-03T11:35:13Z` | 2 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
101
+ | `curnane-lab` | [profile](https://github.com/curnane-lab) | yes | FIRST_TIME_CONTRIBUTOR | 248d | `2026-04-24T15:14:11Z` | 2 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
102
  | `dagecko` | [profile](https://github.com/dagecko) | no | FIRST_TIME_CONTRIBUTOR | 4479d | `2026-03-26T06:19:29Z` | 2 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
103
  | `DatLe203` | [profile](https://github.com/DatLe203) | no | NONE | 766d | `2026-04-07T14:30:38Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
104
  | `eladsegal` | [profile](https://github.com/eladsegal) | no | CONTRIBUTOR | 3919d | `2026-04-09T05:56:31Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
160
  | `bigshanedogg` | [profile](https://github.com/bigshanedogg) | no | FIRST_TIME_CONTRIBUTOR | 3673d | `2026-03-23T19:34:30Z` | 1 | 2 | weak | low | low | high open PR share; targets high-star repos |
161
  | `ghost` | [profile](https://github.com/ghost) | no | NONE | 6553d | `2024-05-09T10:45:25Z` | 1 | 2 | weak | low | low | high open PR share; no visible non-self stars |
162
  | `m-matthias` | [profile](https://github.com/m-matthias) | no | CONTRIBUTOR | 3768d | `2026-03-19T12:56:22Z` | 1 | 2 | strong | low | low | no visible non-self stars; targets high-star repos |
163
+ | `oleksii-tumanov` | [profile](https://github.com/oleksii-tumanov) | no | FIRST_TIME_CONTRIBUTOR | 4519d | `2026-04-22T03:12:11Z` | 1 | 2 | mixed | moderate | low | high recent PR volume |
164
  | `ouroborosscr` | [profile](https://github.com/ouroborosscr) | no | FIRST_TIMER | 1967d | `2026-03-21T15:38:54Z` | 1 | 2 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
165
  | `abhijeet-dhumal` | [profile](https://github.com/abhijeet-dhumal) | no | CONTRIBUTOR | 1789d | `2026-03-06T07:07:19Z` | 1 | 1 | mixed | high | low | high recent PR volume; broad repo spread; no visible non-self stars |
166
  | `ambroiseodt` | [profile](https://github.com/ambroiseodt) | no | CONTRIBUTOR | 2181d | `2026-04-14T13:45:51Z` | 1 | 1 | strong | low | low | targets high-star repos |
 
218
  | `AkshajKashyap` | [profile](https://github.com/AkshajKashyap) | no | FIRST_TIME_CONTRIBUTOR | 873d | `2026-03-25T00:11:43Z` | 1 | 0 | mixed | low | low | high open PR share; no visible non-self stars; targets high-star repos |
219
  | `Akshay404error` | [profile](https://github.com/Akshay404error) | no | FIRST_TIMER | 592d | `2026-03-27T08:33:01Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
220
  | `aliyevaladddin` | [profile](https://github.com/aliyevaladddin) | no | FIRST_TIME_CONTRIBUTOR | 334d | `2026-04-23T20:22:49Z` | 1 | 0 | weak | low | low | young account; many recent closed-unmerged PRs; targets high-star repos |
 
221
  | `Anai-Guo` | [profile](https://github.com/Anai-Guo) | no | NONE | 9d | `2026-04-22T13:14:19Z` | 1 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
222
  | `andrewor14` | [profile](https://github.com/andrewor14) | no | CONTRIBUTOR | 4996d | `2026-04-08T15:42:16Z` | 1 | 0 | strong | moderate | low | — |
223
  | `anshuS1310` | [profile](https://github.com/anshuS1310) | no | CONTRIBUTOR | 149d | `2026-03-21T09:59:07Z` | 1 | 0 | mixed | low | low | young account; no visible non-self stars |
 
251
  | `frogNotToad` | [profile](https://github.com/frogNotToad) | no | CONTRIBUTOR | 588d | `2026-03-06T16:58:14Z` | 1 | 0 | mixed | low | low | — |
252
  | `gagandhakrey` | [profile](https://github.com/gagandhakrey) | no | NONE | 2285d | `2026-04-05T03:45:23Z` | 1 | 0 | weak | high | low | broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
253
  | `garybadwal` | [profile](https://github.com/garybadwal) | no | FIRST_TIME_CONTRIBUTOR | 1178d | `2026-04-21T04:38:14Z` | 1 | 0 | weak | low | low | targets high-star repos |
254
+ | `gaurav0107` | [profile](https://github.com/gaurav0107) | no | CONTRIBUTOR | 3970d | `2026-04-23T19:12:43Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
255
  | `giulio-leone` | [profile](https://github.com/giulio-leone) | no | NONE | 4423d | `2026-02-28T06:22:19Z` | 1 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
256
  | `glegendre01` | [profile](https://github.com/glegendre01) | no | MEMBER | 1282d | `2026-04-21T12:37:31Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
257
  | `hangjun-ezra` | [profile](https://github.com/hangjun-ezra) | no | CONTRIBUTOR | 652d | `2026-02-25T03:52:04Z` | 1 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
 
278
  | `jjjamie` | [profile](https://github.com/jjjamie) | no | FIRST_TIME_CONTRIBUTOR | 4994d | `2026-04-21T15:57:53Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
279
  | `JokeYoonic` | [profile](https://github.com/JokeYoonic) | no | FIRST_TIME_CONTRIBUTOR | 770d | `2026-03-13T16:28:01Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
280
  | `jonghwanhyeon` | [profile](https://github.com/jonghwanhyeon) | no | CONTRIBUTOR | 5135d | `2026-04-21T11:42:03Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
281
  | `JonusClapshaw` | [profile](https://github.com/JonusClapshaw) | no | NONE | 2428d | `2026-02-24T22:09:56Z` | 1 | 0 | weak | high | medium | broad repo spread; high open PR share; no visible non-self stars |
282
  | `joshuaswanson` | [profile](https://github.com/joshuaswanson) | no | FIRST_TIME_CONTRIBUTOR | 3496d | `2026-03-12T23:47:11Z` | 1 | 0 | weak | very high | low | high recent PR volume; very broad repo spread |
283
  | `JoursBleu` | [profile](https://github.com/JoursBleu) | no | CONTRIBUTOR | 3493d | `2026-03-08T09:57:38Z` | 1 | 0 | mixed | moderate | low | targets high-star repos |
 
328
  | `prakhar-agarwal` | [profile](https://github.com/prakhar-agarwal) | no | FIRST_TIME_CONTRIBUTOR | 4776d | `2026-03-22T05:20:22Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
329
  | `pramilajangid` | [profile](https://github.com/pramilajangid) | no | NONE | 3043d | `2026-03-24T09:57:20Z` | 1 | 0 | mixed | moderate | low | — |
330
  | `pranay-3108` | [profile](https://github.com/pranay-3108) | no | NONE | 350d | `2026-03-11T05:13:57Z` | 1 | 0 | weak | low | medium | young account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
331
+ | `pratapyash` | [profile](https://github.com/pratapyash) | no | NONE | 3227d | `2026-04-24T07:14:52Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
332
  | `rain-1` | [profile](https://github.com/rain-1) | no | CONTRIBUTOR | 3706d | `2026-03-10T07:09:07Z` | 1 | 0 | weak | low | low | high open PR share |
333
  | `RicardoLee510520` | [profile](https://github.com/RicardoLee510520) | no | FIRST_TIMER | 168d | `2026-03-19T06:30:53Z` | 1 | 0 | weak | low | medium | young account; many recent closed-unmerged PRs; targets high-star repos |
334
  | `RishabhMehra` | [profile](https://github.com/RishabhMehra) | no | FIRST_TIMER | 3359d | `2026-02-25T12:49:56Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 
405
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atarekziade)
406
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atarekziade)
407
  - repo first seen: `2026-01-21T16:52:29Z`
408
+ - repo last seen: `2026-04-24T14:39:03Z`
409
  - first seen in snapshot: **no**
410
  - repo association: **MEMBER**
411
+ - repo primary artifacts: **88**
412
+ - snapshot authored PRs/issues: **82 PRs / 6 issues**
413
+ - snapshot discussion activity: **152 comments / 177 reviews / 167 review comments**
414
  - account age: **5839 days**
415
  - recent public PR activity: **108 PRs** (92 merged / 3 closed-unmerged / 13 open; merged rate **85%**, closed-unmerged rate **3%**, open rate **12%**)
416
  - public orgs: `AFPy`, `faitmain`, `circus-tent`
 
418
  - heuristic read: **extremely high recent PR volume; broad repo spread; targets high-star repos**
419
 
420
  Example artifacts:
421
+ - [PR #45635: qa: speed up dtype regex weight load + reduce dtype tests to 3 random](https://github.com/huggingface/transformers/pull/45635) — open
422
  - [PR #45623: Glm5 change](https://github.com/huggingface/transformers/pull/45623) — closed
423
  - [PR #45599: qa: more lazy loading](https://github.com/huggingface/transformers/pull/45599) — open, draft
 
424
  - [Issue #45458: Add typing support incrementally (meta issue)](https://github.com/huggingface/transformers/issues/45458) — open
425
  - [Issue #44740: Run model linter on new models additions](https://github.com/huggingface/transformers/issues/44740) — open
426
  - [Issue #44619: Plug model rule in development flow and extend it](https://github.com/huggingface/transformers/issues/44619) — closed
 
431
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aydshieh)
432
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aydshieh)
433
  - repo first seen: `2025-03-31T13:54:54Z`
434
+ - repo last seen: `2026-04-24T15:32:44Z`
435
  - first seen in snapshot: **no**
436
  - repo association: **MEMBER**
437
+ - repo primary artifacts: **74**
438
+ - snapshot authored PRs/issues: **74 PRs / 0 issues**
439
+ - snapshot discussion activity: **92 comments / 172 reviews / 130 review comments**
440
  - account age: **4938 days**
441
  - recent public PR activity: **52 PRs** (40 merged / 4 closed-unmerged / 8 open; merged rate **77%**, closed-unmerged rate **8%**, open rate **15%**)
442
  - public orgs: none visible
 
