evalstate HF Staff commited on
Commit
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1 Parent(s): 889d085

Refresh transformers dataset snapshot 20260429T120025Z

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new-contributors-report.md CHANGED
@@ -1,9 +1,9 @@
1
  # New Contributor Report: huggingface/transformers
2
 
3
- - Snapshot: `20260429T060016Z`
4
- - Generated: `2026-04-29T06:00:53Z`
5
  - Activity window: `60d`
6
- - Contributors: `355`
7
 
8
  ## Summary
9
 
@@ -23,8 +23,8 @@
23
  | `itazap` | [profile](https://github.com/itazap) | no | MEMBER | 3139d | `2024-10-21T07:08:47Z` | 28 | 0 | mixed | low | low | no visible non-self stars; targets high-star repos |
24
  | `yonigozlan` | [profile](https://github.com/yonigozlan) | no | MEMBER | 1978d | `2025-10-03T15:26:01Z` | 26 | 0 | strong | low | low | targets high-star repos |
25
  | `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1813d | `2026-01-13T09:15:18Z` | 22 | 0 | strong | low | low | targets high-star repos |
 
26
  | `eustlb` | [profile](https://github.com/eustlb) | no | MEMBER | 1607d | `2025-01-20T12:27:19Z` | 20 | 0 | strong | low | low | targets high-star repos |
27
- | `jiqing-feng` | [profile](https://github.com/jiqing-feng) | no | CONTRIBUTOR | 1396d | `2024-03-21T04:37:45Z` | 19 | 4 | strong | moderate | low | high recent PR volume |
28
  | `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 |
29
  | `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 |
30
  | `IlyasMoutawwakil` | [profile](https://github.com/IlyasMoutawwakil) | no | MEMBER | 2354d | `2025-07-04T08:41:29Z` | 17 | 3 | strong | low | low | — |
@@ -77,7 +77,6 @@
77
  | `ebezzam` | [profile](https://github.com/ebezzam) | no | MEMBER | 4683d | `2025-07-25T12:59:52Z` | 9 | 0 | mixed | low | low | — |
78
  | `albertvillanova` | [profile](https://github.com/albertvillanova) | no | MEMBER | 4257d | `2026-01-17T10:42:01Z` | 5 | 3 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
79
  | `lashahub` | [profile](https://github.com/lashahub) | no | CONTRIBUTOR | 3339d | `2026-01-08T16:47:50Z` | 5 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
80
- | `sxu75374` | [profile](https://github.com/sxu75374) | no | NONE | 2026d | `2026-02-27T04:48:08Z` | 5 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
81
  | `math-hiyoko` | [profile](https://github.com/math-hiyoko) | no | CONTRIBUTOR | 2390d | `2026-02-08T01:31:10Z` | 4 | 7 | strong | low | low | targets high-star repos |
82
  | `redpanda1995` | [profile](https://github.com/redpanda1995) | no | FIRST_TIME_CONTRIBUTOR | 102d | `2026-02-07T19:04:11Z` | 4 | 0 | weak | low | medium | young account; many recent closed-unmerged PRs; targets high-star repos |
83
  | `xenova` | [profile](https://github.com/xenova) | no | MEMBER | 3317d | `2025-11-18T16:26:23Z` | 3 | 3 | strong | moderate | low | high recent PR volume; targets high-star repos |
@@ -129,10 +128,12 @@
129
  | `UsamaKenway` | [profile](https://github.com/UsamaKenway) | no | CONTRIBUTOR | 2385d | `2026-04-07T18:39:33Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
130
  | `wilnn` | [profile](https://github.com/wilnn) | no | CONTRIBUTOR | 1758d | `2026-03-10T22:37:36Z` | 2 | 0 | strong | low | low | targets high-star repos |
131
  | `yunhaoli24` | [profile](https://github.com/yunhaoli24) | no | NONE | 2225d | `2026-03-12T04:46:19Z` | 2 | 0 | weak | moderate | low | targets high-star repos |
 
132
  | `cyyever` | [profile](https://github.com/cyyever) | no | CONTRIBUTOR | 3697d | `2025-08-10T08:43:09Z` | 24 | 0 | mixed | moderate | low | extremely high recent PR volume |
133
  | `ManasVardhan` | [profile](https://github.com/ManasVardhan) | no | NONE | 2488d | `2026-02-15T11:10:48Z` | 22 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
134
  | `jashshah999` | [profile](https://github.com/jashshah999) | no | CONTRIBUTOR | 2570d | `2026-02-25T22:23:20Z` | 6 | 0 | mixed | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
135
  | `ydshieh2` | [profile](https://github.com/ydshieh2) | no | CONTRIBUTOR | 563d | `2025-06-12T08:51:40Z` | 6 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
 
136
  | `JaredforReal` | [profile](https://github.com/JaredforReal) | no | CONTRIBUTOR | 977d | `2026-01-19T05:05:55Z` | 4 | 0 | strong | moderate | low | high recent PR volume |
137
  | `Aravind-11` | [profile](https://github.com/Aravind-11) | no | CONTRIBUTOR | 2804d | `2025-11-10T23:38:23Z` | 3 | 0 | mixed | moderate | low | — |
138
  | `githubnemo` | [profile](https://github.com/githubnemo) | no | MEMBER | 5827d | `2026-01-26T11:34:05Z` | 3 | 0 | strong | moderate | low | targets high-star repos |
@@ -146,13 +147,13 @@
146
  | `nuxlear` | [profile](https://github.com/nuxlear) | no | CONTRIBUTOR | 3757d | `2026-01-02T07:29:46Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
147
  | `thakoreh` | [profile](https://github.com/thakoreh) | no | NONE | 2947d | `2026-02-23T21:27:09Z` | 2 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
148
  | `vasanthrpjan1-boop` | [profile](https://github.com/vasanthrpjan1-boop) | no | CONTRIBUTOR | 254d | `2026-02-08T14:25:35Z` | 2 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
 
149
  | `artem-spector` | [profile](https://github.com/artem-spector) | no | FIRST_TIME_CONTRIBUTOR | 4093d | `2026-04-13T13:31:01Z` | 1 | 2 | mixed | low | low | high open PR share; no visible non-self stars; targets high-star repos |
150
  | `baonudesifeizhai` | [profile](https://github.com/baonudesifeizhai) | no | FIRST_TIME_CONTRIBUTOR | 1781d | `2026-02-10T01:32:32Z` | 1 | 2 | weak | moderate | low | high open PR share; targets high-star repos |
151
  | `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 |
152
  | `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 |
153
  | `jamesbraza` | [profile](https://github.com/jamesbraza) | no | CONTRIBUTOR | 4221d | `2026-04-23T00:37:54Z` | 1 | 2 | strong | moderate | low | high recent PR volume |
154
  | `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 |
155
- | `nurpax` | [profile](https://github.com/nurpax) | no | FIRST_TIME_CONTRIBUTOR | 5805d | `2026-04-24T14:04:02Z` | 1 | 2 | weak | low | low | high open PR share; targets high-star repos |
156
  | `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 |
157
  | `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 |
158
  | `softguy777` | [profile](https://github.com/softguy777) | no | FIRST_TIMER | 955d | `2026-04-28T08:23:48Z` | 1 | 2 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
@@ -233,6 +234,7 @@
233
  | `ddreeselogs` | [profile](https://github.com/ddreeselogs) | no | FIRST_TIMER | 42d | `2026-04-20T23:59:40Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
234
  | `Defalt-Meh` | [profile](https://github.com/Defalt-Meh) | no | FIRST_TIME_CONTRIBUTOR | 662d | `2026-03-15T23:26:31Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
235
  | `Desel72` | [profile](https://github.com/Desel72) | no | NONE | 4470d | `2026-03-11T13:03:19Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
 
236
  | `Dippp10` | [profile](https://github.com/Dippp10) | no | FIRST_TIME_CONTRIBUTOR | ?d | `2026-04-11T14:17:32Z` | 1 | 0 | n/a | n/a | n/a | summary unavailable |
237
  | `divyanks` | [profile](https://github.com/divyanks) | no | NONE | 4327d | `2026-03-17T16:51:46Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
238
  | `douglas-reid` | [profile](https://github.com/douglas-reid) | no | CONTRIBUTOR | 3526d | `2026-04-02T19:05:35Z` | 1 | 0 | mixed | low | low | targets high-star repos |
@@ -245,7 +247,6 @@
245
  | `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 |
246
  | `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 |
247
  | `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 |
248
- | `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 |
249
  | `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 |
250
  | `GuaiZai233` | [profile](https://github.com/GuaiZai233) | no | CONTRIBUTOR | 821d | `2026-04-28T15:36:03Z` | 1 | 0 | strong | low | low | — |
251
  | `hanouticelina` | [profile](https://github.com/hanouticelina) | no | MEMBER | 2974d | `2026-04-10T11:59:37Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
@@ -263,7 +264,7 @@
263
  | `Jaredw2289-svg` | [profile](https://github.com/Jaredw2289-svg) | no | NONE | ?d | `2026-03-04T06:03:56Z` | 1 | 0 | n/a | n/a | n/a | summary unavailable |
264
  | `JasonCZMeng` | [profile](https://github.com/JasonCZMeng) | no | NONE | 3598d | `2026-03-07T18:33:40Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
265
  | `jblox26` | [profile](https://github.com/jblox26) | no | NONE | 75d | `2026-03-05T14:50:06Z` | 1 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; targets high-star repos |
266
- | `Jeevang1-epic` | [profile](https://github.com/Jeevang1-epic) | no | FIRST_TIME_CONTRIBUTOR | 207d | `2026-04-24T19:22:05Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
267
  | `Jess-Co-Del` | [profile](https://github.com/Jess-Co-Del) | no | FIRST_TIME_CONTRIBUTOR | 2201d | `2026-03-23T17:02:50Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
268
  | `jIab-b` | [profile](https://github.com/jIab-b) | no | NONE | 580d | `2026-04-07T09:11:14Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
269
  | `JiauZhang` | [profile](https://github.com/JiauZhang) | no | CONTRIBUTOR | 2918d | `2026-04-15T14:00:11Z` | 1 | 0 | strong | low | low | targets high-star repos |
@@ -295,12 +296,13 @@
295
  | `mathceo` | [profile](https://github.com/mathceo) | no | FIRST_TIME_CONTRIBUTOR | 1911d | `2026-04-16T09:30:36Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
296
  | `McPatate` | [profile](https://github.com/McPatate) | no | MEMBER | 4207d | `2025-11-10T16:50:33Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
297
  | `milesial` | [profile](https://github.com/milesial) | no | CONTRIBUTOR | 3196d | `2026-03-31T01:59:28Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 
298
  | `mitre88` | [profile](https://github.com/mitre88) | no | CONTRIBUTOR | 3202d | `2026-03-04T00:42:43Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
299
  | `mobicham` | [profile](https://github.com/mobicham) | no | CONTRIBUTOR | 2961d | `2026-03-18T20:18:41Z` | 1 | 0 | strong | moderate | low | — |
300
  | `mohamad-tohidi` | [profile](https://github.com/mohamad-tohidi) | no | NONE | 1013d | `2026-04-11T10:00:07Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
301
  | `mohdfaour03` | [profile](https://github.com/mohdfaour03) | no | FIRST_TIME_CONTRIBUTOR | 1152d | `2026-04-08T13:38:46Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
302
  | `moktamd` | [profile](https://github.com/moktamd) | no | NONE | 1374d | `2026-03-11T10:32:26Z` | 1 | 0 | mixed | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
303
- | `moonbogi` | [profile](https://github.com/moonbogi) | no | FIRST_TIME_CONTRIBUTOR | 3943d | `2026-04-27T22:45:13Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
304
  | `mrutkows` | [profile](https://github.com/mrutkows) | no | FIRST_TIME_CONTRIBUTOR | 4332d | `2026-04-09T17:46:37Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
305
  | `MukundaKatta` | [profile](https://github.com/MukundaKatta) | no | NONE | 1527d | `2026-04-15T08:33:29Z` | 1 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; no visible non-self stars |
306
  | `N3u0ns` | [profile](https://github.com/N3u0ns) | no | NONE | 2362d | `2026-03-01T13:53:58Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
@@ -315,6 +317,7 @@
315
  | `owwll` | [profile](https://github.com/owwll) | no | NONE | 636d | `2026-04-10T21:13:32Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
316
  | `partacc` | [profile](https://github.com/partacc) | no | NONE | 282d | `2026-04-07T20:07:02Z` | 1 | 0 | n/a | low | low | young account; no visible non-self stars |
317
  | `pdufour` | [profile](https://github.com/pdufour) | no | FIRST_TIME_CONTRIBUTOR | 5247d | `2026-04-04T00:15:04Z` | 1 | 0 | weak | moderate | low | high open PR share |
 
318
  | `pnehete23` | [profile](https://github.com/pnehete23) | no | NONE | 867d | `2026-03-26T08:52:10Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
319
  | `popotest` | [profile](https://github.com/popotest) | no | NONE | 78d | `2026-03-26T15:33:19Z` | 1 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
320
  | `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 |
@@ -363,7 +366,6 @@
363
  | `zeoses` | [profile](https://github.com/zeoses) | no | FIRST_TIME_CONTRIBUTOR | 3843d | `2026-04-27T20:58:17Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
364
  | `zFlux` | [profile](https://github.com/zFlux) | no | FIRST_TIME_CONTRIBUTOR | 4241d | `2026-04-12T03:38:01Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
365
  | `zozo123` | [profile](https://github.com/zozo123) | no | NONE | 5577d | `2026-04-05T19:00:26Z` | 1 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
366
- | `zvik` | [profile](https://github.com/zvik) | no | FIRST_TIMER | 4383d | `2026-03-03T07:50:39Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
367
 
368
  ## Contributors
369
 
@@ -396,12 +398,12 @@ Example artifacts:
396
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atarekziade)
397
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atarekziade)
398
  - repo first seen: `2026-01-21T16:52:29Z`
399
- - repo last seen: `2026-04-29T05:47:47Z`
400
  - first seen in snapshot: **no**
401
  - repo association: **MEMBER**
402
  - repo primary artifacts: **88**
403
  - snapshot authored PRs/issues: **82 PRs / 6 issues**
404
- - snapshot discussion activity: **159 comments / 181 reviews / 170 review comments**
405
  - account age: **5839 days**
406
  - recent public PR activity: **108 PRs** (92 merged / 3 closed-unmerged / 13 open; merged rate **85%**, closed-unmerged rate **3%**, open rate **12%**)
407
  - public orgs: `AFPy`, `faitmain`, `circus-tent`
@@ -422,12 +424,12 @@ Example artifacts:
422
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aydshieh)
423
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aydshieh)
424
  - repo first seen: `2025-03-31T13:54:54Z`
425
- - repo last seen: `2026-04-28T17:16:46Z`
426
  - first seen in snapshot: **no**
427
  - repo association: **MEMBER**
428
  - repo primary artifacts: **75**
429
  - snapshot authored PRs/issues: **75 PRs / 0 issues**
430
- - snapshot discussion activity: **102 comments / 180 reviews / 135 review comments**
431
  - account age: **4938 days**
432
  - recent public PR activity: **52 PRs** (40 merged / 4 closed-unmerged / 8 open; merged rate **77%**, closed-unmerged rate **8%**, open rate **15%**)
433
  - public orgs: none visible
@@ -445,12 +447,12 @@ Example artifacts:
445
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azucchini-nlp)
446
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azucchini-nlp)
447
  - repo first seen: `2024-09-26T09:23:39Z`
448
- - repo last seen: `2026-04-28T14:21:03Z`
449
  - first seen in snapshot: **no**
450
  - repo association: **MEMBER**
451
  - repo primary artifacts: **70**
452
  - snapshot authored PRs/issues: **70 PRs / 0 issues**
453
- - snapshot discussion activity: **472 comments / 679 reviews / 1653 review comments**
454
  - account age: **1508 days**
455
  - recent public PR activity: **50 PRs** (33 merged / 6 closed-unmerged / 11 open; merged rate **66%**, closed-unmerged rate **12%**, open rate **22%**)
456
  - public orgs: `huggingface`, `deeppavlov`
@@ -460,7 +462,7 @@ Example artifacts:
460
  Example artifacts:
461
  - [PR #45655: Fix the order of `cls.config` resolution](https://github.com/huggingface/transformers/pull/45655) — open
462
  - [PR #45630: Add new model: Kimi2-6](https://github.com/huggingface/transformers/pull/45630) — open
463
- - [PR #45608: Python code in model docs](https://github.com/huggingface/transformers/pull/45608) — open
464
 