444
  - heuristic read: **high recent PR volume; targets high-star repos**
445
 
446
  Example artifacts:
447
+ - [PR #45633: CircleCI with torch 2.11](https://github.com/huggingface/transformers/pull/45633) — closed, merged
448
+ - [PR #45629: Allow more artifacts to be download in CI](https://github.com/huggingface/transformers/pull/45629) — closed, merged
449
  - [PR #45484: Minor update](https://github.com/huggingface/transformers/pull/45484) — closed, merged
 
 
450
 
451
  ### `zucchini-nlp`
452
 
 
454
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azucchini-nlp)
455
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azucchini-nlp)
456
  - repo first seen: `2024-09-26T09:23:39Z`
457
+ - repo last seen: `2026-04-24T16:54:33Z`
458
  - first seen in snapshot: **no**
459
  - repo association: **MEMBER**
460
+ - repo primary artifacts: **69**
461
+ - snapshot authored PRs/issues: **69 PRs / 0 issues**
462
+ - snapshot discussion activity: **464 comments / 659 reviews / 1603 review comments**
463
  - account age: **1508 days**
464
  - recent public PR activity: **50 PRs** (33 merged / 6 closed-unmerged / 11 open; merged rate **66%**, closed-unmerged rate **12%**, open rate **22%**)
465
  - public orgs: `huggingface`, `deeppavlov`
 
467
  - heuristic read: **high recent PR volume; targets high-star repos**
468
 
469
  Example artifacts:
470
+ - [PR #45630: Add new model: Kimi2-6](https://github.com/huggingface/transformers/pull/45630) — open
471
  - [PR #45608: Python code in model docs](https://github.com/huggingface/transformers/pull/45608) — open
472
  - [PR #45493: Modularize `ProcessorMixin` into smaller components](https://github.com/huggingface/transformers/pull/45493) — open
 
473
 
474
  ### `kaixuanliu`
475
 
 
528
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASunMarc)
529
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASunMarc)
530
  - repo first seen: `2024-09-02T13:41:47Z`
531
+ - repo last seen: `2026-04-24T17:04:53Z`
532
  - first seen in snapshot: **no**
533
  - repo association: **MEMBER**
534
+ - repo primary artifacts: **43**
535
+ - snapshot authored PRs/issues: **41 PRs / 2 issues**
536
+ - snapshot discussion activity: **167 comments / 279 reviews / 411 review comments**
537
  - account age: **2360 days**
538
  - recent public PR activity: **35 PRs** (28 merged / 3 closed-unmerged / 4 open; merged rate **80%**, closed-unmerged rate **9%**, open rate **11%**)
539
  - public orgs: `huggingface`
 
541
  - heuristic read: **high recent PR volume; targets high-star repos**
542
 
543
  Example artifacts:
544
+ - [PR #45640: [Trainer] default to FSDP2, simplify API around fsdp + fsdp_config](https://github.com/huggingface/transformers/pull/45640) — open
545
  - [PR #45485: [serve] Update tool call to switch to `parse_response`](https://github.com/huggingface/transformers/pull/45485) — closed, merged
546
  - [PR #45480: Update quants tests ](https://github.com/huggingface/transformers/pull/45480) — open
 
547
  - [Issue #43595: Tell Us: What Would Make Trainer Better?](https://github.com/huggingface/transformers/issues/43595) — open
548
  - [Issue #33260: Community contribution: Adding GGUF support for more architectures](https://github.com/huggingface/transformers/issues/33260) — open
549
 
 
553
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avasqu)
554
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avasqu)
555
  - repo first seen: `2025-08-26T12:13:50Z`
556
+ - repo last seen: `2026-04-24T14:24:53Z`
557
  - first seen in snapshot: **no**
558
  - repo association: **MEMBER**
559
  - repo primary artifacts: **40**
560
  - snapshot authored PRs/issues: **39 PRs / 1 issues**
561
+ - snapshot discussion activity: **475 comments / 790 reviews / 3330 review comments**
562
  - account age: **1991 days**
563
  - recent public PR activity: **21 PRs** (12 merged / 3 closed-unmerged / 6 open; merged rate **57%**, closed-unmerged rate **14%**, open rate **29%**)
564
  - public orgs: none visible
 
577
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Astevhliu)
578
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Astevhliu)
579
  - repo first seen: `2025-01-06T17:52:26Z`
580
+ - repo last seen: `2026-04-24T16:34:24Z`
581
  - first seen in snapshot: **no**
582
  - repo association: **MEMBER**
583
  - repo primary artifacts: **39**
584
  - snapshot authored PRs/issues: **38 PRs / 1 issues**
585
+ - snapshot discussion activity: **25 comments / 108 reviews / 170 review comments**
586
  - account age: **2296 days**
587
  - recent public PR activity: **30 PRs** (25 merged / 0 closed-unmerged / 5 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**)
588
  - public orgs: `huggingface`
 
601
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARocketknight1)
602
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARocketknight1)
603
  - repo first seen: `2023-02-27T14:00:41Z`
604
+ - repo last seen: `2026-04-24T16:36:59Z`
605
  - first seen in snapshot: **no**
606
  - repo association: **MEMBER**
607
  - repo primary artifacts: **37**
608
  - snapshot authored PRs/issues: **37 PRs / 0 issues**
609
+ - snapshot discussion activity: **546 comments / 209 reviews / 121 review comments**
610
  - account age: **3961 days**
611
  - recent public PR activity: **17 PRs** (16 merged / 1 closed-unmerged / 0 open; merged rate **94%**, closed-unmerged rate **6%**, open rate **0%**)
612
  - public orgs: `huggingface`
 
840
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIlyasMoutawwakil)
841
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIlyasMoutawwakil)
842
  - repo first seen: `2025-07-04T08:41:29Z`
843
+ - repo last seen: `2026-04-24T14:38:32Z`
844
  - first seen in snapshot: **no**
845
  - repo association: **MEMBER**
846
+ - repo primary artifacts: **20**
847
+ - snapshot authored PRs/issues: **17 PRs / 3 issues**
848
  - snapshot discussion activity: **44 comments / 167 reviews / 144 review comments**
849
  - account age: **2354 days**
850
  - recent public PR activity: **22 PRs** (16 merged / 2 closed-unmerged / 4 open; merged rate **73%**, closed-unmerged rate **9%**, open rate **18%**)
 
853
  - heuristic read: **—**
854
 
855
  Example artifacts:
856
+ - [PR #45634: DeepGEMM BF16, isolation, refactor](https://github.com/huggingface/transformers/pull/45634) — open, draft
857
+ - [PR #45621: Better Grouped GEMM + EP](https://github.com/huggingface/transformers/pull/45621) — open
858
  - [PR #45433: SonicMoe](https://github.com/huggingface/transformers/pull/45433) — closed, merged
 
859
  - [Issue #45571: A nice UX for generating dynamic tensors that break torch.compile/torch.export](https://github.com/huggingface/transformers/issues/45571) — open
860
  - [Issue #43682: `torch.compile` and `torch.export` helper function to be moved from `import_utils`](https://github.com/huggingface/transformers/issues/43682) — open
861
  - [Issue #43317: device_map=auto fails to load the dequantized model on gpu+cpu offload](https://github.com/huggingface/transformers/issues/43317) — closed
 
1128
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Acasinca)
1129
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Acasinca)
1130
  - repo first seen: `2025-12-10T12:31:18Z`
1131
+ - repo last seen: `2026-04-24T15:59:40Z`
1132
  - first seen in snapshot: **no**
1133
  - repo association: **CONTRIBUTOR**
1134
  - repo primary artifacts: **10**
1135
  - snapshot authored PRs/issues: **8 PRs / 2 issues**
1136
+ - snapshot discussion activity: **14 comments / 15 reviews / 15 review comments**
1137
  - account age: **2626 days**
1138
  - recent public PR activity: **22 PRs** (17 merged / 1 closed-unmerged / 4 open; merged rate **77%**, closed-unmerged rate **5%**, open rate **18%**)
1139
  - public orgs: none visible
 
1711
  - [PR #44344: Fix tokenizer_class in tokenizer_config.json for Qwen3.5 save_pretrained (fixes #44297)](https://github.com/huggingface/transformers/pull/44344) — closed
1712
  - [PR #44343: Fix ANSI codes in loading_report when stdout is not a TTY (fixes #44336)](https://github.com/huggingface/transformers/pull/44343) — closed
1713
 
1714
+ ### `rtrompier`
1715
+
1716
+ - profile: [github.com/rtrompier](https://github.com/rtrompier)
1717
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Artrompier)
1718
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Artrompier)
1719
+ - repo first seen: `2026-04-15T08:26:45Z`
1720
+ - repo last seen: `2026-04-24T12:27:15Z`
1721
+ - first seen in snapshot: **no**
1722
+ - repo association: **MEMBER**
1723
+ - repo primary artifacts: **4**
1724
+ - snapshot authored PRs/issues: **4 PRs / 0 issues**
1725
+ - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
1726
+ - account age: **4939 days**
1727
+ - recent public PR activity: **104 PRs** (59 merged / 2 closed-unmerged / 43 open; merged rate **57%**, closed-unmerged rate **2%**, open rate **41%**)
1728
+ - public orgs: `smartwavesa`
1729
+ - compact scores: follow-through **mixed**, breadth **very high**, automation risk **medium**
1730
+ - heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share**
1731
+
1732
+ Example artifacts:
1733
+ - [PR #45631: chore: bump doc-builder SHA for main doc build workflow](https://github.com/huggingface/transformers/pull/45631) — closed, merged
1734
+ - [PR #45547: Add disable_mmap kwarg to from_pretrained with hf-mount auto-detection](https://github.com/huggingface/transformers/pull/45547) — closed, merged
1735
+ - [PR #45474: chore: bump doc-builder SHA for main doc build workflow](https://github.com/huggingface/transformers/pull/45474) — closed, draft
1736
+
1737
  ### `RudrenduPaul`
1738
 
1739
  - profile: [github.com/RudrenduPaul](https://github.com/RudrenduPaul)
 
1967
  - [PR #44310: docs: Add Pruna AI integration documentation](https://github.com/huggingface/transformers/pull/44310) — closed
1968
  - [PR #44309: Add SkyPilot deployment documentation to DeepSpeed guide](https://github.com/huggingface/transformers/pull/44309) — closed
1969
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1970
  ### `saivedant169`
1971
 
1972
  - profile: [github.com/saivedant169](https://github.com/saivedant169)
 
2042
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aebezzam)
2043
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aebezzam)
2044
  - repo first seen: `2025-07-25T12:59:52Z`
2045
+ - repo last seen: `2026-04-24T13:54:30Z`
2046
  - first seen in snapshot: **no**
2047
  - repo association: **MEMBER**
2048
  - repo primary artifacts: **9**
2049
  - snapshot authored PRs/issues: **9 PRs / 0 issues**
2050
+ - snapshot discussion activity: **58 comments / 195 reviews / 652 review comments**
2051
  - account age: **4683 days**
2052
  - recent public PR activity: **8 PRs** (4 merged / 1 closed-unmerged / 3 open; merged rate **50%**, closed-unmerged rate **12%**, open rate **38%**)
2053
  - public orgs: `LCAV`
 
2137
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Axenova)
2138
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Axenova)
2139
  - repo first seen: `2025-11-18T16:26:23Z`
2140
+ - repo last seen: `2026-04-24T14:23:25Z`
2141
  - first seen in snapshot: **no**
2142
  - repo association: **MEMBER**
2143
  - repo primary artifacts: **6**
2144
  - snapshot authored PRs/issues: **3 PRs / 3 issues**
2145
+ - snapshot discussion activity: **11 comments / 16 reviews / 17 review comments**
2146
  - account age: **3317 days**
2147
  - recent public PR activity: **61 PRs** (52 merged / 1 closed-unmerged / 8 open; merged rate **85%**, closed-unmerged rate **2%**, open rate **13%**)
2148
  - public orgs: none visible
 
2472
  - [PR #45365: Refactor GPT-J output tracing to use standardized decorators](https://github.com/huggingface/transformers/pull/45365) — closed
2473
  - [PR #44411: Update agentic contributions guidelines in AGENTS.md to force yielding.](https://github.com/huggingface/transformers/pull/44411) — closed, merged
2474
 
2475
+ ### `curnane-lab`
2476
+
2477
+ - profile: [github.com/curnane-lab](https://github.com/curnane-lab)
2478
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Acurnane-lab)
2479
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Acurnane-lab)
2480
+ - repo first seen: `2026-04-24T15:14:11Z`
2481
+ - repo last seen: `2026-04-24T15:24:02Z`
2482
+ - first seen in snapshot: **yes**
2483
+ - repo association: **FIRST_TIME_CONTRIBUTOR**
2484
+ - repo primary artifacts: **2**
2485
+ - snapshot authored PRs/issues: **2 PRs / 0 issues**
2486
+ - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
2487
+ - account age: **248 days**
2488
+ - recent public PR activity: **3 PRs** (0 merged / 1 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **33%**, open rate **67%**)
2489
+ - public orgs: none visible
2490
+ - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
2491
+ - heuristic read: **young account; high open PR share; targets high-star repos**
2492
+
2493
+ Example artifacts:
2494
+ - [PR #45638: Add Multi-Token Prediction (MTP) support for Qwen3.5](https://github.com/huggingface/transformers/pull/45638) — open
2495
+ - [PR #45637: Add Multi-Token Prediction (MTP) support for Qwen3.5](https://github.com/huggingface/transformers/pull/45637) — closed
2496
+
2497
  ### `dagecko`
2498
 
2499
  - profile: [github.com/dagecko](https://github.com/dagecko)
 
3182
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asdharani91)
3183
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asdharani91)
3184
  - repo first seen: `2026-03-18T05:45:40Z`
3185
+ - repo last seen: `2026-04-24T15:31:29Z`
3186
  - first seen in snapshot: **no**
3187
  - repo association: **FIRST_TIME_CONTRIBUTOR**
3188
  - repo primary artifacts: **2**
3189
  - snapshot authored PRs/issues: **2 PRs / 0 issues**
3190
+ - snapshot discussion activity: **15 comments / 15 reviews / 15 review comments**
3191
  - account age: **3365 days**
3192
  - recent public PR activity: **3 PRs** (0 merged / 1 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **33%**, open rate **67%**)
3193
  - public orgs: none visible
 
3849
  - [Issue #45593: D-FINE not using any auxiliary losses when denoising is turned off](https://github.com/huggingface/transformers/issues/45593) — closed
3850
  - [Issue #44857: LwDetrImageLoss crashes when using float16 AMP and Cuda](https://github.com/huggingface/transformers/issues/44857) — closed
3851
 
3852
+ ### `oleksii-tumanov`
3853
+
3854
+ - profile: [github.com/oleksii-tumanov](https://github.com/oleksii-tumanov)
3855
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aoleksii-tumanov)
3856
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aoleksii-tumanov)
3857
+ - repo first seen: `2026-04-22T03:12:11Z`
3858
+ - repo last seen: `2026-04-24T16:03:46Z`
3859
+ - first seen in snapshot: **no**
3860
+ - repo association: **FIRST_TIME_CONTRIBUTOR**
3861
+ - repo primary artifacts: **3**
3862
+ - snapshot authored PRs/issues: **1 PRs / 2 issues**
3863
+ - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
3864
+ - account age: **4519 days**
3865
+ - recent public PR activity: **29 PRs** (16 merged / 7 closed-unmerged / 6 open; merged rate **55%**, closed-unmerged rate **24%**, open rate **21%**)
3866
+ - public orgs: `oracle`
3867
+ - compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
3868
+ - heuristic read: **high recent PR volume**
3869
+
3870
+ Example artifacts:
3871
+ - [PR #45639: Make patched testing debug logs xdist-safe](https://github.com/huggingface/transformers/pull/45639) — open
3872
+ - [Issue #45563: Paged generate() emits a stale warning for num_return_sequences](https://github.com/huggingface/transformers/issues/45563) — closed
3873
+ - [Issue #45561: [Bug] pytest-xdist workers race on captured_info.txt in patched testing utils](https://github.com/huggingface/transformers/issues/45561) — open
3874
+
3875
  ### `ouroborosscr`
3876
 
3877
  - profile: [github.com/ouroborosscr](https://github.com/ouroborosscr)
 
5096
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aaliyevaladddin)
5097
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aaliyevaladddin)
5098
  - repo first seen: `2026-04-23T20:22:49Z`
5099
+ - repo last seen: `2026-04-24T14:34:37Z`
5100
  - first seen in snapshot: **no**
5101
  - repo association: **FIRST_TIME_CONTRIBUTOR**
5102
  - repo primary artifacts: **1**
5103
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
5104
+ - snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
5105
  - account age: **334 days**
5106
  - recent public PR activity: **3 PRs** (0 merged / 2 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **67%**, open rate **33%**)
5107
  - public orgs: none visible
 
5111
  Example artifacts:
5112
  - [PR #45613: [New Model] Add MiniCPM3 support ](https://github.com/huggingface/transformers/pull/45613) — open
5113
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
5114
  ### `Anai-Guo`
5115
 
5116
  - profile: [github.com/Anai-Guo](https://github.com/Anai-Guo)
 
5812
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Agaurav0107)
5813
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Agaurav0107)
5814
  - repo first seen: `2026-04-23T19:12:43Z`
5815
+ - repo last seen: `2026-04-24T13:34:02Z`
5816
  - first seen in snapshot: **no**
5817
+ - repo association: **CONTRIBUTOR**
5818
  - repo primary artifacts: **1**
5819
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
5820
+ - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
5821
  - account age: **3970 days**
5822
  - recent public PR activity: **14 PRs** (1 merged / 5 closed-unmerged / 8 open; merged rate **7%**, closed-unmerged rate **36%**, open rate **57%**)
5823
  - public orgs: none visible
 
5825
  - heuristic read: **high open PR share; targets high-star repos**
5826
 
5827
  Example artifacts:
5828
+ - [PR #45611: Raise clear error for `problem_type="single_label_classification"` with `num_labels=1`](https://github.com/huggingface/transformers/pull/45611) — closed, merged
5829
 
5830
  ### `giulio-leone`
5831
 
 
6374
  Example artifacts:
6375
  - [PR #45549: fix: apply channel averaging correctly in audio feature extractors](https://github.com/huggingface/transformers/pull/45549) — open
6376
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
6377
  ### `JonusClapshaw`
6378
 
6379
  - profile: [github.com/JonusClapshaw](https://github.com/JonusClapshaw)
 
6842
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AMcPatate)
6843
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AMcPatate)
6844
  - repo first seen: `2025-11-10T16:50:33Z`
6845
+ - repo last seen: `2026-04-24T14:10:11Z`
6846
  - first seen in snapshot: **no**
6847
  - repo association: **MEMBER**
6848
  - repo primary artifacts: **1**
6849
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
6850
+ - snapshot discussion activity: **1 comments / 7 reviews / 6 review comments**
6851
  - account age: **4207 days**
6852
  - recent public PR activity: **26 PRs** (19 merged / 1 closed-unmerged / 6 open; merged rate **73%**, closed-unmerged rate **4%**, open rate **23%**)
6853
  - public orgs: `huggingface`
 