465
  ### `kaixuanliu`
466
 
@@ -494,12 +496,12 @@ Example artifacts:
494
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArthurZucker)
495
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArthurZucker)
496
  - repo first seen: `2023-02-24T14:13:29Z`
497
- - repo last seen: `2026-04-28T10:37:45Z`
498
  - first seen in snapshot: **no**
499
  - repo association: **MEMBER**
500
  - repo primary artifacts: **52**
501
  - snapshot authored PRs/issues: **50 PRs / 2 issues**
502
- - snapshot discussion activity: **149 comments / 510 reviews / 1026 review comments**
503
  - account age: **2590 days**
504
  - recent public PR activity: **60 PRs** (36 merged / 5 closed-unmerged / 19 open; merged rate **60%**, closed-unmerged rate **8%**, open rate **32%**)
505
  - public orgs: none visible
@@ -592,12 +594,12 @@ Example artifacts:
592
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARocketknight1)
593
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARocketknight1)
594
  - repo first seen: `2023-02-27T14:00:41Z`
595
- - repo last seen: `2026-04-28T11:41:25Z`
596
  - first seen in snapshot: **no**
597
  - repo association: **MEMBER**
598
  - repo primary artifacts: **37**
599
  - snapshot authored PRs/issues: **37 PRs / 0 issues**
600
- - snapshot discussion activity: **553 comments / 210 reviews / 121 review comments**
601
  - account age: **3961 days**
602
  - recent public PR activity: **17 PRs** (16 merged / 1 closed-unmerged / 0 open; merged rate **94%**, closed-unmerged rate **6%**, open rate **0%**)
603
  - public orgs: `huggingface`
@@ -677,7 +679,7 @@ Example artifacts:
677
  - heuristic read: **targets high-star repos**
678
 
679
  Example artifacts:
680
- - [PR #45692: [Fix Phi4 test] Add option to override image_processor_auto_map with local code when trust_remote_code is True](https://github.com/huggingface/transformers/pull/45692) — open
681
  - [PR #45661: [Weight Converter] More fine-grained mappings on classes, scoping for every transforms (including weight converter)](https://github.com/huggingface/transformers/pull/45661) — open
682
  - [PR #45556: Add image processors refactor to v5 migration guide](https://github.com/huggingface/transformers/pull/45556) — closed, merged
683
 
@@ -704,40 +706,17 @@ Example artifacts:
704
  - [PR #45653: [CB] Better overall script and decode bucketting](https://github.com/huggingface/transformers/pull/45653) — open
705
  - [PR #45530: [CB] Changes for long generation](https://github.com/huggingface/transformers/pull/45530) — closed, merged
706
 
707
- ### `eustlb`
708
-
709
- - profile: [github.com/eustlb](https://github.com/eustlb)
710
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aeustlb)
711
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aeustlb)
712
- - repo first seen: `2025-01-20T12:27:19Z`
713
- - repo last seen: `2026-04-28T10:35:45Z`
714
- - first seen in snapshot: **no**
715
- - repo association: **MEMBER**
716
- - repo primary artifacts: **20**
717
- - snapshot authored PRs/issues: **20 PRs / 0 issues**
718
- - snapshot discussion activity: **33 comments / 135 reviews / 270 review comments**
719
- - account age: **1607 days**
720
- - recent public PR activity: **11 PRs** (8 merged / 0 closed-unmerged / 3 open; merged rate **73%**, closed-unmerged rate **0%**, open rate **27%**)
721
- - public orgs: none visible
722
- - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
723
- - heuristic read: **targets high-star repos**
724
-
725
- Example artifacts:
726
- - [PR #45670: [nit] glmasr should be in AutoModelForMultimodalLM](https://github.com/huggingface/transformers/pull/45670) — open
727
- - [PR #45606: [gemma4] infer from config instead of hardcoding](https://github.com/huggingface/transformers/pull/45606) — open
728
- - [PR #45534: 🚨 [ALM] Add base model without head](https://github.com/huggingface/transformers/pull/45534) — open, draft
729
-
730
  ### `jiqing-feng`
731
 
732
  - profile: [github.com/jiqing-feng](https://github.com/jiqing-feng)
733
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajiqing-feng)
734
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajiqing-feng)
735
  - repo first seen: `2024-03-21T04:37:45Z`
736
- - repo last seen: `2026-04-22T03:13:44Z`
737
  - first seen in snapshot: **no**
738
  - repo association: **CONTRIBUTOR**
739
- - repo primary artifacts: **23**
740
- - snapshot authored PRs/issues: **19 PRs / 4 issues**
741
  - snapshot discussion activity: **38 comments / 21 reviews / 21 review comments**
742
  - account age: **1396 days**
743
  - recent public PR activity: **25 PRs** (22 merged / 1 closed-unmerged / 2 open; merged rate **88%**, closed-unmerged rate **4%**, open rate **8%**)
@@ -746,13 +725,36 @@ Example artifacts:
746
  - heuristic read: **high recent PR volume**
747
 
748
  Example artifacts:
 
749
  - [PR #45560: Update torchao usage for XPU and CPU](https://github.com/huggingface/transformers/pull/45560) — closed, merged
750
  - [PR #45525: Fix CSM `TextToAudioPipeline` missing `<bos>` token](https://github.com/huggingface/transformers/pull/45525) — closed, merged
751
- - [PR #45108: Fix `Wav2Vec2Config.vocab_size` type to allow `None`](https://github.com/huggingface/transformers/pull/45108) — closed, merged
752
  - [Issue #44458: Mllama compile failed after new attn mask](https://github.com/huggingface/transformers/issues/44458) — closed
753
  - [Issue #43725: Quantization model behavior changed](https://github.com/huggingface/transformers/issues/43725) — closed
754
  - [Issue #42994: quantized model saving failed](https://github.com/huggingface/transformers/issues/42994) — closed
755
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
756
  ### `tomaarsen`
757
 
758
  - profile: [github.com/tomaarsen](https://github.com/tomaarsen)
@@ -808,12 +810,12 @@ Example artifacts:
808
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIlyasMoutawwakil)
809
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIlyasMoutawwakil)
810
  - repo first seen: `2025-07-04T08:41:29Z`
811
- - repo last seen: `2026-04-28T17:51:25Z`
812
  - first seen in snapshot: **no**
813
  - repo association: **MEMBER**
814
  - repo primary artifacts: **20**
815
  - snapshot authored PRs/issues: **17 PRs / 3 issues**
816
- - snapshot discussion activity: **48 comments / 168 reviews / 145 review comments**
817
  - account age: **2354 days**
818
  - recent public PR activity: **22 PRs** (16 merged / 2 closed-unmerged / 4 open; merged rate **73%**, closed-unmerged rate **9%**, open rate **18%**)
819
  - public orgs: `huggingface`, `Chouafa`
@@ -1236,12 +1238,12 @@ Example artifacts:
1236
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azhang-prog)
1237
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azhang-prog)
1238
  - repo first seen: `2025-12-23T11:18:14Z`
1239
- - repo last seen: `2026-04-28T09:54:07Z`
1240
  - first seen in snapshot: **no**
1241
  - repo association: **CONTRIBUTOR**
1242
  - repo primary artifacts: **7**
1243
  - snapshot authored PRs/issues: **7 PRs / 0 issues**
1244
- - snapshot discussion activity: **38 comments / 324 reviews / 325 review comments**
1245
  - account age: **2074 days**
1246
  - recent public PR activity: **19 PRs** (16 merged / 2 closed-unmerged / 1 open; merged rate **84%**, closed-unmerged rate **11%**, open rate **5%**)
1247
  - public orgs: none visible
@@ -1813,7 +1815,7 @@ Example artifacts:
1813
  - heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
1814
 
1815
  Example artifacts:
1816
- - [PR #45426: Feature/add axk1](https://github.com/huggingface/transformers/pull/45426) — open
1817
  - [PR #45334: Feature/add axk1](https://github.com/huggingface/transformers/pull/45334) — closed
1818
  - [PR #44539: Add A.X K1](https://github.com/huggingface/transformers/pull/44539) — closed
1819
 
@@ -1981,29 +1983,6 @@ Example artifacts:
1981
  - [PR #44830: Add AudioFlamingoNext model](https://github.com/huggingface/transformers/pull/44830) — open
1982
  - [PR #43538: Add Music Flamingo](https://github.com/huggingface/transformers/pull/43538) — closed, merged
1983
 
1984
- ### `sxu75374`
1985
-
1986
- - profile: [github.com/sxu75374](https://github.com/sxu75374)
1987
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asxu75374)
1988
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asxu75374)
1989
- - repo first seen: `2026-02-27T04:48:08Z`
1990
- - repo last seen: `2026-02-28T17:47:01Z`
1991
- - first seen in snapshot: **no**
1992
- - repo association: **NONE**
1993
- - repo primary artifacts: **5**
1994
- - snapshot authored PRs/issues: **5 PRs / 0 issues**
1995
- - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
1996
- - account age: **2026 days**
1997
- - recent public PR activity: **73 PRs** (2 merged / 64 closed-unmerged / 7 open; merged rate **3%**, closed-unmerged rate **88%**, open rate **10%**)
1998
- - public orgs: none visible
1999
- - compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
2000
- - heuristic read: **high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos**
2001
-
2002
- Example artifacts:
2003
- - [PR #44359: fix(sdpa): add workaround for MPS sdpa_vector_2pass_mps correctness bug](https://github.com/huggingface/transformers/pull/44359) — closed
2004
- - [PR #44354: fix: off-by-one in decode_spans causes ValueError when topk == len(scores)](https://github.com/huggingface/transformers/pull/44354) — closed
2005
- - [PR #44347: fix: resolve composite config in PagedAttentionCache and group_layers_by_attn_type](https://github.com/huggingface/transformers/pull/44347) — closed
2006
-
2007
  ### `math-hiyoko`
2008
 
2009
  - profile: [github.com/math-hiyoko](https://github.com/math-hiyoko)
@@ -3141,6 +3120,28 @@ Example artifacts:
3141
  - [PR #44736: fix: resolve false-positive regex warning for non-mistral models](https://github.com/huggingface/transformers/pull/44736) — closed
3142
  - [PR #44618: fix: Add BOS/EOS tokens by default for DeBERTa v2 tokenizer](https://github.com/huggingface/transformers/pull/44618) — closed
3143
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3144
  ### `cyyever`
3145
 
3146
  - profile: [github.com/cyyever](https://github.com/cyyever)
@@ -3233,6 +3234,29 @@ Example artifacts:
3233
  - [PR #43665: fix](https://github.com/huggingface/transformers/pull/43665) — open
3234
  - [PR #43648: check](https://github.com/huggingface/transformers/pull/43648) — closed
3235
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3236
  ### `JaredforReal`
3237
 
3238
  - profile: [github.com/JaredforReal](https://github.com/JaredforReal)
@@ -3524,6 +3548,30 @@ Example artifacts:
3524
  - [PR #45055: Save model config in Trainer checkpoints for non-PreTrainedModel models](https://github.com/huggingface/transformers/pull/45055) — open
3525
  - [PR #43843: Add PlutoCallback integration for Pluto experiment tracker](https://github.com/huggingface/transformers/pull/43843) — closed
3526
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3527
  ### `artem-spector`
3528
 
3529
  - profile: [github.com/artem-spector](https://github.com/artem-spector)
@@ -3662,29 +3710,6 @@ Example artifacts:
3662
  - [Issue #45593: D-FINE not using any auxiliary losses when denoising is turned off](https://github.com/huggingface/transformers/issues/45593) — closed
3663
  - [Issue #44857: LwDetrImageLoss crashes when using float16 AMP and Cuda](https://github.com/huggingface/transformers/issues/44857) — closed
3664
 
3665
- ### `nurpax`
3666
-
3667
- - profile: [github.com/nurpax](https://github.com/nurpax)
3668
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Anurpax)
3669
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Anurpax)
3670
- - repo first seen: `2026-04-24T14:04:02Z`
3671
- - repo last seen: `2026-04-28T14:13:20Z`
3672
- - first seen in snapshot: **no**
3673
- - repo association: **FIRST_TIME_CONTRIBUTOR**
3674
- - repo primary artifacts: **3**
3675
- - snapshot authored PRs/issues: **1 PRs / 2 issues**
3676
- - snapshot discussion activity: **4 comments / 1 reviews / 1 review comments**
3677
- - account age: **5805 days**
3678
- - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
3679
- - public orgs: none visible
3680
- - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
3681
- - heuristic read: **high open PR share; targets high-star repos**
3682
-
3683
- Example artifacts:
3684
- - [PR #45686: Fix custom-module copies inheriting read-only permissions](https://github.com/huggingface/transformers/pull/45686) — open
3685
- - [Issue #45684: save_pretrained` (with `register_for_auto_class`) propagates read-only permissions from custom-model source files](https://github.com/huggingface/transformers/issues/45684) — open
3686
- - [Issue #45632: `trust_remote_code` cache path collides for local models sharing a leaf directory name](https://github.com/huggingface/transformers/issues/45632) — open
3687
-
3688
  ### `oleksii-tumanov`
3689
 
3690
  - profile: [github.com/oleksii-tumanov](https://github.com/oleksii-tumanov)
@@ -5409,6 +5434,27 @@ Example artifacts:
5409
  Example artifacts:
5410
  - [PR #44596: Fix TypeError when loading float8 models by falling back to bfloat16 in local_torch_dtype](https://github.com/huggingface/transformers/pull/44596) — closed
5411
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
5412
  ### `Dippp10`
5413
 
5414
  - profile: [github.com/Dippp10](https://github.com/Dippp10)
@@ -5662,27 +5708,6 @@ Example artifacts:
5662
  Example artifacts:
5663
  - [PR #45611: Raise clear error for `problem_type="single_label_classification"` with `num_labels=1`](https://github.com/huggingface/transformers/pull/45611) — closed, merged
5664
 
5665
- ### `giulio-leone`
5666
-
5667
- - profile: [github.com/giulio-leone](https://github.com/giulio-leone)
5668
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Agiulio-leone)
5669
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Agiulio-leone)
5670
- - repo first seen: `2026-02-28T06:22:19Z`
5671
- - repo last seen: `2026-02-28T20:21:52Z`
5672
- - first seen in snapshot: **no**
5673
- - repo association: **NONE**
5674
- - repo primary artifacts: **1**
5675
- - snapshot authored PRs/issues: **1 PRs / 0 issues**
5676
- - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
5677
- - account age: **4423 days**
5678
- - recent public PR activity: **821 PRs** (98 merged / 634 closed-unmerged / 89 open; merged rate **12%**, closed-unmerged rate **77%**, open rate **11%**)
5679
- - public orgs: none visible
5680
- - compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
5681
- - heuristic read: **extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**
5682
-
5683
- Example artifacts:
5684
- - [PR #44352: fix: suppress ANSI escape codes when stdout is not a terminal](https://github.com/huggingface/transformers/pull/44352) — closed
5685
-
5686
  ### `glegendre01`
5687
 
5688
  - profile: [github.com/glegendre01](https://github.com/glegendre01)
@@ -6049,7 +6074,7 @@ Example artifacts:
6049
  - repo first seen: `2026-04-24T19:22:05Z`
6050
  - repo last seen: `2026-04-28T16:17:27Z`
6051
  - first seen in snapshot: **no**
6052
- - repo association: **FIRST_TIME_CONTRIBUTOR**
6053
  - repo primary artifacts: **1**
6054
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
6055
  - snapshot discussion activity: **3 comments / 1 reviews / 1 review comments**
@@ -6060,7 +6085,7 @@ Example artifacts:
6060
  - heuristic read: **young account; high open PR share; targets high-star repos**
6061
 
6062
  Example artifacts:
6063
- - [PR #45642: Fix trust_remote_code local cache collisions for local models (#45632)](https://github.com/huggingface/transformers/pull/45642) — open
6064
 
6065
  ### `Jess-Co-Del`
6066
 
@@ -6713,6 +6738,27 @@ Example artifacts:
6713
  Example artifacts:
6714
  - [PR #45134: Optimize Parakeet feature extraction on CUDA](https://github.com/huggingface/transformers/pull/45134) — open
6715
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
6716
  ### `mitre88`
6717
 
6718
  - profile: [github.com/mitre88](https://github.com/mitre88)
@@ -6826,7 +6872,7 @@ Example artifacts:
6826
  - repo first seen: `2026-04-27T22:45:13Z`
6827
  - repo last seen: `2026-04-28T18:43:55Z`
6828
  - first seen in snapshot: **no**
6829
- - repo association: **FIRST_TIME_CONTRIBUTOR**
6830
  - repo primary artifacts: **1**
6831
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
6832
  - snapshot discussion activity: **0 comments / 1 reviews / 1 review comments**
@@ -6837,7 +6883,7 @@ Example artifacts:
6837
  - heuristic read: **high open PR share; targets high-star repos**
6838
 
6839
  Example artifacts:
6840
- - [PR #45667: chore(typing): add ty type checking for 3 pipeline files](https://github.com/huggingface/transformers/pull/45667) — open
6841
 
6842
  ### `mrutkows`
6843
 
@@ -7133,6 +7179,27 @@ Example artifacts:
7133
  Example artifacts:
7134
  - [PR #45233: feat: make timesfm2_5 onnx export compatible](https://github.com/huggingface/transformers/pull/45233) — open
7135
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
7136
  ### `pnehete23`
7137
 
7138
  - profile: [github.com/pnehete23](https://github.com/pnehete23)
@@ -8140,24 +8207,3 @@ Example artifacts:
8140
 
8141
  Example artifacts:
8142
  - [PR #45256: fix: skip qwen3_5_text checkpoint remap for nested VL language_model](https://github.com/huggingface/transformers/pull/45256) — closed
8143
-
8144
- ### `zvik`
8145
-
8146
- - profile: [github.com/zvik](https://github.com/zvik)
8147
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azvik)
8148
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azvik)
8149
- - repo first seen: `2026-03-03T07:50:39Z`
8150
- - repo last seen: `2026-04-19T10:17:05Z`
8151
- - first seen in snapshot: **no**
8152
- - repo association: **FIRST_TIMER**
8153
- - repo primary artifacts: **1**
8154
- - snapshot authored PRs/issues: **1 PRs / 0 issues**
8155
- - snapshot discussion activity: **2 comments / 5 reviews / 5 review comments**
8156
- - account age: **4383 days**
8157
- - recent public PR activity: **0 PRs** (0 merged / 0 closed-unmerged / 0 open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
8158
- - public orgs: none visible
8159
- - compact scores: follow-through **n/a**, breadth **low**, automation risk **low**
8160
- - heuristic read: **no visible non-self stars**
8161
-
8162
- Example artifacts:
8163
- - [PR #44408: Add option to export encoder hidden states for Granite-speech](https://github.com/huggingface/transformers/pull/44408) — open
 
1
  # New Contributor Report: huggingface/transformers
2
 
3
+ - Snapshot: `20260429T120025Z`
4
+ - Generated: `2026-04-29T12:02:09Z`
5
  - Activity window: `60d`
6
+ - Contributors: `357`
7
 
8
  ## Summary
9
 
 
23
  | `itazap` | [profile](https://github.com/itazap) | no | MEMBER | 3139d | `2024-10-21T07:08:47Z` | 28 | 0 | mixed | low | low | no visible non-self stars; targets high-star repos |
24
  | `yonigozlan` | [profile](https://github.com/yonigozlan) | no | MEMBER | 1978d | `2025-10-03T15:26:01Z` | 26 | 0 | strong | low | low | targets high-star repos |
25
  | `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1813d | `2026-01-13T09:15:18Z` | 22 | 0 | strong | low | low | targets high-star repos |
26
+ | `jiqing-feng` | [profile](https://github.com/jiqing-feng) | no | CONTRIBUTOR | 1396d | `2024-03-21T04:37:45Z` | 20 | 4 | strong | moderate | low | high recent PR volume |
27
  | `eustlb` | [profile](https://github.com/eustlb) | no | MEMBER | 1607d | `2025-01-20T12:27:19Z` | 20 | 0 | strong | low | low | targets high-star repos |
 
28
  | `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 |
29
  | `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 |
30
  | `IlyasMoutawwakil` | [profile](https://github.com/IlyasMoutawwakil) | no | MEMBER | 2354d | `2025-07-04T08:41:29Z` | 17 | 3 | strong | low | low | — |
 
77
  | `ebezzam` | [profile](https://github.com/ebezzam) | no | MEMBER | 4683d | `2025-07-25T12:59:52Z` | 9 | 0 | mixed | low | low | — |
78
  | `albertvillanova` | [profile](https://github.com/albertvillanova) | no | MEMBER | 4257d | `2026-01-17T10:42:01Z` | 5 | 3 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
79
  | `lashahub` | [profile](https://github.com/lashahub) | no | CONTRIBUTOR | 3339d | `2026-01-08T16:47:50Z` | 5 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 
80
  | `math-hiyoko` | [profile](https://github.com/math-hiyoko) | no | CONTRIBUTOR | 2390d | `2026-02-08T01:31:10Z` | 4 | 7 | strong | low | low | targets high-star repos |
81
  | `redpanda1995` | [profile](https://github.com/redpanda1995) | no | FIRST_TIME_CONTRIBUTOR | 102d | `2026-02-07T19:04:11Z` | 4 | 0 | weak | low | medium | young account; many recent closed-unmerged PRs; targets high-star repos |
82
  | `xenova` | [profile](https://github.com/xenova) | no | MEMBER | 3317d | `2025-11-18T16:26:23Z` | 3 | 3 | strong | moderate | low | high recent PR volume; targets high-star repos |
 
128
  | `UsamaKenway` | [profile](https://github.com/UsamaKenway) | no | CONTRIBUTOR | 2385d | `2026-04-07T18:39:33Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
129
  | `wilnn` | [profile](https://github.com/wilnn) | no | CONTRIBUTOR | 1758d | `2026-03-10T22:37:36Z` | 2 | 0 | strong | low | low | targets high-star repos |
130
  | `yunhaoli24` | [profile](https://github.com/yunhaoli24) | no | NONE | 2225d | `2026-03-12T04:46:19Z` | 2 | 0 | weak | moderate | low | targets high-star repos |
131
+ | `zvik` | [profile](https://github.com/zvik) | no | FIRST_TIME_CONTRIBUTOR | 4383d | `2026-03-03T07:50:39Z` | 2 | 0 | n/a | low | low | no visible non-self stars |
132
  | `cyyever` | [profile](https://github.com/cyyever) | no | CONTRIBUTOR | 3697d | `2025-08-10T08:43:09Z` | 24 | 0 | mixed | moderate | low | extremely high recent PR volume |
133
  | `ManasVardhan` | [profile](https://github.com/ManasVardhan) | no | NONE | 2488d | `2026-02-15T11:10:48Z` | 22 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
134
  | `jashshah999` | [profile](https://github.com/jashshah999) | no | CONTRIBUTOR | 2570d | `2026-02-25T22:23:20Z` | 6 | 0 | mixed | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
135
  | `ydshieh2` | [profile](https://github.com/ydshieh2) | no | CONTRIBUTOR | 563d | `2025-06-12T08:51:40Z` | 6 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
136
+ | `sxu75374` | [profile](https://github.com/sxu75374) | no | NONE | 2026d | `2026-02-27T04:48:08Z` | 5 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
137
  | `JaredforReal` | [profile](https://github.com/JaredforReal) | no | CONTRIBUTOR | 977d | `2026-01-19T05:05:55Z` | 4 | 0 | strong | moderate | low | high recent PR volume |
138
  | `Aravind-11` | [profile](https://github.com/Aravind-11) | no | CONTRIBUTOR | 2804d | `2025-11-10T23:38:23Z` | 3 | 0 | mixed | moderate | low | — |
139
  | `githubnemo` | [profile](https://github.com/githubnemo) | no | MEMBER | 5827d | `2026-01-26T11:34:05Z` | 3 | 0 | strong | moderate | low | targets high-star repos |
 
147
  | `nuxlear` | [profile](https://github.com/nuxlear) | no | CONTRIBUTOR | 3757d | `2026-01-02T07:29:46Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
148
  | `thakoreh` | [profile](https://github.com/thakoreh) | no | NONE | 2947d | `2026-02-23T21:27:09Z` | 2 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
149
  | `vasanthrpjan1-boop` | [profile](https://github.com/vasanthrpjan1-boop) | no | CONTRIBUTOR | 254d | `2026-02-08T14:25:35Z` | 2 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
150
+ | `nurpax` | [profile](https://github.com/nurpax) | no | CONTRIBUTOR | 5805d | `2026-04-24T14:04:02Z` | 1 | 3 | weak | low | low | high open PR share; targets high-star repos |
151
  | `artem-spector` | [profile](https://github.com/artem-spector) | no | FIRST_TIME_CONTRIBUTOR | 4093d | `2026-04-13T13:31:01Z` | 1 | 2 | mixed | low | low | high open PR share; no visible non-self stars; targets high-star repos |
152
  | `baonudesifeizhai` | [profile](https://github.com/baonudesifeizhai) | no | FIRST_TIME_CONTRIBUTOR | 1781d | `2026-02-10T01:32:32Z` | 1 | 2 | weak | moderate | low | high open PR share; targets high-star repos |
153
  | `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 |
154
  | `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 |
155
  | `jamesbraza` | [profile](https://github.com/jamesbraza) | no | CONTRIBUTOR | 4221d | `2026-04-23T00:37:54Z` | 1 | 2 | strong | moderate | low | high recent PR volume |
156
  | `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 |
 
157
  | `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 |
158
  | `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 |
159
  | `softguy777` | [profile](https://github.com/softguy777) | no | FIRST_TIMER | 955d | `2026-04-28T08:23:48Z` | 1 | 2 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 
234
  | `ddreeselogs` | [profile](https://github.com/ddreeselogs) | no | FIRST_TIMER | 42d | `2026-04-20T23:59:40Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
235
  | `Defalt-Meh` | [profile](https://github.com/Defalt-Meh) | no | FIRST_TIME_CONTRIBUTOR | 662d | `2026-03-15T23:26:31Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
236
  | `Desel72` | [profile](https://github.com/Desel72) | no | NONE | 4470d | `2026-03-11T13:03:19Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
237
+ | `dhruv7477` | [profile](https://github.com/dhruv7477) | yes | NONE | 1579d | `2026-04-29T09:34:56Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
238
  | `Dippp10` | [profile](https://github.com/Dippp10) | no | FIRST_TIME_CONTRIBUTOR | ?d | `2026-04-11T14:17:32Z` | 1 | 0 | n/a | n/a | n/a | summary unavailable |
239
  | `divyanks` | [profile](https://github.com/divyanks) | no | NONE | 4327d | `2026-03-17T16:51:46Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
240
  | `douglas-reid` | [profile](https://github.com/douglas-reid) | no | CONTRIBUTOR | 3526d | `2026-04-02T19:05:35Z` | 1 | 0 | mixed | low | low | targets high-star repos |
 
247
  | `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 |
248
  | `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 |
249
  | `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 |
 
250
  | `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 |
251
  | `GuaiZai233` | [profile](https://github.com/GuaiZai233) | no | CONTRIBUTOR | 821d | `2026-04-28T15:36:03Z` | 1 | 0 | strong | low | low | — |
252
  | `hanouticelina` | [profile](https://github.com/hanouticelina) | no | MEMBER | 2974d | `2026-04-10T11:59:37Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
 
264
  | `Jaredw2289-svg` | [profile](https://github.com/Jaredw2289-svg) | no | NONE | ?d | `2026-03-04T06:03:56Z` | 1 | 0 | n/a | n/a | n/a | summary unavailable |
265
  | `JasonCZMeng` | [profile](https://github.com/JasonCZMeng) | no | NONE | 3598d | `2026-03-07T18:33:40Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
266
  | `jblox26` | [profile](https://github.com/jblox26) | no | NONE | 75d | `2026-03-05T14:50:06Z` | 1 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; targets high-star repos |
267
+ | `Jeevang1-epic` | [profile](https://github.com/Jeevang1-epic) | no | CONTRIBUTOR | 207d | `2026-04-24T19:22:05Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
268
  | `Jess-Co-Del` | [profile](https://github.com/Jess-Co-Del) | no | FIRST_TIME_CONTRIBUTOR | 2201d | `2026-03-23T17:02:50Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
269
  | `jIab-b` | [profile](https://github.com/jIab-b) | no | NONE | 580d | `2026-04-07T09:11:14Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
270
  | `JiauZhang` | [profile](https://github.com/JiauZhang) | no | CONTRIBUTOR | 2918d | `2026-04-15T14:00:11Z` | 1 | 0 | strong | low | low | targets high-star repos |
 