7431
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apratapyash)
7432
  - repo first seen: `2026-04-24T07:14:52Z`
7433
  - repo last seen: `2026-04-24T07:14:52Z`
7434
+ - first seen in snapshot: **no**
7435
  - repo association: **NONE**
7436
  - repo primary artifacts: **1**
7437
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
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  "pr_scope_clusters": [
7
  {
@@ -19,7 +19,7 @@
19
  45273
20
  ],
21
  "representative_pr_number": 45067,
22
- "average_similarity": 0.434,
23
  "summary": "10 open PRs share weighted file overlap around `src/transformers/trainer.py`; representative PR #45067.",
24
  "shared_filenames": [
25
  "src/transformers/trainer.py"
@@ -32,8 +32,8 @@
32
  {
33
  "left_pr_number": 44189,
34
  "right_pr_number": 45067,
35
- "similarity": 0.778,
36
- "content_similarity": 0.863,
37
  "size_similarity": 0.16,
38
  "breadth_similarity": 1.0,
39
  "concentration_similarity": 1.0,
@@ -48,8 +48,8 @@
48
  {
49
  "left_pr_number": 43663,
50
  "right_pr_number": 45067,
51
- "similarity": 0.635,
52
- "content_similarity": 0.478,
53
  "size_similarity": 1.0,
54
  "breadth_similarity": 1.0,
55
  "concentration_similarity": 1.0,
@@ -64,8 +64,8 @@
64
  {
65
  "left_pr_number": 43651,
66
  "right_pr_number": 43663,
67
- "similarity": 0.56,
68
- "content_similarity": 0.431,
69
  "size_similarity": 0.72,
70
  "breadth_similarity": 1.0,
71
  "concentration_similarity": 1.0,
@@ -80,8 +80,8 @@
80
  {
81
  "left_pr_number": 43651,
82
  "right_pr_number": 45067,
83
- "similarity": 0.532,
84
- "content_similarity": 0.391,
85
  "size_similarity": 0.72,
86
  "breadth_similarity": 1.0,
87
  "concentration_similarity": 1.0,
@@ -96,8 +96,8 @@
96
  {
97
  "left_pr_number": 43663,
98
  "right_pr_number": 44123,
99
- "similarity": 0.517,
100
- "content_similarity": 0.427,
101
  "size_similarity": 0.455,
102
  "breadth_similarity": 1.0,
103
  "concentration_similarity": 1.0,
@@ -112,8 +112,8 @@
112
  {
113
  "left_pr_number": 44257,
114
  "right_pr_number": 44660,
115
- "similarity": 0.504,
116
- "content_similarity": 0.291,
117
  "size_similarity": 1.0,
118
  "breadth_similarity": 1.0,
119
  "concentration_similarity": 1.0,
@@ -128,8 +128,8 @@
128
  {
129
  "left_pr_number": 44123,
130
  "right_pr_number": 45067,
131
- "similarity": 0.489,
132
- "content_similarity": 0.387,
133
  "size_similarity": 0.455,
134
  "breadth_similarity": 1.0,
135
  "concentration_similarity": 1.0,
@@ -144,8 +144,8 @@
144
  {
145
  "left_pr_number": 43663,
146
  "right_pr_number": 44660,
147
- "similarity": 0.482,
148
- "content_similarity": 0.423,
149
  "size_similarity": 0.24,
150
  "breadth_similarity": 1.0,
151
  "concentration_similarity": 1.0,
@@ -160,8 +160,8 @@
160
  {
161
  "left_pr_number": 44189,
162
  "right_pr_number": 44660,
163
- "similarity": 0.479,
164
- "content_similarity": 0.327,
165
  "size_similarity": 0.667,
166
  "breadth_similarity": 1.0,
167
  "concentration_similarity": 1.0,
@@ -177,7 +177,7 @@
177
  "left_pr_number": 43636,
178
  "right_pr_number": 43663,
179
  "similarity": 0.469,
180
- "content_similarity": 0.362,
181
  "size_similarity": 0.44,
182
  "breadth_similarity": 1.0,
183
  "concentration_similarity": 1.0,
@@ -192,8 +192,8 @@
192
  {
193
  "left_pr_number": 43663,
194
  "right_pr_number": 44189,
195
- "similarity": 0.46,
196
- "content_similarity": 0.408,
197
  "size_similarity": 0.16,
198
  "breadth_similarity": 1.0,
199
  "concentration_similarity": 1.0,
@@ -208,8 +208,8 @@
208
  {
209
  "left_pr_number": 44189,
210
  "right_pr_number": 45055,
211
- "similarity": 0.455,
212
- "content_similarity": 0.274,
213
  "size_similarity": 0.75,
214
  "breadth_similarity": 1.0,
215
  "concentration_similarity": 1.0,
@@ -224,8 +224,8 @@
224
  {
225
  "left_pr_number": 44660,
226
  "right_pr_number": 45067,
227
- "similarity": 0.454,
228
- "content_similarity": 0.383,
229
  "size_similarity": 0.24,
230
  "breadth_similarity": 1.0,
231
  "concentration_similarity": 1.0,
@@ -240,8 +240,8 @@
240
  {
241
  "left_pr_number": 43636,
242
  "right_pr_number": 43651,
243
- "similarity": 0.449,
244
- "content_similarity": 0.296,
245
  "size_similarity": 0.611,
246
  "breadth_similarity": 1.0,
247
  "concentration_similarity": 1.0,
@@ -254,11 +254,11 @@
254
  ]
255
  },
256
  {
257
- "left_pr_number": 44189,
258
- "right_pr_number": 44257,
259
- "similarity": 0.447,
260
- "content_similarity": 0.281,
261
- "size_similarity": 0.667,
262
  "breadth_similarity": 1.0,
263
  "concentration_similarity": 1.0,
264
  "shared_filenames": [
@@ -270,11 +270,11 @@
270
  ]
271
  },
272
  {
273
- "left_pr_number": 43636,
274
- "right_pr_number": 45067,
275
- "similarity": 0.446,
276
- "content_similarity": 0.328,
277
- "size_similarity": 0.44,
278
  "breadth_similarity": 1.0,
279
  "concentration_similarity": 1.0,
280
  "shared_filenames": [
@@ -288,8 +288,8 @@
288
  {
289
  "left_pr_number": 43651,
290
  "right_pr_number": 44123,
291
- "similarity": 0.444,
292
- "content_similarity": 0.349,
293
  "size_similarity": 0.327,
294
  "breadth_similarity": 1.0,
295
  "concentration_similarity": 1.0,
@@ -304,8 +304,8 @@
304
  {
305
  "left_pr_number": 43651,
306
  "right_pr_number": 44660,
307
- "similarity": 0.442,
308
- "content_similarity": 0.345,
309
  "size_similarity": 0.333,
310
  "breadth_similarity": 1.0,
311
  "concentration_similarity": 1.0,
@@ -320,8 +320,8 @@
320
  {
321
  "left_pr_number": 43663,
322
  "right_pr_number": 44257,
323
- "similarity": 0.44,
324
- "content_similarity": 0.364,
325
  "size_similarity": 0.24,
326
  "breadth_similarity": 1.0,
327
  "concentration_similarity": 1.0,
@@ -336,8 +336,8 @@
336
  {
337
  "left_pr_number": 43636,
338
  "right_pr_number": 44660,
339
- "similarity": 0.435,
340
- "content_similarity": 0.29,
341
  "size_similarity": 0.545,
342
  "breadth_similarity": 1.0,
343
  "concentration_similarity": 1.0,
@@ -352,8 +352,8 @@
352
  {
353
  "left_pr_number": 44660,
354
  "right_pr_number": 45055,
355
- "similarity": 0.424,
356
- "content_similarity": 0.284,
357
  "size_similarity": 0.5,
358
  "breadth_similarity": 1.0,
359
  "concentration_similarity": 1.0,
@@ -368,8 +368,8 @@
368
  {
369
  "left_pr_number": 43651,
370
  "right_pr_number": 44189,
371
- "similarity": 0.417,
372
- "content_similarity": 0.334,
373
  "size_similarity": 0.222,
374
  "breadth_similarity": 1.0,
375
  "concentration_similarity": 1.0,
@@ -382,11 +382,11 @@
382
  ]
383
  },
384
  {
385
- "left_pr_number": 44257,
386
- "right_pr_number": 45067,
387
- "similarity": 0.417,
388
- "content_similarity": 0.329,
389
- "size_similarity": 0.24,
390
  "breadth_similarity": 1.0,
391
  "concentration_similarity": 1.0,
392
  "shared_filenames": [
@@ -398,11 +398,11 @@
398
  ]
399
  },
400
  {
401
- "left_pr_number": 43663,
402
- "right_pr_number": 45055,
403
- "similarity": 0.416,
404
- "content_similarity": 0.354,
405
- "size_similarity": 0.12,
406
  "breadth_similarity": 1.0,
407
  "concentration_similarity": 1.0,
408
  "shared_filenames": [
@@ -414,11 +414,11 @@
414
  ]
415
  },
416
  {
417
- "left_pr_number": 43651,
418
  "right_pr_number": 44257,
419
- "similarity": 0.408,
420
- "content_similarity": 0.297,
421
- "size_similarity": 0.333,
422
  "breadth_similarity": 1.0,
423
  "concentration_similarity": 1.0,
424
  "shared_filenames": [
@@ -430,11 +430,11 @@
430
  ]
431
  },
432
  {
433
- "left_pr_number": 43636,
434
  "right_pr_number": 44257,
435
- "similarity": 0.406,
436
- "content_similarity": 0.249,
437
- "size_similarity": 0.545,
438
  "breadth_similarity": 1.0,
439
  "concentration_similarity": 1.0,
440
  "shared_filenames": [
@@ -448,8 +448,8 @@
448
  {
449
  "left_pr_number": 44123,
450
  "right_pr_number": 44660,
451
- "similarity": 0.406,
452
- "content_similarity": 0.342,
453
  "size_similarity": 0.109,
454
  "breadth_similarity": 1.0,
455
  "concentration_similarity": 1.0,
@@ -464,8 +464,8 @@
464
  {
465
  "left_pr_number": 43636,
466
  "right_pr_number": 44189,
467
- "similarity": 0.401,
468
- "content_similarity": 0.28,
469
  "size_similarity": 0.364,
470
  "breadth_similarity": 1.0,
471
  "concentration_similarity": 1.0,
@@ -480,8 +480,8 @@
480
  {
481
  "left_pr_number": 45055,
482
  "right_pr_number": 45273,
483
- "similarity": 0.399,
484
- "content_similarity": 0.213,
485
  "size_similarity": 0.667,
486
  "breadth_similarity": 1.0,
487
  "concentration_similarity": 1.0,
@@ -496,8 +496,8 @@
496
  {
497
  "left_pr_number": 44189,
498
  "right_pr_number": 45273,
499
- "similarity": 0.397,
500
- "content_similarity": 0.245,
501
  "size_similarity": 0.5,
502
  "breadth_similarity": 1.0,
503
  "concentration_similarity": 1.0,
@@ -512,8 +512,8 @@
512
  {
513
  "left_pr_number": 44257,
514
  "right_pr_number": 45055,
515
- "similarity": 0.396,
516
- "content_similarity": 0.244,
517
  "size_similarity": 0.5,
518
  "breadth_similarity": 1.0,
519
  "concentration_similarity": 1.0,
@@ -528,8 +528,8 @@
528
  {
529
  "left_pr_number": 45055,
530
  "right_pr_number": 45067,
531
- "similarity": 0.393,
532
- "content_similarity": 0.321,
533
  "size_similarity": 0.12,
534
  "breadth_similarity": 1.0,
535
  "concentration_similarity": 1.0,
@@ -544,8 +544,8 @@
544
  {
545
  "left_pr_number": 44123,
546
  "right_pr_number": 44189,
547
- "similarity": 0.392,
548
- "content_similarity": 0.331,
549
  "size_similarity": 0.073,
550
  "breadth_similarity": 1.0,
551
  "concentration_similarity": 1.0,
@@ -560,8 +560,8 @@
560
  {
561
  "left_pr_number": 43636,
562
  "right_pr_number": 44123,
563
- "similarity": 0.385,
564
- "content_similarity": 0.293,
565
  "size_similarity": 0.2,
566
  "breadth_similarity": 1.0,
567
  "concentration_similarity": 1.0,
@@ -576,8 +576,8 @@
576
  {
577
  "left_pr_number": 43663,
578
  "right_pr_number": 45273,
579
- "similarity": 0.384,
580
- "content_similarity": 0.317,
581
  "size_similarity": 0.08,
582
  "breadth_similarity": 1.0,
583
  "concentration_similarity": 1.0,
@@ -592,8 +592,8 @@
592
  {
593
  "left_pr_number": 43651,
594
  "right_pr_number": 45055,
595
- "similarity": 0.378,
596
- "content_similarity": 0.29,
597
  "size_similarity": 0.167,
598
  "breadth_similarity": 1.0,
599
  "concentration_similarity": 1.0,
@@ -608,8 +608,8 @@
608
  {
609
  "left_pr_number": 44660,
610
  "right_pr_number": 45273,
611
- "similarity": 0.377,
612
- "content_similarity": 0.254,
613
  "size_similarity": 0.333,
614
  "breadth_similarity": 1.0,
615
  "concentration_similarity": 1.0,
@@ -624,8 +624,8 @@
624
  {
625
  "left_pr_number": 44123,
626
  "right_pr_number": 44257,
627
- "similarity": 0.372,
628
- "content_similarity": 0.294,
629
  "size_similarity": 0.109,
630
  "breadth_similarity": 1.0,
631
  "concentration_similarity": 1.0,
@@ -638,11 +638,11 @@
638
  ]
639
  },
640
  {
641
- "left_pr_number": 45067,
642
- "right_pr_number": 45273,
643
- "similarity": 0.363,
644
- "content_similarity": 0.287,
645
- "size_similarity": 0.08,
646
  "breadth_similarity": 1.0,
647
  "concentration_similarity": 1.0,
648