296
  | `mathceo` | [profile](https://github.com/mathceo) | no | FIRST_TIME_CONTRIBUTOR | 1911d | `2026-04-16T09:30:36Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
297
  | `McPatate` | [profile](https://github.com/McPatate) | no | MEMBER | 4207d | `2025-11-10T16:50:33Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
298
  | `milesial` | [profile](https://github.com/milesial) | no | CONTRIBUTOR | 3196d | `2026-03-31T01:59:28Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
299
+ | `MinuriRajapakse` | [profile](https://github.com/MinuriRajapakse) | yes | FIRST_TIME_CONTRIBUTOR | 1037d | `2026-04-29T06:12:46Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
300
  | `mitre88` | [profile](https://github.com/mitre88) | no | CONTRIBUTOR | 3202d | `2026-03-04T00:42:43Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
301
  | `mobicham` | [profile](https://github.com/mobicham) | no | CONTRIBUTOR | 2961d | `2026-03-18T20:18:41Z` | 1 | 0 | strong | moderate | low | — |
302
  | `mohamad-tohidi` | [profile](https://github.com/mohamad-tohidi) | no | NONE | 1013d | `2026-04-11T10:00:07Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
303
  | `mohdfaour03` | [profile](https://github.com/mohdfaour03) | no | FIRST_TIME_CONTRIBUTOR | 1152d | `2026-04-08T13:38:46Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
304
  | `moktamd` | [profile](https://github.com/moktamd) | no | NONE | 1374d | `2026-03-11T10:32:26Z` | 1 | 0 | mixed | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
305
+ | `moonbogi` | [profile](https://github.com/moonbogi) | no | CONTRIBUTOR | 3943d | `2026-04-27T22:45:13Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
306
  | `mrutkows` | [profile](https://github.com/mrutkows) | no | FIRST_TIME_CONTRIBUTOR | 4332d | `2026-04-09T17:46:37Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
307
  | `MukundaKatta` | [profile](https://github.com/MukundaKatta) | no | NONE | 1527d | `2026-04-15T08:33:29Z` | 1 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; no visible non-self stars |
308
  | `N3u0ns` | [profile](https://github.com/N3u0ns) | no | NONE | 2362d | `2026-03-01T13:53:58Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 
317
  | `owwll` | [profile](https://github.com/owwll) | no | NONE | 636d | `2026-04-10T21:13:32Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
318
  | `partacc` | [profile](https://github.com/partacc) | no | NONE | 282d | `2026-04-07T20:07:02Z` | 1 | 0 | n/a | low | low | young account; no visible non-self stars |
319
  | `pdufour` | [profile](https://github.com/pdufour) | no | FIRST_TIME_CONTRIBUTOR | 5247d | `2026-04-04T00:15:04Z` | 1 | 0 | weak | moderate | low | high open PR share |
320
+ | `PHclaw` | [profile](https://github.com/PHclaw) | yes | NONE | 26d | `2026-04-29T02:08:23Z` | 1 | 0 | weak | moderate | medium | very new account; high open PR share; targets high-star repos |
321
  | `pnehete23` | [profile](https://github.com/pnehete23) | no | NONE | 867d | `2026-03-26T08:52:10Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
322
  | `popotest` | [profile](https://github.com/popotest) | no | NONE | 78d | `2026-03-26T15:33:19Z` | 1 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
323
  | `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 |
 
366
  | `zeoses` | [profile](https://github.com/zeoses) | no | FIRST_TIME_CONTRIBUTOR | 3843d | `2026-04-27T20:58:17Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
367
  | `zFlux` | [profile](https://github.com/zFlux) | no | FIRST_TIME_CONTRIBUTOR | 4241d | `2026-04-12T03:38:01Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
368
  | `zozo123` | [profile](https://github.com/zozo123) | no | NONE | 5577d | `2026-04-05T19:00:26Z` | 1 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 
369
 
370
  ## Contributors
371
 
 
398
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atarekziade)
399
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atarekziade)
400
  - repo first seen: `2026-01-21T16:52:29Z`
401
+ - repo last seen: `2026-04-29T07:10:40Z`
402
  - first seen in snapshot: **no**
403
  - repo association: **MEMBER**
404
  - repo primary artifacts: **88**
405
  - snapshot authored PRs/issues: **82 PRs / 6 issues**
406
+ - snapshot discussion activity: **159 comments / 183 reviews / 175 review comments**
407
  - account age: **5839 days**
408
  - recent public PR activity: **108 PRs** (92 merged / 3 closed-unmerged / 13 open; merged rate **85%**, closed-unmerged rate **3%**, open rate **12%**)
409
  - public orgs: `AFPy`, `faitmain`, `circus-tent`
 
424
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aydshieh)
425
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aydshieh)
426
  - repo first seen: `2025-03-31T13:54:54Z`
427
+ - repo last seen: `2026-04-29T10:46:21Z`
428
  - first seen in snapshot: **no**
429
  - repo association: **MEMBER**
430
  - repo primary artifacts: **75**
431
  - snapshot authored PRs/issues: **75 PRs / 0 issues**
432
+ - snapshot discussion activity: **102 comments / 181 reviews / 135 review comments**
433
  - account age: **4938 days**
434
  - recent public PR activity: **52 PRs** (40 merged / 4 closed-unmerged / 8 open; merged rate **77%**, closed-unmerged rate **8%**, open rate **15%**)
435
  - public orgs: none visible
 
447
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azucchini-nlp)
448
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azucchini-nlp)
449
  - repo first seen: `2024-09-26T09:23:39Z`
450
+ - repo last seen: `2026-04-29T11:55:26Z`
451
  - first seen in snapshot: **no**
452
  - repo association: **MEMBER**
453
  - repo primary artifacts: **70**
454
  - snapshot authored PRs/issues: **70 PRs / 0 issues**
455
+ - snapshot discussion activity: **480 comments / 683 reviews / 1691 review comments**
456
  - account age: **1508 days**
457
  - recent public PR activity: **50 PRs** (33 merged / 6 closed-unmerged / 11 open; merged rate **66%**, closed-unmerged rate **12%**, open rate **22%**)
458
  - public orgs: `huggingface`, `deeppavlov`
 
462
  Example artifacts:
463
  - [PR #45655: Fix the order of `cls.config` resolution](https://github.com/huggingface/transformers/pull/45655) — open
464
  - [PR #45630: Add new model: Kimi2-6](https://github.com/huggingface/transformers/pull/45630) — open
465
+ - [PR #45608: Python code in model docs](https://github.com/huggingface/transformers/pull/45608) — closed, merged
466
 
467
  ### `kaixuanliu`
468
 
 
496
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArthurZucker)
497
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArthurZucker)
498
  - repo first seen: `2023-02-24T14:13:29Z`
499
+ - repo last seen: `2026-04-29T11:51:39Z`
500
  - first seen in snapshot: **no**
501
  - repo association: **MEMBER**
502
  - repo primary artifacts: **52**
503
  - snapshot authored PRs/issues: **50 PRs / 2 issues**
504
+ - snapshot discussion activity: **150 comments / 517 reviews / 1044 review comments**
505
  - account age: **2590 days**
506
  - recent public PR activity: **60 PRs** (36 merged / 5 closed-unmerged / 19 open; merged rate **60%**, closed-unmerged rate **8%**, open rate **32%**)
507
  - public orgs: none visible
 
594
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARocketknight1)
595
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARocketknight1)
596
  - repo first seen: `2023-02-27T14:00:41Z`
597
+ - repo last seen: `2026-04-29T11:04:24Z`
598
  - first seen in snapshot: **no**
599
  - repo association: **MEMBER**
600
  - repo primary artifacts: **37**
601
  - snapshot authored PRs/issues: **37 PRs / 0 issues**
602
+ - snapshot discussion activity: **560 comments / 212 reviews / 121 review comments**
603
  - account age: **3961 days**
604
  - recent public PR activity: **17 PRs** (16 merged / 1 closed-unmerged / 0 open; merged rate **94%**, closed-unmerged rate **6%**, open rate **0%**)
605
  - public orgs: `huggingface`
 
679
  - heuristic read: **targets high-star repos**
680
 
681
  Example artifacts:
682
+ - [PR #45692: [Fix Phi4 test] Fall back to model config for image processor when `trust_remote_code` is False](https://github.com/huggingface/transformers/pull/45692) — closed, merged
683
  - [PR #45661: [Weight Converter] More fine-grained mappings on classes, scoping for every transforms (including weight converter)](https://github.com/huggingface/transformers/pull/45661) — open
684
  - [PR #45556: Add image processors refactor to v5 migration guide](https://github.com/huggingface/transformers/pull/45556) — closed, merged
685
 
 
706
  - [PR #45653: [CB] Better overall script and decode bucketting](https://github.com/huggingface/transformers/pull/45653) — open
707
  - [PR #45530: [CB] Changes for long generation](https://github.com/huggingface/transformers/pull/45530) — closed, merged
708
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
709
  ### `jiqing-feng`
710
 
711
  - profile: [github.com/jiqing-feng](https://github.com/jiqing-feng)
712
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajiqing-feng)
713
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajiqing-feng)
714
  - repo first seen: `2024-03-21T04:37:45Z`
715
+ - repo last seen: `2026-04-29T08:31:50Z`
716
  - first seen in snapshot: **no**
717
  - repo association: **CONTRIBUTOR**
718
+ - repo primary artifacts: **24**
719
+ - snapshot authored PRs/issues: **20 PRs / 4 issues**
720
  - snapshot discussion activity: **38 comments / 21 reviews / 21 review comments**
721
  - account age: **1396 days**
722
  - recent public PR activity: **25 PRs** (22 merged / 1 closed-unmerged / 2 open; merged rate **88%**, closed-unmerged rate **4%**, open rate **8%**)
 
725
  - heuristic read: **high recent PR volume**
726
 
727
  Example artifacts:
728
+ - [PR #45699: Add FP8 kernel acceleration for compressed-tensors quantized models](https://github.com/huggingface/transformers/pull/45699) — open, draft
729
  - [PR #45560: Update torchao usage for XPU and CPU](https://github.com/huggingface/transformers/pull/45560) — closed, merged
730
  - [PR #45525: Fix CSM `TextToAudioPipeline` missing `<bos>` token](https://github.com/huggingface/transformers/pull/45525) — closed, merged
 
731
  - [Issue #44458: Mllama compile failed after new attn mask](https://github.com/huggingface/transformers/issues/44458) — closed
732
  - [Issue #43725: Quantization model behavior changed](https://github.com/huggingface/transformers/issues/43725) — closed
733
  - [Issue #42994: quantized model saving failed](https://github.com/huggingface/transformers/issues/42994) — closed
734
 
735
+ ### `eustlb`
736
+
737
+ - profile: [github.com/eustlb](https://github.com/eustlb)
738
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aeustlb)
739
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aeustlb)
740
+ - repo first seen: `2025-01-20T12:27:19Z`
741
+ - repo last seen: `2026-04-29T11:04:26Z`
742
+ - first seen in snapshot: **no**
743
+ - repo association: **MEMBER**
744
+ - repo primary artifacts: **20**
745
+ - snapshot authored PRs/issues: **20 PRs / 0 issues**
746
+ - snapshot discussion activity: **34 comments / 137 reviews / 275 review comments**
747
+ - account age: **1607 days**
748
+ - recent public PR activity: **11 PRs** (8 merged / 0 closed-unmerged / 3 open; merged rate **73%**, closed-unmerged rate **0%**, open rate **27%**)
749
+ - public orgs: none visible
750
+ - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
751
+ - heuristic read: **targets high-star repos**
752
+
753
+ Example artifacts:
754
+ - [PR #45670: [nit] glmasr should be in AutoModelForMultimodalLM](https://github.com/huggingface/transformers/pull/45670) — open
755
+ - [PR #45606: [gemma4] infer from config instead of hardcoding](https://github.com/huggingface/transformers/pull/45606) — open
756
+ - [PR #45534: 🚨 [ALM] Add base model without head](https://github.com/huggingface/transformers/pull/45534) — open, draft
757
+
758
  ### `tomaarsen`
759
 
760
  - profile: [github.com/tomaarsen](https://github.com/tomaarsen)
 
810
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIlyasMoutawwakil)
811
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIlyasMoutawwakil)
812
  - repo first seen: `2025-07-04T08:41:29Z`
813
+ - repo last seen: `2026-04-29T07:42:12Z`
814
  - first seen in snapshot: **no**
815
  - repo association: **MEMBER**
816
  - repo primary artifacts: **20**
817
  - snapshot authored PRs/issues: **17 PRs / 3 issues**
818
+ - snapshot discussion activity: **49 comments / 170 reviews / 147 review comments**
819
  - account age: **2354 days**
820
  - recent public PR activity: **22 PRs** (16 merged / 2 closed-unmerged / 4 open; merged rate **73%**, closed-unmerged rate **9%**, open rate **18%**)
821
  - public orgs: `huggingface`, `Chouafa`
 
1238
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azhang-prog)
1239
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azhang-prog)
1240
  - repo first seen: `2025-12-23T11:18:14Z`
1241
+ - repo last seen: `2026-04-29T06:45:24Z`
1242
  - first seen in snapshot: **no**
1243
  - repo association: **CONTRIBUTOR**
1244
  - repo primary artifacts: **7**
1245
  - snapshot authored PRs/issues: **7 PRs / 0 issues**
1246
+ - snapshot discussion activity: **38 comments / 336 reviews / 337 review comments**
1247
  - account age: **2074 days**
1248
  - recent public PR activity: **19 PRs** (16 merged / 2 closed-unmerged / 1 open; merged rate **84%**, closed-unmerged rate **11%**, open rate **5%**)
1249
  - public orgs: none visible
 
1815
  - heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
1816
 
1817
  Example artifacts:
1818
+ - [PR #45426: Feature/add axk1](https://github.com/huggingface/transformers/pull/45426) — closed
1819
  - [PR #45334: Feature/add axk1](https://github.com/huggingface/transformers/pull/45334) — closed
1820
  - [PR #44539: Add A.X K1](https://github.com/huggingface/transformers/pull/44539) — closed
1821
 
 
1983
  - [PR #44830: Add AudioFlamingoNext model](https://github.com/huggingface/transformers/pull/44830) — open
1984
  - [PR #43538: Add Music Flamingo](https://github.com/huggingface/transformers/pull/43538) — closed, merged
1985
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1986
  ### `math-hiyoko`
1987
 
1988
  - profile: [github.com/math-hiyoko](https://github.com/math-hiyoko)
 
3120
  - [PR #44736: fix: resolve false-positive regex warning for non-mistral models](https://github.com/huggingface/transformers/pull/44736) — closed
3121
  - [PR #44618: fix: Add BOS/EOS tokens by default for DeBERTa v2 tokenizer](https://github.com/huggingface/transformers/pull/44618) — closed
3122
 
3123
+ ### `zvik`
3124
+
3125
+ - profile: [github.com/zvik](https://github.com/zvik)
3126
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azvik)
3127
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azvik)
3128
+ - repo first seen: `2026-03-03T07:50:39Z`
3129
+ - repo last seen: `2026-04-29T08:25:46Z`
3130
+ - first seen in snapshot: **no**
3131
+ - repo association: **FIRST_TIME_CONTRIBUTOR**
3132
+ - repo primary artifacts: **2**
3133
+ - snapshot authored PRs/issues: **2 PRs / 0 issues**
3134
+ - snapshot discussion activity: **2 comments / 8 reviews / 8 review comments**
3135
+ - account age: **4383 days**
3136
+ - recent public PR activity: **0 PRs** (0 merged / 0 closed-unmerged / 0 open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
3137
+ - public orgs: none visible
3138
+ - compact scores: follow-through **n/a**, breadth **low**, automation risk **low**
3139
+ - heuristic read: **no visible non-self stars**
3140
+
3141
+ Example artifacts:
3142
+ - [PR #45695: Support for a new Granite-Speech-Plus model](https://github.com/huggingface/transformers/pull/45695) — open
3143
+ - [PR #44408: Add option to export encoder hidden states for Granite-speech](https://github.com/huggingface/transformers/pull/44408) — open
3144
+
3145
  ### `cyyever`
3146
 
3147
  - profile: [github.com/cyyever](https://github.com/cyyever)
 
3234
  - [PR #43665: fix](https://github.com/huggingface/transformers/pull/43665) — open
3235
  - [PR #43648: check](https://github.com/huggingface/transformers/pull/43648) — closed
3236
 
3237
+ ### `sxu75374`
3238
+
3239
+ - profile: [github.com/sxu75374](https://github.com/sxu75374)
3240
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asxu75374)
3241
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asxu75374)
3242
+ - repo first seen: `2026-02-27T04:48:08Z`
3243
+ - repo last seen: `2026-02-28T17:47:01Z`
3244
+ - first seen in snapshot: **no**
3245
+ - repo association: **NONE**
3246
+ - repo primary artifacts: **5**
3247
+ - snapshot authored PRs/issues: **5 PRs / 0 issues**
3248
+ - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
3249
+ - account age: **2026 days**
3250
+ - recent public PR activity: **73 PRs** (2 merged / 64 closed-unmerged / 7 open; merged rate **3%**, closed-unmerged rate **88%**, open rate **10%**)
3251
+ - public orgs: none visible
3252
+ - compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
3253
+ - heuristic read: **high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos**
3254
+
3255
+ Example artifacts:
3256
+ - [PR #44359: fix(sdpa): add workaround for MPS sdpa_vector_2pass_mps correctness bug](https://github.com/huggingface/transformers/pull/44359) — closed
3257
+ - [PR #44354: fix: off-by-one in decode_spans causes ValueError when topk == len(scores)](https://github.com/huggingface/transformers/pull/44354) — closed
3258
+ - [PR #44347: fix: resolve composite config in PagedAttentionCache and group_layers_by_attn_type](https://github.com/huggingface/transformers/pull/44347) — closed
3259
+
3260
  ### `JaredforReal`
3261
 
3262
  - profile: [github.com/JaredforReal](https://github.com/JaredforReal)
 
3548
  - [PR #45055: Save model config in Trainer checkpoints for non-PreTrainedModel models](https://github.com/huggingface/transformers/pull/45055) — open
3549
  - [PR #43843: Add PlutoCallback integration for Pluto experiment tracker](https://github.com/huggingface/transformers/pull/43843) — closed
3550
 
3551
+ ### `nurpax`
3552
+
3553
+ - profile: [github.com/nurpax](https://github.com/nurpax)
3554
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Anurpax)
3555
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Anurpax)
3556
+ - repo first seen: `2026-04-24T14:04:02Z`
3557
+ - repo last seen: `2026-04-29T10:21:08Z`
3558
+ - first seen in snapshot: **no**
3559
+ - repo association: **CONTRIBUTOR**
3560
+ - repo primary artifacts: **4**
3561
+ - snapshot authored PRs/issues: **1 PRs / 3 issues**
3562
+ - snapshot discussion activity: **5 comments / 1 reviews / 1 review comments**
3563
+ - account age: **5805 days**
3564
+ - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
3565
+ - public orgs: none visible
3566
+ - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
3567
+ - heuristic read: **high open PR share; targets high-star repos**
3568
+
3569
+ Example artifacts:
3570
+ - [PR #45686: Fix custom-module copies inheriting read-only permissions](https://github.com/huggingface/transformers/pull/45686) — closed, merged
3571
+ - [Issue #45698: from_pretrained loads wrong custom module after save_pretrained](https://github.com/huggingface/transformers/issues/45698) — open
3572
+ - [Issue #45684: save_pretrained` (with `register_for_auto_class`) propagates read-only permissions from custom-model source files](https://github.com/huggingface/transformers/issues/45684) — closed
3573
+ - [Issue #45632: `trust_remote_code` cache path collides for local models sharing a leaf directory name](https://github.com/huggingface/transformers/issues/45632) — closed
3574
+
3575
  ### `artem-spector`
3576
 
3577
  - profile: [github.com/artem-spector](https://github.com/artem-spector)
 
3710
  - [Issue #45593: D-FINE not using any auxiliary losses when denoising is turned off](https://github.com/huggingface/transformers/issues/45593) — closed
3711
  - [Issue #44857: LwDetrImageLoss crashes when using float16 AMP and Cuda](https://github.com/huggingface/transformers/issues/44857) — closed
3712
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3713
  ### `oleksii-tumanov`
3714
 
3715
  - profile: [github.com/oleksii-tumanov](https://github.com/oleksii-tumanov)
 
5434
  Example artifacts:
5435
  - [PR #44596: Fix TypeError when loading float8 models by falling back to bfloat16 in local_torch_dtype](https://github.com/huggingface/transformers/pull/44596) — closed
5436
 
5437
+ ### `dhruv7477`
5438
+
5439
+ - profile: [github.com/dhruv7477](https://github.com/dhruv7477)
5440
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adhruv7477)
5441
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adhruv7477)
5442
+ - repo first seen: `2026-04-29T09:34:56Z`
5443
+ - repo last seen: `2026-04-29T09:34:56Z`
5444
+ - first seen in snapshot: **yes**
5445
+ - repo association: **NONE**
5446
+ - repo primary artifacts: **1**
5447
+ - snapshot authored PRs/issues: **1 PRs / 0 issues**
5448
+ - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
5449
+ - account age: **1579 days**
5450
+ - recent public PR activity: **6 PRs** (1 merged / 3 closed-unmerged / 2 open; merged rate **17%**, closed-unmerged rate **50%**, open rate **33%**)
5451
+ - public orgs: none visible
5452
+ - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
5453
+ - heuristic read: **many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**
5454
+
5455
+ Example artifacts:
5456
+ - [PR #45700: Add docstrings to type validator functions](https://github.com/huggingface/transformers/pull/45700) — closed
5457
+
5458
  ### `Dippp10`
5459
 
5460
  - profile: [github.com/Dippp10](https://github.com/Dippp10)
 
5708
  Example artifacts:
5709
  - [PR #45611: Raise clear error for `problem_type="single_label_classification"` with `num_labels=1`](https://github.com/huggingface/transformers/pull/45611) — closed, merged
5710
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
5711
  ### `glegendre01`
5712
 
5713
  - profile: [github.com/glegendre01](https://github.com/glegendre01)
 
6074
  - repo first seen: `2026-04-24T19:22:05Z`
6075
  - repo last seen: `2026-04-28T16:17:27Z`
6076
  - first seen in snapshot: **no**
6077
+ - repo association: **CONTRIBUTOR**
6078
  - repo primary artifacts: **1**
6079
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
6080
  - snapshot discussion activity: **3 comments / 1 reviews / 1 review comments**
 
6085
  - heuristic read: **young account; high open PR share; targets high-star repos**
6086
 
6087
  Example artifacts:
6088
+ - [PR #45642: Fix trust_remote_code local cache collisions for local models (#45632)](https://github.com/huggingface/transformers/pull/45642) — closed, merged
6089
 
6090
  ### `Jess-Co-Del`
6091
 
 
6738
  Example artifacts:
6739
  - [PR #45134: Optimize Parakeet feature extraction on CUDA](https://github.com/huggingface/transformers/pull/45134) — open
6740
 
6741
+ ### `MinuriRajapakse`
6742
+
6743
+ - profile: [github.com/MinuriRajapakse](https://github.com/MinuriRajapakse)
6744
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AMinuriRajapakse)
6745
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AMinuriRajapakse)
6746
+ - repo first seen: `2026-04-29T06:12:46Z`
6747
+ - repo last seen: `2026-04-29T07:04:55Z`
6748
+ - first seen in snapshot: **yes**
6749
+ - repo association: **FIRST_TIME_CONTRIBUTOR**
6750
+ - repo primary artifacts: **1**
6751
+ - snapshot authored PRs/issues: **1 PRs / 0 issues**
6752
+ - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
6753
+ - account age: **1037 days**
6754
+ - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
6755
+ - public orgs: none visible
6756
+ - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
6757
+ - heuristic read: **high open PR share; targets high-star repos**
6758
+
6759
+ Example artifacts:
6760
+ - [PR #45694: Fix train_batch_size and eval_batch_size to respect split_batches config](https://github.com/huggingface/transformers/pull/45694) — open
6761
+
6762
  ### `mitre88`
6763
 
6764
  - profile: [github.com/mitre88](https://github.com/mitre88)
 
6872
  - repo first seen: `2026-04-27T22:45:13Z`
6873
  - repo last seen: `2026-04-28T18:43:55Z`
6874
  - first seen in snapshot: **no**
6875
+ - repo association: **CONTRIBUTOR**
6876
  - repo primary artifacts: **1**
6877
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
6878
  - snapshot discussion activity: **0 comments / 1 reviews / 1 review comments**
 
6883
  - heuristic read: **high open PR share; targets high-star repos**
6884
 
6885
  Example artifacts:
6886
+ - [PR #45667: chore(typing): add ty type checking for 3 pipeline files](https://github.com/huggingface/transformers/pull/45667) — closed, merged
6887
 
6888
  ### `mrutkows`
6889
 
 
7179
  Example artifacts:
7180
  - [PR #45233: feat: make timesfm2_5 onnx export compatible](https://github.com/huggingface/transformers/pull/45233) — open
7181
 
7182
+ ### `PHclaw`
7183
+
7184
+ - profile: [github.com/PHclaw](https://github.com/PHclaw)
7185
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3APHclaw)
7186
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3APHclaw)
7187
+ - repo first seen: `2026-04-29T02:08:23Z`
7188
+ - repo last seen: `2026-04-29T08:27:47Z`
7189
+ - first seen in snapshot: **yes**
7190
+ - repo association: **NONE**
7191
+ - repo primary artifacts: **1**
7192
+ - snapshot authored PRs/issues: **1 PRs / 0 issues**
7193
+ - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
7194
+ - account age: **26 days**
7195
+ - recent public PR activity: **18 PRs** (0 merged / 4 closed-unmerged / 14 open; merged rate **0%**, closed-unmerged rate **22%**, open rate **78%**)
7196
+ - public orgs: none visible
7197
+ - compact scores: follow-through **weak**, breadth **moderate**, automation risk **medium**
7198
+ - heuristic read: **very new account; high open PR share; targets high-star repos**
7199
+
7200
+ Example artifacts:
7201
+ - [PR #45697: fix(testing): check torch.cuda.is_available() before get_device_capability](https://github.com/huggingface/transformers/pull/45697) — closed
7202
+
7203
  ### `pnehete23`
7204
 
7205
  - profile: [github.com/pnehete23](https://github.com/pnehete23)
 