  "shared_filenames": [
@@ -654,11 +654,11 @@
654
  ]
655
  },
656
  {
657
- "left_pr_number": 43636,
658
- "right_pr_number": 45055,
659
- "similarity": 0.361,
660
- "content_similarity": 0.243,
661
- "size_similarity": 0.273,
662
  "breadth_similarity": 1.0,
663
  "concentration_similarity": 1.0,
664
  "shared_filenames": [
@@ -672,8 +672,8 @@
672
  {
673
  "left_pr_number": 44123,
674
  "right_pr_number": 45055,
675
- "similarity": 0.359,
676
- "content_similarity": 0.287,
677
  "size_similarity": 0.055,
678
  "breadth_similarity": 1.0,
679
  "concentration_similarity": 1.0,
@@ -688,8 +688,8 @@
688
  {
689
  "left_pr_number": 44257,
690
  "right_pr_number": 45273,
691
- "similarity": 0.353,
692
- "content_similarity": 0.218,
693
  "size_similarity": 0.333,
694
  "breadth_similarity": 1.0,
695
  "concentration_similarity": 1.0,
@@ -704,8 +704,8 @@
704
  {
705
  "left_pr_number": 43651,
706
  "right_pr_number": 45273,
707
- "similarity": 0.348,
708
- "content_similarity": 0.259,
709
  "size_similarity": 0.111,
710
  "breadth_similarity": 1.0,
711
  "concentration_similarity": 1.0,
@@ -720,8 +720,8 @@
720
  {
721
  "left_pr_number": 44123,
722
  "right_pr_number": 45273,
723
- "similarity": 0.335,
724
- "content_similarity": 0.256,
725
  "size_similarity": 0.036,
726
  "breadth_similarity": 1.0,
727
  "concentration_similarity": 1.0,
@@ -736,8 +736,8 @@
736
  {
737
  "left_pr_number": 43636,
738
  "right_pr_number": 45273,
739
- "similarity": 0.329,
740
- "content_similarity": 0.217,
741
  "size_similarity": 0.182,
742
  "breadth_similarity": 1.0,
743
  "concentration_similarity": 1.0,
@@ -972,7 +972,7 @@
972
  {
973
  "left_pr_number": 43656,
974
  "right_pr_number": 43842,
975
- "similarity": 0.603,
976
  "content_similarity": 0.6,
977
  "size_similarity": 0.222,
978
  "breadth_similarity": 1.0,
@@ -1246,7 +1246,7 @@
1246
  {
1247
  "left_pr_number": 45422,
1248
  "right_pr_number": 45627,
1249
- "similarity": 0.311,
1250
  "content_similarity": 0.11,
1251
  "size_similarity": 0.784,
1252
  "breadth_similarity": 0.75,
@@ -1520,6 +1520,84 @@
1520
  }
1521
  ]
1522
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1523
  {
1524
  "cluster_id": "pr-scope-43997-3",
1525
  "pr_numbers": [
@@ -1767,7 +1845,7 @@
1767
  {
1768
  "left_pr_number": 45202,
1769
  "right_pr_number": 45294,
1770
- "similarity": 0.327,
1771
  "content_similarity": 0.351,
1772
  "size_similarity": 0.025,
1773
  "breadth_similarity": 0.325,
@@ -1823,7 +1901,7 @@
1823
  "left_pr_number": 43549,
1824
  "right_pr_number": 44547,
1825
  "similarity": 0.435,
1826
- "content_similarity": 0.35,
1827
  "size_similarity": 0.267,
1828
  "breadth_similarity": 1.0,
1829
  "concentration_similarity": 1.0,
@@ -1861,7 +1939,7 @@
1861
  45317
1862
  ],
1863
  "representative_pr_number": 45086,
1864
- "average_similarity": 0.412,
1865
  "summary": "3 open PRs share weighted file overlap around `src/transformers/tokenization_utils_tokenizers.py`; representative PR #45086.",
1866
  "shared_filenames": [
1867
  "src/transformers/tokenization_utils_tokenizers.py"
@@ -1943,8 +2021,8 @@
1943
  {
1944
  "left_pr_number": 44615,
1945
  "right_pr_number": 45524,
1946
- "similarity": 0.423,
1947
- "content_similarity": 0.341,
1948
  "size_similarity": 0.229,
1949
  "breadth_similarity": 1.0,
1950
  "concentration_similarity": 1.0,
@@ -1960,8 +2038,8 @@
1960
  {
1961
  "left_pr_number": 44385,
1962
  "right_pr_number": 44615,
1963
- "similarity": 0.411,
1964
- "content_similarity": 0.34,
1965
  "size_similarity": 0.371,
1966
  "breadth_similarity": 0.667,
1967
  "concentration_similarity": 1.0,
@@ -1977,8 +2055,8 @@
1977
  {
1978
  "left_pr_number": 44385,
1979
  "right_pr_number": 45524,
1980
- "similarity": 0.385,
1981
- "content_similarity": 0.252,
1982
  "size_similarity": 0.615,
1983
  "breadth_similarity": 0.667,
1984
  "concentration_similarity": 1.0,
@@ -2016,11 +2094,11 @@
2016
  {
2017
  "left_pr_number": 41855,
2018
  "right_pr_number": 45628,
2019
- "similarity": 0.505,
2020
- "content_similarity": 0.37,
2021
- "size_similarity": 0.65,
2022
  "breadth_similarity": 1.0,
2023
- "concentration_similarity": 0.985,
2024
  "shared_filenames": [
2025
  "src/transformers/tokenization_mistral_common.py",
2026
  "tests/test_tokenization_mistral_common.py"
@@ -2034,7 +2112,7 @@
2034
  {
2035
  "left_pr_number": 41855,
2036
  "right_pr_number": 45378,
2037
- "similarity": 0.363,
2038
  "content_similarity": 0.305,
2039
  "size_similarity": 0.462,
2040
  "breadth_similarity": 0.5,
@@ -2050,11 +2128,11 @@
2050
  {
2051
  "left_pr_number": 45378,
2052
  "right_pr_number": 45628,
2053
- "similarity": 0.325,
2054
- "content_similarity": 0.286,
2055
- "size_similarity": 0.3,
2056
  "breadth_similarity": 0.5,
2057
- "concentration_similarity": 0.6,
2058
  "shared_filenames": [
2059
  "src/transformers/tokenization_mistral_common.py"
2060
  ],
@@ -2073,7 +2151,7 @@
2073
  44550
2074
  ],
2075
  "representative_pr_number": 44550,
2076
- "average_similarity": 0.377,
2077
  "summary": "3 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
2078
  "shared_filenames": [],
2079
  "shared_directories": [
@@ -2086,8 +2164,8 @@
2086
  {
2087
  "left_pr_number": 33686,
2088
  "right_pr_number": 44550,
2089
- "similarity": 0.404,
2090
- "content_similarity": 0.149,
2091
  "size_similarity": 1.0,
2092
  "breadth_similarity": 1.0,
2093
  "concentration_similarity": 1.0,
@@ -2102,7 +2180,7 @@
2102
  {
2103
  "left_pr_number": 44407,
2104
  "right_pr_number": 44550,
2105
- "similarity": 0.369,
2106
  "content_similarity": 0.107,
2107
  "size_similarity": 0.957,
2108
  "breadth_similarity": 1.0,
@@ -2118,7 +2196,7 @@
2118
  "left_pr_number": 33686,
2119
  "right_pr_number": 44407,
2120
  "similarity": 0.357,
2121
- "content_similarity": 0.091,
2122
  "size_similarity": 0.957,
2123
  "breadth_similarity": 1.0,
2124
  "concentration_similarity": 1.0,
@@ -2139,7 +2217,7 @@
2139
  45476
2140
  ],
2141
  "representative_pr_number": 43665,
2142
- "average_similarity": 0.371,
2143
  "summary": "3 open PRs share weighted file overlap around `tests/models/vit/test_modeling_vit.py`; representative PR #43665.",
2144
  "shared_filenames": [
2145
  "tests/models/vit/test_modeling_vit.py"
@@ -2172,8 +2250,8 @@
2172
  {
2173
  "left_pr_number": 43488,
2174
  "right_pr_number": 43665,
2175
- "similarity": 0.377,
2176
- "content_similarity": 0.198,
2177
  "size_similarity": 0.818,
2178
  "breadth_similarity": 0.667,
2179
  "concentration_similarity": 0.99,
@@ -2189,8 +2267,8 @@
2189
  {
2190
  "left_pr_number": 43488,
2191
  "right_pr_number": 45476,
2192
- "similarity": 0.334,
2193
- "content_similarity": 0.132,
2194
  "size_similarity": 0.786,
2195
  "breadth_similarity": 0.75,
2196
  "concentration_similarity": 0.974,
@@ -2557,10 +2635,10 @@
2557
  "left_pr_number": 43020,
2558
  "right_pr_number": 45144,
2559
  "similarity": 0.716,
2560
- "content_similarity": 0.739,
2561
- "size_similarity": 0.604,
2562
  "breadth_similarity": 0.632,
2563
- "concentration_similarity": 0.9,
2564
  "shared_filenames": [
2565
  "src/transformers/models/__init__.py",
2566
  "src/transformers/models/auto/modeling_auto.py",
@@ -2605,7 +2683,7 @@
2605
  "left_pr_number": 41441,
2606
  "right_pr_number": 43469,
2607
  "similarity": 0.683,
2608
- "content_similarity": 0.754,
2609
  "size_similarity": 0.45,
2610
  "breadth_similarity": 0.5,
2611
  "concentration_similarity": 0.75,
@@ -2825,7 +2903,7 @@
2825
  "left_pr_number": 43532,
2826
  "right_pr_number": 43649,
2827
  "similarity": 0.517,
2828
- "content_similarity": 0.464,
2829
  "size_similarity": 0.395,
2830
  "breadth_similarity": 0.875,
2831
  "concentration_similarity": 0.893,
@@ -2846,43 +2924,6 @@
2846
  }
2847
  ]
2848
  },
2849
- {
2850
- "cluster_id": "pr-scope-45056-2",
2851
- "pr_numbers": [
2852
- 45056,
2853
- 45128
2854
- ],
2855
- "representative_pr_number": 45056,
2856
- "average_similarity": 0.498,
2857
- "summary": "2 open PRs share weighted file overlap around `src/transformers/utils/auto_docstring.py`; representative PR #45056.",
2858
- "shared_filenames": [
2859
- "src/transformers/utils/auto_docstring.py"
2860
- ],
2861
- "shared_directories": [
2862
- "src/transformers/utils",
2863
- "src/transformers",
2864
- "src"
2865
- ],
2866
- "pairwise": [
2867
- {
2868
- "left_pr_number": 45056,
2869
- "right_pr_number": 45128,
2870
- "similarity": 0.498,
2871
- "content_similarity": 0.391,
2872
- "size_similarity": 0.669,
2873
- "breadth_similarity": 0.875,
2874
- "concentration_similarity": 0.724,
2875
- "shared_filenames": [
2876
- "src/transformers/utils/auto_docstring.py"
2877
- ],
2878
- "shared_directories": [
2879
- "src/transformers/utils",
2880
- "src/transformers",
2881
- "src"
2882
- ]
2883
- }
2884
- ]
2885
- },
2886
  {
2887
  "cluster_id": "pr-scope-45332-2",
2888
  "pr_numbers": [
@@ -2890,7 +2931,7 @@
2890
  45333
2891
  ],
2892
  "representative_pr_number": 45332,
2893
- "average_similarity": 0.498,
2894
  "summary": "2 open PRs share weighted file overlap around `src/transformers/heterogeneity/__init__.py`, `src/transformers/heterogeneity/configuration_utils.py`, `tests/heterogeneity/__init__.py`; representative PR #45332.",
2895
  "shared_filenames": [
2896
  "src/transformers/heterogeneity/__init__.py",
@@ -2910,7 +2951,7 @@
2910
  {
2911
  "left_pr_number": 45332,
2912
  "right_pr_number": 45333,
2913
- "similarity": 0.498,
2914
  "content_similarity": 0.53,
2915
  "size_similarity": 0.215,
2916
  "breadth_similarity": 0.479,
@@ -2932,6 +2973,43 @@
2932
  }
2933
  ]
2934
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2935
  {
2936
  "cluster_id": "pr-scope-40755-2",
2937
  "pr_numbers": [
@@ -2988,7 +3066,7 @@
2988
  44339
2989
  ],
2990
  "representative_pr_number": 41356,
2991
- "average_similarity": 0.455,
2992
  "summary": "2 open PRs share weighted file overlap around `docs/source/en/model_doc/deimv2.md`, `src/transformers/models/deimv2/__init__.py`, `src/transformers/models/deimv2/configuration_deimv2.py`; representative PR #41356.",
2993
  "shared_filenames": [
2994
  "docs/source/en/model_doc/deimv2.md",
@@ -3012,7 +3090,7 @@
3012
  {
3013
  "left_pr_number": 41356,
3014
  "right_pr_number": 44339,
3015
- "similarity": 0.455,
3016
  "content_similarity": 0.499,
3017
  "size_similarity": 0.081,
3018
  "breadth_similarity": 0.444,
@@ -3047,13 +3125,13 @@
3047
  45513
3048
  ],
3049
  "representative_pr_number": 45034,
3050
- "average_similarity": 0.454,
3051
- "summary": "2 open PRs share weighted file overlap around `src/transformers/models/qwen3_next/modular_qwen3_next.py`, `tests/models/qwen3_5/test_modeling_qwen3_5.py`, `src/transformers/models/qwen3_5/modular_qwen3_5.py`; representative PR #45034.",
3052
  "shared_filenames": [
3053
  "src/transformers/models/qwen3_next/modular_qwen3_next.py",
3054
  "tests/models/qwen3_5/test_modeling_qwen3_5.py",
3055
- "src/transformers/models/qwen3_5/modular_qwen3_5.py",
3056
  "src/transformers/models/qwen3_next/modeling_qwen3_next.py",
 