8207
 
8208
  Example artifacts:
8209
  - [PR #45256: fix: skip qwen3_5_text checkpoint remap for nested VL language_model](https://github.com/huggingface/transformers/pull/45256) — closed
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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@@ -222,11 +222,11 @@
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@@ -256,8 +256,8 @@
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@@ -272,8 +272,8 @@
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  {
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@@ -302,11 +302,11 @@
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  "shared_filenames": [
@@ -318,11 +318,11 @@
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  {
321
- "left_pr_number": 43651,
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  "shared_filenames": [
@@ -337,7 +337,7 @@
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343
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@@ -368,8 +368,8 @@
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  {
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@@ -382,11 +382,11 @@
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  "shared_filenames": [
@@ -398,11 +398,11 @@
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  ]
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  },
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  {
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  "breadth_similarity": 1.0,
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  "concentration_similarity": 1.0,
408
  "shared_filenames": [
@@ -448,7 +448,7 @@
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  {
449
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451
- "similarity": 0.399,
452
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454
  "breadth_similarity": 1.0,
@@ -464,7 +464,7 @@
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  {
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  "right_pr_number": 44660,
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  "breadth_similarity": 1.0,
@@ -480,8 +480,8 @@
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  {
481
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483
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484
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  "breadth_similarity": 1.0,
487
  "concentration_similarity": 1.0,
@@ -496,7 +496,7 @@
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  {
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  "breadth_similarity": 1.0,
@@ -513,7 +513,7 @@
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  "breadth_similarity": 1.0,
519
  "concentration_similarity": 1.0,
@@ -529,7 +529,7 @@
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  "left_pr_number": 45055,
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  "right_pr_number": 45067,
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533
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534
  "breadth_similarity": 1.0,
535
  "concentration_similarity": 1.0,
@@ -545,7 +545,7 @@
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  "left_pr_number": 44123,
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  "right_pr_number": 44189,
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548
- "content_similarity": 0.319,
549
  "size_similarity": 0.073,
550
  "breadth_similarity": 1.0,
551
  "concentration_similarity": 1.0,
@@ -577,7 +577,7 @@
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  "left_pr_number": 43663,
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  "similarity": 0.376,
580
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581
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582
  "breadth_similarity": 1.0,
583
  "concentration_similarity": 1.0,
@@ -590,11 +590,11 @@
590
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591
  },
592
  {
593
- "left_pr_number": 44660,
594
- "right_pr_number": 45273,
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- "content_similarity": 0.244,
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- "size_similarity": 0.333,
598
  "breadth_similarity": 1.0,
599
  "concentration_similarity": 1.0,
600
  "shared_filenames": [
@@ -606,11 +606,11 @@
606
  ]
607
  },
608
  {
609
- "left_pr_number": 43651,
610
- "right_pr_number": 45055,
611
  "similarity": 0.37,
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- "size_similarity": 0.167,
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  "breadth_similarity": 1.0,
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  "concentration_similarity": 1.0,
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  "shared_filenames": [
@@ -624,8 +624,8 @@
624
  {
625
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  "right_pr_number": 44257,
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- "similarity": 0.365,
628
- "content_similarity": 0.284,
629
  "size_similarity": 0.109,
630
  "breadth_similarity": 1.0,
631
  "concentration_similarity": 1.0,
@@ -656,7 +656,7 @@
656
  {
657
  "left_pr_number": 45067,
658
  "right_pr_number": 45273,
659
- "similarity": 0.356,
660
  "content_similarity": 0.276,
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  "size_similarity": 0.08,
662
  "breadth_similarity": 1.0,
@@ -672,7 +672,7 @@
672
  {
673
  "left_pr_number": 44123,
674
  "right_pr_number": 45055,
675
- "similarity": 0.352,
676
  "content_similarity": 0.276,
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  "size_similarity": 0.055,
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  "breadth_similarity": 1.0,
@@ -705,7 +705,7 @@
705
  "left_pr_number": 43651,
706
  "right_pr_number": 45273,
707
  "similarity": 0.341,
708
- "content_similarity": 0.249,
709
  "size_similarity": 0.111,
710
  "breadth_similarity": 1.0,
711
  "concentration_similarity": 1.0,
@@ -802,7 +802,7 @@
802
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  "right_pr_number": 45668,
804
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- "content_similarity": 0.782,
806
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  "breadth_similarity": 1.0,
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  "concentration_similarity": 0.903,
@@ -867,7 +867,7 @@
867
  {
868
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  "right_pr_number": 45668,
870
- "similarity": 0.661,
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  "content_similarity": 0.637,
872
  "size_similarity": 0.445,
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  "breadth_similarity": 1.0,
@@ -968,7 +968,7 @@
968
  "left_pr_number": 43836,
969
  "right_pr_number": 44682,
970
  "similarity": 0.601,
971
- "content_similarity": 0.645,
972
  "size_similarity": 0.398,
973
  "breadth_similarity": 0.5,
974
  "concentration_similarity": 0.802,
@@ -1002,7 +1002,7 @@
1002
  "left_pr_number": 43656,
1003
  "right_pr_number": 44682,
1004
  "similarity": 0.437,
1005
- "content_similarity": 0.486,
1006
  "size_similarity": 0.048,
1007
  "breadth_similarity": 0.5,
1008
  "concentration_similarity": 0.802,
@@ -1019,7 +1019,7 @@
1019
  "left_pr_number": 43842,
1020
  "right_pr_number": 44682,
1021
  "similarity": 0.407,
1022
- "content_similarity": 0.451,
1023
  "size_similarity": 0.011,
1024
  "breadth_similarity": 0.5,
1025
  "concentration_similarity": 0.802,
@@ -1063,7 +1063,7 @@
1063
  {
1064
  "left_pr_number": 44974,
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  "right_pr_number": 45635,
1066
- "similarity": 0.725,
1067
  "content_similarity": 0.729,
1068
  "size_similarity": 0.59,
1069
  "breadth_similarity": 0.8,
@@ -1082,8 +1082,8 @@
1082
  {
1083
  "left_pr_number": 44974,
1084
  "right_pr_number": 45661,
1085
- "similarity": 0.496,
1086
- "content_similarity": 0.452,
1087
  "size_similarity": 0.816,
1088
  "breadth_similarity": 0.161,
1089
  "concentration_similarity": 0.825,
@@ -1103,8 +1103,8 @@
1103
  {
1104
  "left_pr_number": 45421,
1105
  "right_pr_number": 45635,
1106
- "similarity": 0.484,
1107
- "content_similarity": 0.406,
1108
  "size_similarity": 0.803,
1109
  "breadth_similarity": 0.5,
1110
  "concentration_similarity": 0.586,
@@ -1121,7 +1121,7 @@
1121
  {
1122
  "left_pr_number": 45635,
1123
  "right_pr_number": 45661,
1124
- "similarity": 0.439,
1125
  "content_similarity": 0.453,
1126
  "size_similarity": 0.482,
1127
  "breadth_similarity": 0.123,
@@ -1141,7 +1141,7 @@
1141
  {
1142
  "left_pr_number": 44974,
1143
  "right_pr_number": 45421,
1144
- "similarity": 0.437,
1145
  "content_similarity": 0.324,
1146
  "size_similarity": 0.735,
1147
  "breadth_similarity": 0.667,
@@ -1159,7 +1159,7 @@
1159
  "left_pr_number": 45421,
1160
  "right_pr_number": 45661,
1161
  "similarity": 0.294,
1162
- "content_similarity": 0.197,
1163
  "size_similarity": 0.6,
1164
  "breadth_similarity": 0.246,
1165
  "concentration_similarity": 0.832,
@@ -1199,7 +1199,7 @@
1199
  "left_pr_number": 45342,
1200
  "right_pr_number": 45655,
1201
  "similarity": 0.845,
1202
- "content_similarity": 0.803,
1203
  "size_similarity": 0.889,
1204
  "breadth_similarity": 1.0,
1205
  "concentration_similarity": 1.0,
@@ -1214,8 +1214,8 @@
1214
  {
1215
  "left_pr_number": 45342,
1216
  "right_pr_number": 45649,
1217
- "similarity": 0.469,
1218
- "content_similarity": 0.322,
1219
  "size_similarity": 0.625,
1220
  "breadth_similarity": 1.0,
1221
  "concentration_similarity": 1.0,
@@ -1231,7 +1231,7 @@
1231
  "left_pr_number": 45649,
1232
  "right_pr_number": 45655,
1233
  "similarity": 0.457,
1234
- "content_similarity": 0.32,
1235
  "size_similarity": 0.556,
1236
  "breadth_similarity": 1.0,
1237
  "concentration_similarity": 1.0,
@@ -1247,7 +1247,7 @@
1247
  "left_pr_number": 45548,
1248
  "right_pr_number": 45649,
1249
  "similarity": 0.362,
1250
- "content_similarity": 0.316,
1251
  "size_similarity": 0.106,
1252
  "breadth_similarity": 0.75,
1253
  "concentration_similarity": 1.0,
@@ -1263,7 +1263,7 @@
1263
  "left_pr_number": 45548,
1264
  "right_pr_number": 45655,
1265
  "similarity": 0.348,
1266
- "content_similarity": 0.278,
1267
  "size_similarity": 0.191,
1268
  "breadth_similarity": 0.75,
1269
  "concentration_similarity": 1.0,
@@ -1340,7 +1340,7 @@
1340
  {
1341
  "left_pr_number": 44543,
1342
  "right_pr_number": 45422,
1343
- "similarity": 0.503,
1344
  "content_similarity": 0.482,
1345
  "size_similarity": 0.331,
1346
  "breadth_similarity": 0.75,
@@ -1376,7 +1376,7 @@
1376
  "left_pr_number": 42668,
1377
  "right_pr_number": 44543,
1378
  "similarity": 0.367,
1379
- "content_similarity": 0.329,
1380
  "size_similarity": 0.446,
1381
  "breadth_similarity": 0.216,
1382
  "concentration_similarity": 0.967,
@@ -1393,7 +1393,7 @@
1393
  {
1394
  "left_pr_number": 45422,
1395
  "right_pr_number": 45627,
1396
- "similarity": 0.311,
1397
  "content_similarity": 0.11,
1398
  "size_similarity": 0.784,
1399
  "breadth_similarity": 0.75,
@@ -1536,7 +1536,7 @@
1536
  "left_pr_number": 45606,
1537
  "right_pr_number": 45607,
1538
  "similarity": 0.762,
1539
- "content_similarity": 0.807,
1540
  "size_similarity": 0.778,
1541
  "breadth_similarity": 0.417,
1542
  "concentration_similarity": 0.778,
@@ -1576,7 +1576,7 @@
1576
  "left_pr_number": 45568,
1577
  "right_pr_number": 45607,
1578
  "similarity": 0.49,
1579
- "content_similarity": 0.509,
1580
  "size_similarity": 0.304,
1581
  "breadth_similarity": 0.417,
1582
  "concentration_similarity": 0.935,
@@ -1816,7 +1816,7 @@
1816
  "left_pr_number": 42975,
1817
  "right_pr_number": 42976,
1818
  "similarity": 0.412,
1819
- "content_similarity": 0.409,
1820
  "size_similarity": 0.101,
1821
  "breadth_similarity": 0.606,
1822
  "concentration_similarity": 1.0,
@@ -1864,7 +1864,7 @@
1864
  "left_pr_number": 45317,
1865
  "right_pr_number": 45681,
1866
  "similarity": 0.51,
1867
- "content_similarity": 0.375,
1868
  "size_similarity": 0.692,
1869
  "breadth_similarity": 1.0,
1870
  "concentration_similarity": 0.863,
@@ -1882,8 +1882,8 @@
1882
  {
1883
  "left_pr_number": 45293,
1884
  "right_pr_number": 45681,
1885
- "similarity": 0.506,
1886
- "content_similarity": 0.406,
1887
  "size_similarity": 0.513,
1888
  "breadth_similarity": 1.0,
1889
  "concentration_similarity": 0.891,
@@ -1981,8 +1981,8 @@
1981
  {
1982
  "left_pr_number": 45202,
1983
  "right_pr_number": 45438,
1984
- "similarity": 0.409,
1985
- "content_similarity": 0.47,
1986
  "size_similarity": 0.01,
1987
  "breadth_similarity": 0.325,
1988
  "concentration_similarity": 0.92,
@@ -2000,7 +2000,7 @@
2000
  {
2001
  "left_pr_number": 45202,
2002
  "right_pr_number": 45294,
2003
- "similarity": 0.328,
2004
  "content_similarity": 0.351,
2005
  "size_similarity": 0.025,
2006
  "breadth_similarity": 0.325,
@@ -2026,7 +2026,7 @@
2026
  44872
2027
  ],
2028
  "representative_pr_number": 34667,
2029
- "average_similarity": 0.479,
2030
  "summary": "3 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #34667.",
2031
  "shared_filenames": [
2032
  "src/transformers/generation/utils.py"
@@ -2040,7 +2040,7 @@
2040
  {
2041
  "left_pr_number": 34667,
2042
  "right_pr_number": 39683,
2043
- "similarity": 0.545,
2044
  "content_similarity": 0.461,
2045
  "size_similarity": 0.478,
2046
  "breadth_similarity": 1.0,
@@ -2058,7 +2058,7 @@
2058
  "left_pr_number": 34667,
2059
  "right_pr_number": 44872,
2060
  "similarity": 0.453,
2061
- "content_similarity": 0.375,
2062
  "size_similarity": 0.273,
2063
  "breadth_similarity": 1.0,
2064
  "concentration_similarity": 1.0,
@@ -2074,7 +2074,7 @@
2074
  {
2075
  "left_pr_number": 39683,
2076
  "right_pr_number": 44872,
2077
- "similarity": 0.439,
2078
  "content_similarity": 0.384,
2079
  "size_similarity": 0.13,
2080
  "breadth_similarity": 1.0,
@@ -2098,7 +2098,7 @@
2098
  44547
2099
  ],
2100
  "representative_pr_number": 43549,
2101
- "average_similarity": 0.462,
2102
  "summary": "3 open PRs share weighted file overlap around `src/transformers/modeling_flash_attention_utils.py`; representative PR #43549.",
2103
  "shared_filenames": [
2104
  "src/transformers/modeling_flash_attention_utils.py"
@@ -2111,7 +2111,7 @@
2111
  {
2112
  "left_pr_number": 41097,
2113
  "right_pr_number": 43549,
2114
- "similarity": 0.547,
2115
  "content_similarity": 0.438,
2116
  "size_similarity": 0.6,
2117
  "breadth_similarity": 1.0,
@@ -2128,7 +2128,7 @@
2128
  "left_pr_number": 43549,
2129
  "right_pr_number": 44547,
2130
  "similarity": 0.435,
2131
- "content_similarity": 0.351,
2132
  "size_similarity": 0.267,
2133
  "breadth_similarity": 1.0,
2134
  "concentration_similarity": 1.0,
@@ -2230,72 +2230,6 @@
2230
  }
2231
  ]
2232
  },
2233
- {
2234
- "cluster_id": "pr-scope-33686-3",
2235
- "pr_numbers": [
2236
- 33686,
2237
- 44407,
2238
- 44550
2239
- ],
2240
- "representative_pr_number": 44550,
2241
- "average_similarity": 0.376,
2242
- "summary": "3 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
2243
- "shared_filenames": [],
2244
- "shared_directories": [
2245
- "docs/source/en",
2246
- "docs/source",
2247
- "docs",
2248
- "docs/source/en/model_doc"
2249
- ],
2250
- "pairwise": [
2251
- {
2252
- "left_pr_number": 33686,
2253
- "right_pr_number": 44550,
2254
- "similarity": 0.404,
2255
- "content_similarity": 0.148,
2256
- "size_similarity": 1.0,
2257
- "breadth_similarity": 1.0,
2258
- "concentration_similarity": 1.0,
2259
- "shared_filenames": [],
2260
- "shared_directories": [
2261
- "docs/source/en/model_doc",
2262
- "docs/source/en",
2263
- "docs/source",
2264
- "docs"
2265
- ]
2266
- },
2267
- {
2268
- "left_pr_number": 44407,
2269
- "right_pr_number": 44550,
2270
- "similarity": 0.369,
2271
- "content_similarity": 0.107,
2272
- "size_similarity": 0.957,
2273
- "breadth_similarity": 1.0,
2274
- "concentration_similarity": 1.0,
2275
- "shared_filenames": [],
2276
- "shared_directories": [
2277
- "docs/source/en",
2278
- "docs/source",
2279
- "docs"
2280
- ]
2281
- },
2282
- {
2283
- "left_pr_number": 33686,
2284
- "right_pr_number": 44407,
2285
- "similarity": 0.357,
2286
- "content_similarity": 0.091,
2287
- "size_similarity": 0.957,
2288
- "breadth_similarity": 1.0,
2289
- "concentration_similarity": 1.0,
2290
- "shared_filenames": [],
2291
- "shared_directories": [
2292
- "docs/source/en",
2293
- "docs/source",
2294
- "docs"
2295
- ]
2296
- }
2297
- ]
2298
- },
2299
  {
2300
  "cluster_id": "pr-scope-43488-3",
2301
  "pr_numbers": [
@@ -2337,7 +2271,7 @@
2337
  {
2338
  "left_pr_number": 43488,
2339
  "right_pr_number": 43665,
2340
- "similarity": 0.385,
2341
  "content_similarity": 0.208,
2342
  "size_similarity": 0.818,
2343
  "breadth_similarity": 0.667,
@@ -2355,7 +2289,7 @@
2355
  "left_pr_number": 43488,
2356
  "right_pr_number": 45476,
2357
  "similarity": 0.339,
2358
- "content_similarity": 0.14,
2359
  "size_similarity": 0.786,
2360
  "breadth_similarity": 0.75,
2361
  "concentration_similarity": 0.974,
@@ -2372,6 +2306,72 @@
2372
  }
2373
  ]
2374
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2375
  {
2376
  "cluster_id": "pr-scope-44018-2",
2377
  "pr_numbers": [
@@ -2419,6 +2419,71 @@
2419
  }
2420
  ]
2421
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2422
  {
2423
  "cluster_id": "pr-scope-40962-2",
2424
  "pr_numbers": [
@@ -2593,7 +2658,7 @@
2593
  45645
2594
  ],
2595
  "representative_pr_number": 45639,
2596
- "average_similarity": 0.782,
2597
  "summary": "2 open PRs share weighted file overlap around `tests/utils/test_testing_utils.py`, `src/transformers/testing_utils.py`; representative PR #45639.",
2598
  "shared_filenames": [
2599
  "tests/utils/test_testing_utils.py",
@@ -2609,7 +2674,7 @@
2609
  {
2610
  "left_pr_number": 45639,
2611
  "right_pr_number": 45645,
2612
- "similarity": 0.782,
2613
  "content_similarity": 0.844,
2614
  "size_similarity": 0.646,
2615
  "breadth_similarity": 0.5,
@@ -2634,7 +2699,7 @@
2634
  44375
2635
  ],
2636
  "representative_pr_number": 36895,
2637
- "average_similarity": 0.761,
2638
  "summary": "2 open PRs share weighted file overlap around `docs/source/en/model_doc/rf_detr.md`, `src/transformers/loss/loss_lw_detr.py`, `src/transformers/models/rf_detr/__init__.py`; representative PR #36895.",
2639
  "shared_filenames": [
2640
  "docs/source/en/model_doc/rf_detr.md",
@@ -2660,8 +2725,8 @@
2660
  {
2661
  "left_pr_number": 36895,
2662
  "right_pr_number": 44375,
2663
- "similarity": 0.761,
2664
- "content_similarity": 0.724,
2665
  "size_similarity": 0.807,
2666
  "breadth_similarity": 0.866,
2667
  "concentration_similarity": 0.93,
@@ -2692,47 +2757,6 @@
2692
  }
2693
  ]
2694
  },
2695
- {
2696
- "cluster_id": "pr-scope-45642-2",
2697
- "pr_numbers": [
2698
- 45642,
2699
- 45686
2700
- ],
2701
- "representative_pr_number": 45642,
2702
- "average_similarity": 0.756,
2703
- "summary": "2 open PRs share weighted file overlap around `tests/utils/test_dynamic_module_utils.py`, `src/transformers/dynamic_module_utils.py`; representative PR #45642.",
2704
- "shared_filenames": [
2705
- "tests/utils/test_dynamic_module_utils.py",
2706
- "src/transformers/dynamic_module_utils.py"
2707
- ],
2708
- "shared_directories": [
2709
- "tests/utils",
2710
- "src/transformers",
2711
- "tests",
2712
- "src"
2713
- ],
2714
- "pairwise": [
2715
- {
2716
- "left_pr_number": 45642,
2717
- "right_pr_number": 45686,
2718
- "similarity": 0.756,
2719
- "content_similarity": 0.807,
2720
- "size_similarity": 0.333,
2721
- "breadth_similarity": 1.0,
2722
- "concentration_similarity": 0.825,
2723
- "shared_filenames": [
2724
- "src/transformers/dynamic_module_utils.py",
2725
- "tests/utils/test_dynamic_module_utils.py"
2726
- ],
2727
- "shared_directories": [
2728
- "src/transformers",
2729
- "tests/utils",
2730
- "src",
2731
- "tests"
2732
- ]
2733
- }
2734
- ]
2735
- },
2736
  {
2737
  "cluster_id": "pr-scope-43020-2",
2738
  "pr_numbers": [
@@ -2838,7 +2862,7 @@
2838
  43469
2839
  ],
2840
  "representative_pr_number": 41441,
2841
- "average_similarity": 0.684,
2842
  "summary": "2 open PRs share weighted file overlap around `src/transformers/hf_argparser.py`; representative PR #41441.",
2843
  "shared_filenames": [
2844
  "src/transformers/hf_argparser.py"
@@ -2851,7 +2875,7 @@
2851
  {
2852
  "left_pr_number": 41441,
2853
  "right_pr_number": 43469,
2854
- "similarity": 0.684,
2855
  "content_similarity": 0.755,
2856
  "size_similarity": 0.45,
2857
  "breadth_similarity": 0.5,
@@ -3023,17 +3047,17 @@
3023
  45396
3024
  ],
3025
  "representative_pr_number": 41992,
3026
- "average_similarity": 0.523,
3027
- "summary": "2 open PRs share weighted file overlap around `src/transformers/models/ernie4_5_vl_moe/modular_ernie4_5_vl_moe.py`, `src/transformers/models/glm_ocr/modular_glm_ocr.py`, `src/transformers/models/glm46v/modeling_glm46v.py`; representative PR #41992.",
3028
  "shared_filenames": [
 
3029
  "src/transformers/models/ernie4_5_vl_moe/modular_ernie4_5_vl_moe.py",
3030
  "src/transformers/models/glm_ocr/modular_glm_ocr.py",
3031
  "src/transformers/models/glm46v/modeling_glm46v.py",
3032
  "src/transformers/models/glm_image/modeling_glm_image.py",
3033
  "src/transformers/models/glm_image/modular_glm_image.py",
3034
  "src/transformers/models/paddleocr_vl/modular_paddleocr_vl.py",
3035
- "src/transformers/models/qwen3_omni_moe/modular_qwen3_omni_moe.py",
3036
- "src/transformers/models/qwen3_vl/modular_qwen3_vl.py"
3037
  ],
3038
  "shared_directories": [
3039
  "src/transformers/models/glm_image",
@@ -3041,19 +3065,19 @@
3041
  "src/transformers/models/glm46v",
3042
  "src/transformers/models/glm4v",
3043
  "src/transformers/models/paddleocr_vl",
 
3044
  "src/transformers/models/glm4v_moe",
3045
- "src/transformers/models/qwen2_5_omni",
3046
- "src/transformers/models/qwen3_5_moe"
3047
  ],
3048
  "pairwise": [
3049
  {
3050
  "left_pr_number": 41992,
3051
  "right_pr_number": 45396,
3052
- "similarity": 0.523,
3053
- "content_similarity": 0.496,
3054
- "size_similarity": 0.546,
3055
- "breadth_similarity": 0.508,
3056
- "concentration_similarity": 0.865,
3057
  "shared_filenames": [
3058
  "src/transformers/models/ernie4_5_vl_moe/modeling_ernie4_5_vl_moe.py",
3059
  "src/transformers/models/ernie4_5_vl_moe/modular_ernie4_5_vl_moe.py",
@@ -3151,7 +3175,7 @@
3151
  "left_pr_number": 43363,
3152
  "right_pr_number": 45651,
3153
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3154
- "content_similarity": 0.572,
3155
  "size_similarity": 0.245,
3156
  "breadth_similarity": 0.5,
3157
  "concentration_similarity": 0.53,
@@ -3172,7 +3196,7 @@
3172
  45128
3173
  ],
3174
  "representative_pr_number": 45056,
3175
- "average_similarity": 0.505,
3176
  "summary": "2 open PRs share weighted file overlap around `src/transformers/utils/auto_docstring.py`; representative PR #45056.",
3177
  "shared_filenames": [
3178
  "src/transformers/utils/auto_docstring.py"
@@ -3186,8 +3210,8 @@
3186
  {
3187
  "left_pr_number": 45056,
3188
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3189
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3190
- "content_similarity": 0.401,
3191
  "size_similarity": 0.669,
3192
  "breadth_similarity": 0.875,
3193
  "concentration_similarity": 0.724,
@@ -3209,7 +3233,7 @@
3209
  45678
3210
  ],
3211
  "representative_pr_number": 45671,
3212
- "average_similarity": 0.502,
3213
  "summary": "2 open PRs share weighted file overlap around `tests/models/phi4_multimodal/test_modeling_phi4_multimodal.py`; representative PR #45671.",
3214
  "shared_filenames": [
3215
  "tests/models/phi4_multimodal/test_modeling_phi4_multimodal.py"
@@ -3223,7 +3247,7 @@
3223
  {
3224
  "left_pr_number": 45671,
3225
  "right_pr_number": 45678,
3226
- "similarity": 0.502,
3227
  "content_similarity": 0.359,
3228
  "size_similarity": 0.833,
3229
  "breadth_similarity": 0.75,
@@ -3295,7 +3319,7 @@
3295
  45233
3296
  ],
3297
  "representative_pr_number": 40755,
3298
- "average_similarity": 0.488,
3299
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/timesfm/modeling_timesfm.py`, `src/transformers/models/timesfm/modular_timesfm.py`, `tests/models/timesfm/test_modeling_timesfm.py`; representative PR #40755.",
3300
  "shared_filenames": [
3301
  "src/transformers/models/timesfm/modeling_timesfm.py",
@@ -3315,8 +3339,8 @@
3315
  {
3316
  "left_pr_number": 40755,
3317
  "right_pr_number": 45233,
3318
- "similarity": 0.488,
3319
- "content_similarity": 0.461,
3320
  "size_similarity": 0.266,
3321
  "breadth_similarity": 0.792,
3322
  "concentration_similarity": 0.928,
@@ -3403,7 +3427,7 @@
3403
  45513
3404
  ],
3405
  "representative_pr_number": 45034,
3406
- "average_similarity": 0.454,
3407
  "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.",
3408
  "shared_filenames": [
3409
  "src/transformers/models/qwen3_next/modular_qwen3_next.py",
@@ -3426,7 +3450,7 @@
3426
  {
3427
  "left_pr_number": 45034,
3428
  "right_pr_number": 45513,
3429
- "similarity": 0.454,
3430
  "content_similarity": 0.377,
3431
  "size_similarity": 0.364,
3432
  "breadth_similarity": 0.95,
@@ -3458,7 +3482,7 @@
3458
  45413
3459
  ],
3460
  "representative_pr_number": 42112,
3461
- "average_similarity": 0.426,
3462
  "summary": "2 open PRs share weighted file overlap around `src/transformers/generation/logits_process.py`, `tests/generation/test_logits_process.py`; representative PR #42112.",
3463
  "shared_filenames": [
3464
  "src/transformers/generation/logits_process.py",
@@ -3475,8 +3499,8 @@
3475
  {
3476
  "left_pr_number": 42112,
3477
  "right_pr_number": 45413,
3478
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3479
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3480
  "size_similarity": 0.017,
3481
  "breadth_similarity": 0.458,
3482
  "concentration_similarity": 0.981,
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3501
  45086
3502
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3503
  "representative_pr_number": 44606,
3504
- "average_similarity": 0.424,
3505
  "summary": "2 open PRs share weighted file overlap around `src/transformers/tokenization_utils_tokenizers.py`; representative PR #44606.",
3506
  "shared_filenames": [
3507
  "src/transformers/tokenization_utils_tokenizers.py"
@@ -3514,7 +3538,7 @@
3514
  {
3515
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3516
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3517
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3518
  "content_similarity": 0.343,
3519
  "size_similarity": 0.222,
3520
  "breadth_similarity": 1.0,
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3536
  44981
3537
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3538
  "representative_pr_number": 44889,
3539
- "average_similarity": 0.406,
3540
  "summary": "2 open PRs share weighted file overlap around `src/transformers/trainer.py`; representative PR #44889.",
3541
  "shared_filenames": [
3542
  "src/transformers/trainer.py"
@@ -3551,8 +3575,8 @@
3551
  {
3552
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3553
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3554
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3556
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  "breadth_similarity": 1.0,
3558
  "concentration_similarity": 0.812,
 
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  "repo": "huggingface/transformers",
3
+ "snapshot_id": "20260429T120025Z",
4
+ "generated_at": "2026-04-29T12:01:58Z",
5
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1146
  "size_similarity": 0.735,
1147
  "breadth_similarity": 0.667,
 
1159
  "left_pr_number": 45421,
1160
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1161
  "similarity": 0.294,
1162
+ "content_similarity": 0.196,
1163
  "size_similarity": 0.6,
1164
  "breadth_similarity": 0.246,
1165
  "concentration_similarity": 0.832,
 
1199
  "left_pr_number": 45342,
1200
  "right_pr_number": 45655,
1201
  "similarity": 0.845,
1202
+ "content_similarity": 0.802,
1203
  "size_similarity": 0.889,
1204
  "breadth_similarity": 1.0,
1205
  "concentration_similarity": 1.0,
 
1214
  {
1215
  "left_pr_number": 45342,
1216
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1217
+ "similarity": 0.468,
1218
+ "content_similarity": 0.321,
1219
  "size_similarity": 0.625,
1220
  "breadth_similarity": 1.0,
1221
  "concentration_similarity": 1.0,
 
1231
  "left_pr_number": 45649,
1232
  "right_pr_number": 45655,
1233
  "similarity": 0.457,
1234
+ "content_similarity": 0.319,
1235
  "size_similarity": 0.556,
1236
  "breadth_similarity": 1.0,
1237
  "concentration_similarity": 1.0,
 
1247
  "left_pr_number": 45548,
1248
  "right_pr_number": 45649,
1249
  "similarity": 0.362,
1250
+ "content_similarity": 0.315,
1251
  "size_similarity": 0.106,
1252
  "breadth_similarity": 0.75,
1253
  "concentration_similarity": 1.0,
 
1263
  "left_pr_number": 45548,
1264
  "right_pr_number": 45655,
1265
  "similarity": 0.348,
1266
+ "content_similarity": 0.277,
1267
  "size_similarity": 0.191,
1268
  "breadth_similarity": 0.75,
1269
  "concentration_similarity": 1.0,
 
1340
  {
1341
  "left_pr_number": 44543,
1342
  "right_pr_number": 45422,
1343
+ "similarity": 0.502,
1344
  "content_similarity": 0.482,
1345
  "size_similarity": 0.331,
1346
  "breadth_similarity": 0.75,
 
1376
  "left_pr_number": 42668,
1377
  "right_pr_number": 44543,
1378
  "similarity": 0.367,
1379
+ "content_similarity": 0.328,
1380
  "size_similarity": 0.446,
1381
  "breadth_similarity": 0.216,
1382
  "concentration_similarity": 0.967,
 
1393
  {
1394
  "left_pr_number": 45422,
1395
  "right_pr_number": 45627,
1396
+ "similarity": 0.31,
1397
  "content_similarity": 0.11,
1398
  "size_similarity": 0.784,
1399
  "breadth_similarity": 0.75,
 
1536
  "left_pr_number": 45606,
1537
  "right_pr_number": 45607,
1538
  "similarity": 0.762,
1539
+ "content_similarity": 0.806,
1540
  "size_similarity": 0.778,
1541
  "breadth_similarity": 0.417,
1542
  "concentration_similarity": 0.778,
 
1576
  "left_pr_number": 45568,
1577
  "right_pr_number": 45607,
1578
  "similarity": 0.49,
1579
+ "content_similarity": 0.508,
1580
  "size_similarity": 0.304,
1581
  "breadth_similarity": 0.417,
1582
  "concentration_similarity": 0.935,
 
1816
  "left_pr_number": 42975,
1817
  "right_pr_number": 42976,
1818
  "similarity": 0.412,
1819
+ "content_similarity": 0.408,
1820
  "size_similarity": 0.101,
1821
  "breadth_similarity": 0.606,
1822
  "concentration_similarity": 1.0,
 
1864
  "left_pr_number": 45317,
1865
  "right_pr_number": 45681,
1866
  "similarity": 0.51,
1867
+ "content_similarity": 0.376,
1868
  "size_similarity": 0.692,
1869
  "breadth_similarity": 1.0,
1870
  "concentration_similarity": 0.863,
 
1882
  {
1883
  "left_pr_number": 45293,
1884
  "right_pr_number": 45681,
1885
+ "similarity": 0.504,
1886
+ "content_similarity": 0.403,
1887
  "size_similarity": 0.513,
1888
  "breadth_similarity": 1.0,
1889
  "concentration_similarity": 0.891,
 
1981
  {
1982
  "left_pr_number": 45202,
1983
  "right_pr_number": 45438,
1984
+ "similarity": 0.408,
1985
+ "content_similarity": 0.469,
1986
  "size_similarity": 0.01,
1987
  "breadth_similarity": 0.325,
1988
  "concentration_similarity": 0.92,
 
2000
  {
2001
  "left_pr_number": 45202,
2002
  "right_pr_number": 45294,
2003
+ "similarity": 0.327,
2004
  "content_similarity": 0.351,
2005
  "size_similarity": 0.025,
2006
  "breadth_similarity": 0.325,
 
2026
  44872
2027
  ],
2028
  "representative_pr_number": 34667,
2029
+ "average_similarity": 0.478,
2030
  "summary": "3 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #34667.",
2031
  "shared_filenames": [
2032
  "src/transformers/generation/utils.py"
 