3057
  "src/transformers/models/qwen3_5/modeling_qwen3_5.py"
3058
  ],
3059
  "shared_directories": [
@@ -3070,8 +3148,8 @@
3070
  {
3071
  "left_pr_number": 45034,
3072
  "right_pr_number": 45513,
3073
- "similarity": 0.454,
3074
- "content_similarity": 0.378,
3075
  "size_similarity": 0.364,
3076
  "breadth_similarity": 0.95,
3077
  "concentration_similarity": 0.795,
@@ -3095,43 +3173,6 @@
3095
  }
3096
  ]
3097
  },
3098
- {
3099
- "cluster_id": "pr-scope-44974-2",
3100
- "pr_numbers": [
3101
- 44974,
3102
- 45421
3103
- ],
3104
- "representative_pr_number": 44974,
3105
- "average_similarity": 0.446,
3106
- "summary": "2 open PRs share weighted file overlap around `src/transformers/core_model_loading.py`; representative PR #44974.",
3107
- "shared_filenames": [
3108
- "src/transformers/core_model_loading.py"
3109
- ],
3110
- "shared_directories": [
3111
- "src/transformers",
3112
- "tests",
3113
- "src"
3114
- ],
3115
- "pairwise": [
3116
- {
3117
- "left_pr_number": 44974,
3118
- "right_pr_number": 45421,
3119
- "similarity": 0.446,
3120
- "content_similarity": 0.338,
3121
- "size_similarity": 0.735,
3122
- "breadth_similarity": 0.667,
3123
- "concentration_similarity": 0.657,
3124
- "shared_filenames": [
3125
- "src/transformers/core_model_loading.py"
3126
- ],
3127
- "shared_directories": [
3128
- "src/transformers",
3129
- "src",
3130
- "tests"
3131
- ]
3132
- }
3133
- ]
3134
- },
3135
  {
3136
  "cluster_id": "pr-scope-45591-2",
3137
  "pr_numbers": [
@@ -3303,7 +3344,7 @@
3303
  44981
3304
  ],
3305
  "representative_pr_number": 44889,
3306
- "average_similarity": 0.409,
3307
  "summary": "2 open PRs share weighted file overlap around `src/transformers/trainer.py`; representative PR #44889.",
3308
  "shared_filenames": [
3309
  "src/transformers/trainer.py"
@@ -3318,8 +3359,8 @@
3318
  {
3319
  "left_pr_number": 44889,
3320
  "right_pr_number": 44981,
3321
- "similarity": 0.409,
3322
- "content_similarity": 0.172,
3323
  "size_similarity": 0.991,
3324
  "breadth_similarity": 1.0,
3325
  "concentration_similarity": 0.812,
@@ -3342,7 +3383,7 @@
3342
  45477
3343
  ],
3344
  "representative_pr_number": 44664,
3345
- "average_similarity": 0.403,
3346
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/gemma3/modular_gemma3.py`, `src/transformers/models/gemma3/modeling_gemma3.py`; representative PR #44664.",
3347
  "shared_filenames": [
3348
  "src/transformers/models/gemma3/modular_gemma3.py",
@@ -3358,8 +3399,8 @@
3358
  {
3359
  "left_pr_number": 44664,
3360
  "right_pr_number": 45477,
3361
- "similarity": 0.403,
3362
- "content_similarity": 0.319,
3363
  "size_similarity": 0.349,
3364
  "breadth_similarity": 0.929,
3365
  "concentration_similarity": 0.705,
@@ -3383,7 +3424,7 @@
3383
  45618
3384
  ],
3385
  "representative_pr_number": 42655,
3386
- "average_similarity": 0.374,
3387
  "summary": "2 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #42655.",
3388
  "shared_filenames": [
3389
  "src/transformers/generation/utils.py"
@@ -3399,7 +3440,7 @@
3399
  {
3400
  "left_pr_number": 42655,
3401
  "right_pr_number": 45618,
3402
- "similarity": 0.374,
3403
  "content_similarity": 0.208,
3404
  "size_similarity": 0.974,
3405
  "breadth_similarity": 0.389,
 
1
  {
2
  "repo": "huggingface/transformers",
3
+ "snapshot_id": "20260424T180025Z",
4
+ "generated_at": "2026-04-24T18:01:42Z",
5
  "cluster_count": 43,
6
  "pr_scope_clusters": [
7
  {
 
19
  45273
20
  ],
21
  "representative_pr_number": 45067,
22
+ "average_similarity": 0.431,
23
  "summary": "10 open PRs share weighted file overlap around `src/transformers/trainer.py`; representative PR #45067.",
24
  "shared_filenames": [
25
  "src/transformers/trainer.py"
 
32
  {
33
  "left_pr_number": 44189,
34
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35
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39
  "concentration_similarity": 1.0,
 
48
  {
49
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51
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55
  "concentration_similarity": 1.0,
 
64
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65
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  "concentration_similarity": 1.0,
 
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  {
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112
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160
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161
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177
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192
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  "concentration_similarity": 1.0,
 
240
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254
  ]
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  ]
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+ "left_pr_number": 43663,
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  ]
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  },
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  ]
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  },
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  },
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468
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471
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480
  {
481
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482
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483
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484
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485
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487
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496
  {
497
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498
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499
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500
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501
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503
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512
  {
513
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514
  "right_pr_number": 45055,
515
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516
+ "content_similarity": 0.239,
517
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518
  "breadth_similarity": 1.0,
519
  "concentration_similarity": 1.0,
 
528
  {
529
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530
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531
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532
+ "content_similarity": 0.315,
533
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534
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535
  "concentration_similarity": 1.0,
 
544
  {
545
  "left_pr_number": 44123,
546
  "right_pr_number": 44189,
547
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548
+ "content_similarity": 0.325,
549
  "size_similarity": 0.073,
550
  "breadth_similarity": 1.0,
551
  "concentration_similarity": 1.0,
 
560
  {
561
  "left_pr_number": 43636,
562
  "right_pr_number": 44123,
563
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564
+ "content_similarity": 0.292,
565
  "size_similarity": 0.2,
566
  "breadth_similarity": 1.0,
567
  "concentration_similarity": 1.0,
 
576
  {
577
  "left_pr_number": 43663,
578
  "right_pr_number": 45273,
579
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580
+ "content_similarity": 0.311,
581
  "size_similarity": 0.08,
582
  "breadth_similarity": 1.0,
583
  "concentration_similarity": 1.0,
 
592
  {
593
  "left_pr_number": 43651,
594
  "right_pr_number": 45055,
595
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596
+ "content_similarity": 0.284,
597
  "size_similarity": 0.167,
598
  "breadth_similarity": 1.0,
599
  "concentration_similarity": 1.0,
 
608
  {
609
  "left_pr_number": 44660,
610
  "right_pr_number": 45273,
611
+ "similarity": 0.374,
612
+ "content_similarity": 0.248,
613
  "size_similarity": 0.333,
614
  "breadth_similarity": 1.0,
615
  "concentration_similarity": 1.0,
 
624
  {
625
  "left_pr_number": 44123,
626
  "right_pr_number": 44257,
627
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628
+ "content_similarity": 0.289,
629
  "size_similarity": 0.109,
630
  "breadth_similarity": 1.0,
631
  "concentration_similarity": 1.0,
 
638
  ]
639
  },
640
  {
641
+ "left_pr_number": 43636,
642
+ "right_pr_number": 45055,
643
+ "similarity": 0.36,
644
+ "content_similarity": 0.242,
645
+ "size_similarity": 0.273,
646
  "breadth_similarity": 1.0,
647
  "concentration_similarity": 1.0,
648
  "shared_filenames": [
 
654
  ]
655
  },
656
  {
657
+ "left_pr_number": 45067,
658
+ "right_pr_number": 45273,
659
+ "similarity": 0.359,
660
+ "content_similarity": 0.281,
661
+ "size_similarity": 0.08,
662
  "breadth_similarity": 1.0,
663
  "concentration_similarity": 1.0,
664
  "shared_filenames": [
 
672
  {
673
  "left_pr_number": 44123,
674
  "right_pr_number": 45055,
675
+ "similarity": 0.355,
676
+ "content_similarity": 0.281,
677
  "size_similarity": 0.055,
678
  "breadth_similarity": 1.0,
679
  "concentration_similarity": 1.0,
 
688
  {
689
  "left_pr_number": 44257,
690
  "right_pr_number": 45273,
691
+ "similarity": 0.349,
692
+ "content_similarity": 0.213,
693
  "size_similarity": 0.333,
694
  "breadth_similarity": 1.0,
695
  "concentration_similarity": 1.0,
 
704
  {
705
  "left_pr_number": 43651,
706
  "right_pr_number": 45273,
707
+ "similarity": 0.344,
708
+ "content_similarity": 0.254,
709
  "size_similarity": 0.111,
710
  "breadth_similarity": 1.0,
711
  "concentration_similarity": 1.0,
 
720
  {
721
  "left_pr_number": 44123,
722
  "right_pr_number": 45273,
723
+ "similarity": 0.331,
724
+ "content_similarity": 0.251,
725
  "size_similarity": 0.036,
726
  "breadth_similarity": 1.0,
727
  "concentration_similarity": 1.0,
 
736
  {
737
  "left_pr_number": 43636,
738
  "right_pr_number": 45273,
739
+ "similarity": 0.328,
740
+ "content_similarity": 0.216,
741
  "size_similarity": 0.182,
742
  "breadth_similarity": 1.0,
743
  "concentration_similarity": 1.0,
 
972
  {
973
  "left_pr_number": 43656,
974
  "right_pr_number": 43842,
975
+ "similarity": 0.604,
976
  "content_similarity": 0.6,
977
  "size_similarity": 0.222,
978
  "breadth_similarity": 1.0,
 
1246
  {
1247
  "left_pr_number": 45422,
1248
  "right_pr_number": 45627,
1249
+ "similarity": 0.31,
1250
  "content_similarity": 0.11,
1251
  "size_similarity": 0.784,
1252
  "breadth_similarity": 0.75,
 
1520
  }
1521
  ]
1522
  },
1523
+ {
1524
+ "cluster_id": "pr-scope-44974-3",
1525
+ "pr_numbers": [
1526
+ 44974,
1527
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1528
+ 45635
1529
+ ],
1530
+ "representative_pr_number": 45635,
1531
+ "average_similarity": 0.547,
1532
+ "summary": "3 open PRs share weighted file overlap around `src/transformers/core_model_loading.py`, `tests/utils/test_core_model_loading.py`, `tests/test_modeling_common.py`; representative PR #45635.",
1533
+ "shared_filenames": [
1534
+ "src/transformers/core_model_loading.py",
1535
+ "tests/utils/test_core_model_loading.py",
1536
+ "tests/test_modeling_common.py"
1537
+ ],
1538
+ "shared_directories": [
1539
+ "src/transformers",
1540
+ "tests",
1541
+ "src",
1542
+ "tests/utils"
1543
+ ],
1544
+ "pairwise": [
1545
+ {
1546
+ "left_pr_number": 44974,
1547
+ "right_pr_number": 45635,
1548
+ "similarity": 0.716,
1549
+ "content_similarity": 0.725,
1550
+ "size_similarity": 0.543,
1551
+ "breadth_similarity": 0.8,
1552
+ "concentration_similarity": 0.945,
1553
+ "shared_filenames": [
1554
+ "src/transformers/core_model_loading.py",
1555
+ "tests/utils/test_core_model_loading.py"
1556
+ ],
1557
+ "shared_directories": [
1558
+ "src/transformers",
1559
+ "tests/utils",
1560
+ "src",
1561
+ "tests"
1562
+ ]
1563
+ },
1564
+ {
1565
+ "left_pr_number": 45421,
1566
+ "right_pr_number": 45635,
1567
+ "similarity": 0.481,
1568
+ "content_similarity": 0.415,
1569
+ "size_similarity": 0.739,
1570
+ "breadth_similarity": 0.5,
1571
+ "concentration_similarity": 0.602,
1572
+ "shared_filenames": [
1573
+ "src/transformers/core_model_loading.py",
1574
+ "tests/test_modeling_common.py"
1575
+ ],
1576
+ "shared_directories": [
1577
+ "src/transformers",
1578
+ "src",
1579
+ "tests"
1580
+ ]
1581
+ },
1582
+ {
1583
+ "left_pr_number": 44974,
1584
+ "right_pr_number": 45421,
1585
+ "similarity": 0.443,
1586
+ "content_similarity": 0.333,
1587
+ "size_similarity": 0.735,
1588
+ "breadth_similarity": 0.667,
1589
+ "concentration_similarity": 0.657,
1590
+ "shared_filenames": [
1591
+ "src/transformers/core_model_loading.py"
1592
+ ],
1593
+ "shared_directories": [
1594
+ "src/transformers",
1595
+ "src",
1596
+ "tests"
1597
+ ]
1598
+ }
1599
+ ]
1600
+ },
1601
  {
1602
  "cluster_id": "pr-scope-43997-3",
1603
  "pr_numbers": [
 
1845
  {
1846
  "left_pr_number": 45202,
1847
  "right_pr_number": 45294,
1848
+ "similarity": 0.328,
1849
  "content_similarity": 0.351,
1850
  "size_similarity": 0.025,
1851
  "breadth_similarity": 0.325,
 
1901
  "left_pr_number": 43549,
1902
  "right_pr_number": 44547,
1903
  "similarity": 0.435,
1904
+ "content_similarity": 0.351,
1905
  "size_similarity": 0.267,
1906
  "breadth_similarity": 1.0,
1907
  "concentration_similarity": 1.0,
 
1939
  45317
1940
  ],
1941
  "representative_pr_number": 45086,
1942
+ "average_similarity": 0.413,
1943
  "summary": "3 open PRs share weighted file overlap around `src/transformers/tokenization_utils_tokenizers.py`; representative PR #45086.",
1944
  "shared_filenames": [
1945
  "src/transformers/tokenization_utils_tokenizers.py"
 
2021
  {
2022
  "left_pr_number": 44615,
2023
  "right_pr_number": 45524,
2024
+ "similarity": 0.425,
2025
+ "content_similarity": 0.344,
2026
  "size_similarity": 0.229,
2027
  "breadth_similarity": 1.0,
2028
  "concentration_similarity": 1.0,
 