2040
  {
2041
  "left_pr_number": 34667,
2042
  "right_pr_number": 39683,
2043
+ "similarity": 0.544,
2044
  "content_similarity": 0.461,
2045
  "size_similarity": 0.478,
2046
  "breadth_similarity": 1.0,
 
2058
  "left_pr_number": 34667,
2059
  "right_pr_number": 44872,
2060
  "similarity": 0.453,
2061
+ "content_similarity": 0.374,
2062
  "size_similarity": 0.273,
2063
  "breadth_similarity": 1.0,
2064
  "concentration_similarity": 1.0,
 
2074
  {
2075
  "left_pr_number": 39683,
2076
  "right_pr_number": 44872,
2077
+ "similarity": 0.438,
2078
  "content_similarity": 0.384,
2079
  "size_similarity": 0.13,
2080
  "breadth_similarity": 1.0,
 
2098
  44547
2099
  ],
2100
  "representative_pr_number": 43549,
2101
+ "average_similarity": 0.461,
2102
  "summary": "3 open PRs share weighted file overlap around `src/transformers/modeling_flash_attention_utils.py`; representative PR #43549.",
2103
  "shared_filenames": [
2104
  "src/transformers/modeling_flash_attention_utils.py"
 
2111
  {
2112
  "left_pr_number": 41097,
2113
  "right_pr_number": 43549,
2114
+ "similarity": 0.546,
2115
  "content_similarity": 0.438,
2116
  "size_similarity": 0.6,
2117
  "breadth_similarity": 1.0,
 
2128
  "left_pr_number": 43549,
2129
  "right_pr_number": 44547,
2130
  "similarity": 0.435,
2131
+ "content_similarity": 0.35,
2132
  "size_similarity": 0.267,
2133
  "breadth_similarity": 1.0,
2134
  "concentration_similarity": 1.0,
 
2230
  }
2231
  ]
2232
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2233
  {
2234
  "cluster_id": "pr-scope-43488-3",
2235
  "pr_numbers": [
 
2271
  {
2272
  "left_pr_number": 43488,
2273
  "right_pr_number": 43665,
2274
+ "similarity": 0.384,
2275
  "content_similarity": 0.208,
2276
  "size_similarity": 0.818,
2277
  "breadth_similarity": 0.667,
 
2289
  "left_pr_number": 43488,
2290
  "right_pr_number": 45476,
2291
  "similarity": 0.339,
2292
+ "content_similarity": 0.139,
2293
  "size_similarity": 0.786,
2294
  "breadth_similarity": 0.75,
2295
  "concentration_similarity": 0.974,
 
2306
  }
2307
  ]
2308
  },
2309
+ {
2310
+ "cluster_id": "pr-scope-33686-3",
2311
+ "pr_numbers": [
2312
+ 33686,
2313
+ 44407,
2314
+ 44550
2315
+ ],
2316
+ "representative_pr_number": 44550,
2317
+ "average_similarity": 0.37,
2318
+ "summary": "3 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
2319
+ "shared_filenames": [],
2320
+ "shared_directories": [
2321
+ "docs/source/en",
2322
+ "docs/source",
2323
+ "docs",
2324
+ "docs/source/en/model_doc"
2325
+ ],
2326
+ "pairwise": [
2327
+ {
2328
+ "left_pr_number": 33686,
2329
+ "right_pr_number": 44550,
2330
+ "similarity": 0.392,
2331
+ "content_similarity": 0.132,
2332
+ "size_similarity": 1.0,
2333
+ "breadth_similarity": 1.0,
2334
+ "concentration_similarity": 1.0,
2335
+ "shared_filenames": [],
2336
+ "shared_directories": [
2337
+ "docs/source/en/model_doc",
2338
+ "docs/source/en",
2339
+ "docs/source",
2340
+ "docs"
2341
+ ]
2342
+ },
2343
+ {
2344
+ "left_pr_number": 44407,
2345
+ "right_pr_number": 44550,
2346
+ "similarity": 0.364,
2347
+ "content_similarity": 0.101,
2348
+ "size_similarity": 0.957,
2349
+ "breadth_similarity": 1.0,
2350
+ "concentration_similarity": 1.0,
2351
+ "shared_filenames": [],
2352
+ "shared_directories": [
2353
+ "docs/source/en",
2354
+ "docs/source",
2355
+ "docs"
2356
+ ]
2357
+ },
2358
+ {
2359
+ "left_pr_number": 33686,
2360
+ "right_pr_number": 44407,
2361
+ "similarity": 0.352,
2362
+ "content_similarity": 0.084,
2363
+ "size_similarity": 0.957,
2364
+ "breadth_similarity": 1.0,
2365
+ "concentration_similarity": 1.0,
2366
+ "shared_filenames": [],
2367
+ "shared_directories": [
2368
+ "docs/source/en",
2369
+ "docs/source",
2370
+ "docs"
2371
+ ]
2372
+ }
2373
+ ]
2374
+ },
2375
  {
2376
  "cluster_id": "pr-scope-44018-2",
2377
  "pr_numbers": [
 
2419
  }
2420
  ]
2421
  },
2422
+ {
2423
+ "cluster_id": "pr-scope-41116-2",
2424
+ "pr_numbers": [
2425
+ 41116,
2426
+ 45613
2427
+ ],
2428
+ "representative_pr_number": 41116,
2429
+ "average_similarity": 0.972,
2430
+ "summary": "2 open PRs share weighted file overlap around `docs/source/en/model_doc/minicpm3.md`, `src/transformers/models/minicpm3/__init__.py`, `src/transformers/models/minicpm3/configuration_minicpm3.py`; representative PR #41116.",
2431
+ "shared_filenames": [
2432
+ "docs/source/en/model_doc/minicpm3.md",
2433
+ "src/transformers/models/minicpm3/__init__.py",
2434
+ "src/transformers/models/minicpm3/configuration_minicpm3.py",
2435
+ "src/transformers/models/minicpm3/modeling_minicpm3.py",
2436
+ "src/transformers/models/minicpm3/modular_minicpm3.py",
2437
+ "tests/models/minicpm3/__init__.py",
2438
+ "tests/models/minicpm3/test_modeling_minicpm3.py",
2439
+ "src/transformers/models/auto/auto_mappings.py"
2440
+ ],
2441
+ "shared_directories": [
2442
+ "src/transformers/models/minicpm3",
2443
+ "docs/source/en/model_doc",
2444
+ "src/transformers/models/auto",
2445
+ "tests/models/minicpm3",
2446
+ "docs/source/en",
2447
+ "src/transformers/models",
2448
+ "docs/source",
2449
+ "tests/models"
2450
+ ],
2451
+ "pairwise": [
2452
+ {
2453
+ "left_pr_number": 41116,
2454
+ "right_pr_number": 45613,
2455
+ "similarity": 0.972,
2456
+ "content_similarity": 0.989,
2457
+ "size_similarity": 0.899,
2458
+ "breadth_similarity": 0.958,
2459
+ "concentration_similarity": 0.981,
2460
+ "shared_filenames": [
2461
+ "docs/source/en/_toctree.yml",
2462
+ "docs/source/en/model_doc/minicpm3.md",
2463
+ "src/transformers/models/__init__.py",
2464
+ "src/transformers/models/auto/auto_mappings.py",
2465
+ "src/transformers/models/auto/modeling_auto.py",
2466
+ "src/transformers/models/minicpm3/__init__.py",
2467
+ "src/transformers/models/minicpm3/configuration_minicpm3.py",
2468
+ "src/transformers/models/minicpm3/modeling_minicpm3.py",
2469
+ "src/transformers/models/minicpm3/modular_minicpm3.py",
2470
+ "tests/models/minicpm3/__init__.py"
2471
+ ],
2472
+ "shared_directories": [
2473
+ "docs/source/en/model_doc",
2474
+ "src/transformers/models/auto",
2475
+ "src/transformers/models/minicpm3",
2476
+ "docs/source/en",
2477
+ "src/transformers/models",
2478
+ "tests/models/minicpm3",
2479
+ "docs/source",
2480
+ "src/transformers",
2481
+ "tests/models",
2482
+ "docs"
2483
+ ]
2484
+ }
2485
+ ]
2486
+ },
2487
  {
2488
  "cluster_id": "pr-scope-40962-2",
2489
  "pr_numbers": [
 
2658
  45645
2659
  ],
2660
  "representative_pr_number": 45639,
2661
+ "average_similarity": 0.783,
2662
  "summary": "2 open PRs share weighted file overlap around `tests/utils/test_testing_utils.py`, `src/transformers/testing_utils.py`; representative PR #45639.",
2663
  "shared_filenames": [
2664
  "tests/utils/test_testing_utils.py",
 
2674
  {
2675
  "left_pr_number": 45639,
2676
  "right_pr_number": 45645,
2677
+ "similarity": 0.783,
2678
  "content_similarity": 0.844,
2679
  "size_similarity": 0.646,
2680
  "breadth_similarity": 0.5,
 
2699
  44375
2700
  ],
2701
  "representative_pr_number": 36895,
2702
+ "average_similarity": 0.76,
2703
  "summary": "2 open PRs share weighted file overlap around `docs/source/en/model_doc/rf_detr.md`, `src/transformers/loss/loss_lw_detr.py`, `src/transformers/models/rf_detr/__init__.py`; representative PR #36895.",
2704
  "shared_filenames": [
2705
  "docs/source/en/model_doc/rf_detr.md",
 
2725
  {
2726
  "left_pr_number": 36895,
2727
  "right_pr_number": 44375,
2728
+ "similarity": 0.76,
2729
+ "content_similarity": 0.723,
2730
  "size_similarity": 0.807,
2731
  "breadth_similarity": 0.866,
2732
  "concentration_similarity": 0.93,
 
2757
  }
2758
  ]
2759
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2760
  {
2761
  "cluster_id": "pr-scope-43020-2",
2762
  "pr_numbers": [
 
2862
  43469
2863
  ],
2864
  "representative_pr_number": 41441,
2865
+ "average_similarity": 0.683,
2866
  "summary": "2 open PRs share weighted file overlap around `src/transformers/hf_argparser.py`; representative PR #41441.",
2867
  "shared_filenames": [
2868
  "src/transformers/hf_argparser.py"
 
2875
  {
2876
  "left_pr_number": 41441,
2877
  "right_pr_number": 43469,
2878
+ "similarity": 0.683,
2879
  "content_similarity": 0.755,
2880
  "size_similarity": 0.45,
2881
  "breadth_similarity": 0.5,
 
3047
  45396
3048
  ],
3049
  "representative_pr_number": 41992,
3050
+ "average_similarity": 0.525,
3051
+ "summary": "2 open PRs share weighted file overlap around `tests/models/video_llama_3/test_modeling_video_llama_3.py`, `src/transformers/models/ernie4_5_vl_moe/modular_ernie4_5_vl_moe.py`, `src/transformers/models/glm_ocr/modular_glm_ocr.py`; representative PR #41992.",
3052
  "shared_filenames": [
3053
+ "tests/models/video_llama_3/test_modeling_video_llama_3.py",
3054
  "src/transformers/models/ernie4_5_vl_moe/modular_ernie4_5_vl_moe.py",
3055
  "src/transformers/models/glm_ocr/modular_glm_ocr.py",
3056
  "src/transformers/models/glm46v/modeling_glm46v.py",
3057
  "src/transformers/models/glm_image/modeling_glm_image.py",
3058
  "src/transformers/models/glm_image/modular_glm_image.py",
3059
  "src/transformers/models/paddleocr_vl/modular_paddleocr_vl.py",
3060
+ "src/transformers/models/qwen3_omni_moe/modular_qwen3_omni_moe.py"
 
3061
  ],
3062
  "shared_directories": [
3063
  "src/transformers/models/glm_image",
 
3065
  "src/transformers/models/glm46v",
3066
  "src/transformers/models/glm4v",
3067
  "src/transformers/models/paddleocr_vl",
3068
+ "src/transformers/models/video_llama_3",
3069
  "src/transformers/models/glm4v_moe",
3070
+ "src/transformers/models/qwen2_5_omni"
 
3071
  ],
3072
  "pairwise": [
3073
  {
3074
  "left_pr_number": 41992,
3075
  "right_pr_number": 45396,
3076
+ "similarity": 0.525,
3077
+ "content_similarity": 0.494,
3078
+ "size_similarity": 0.549,
3079
+ "breadth_similarity": 0.53,
3080
+ "concentration_similarity": 0.864,
3081
  "shared_filenames": [
3082
  "src/transformers/models/ernie4_5_vl_moe/modeling_ernie4_5_vl_moe.py",
3083
  "src/transformers/models/ernie4_5_vl_moe/modular_ernie4_5_vl_moe.py",
 
3175
  "left_pr_number": 43363,
3176
  "right_pr_number": 45651,
3177
  "similarity": 0.514,
3178
+ "content_similarity": 0.573,
3179
  "size_similarity": 0.245,
3180
  "breadth_similarity": 0.5,
3181
  "concentration_similarity": 0.53,
 
3196
  45128
3197
  ],
3198
  "representative_pr_number": 45056,
3199
+ "average_similarity": 0.508,
3200
  "summary": "2 open PRs share weighted file overlap around `src/transformers/utils/auto_docstring.py`; representative PR #45056.",
3201
  "shared_filenames": [
3202
  "src/transformers/utils/auto_docstring.py"
 
3210
  {
3211
  "left_pr_number": 45056,
3212
  "right_pr_number": 45128,
3213
+ "similarity": 0.508,
3214
+ "content_similarity": 0.406,
3215
  "size_similarity": 0.669,
3216
  "breadth_similarity": 0.875,
3217
  "concentration_similarity": 0.724,
 
3233
  45678
3234
  ],
3235
  "representative_pr_number": 45671,
3236
+ "average_similarity": 0.501,
3237
  "summary": "2 open PRs share weighted file overlap around `tests/models/phi4_multimodal/test_modeling_phi4_multimodal.py`; representative PR #45671.",
3238
  "shared_filenames": [
3239
  "tests/models/phi4_multimodal/test_modeling_phi4_multimodal.py"
 
3247
  {
3248
  "left_pr_number": 45671,
3249
  "right_pr_number": 45678,
3250
+ "similarity": 0.501,
3251
  "content_similarity": 0.359,
3252
  "size_similarity": 0.833,
3253
  "breadth_similarity": 0.75,
 
3319
  45233
3320
  ],
3321
  "representative_pr_number": 40755,
3322
+ "average_similarity": 0.486,
3323
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/timesfm/modeling_timesfm.py`, `src/transformers/models/timesfm/modular_timesfm.py`, `tests/models/timesfm/test_modeling_timesfm.py`; representative PR #40755.",
3324
  "shared_filenames": [
3325
  "src/transformers/models/timesfm/modeling_timesfm.py",
 
3339
  {
3340
  "left_pr_number": 40755,
3341
  "right_pr_number": 45233,
3342
+ "similarity": 0.486,
3343
+ "content_similarity": 0.459,
3344
  "size_similarity": 0.266,
3345
  "breadth_similarity": 0.792,
3346
  "concentration_similarity": 0.928,
 
3427
  45513
3428
  ],
3429
  "representative_pr_number": 45034,
3430
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3431
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