2038
  {
2039
  "left_pr_number": 44385,
2040
  "right_pr_number": 44615,
2041
+ "similarity": 0.413,
2042
+ "content_similarity": 0.343,
2043
  "size_similarity": 0.371,
2044
  "breadth_similarity": 0.667,
2045
  "concentration_similarity": 1.0,
 
2055
  {
2056
  "left_pr_number": 44385,
2057
  "right_pr_number": 45524,
2058
+ "similarity": 0.381,
2059
+ "content_similarity": 0.246,
2060
  "size_similarity": 0.615,
2061
  "breadth_similarity": 0.667,
2062
  "concentration_similarity": 1.0,
 
2094
  {
2095
  "left_pr_number": 41855,
2096
  "right_pr_number": 45628,
2097
+ "similarity": 0.504,
2098
+ "content_similarity": 0.392,
2099
+ "size_similarity": 0.542,
2100
  "breadth_similarity": 1.0,
2101
+ "concentration_similarity": 0.968,
2102
  "shared_filenames": [
2103
  "src/transformers/tokenization_mistral_common.py",
2104
  "tests/test_tokenization_mistral_common.py"
 
2112
  {
2113
  "left_pr_number": 41855,
2114
  "right_pr_number": 45378,
2115
+ "similarity": 0.364,
2116
  "content_similarity": 0.305,
2117
  "size_similarity": 0.462,
2118
  "breadth_similarity": 0.5,
 
2128
  {
2129
  "left_pr_number": 45378,
2130
  "right_pr_number": 45628,
2131
+ "similarity": 0.326,
2132
+ "content_similarity": 0.299,
2133
+ "size_similarity": 0.25,
2134
  "breadth_similarity": 0.5,
2135
+ "concentration_similarity": 0.583,
2136
  "shared_filenames": [
2137
  "src/transformers/tokenization_mistral_common.py"
2138
  ],
 
2151
  44550
2152
  ],
2153
  "representative_pr_number": 44550,
2154
+ "average_similarity": 0.376,
2155
  "summary": "3 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
2156
  "shared_filenames": [],
2157
  "shared_directories": [
 
2164
  {
2165
  "left_pr_number": 33686,
2166
  "right_pr_number": 44550,
2167
+ "similarity": 0.403,
2168
+ "content_similarity": 0.148,
2169
  "size_similarity": 1.0,
2170
  "breadth_similarity": 1.0,
2171
  "concentration_similarity": 1.0,
 
2180
  {
2181
  "left_pr_number": 44407,
2182
  "right_pr_number": 44550,
2183
+ "similarity": 0.368,
2184
  "content_similarity": 0.107,
2185
  "size_similarity": 0.957,
2186
  "breadth_similarity": 1.0,
 
2196
  "left_pr_number": 33686,
2197
  "right_pr_number": 44407,
2198
  "similarity": 0.357,
2199
+ "content_similarity": 0.09,
2200
  "size_similarity": 0.957,
2201
  "breadth_similarity": 1.0,
2202
  "concentration_similarity": 1.0,
 
2217
  45476
2218
  ],
2219
  "representative_pr_number": 43665,
2220
+ "average_similarity": 0.372,
2221
  "summary": "3 open PRs share weighted file overlap around `tests/models/vit/test_modeling_vit.py`; representative PR #43665.",
2222
  "shared_filenames": [
2223
  "tests/models/vit/test_modeling_vit.py"
 
2250
  {
2251
  "left_pr_number": 43488,
2252
  "right_pr_number": 43665,
2253
+ "similarity": 0.381,
2254
+ "content_similarity": 0.202,
2255
  "size_similarity": 0.818,
2256
  "breadth_similarity": 0.667,
2257
  "concentration_similarity": 0.99,
 
2267
  {
2268
  "left_pr_number": 43488,
2269
  "right_pr_number": 45476,
2270
+ "similarity": 0.336,
2271
+ "content_similarity": 0.136,
2272
  "size_similarity": 0.786,
2273
  "breadth_similarity": 0.75,
2274
  "concentration_similarity": 0.974,
 
2635
  "left_pr_number": 43020,
2636
  "right_pr_number": 45144,
2637
  "similarity": 0.716,
2638
+ "content_similarity": 0.73,
2639
+ "size_similarity": 0.645,
2640
  "breadth_similarity": 0.632,
2641
+ "concentration_similarity": 0.912,
2642
  "shared_filenames": [
2643
  "src/transformers/models/__init__.py",
2644
  "src/transformers/models/auto/modeling_auto.py",
 
2683
  "left_pr_number": 41441,
2684
  "right_pr_number": 43469,
2685
  "similarity": 0.683,
2686
+ "content_similarity": 0.755,
2687
  "size_similarity": 0.45,
2688
  "breadth_similarity": 0.5,
2689
  "concentration_similarity": 0.75,
 
2903
  "left_pr_number": 43532,
2904
  "right_pr_number": 43649,
2905
  "similarity": 0.517,
2906
+ "content_similarity": 0.465,
2907
  "size_similarity": 0.395,
2908
  "breadth_similarity": 0.875,
2909
  "concentration_similarity": 0.893,
 
2924
  }
2925
  ]
2926
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2927
  {
2928
  "cluster_id": "pr-scope-45332-2",
2929
  "pr_numbers": [
 
2931
  45333
2932
  ],
2933
  "representative_pr_number": 45332,
2934
+ "average_similarity": 0.499,
2935
  "summary": "2 open PRs share weighted file overlap around `src/transformers/heterogeneity/__init__.py`, `src/transformers/heterogeneity/configuration_utils.py`, `tests/heterogeneity/__init__.py`; representative PR #45332.",
2936
  "shared_filenames": [
2937
  "src/transformers/heterogeneity/__init__.py",
 
2951
  {
2952
  "left_pr_number": 45332,
2953
  "right_pr_number": 45333,
2954
+ "similarity": 0.499,
2955
  "content_similarity": 0.53,
2956
  "size_similarity": 0.215,
2957
  "breadth_similarity": 0.479,
 
2973
  }
2974
  ]
2975
  },
2976
+ {
2977
+ "cluster_id": "pr-scope-45056-2",
2978
+ "pr_numbers": [
2979
+ 45056,
2980
+ 45128
2981
+ ],
2982
+ "representative_pr_number": 45056,
2983
+ "average_similarity": 0.498,
2984
+ "summary": "2 open PRs share weighted file overlap around `src/transformers/utils/auto_docstring.py`; representative PR #45056.",
2985
+ "shared_filenames": [
2986
+ "src/transformers/utils/auto_docstring.py"
2987
+ ],
2988
+ "shared_directories": [
2989
+ "src/transformers/utils",
2990
+ "src/transformers",
2991
+ "src"
2992
+ ],
2993
+ "pairwise": [
2994
+ {
2995
+ "left_pr_number": 45056,
2996
+ "right_pr_number": 45128,
2997
+ "similarity": 0.498,
2998
+ "content_similarity": 0.391,
2999
+ "size_similarity": 0.669,
3000
+ "breadth_similarity": 0.875,
3001
+ "concentration_similarity": 0.724,
3002
+ "shared_filenames": [
3003
+ "src/transformers/utils/auto_docstring.py"
3004
+ ],
3005
+ "shared_directories": [
3006
+ "src/transformers/utils",
3007
+ "src/transformers",
3008
+ "src"
3009
+ ]
3010
+ }
3011
+ ]
3012
+ },
3013
  {
3014
  "cluster_id": "pr-scope-40755-2",
3015
  "pr_numbers": [
 
3066
  44339
3067
  ],
3068
  "representative_pr_number": 41356,
3069
+ "average_similarity": 0.454,
3070
  "summary": "2 open PRs share weighted file overlap around `docs/source/en/model_doc/deimv2.md`, `src/transformers/models/deimv2/__init__.py`, `src/transformers/models/deimv2/configuration_deimv2.py`; representative PR #41356.",
3071
  "shared_filenames": [
3072
  "docs/source/en/model_doc/deimv2.md",
 
3090
  {
3091
  "left_pr_number": 41356,
3092
  "right_pr_number": 44339,
3093
+ "similarity": 0.454,
3094
  "content_similarity": 0.499,
3095
  "size_similarity": 0.081,
3096
  "breadth_similarity": 0.444,
 
3125
  45513
3126
  ],
3127
  "representative_pr_number": 45034,
3128
+ "average_similarity": 0.453,
3129
+ "summary": "2 open PRs share weighted file overlap around `src/transformers/models/qwen3_next/modular_qwen3_next.py`, `tests/models/qwen3_5/test_modeling_qwen3_5.py`, `src/transformers/models/qwen3_next/modeling_qwen3_next.py`; representative PR #45034.",
3130
  "shared_filenames": [
3131
  "src/transformers/models/qwen3_next/modular_qwen3_next.py",
3132
  "tests/models/qwen3_5/test_modeling_qwen3_5.py",
 
3133
  "src/transformers/models/qwen3_next/modeling_qwen3_next.py",
3134
+ "src/transformers/models/qwen3_5/modular_qwen3_5.py",
3135
  "src/transformers/models/qwen3_5/modeling_qwen3_5.py"
3136
  ],
3137
  "shared_directories": [
 
3148
  {
3149
  "left_pr_number": 45034,
3150
  "right_pr_number": 45513,
3151
+ "similarity": 0.453,
3152
+ "content_similarity": 0.376,
3153
  "size_similarity": 0.364,
3154
  "breadth_similarity": 0.95,
3155
  "concentration_similarity": 0.795,
 
3173
  }
3174
  ]
3175
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3176
  {
3177
  "cluster_id": "pr-scope-45591-2",
3178
  "pr_numbers": [
 
3344
  44981
3345
  ],
3346
  "representative_pr_number": 44889,
3347
+ "average_similarity": 0.407,
3348
  "summary": "2 open PRs share weighted file overlap around `src/transformers/trainer.py`; representative PR #44889.",
3349
  "shared_filenames": [
3350
  "src/transformers/trainer.py"
 
3359
  {
3360
  "left_pr_number": 44889,
3361
  "right_pr_number": 44981,
3362
+ "similarity": 0.407,
3363
+ "content_similarity": 0.168,
3364
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