evalstate HF Staff commited on
Commit
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1 Parent(s): 0a5362d

Refresh transformers dataset snapshot 20260422T120052Z

Browse files
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  - eval set creation
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  Notes:
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  - raw data only; no labels or moderation decisions
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new-contributors-report.md CHANGED
@@ -1,9 +1,9 @@
1
  # New Contributor Report: huggingface/transformers
2
 
3
- - Snapshot: `20260422T060051Z`
4
- - Generated: `2026-04-22T06:02:32Z`
5
  - Activity window: `60d`
6
- - Contributors: `358`
7
 
8
  ## Summary
9
 
@@ -13,12 +13,12 @@
13
  | `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 78 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
14
  | `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-03-31T13:54:54Z` | 72 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
15
  | `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-09-26T09:23:39Z` | 67 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
16
- | `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 59 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
17
- | `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 44 | 2 | mixed | moderate | low | high recent PR volume; targets high-star repos |
18
  | `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2360d | `2024-09-02T13:41:47Z` | 40 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
 
19
  | `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3961d | `2023-02-27T14:00:41Z` | 37 | 0 | strong | low | low | targets high-star repos |
20
  | `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2025-01-06T17:52:26Z` | 36 | 1 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
21
- | `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 36 | 1 | mixed | low | low | targets high-star repos |
22
  | `harshaljanjani` | [profile](https://github.com/harshaljanjani) | no | CONTRIBUTOR | 1961d | `2025-09-17T20:29:13Z` | 31 | 20 | strong | low | low | targets high-star repos |
23
  | `itazap` | [profile](https://github.com/itazap) | no | MEMBER | 3139d | `2024-10-21T07:08:47Z` | 27 | 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` | 24 | 0 | strong | low | low | targets high-star repos |
@@ -31,8 +31,8 @@
31
  | `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2996d | `2025-12-16T08:22:52Z` | 16 | 1 | strong | moderate | low | targets high-star repos |
32
  | `weiguangli-io` | [profile](https://github.com/weiguangli-io) | no | CONTRIBUTOR | 2230d | `2026-02-09T02:10:15Z` | 16 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
33
  | `qgallouedec` | [profile](https://github.com/qgallouedec) | no | MEMBER | 2692d | `2024-12-13T13:39:10Z` | 15 | 13 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
 
34
  | `NielsRogge` | [profile](https://github.com/NielsRogge) | no | MEMBER | 2598d | `2022-02-21T10:02:38Z` | 15 | 3 | mixed | moderate | low | high recent PR volume |
35
- | `IlyasMoutawwakil` | [profile](https://github.com/IlyasMoutawwakil) | no | MEMBER | 2354d | `2025-07-04T08:41:29Z` | 15 | 2 | strong | low | low | — |
36
  | `hmellor` | [profile](https://github.com/hmellor) | no | MEMBER | 3592d | `2025-08-14T10:03:14Z` | 14 | 2 | strong | low | low | high recent PR volume; targets high-star repos |
37
  | `kashif` | [profile](https://github.com/kashif) | no | MEMBER | 6569d | `2025-09-08T13:05:54Z` | 14 | 0 | mixed | high | low | high recent PR volume; broad repo spread; targets high-star repos |
38
  | `michaelbenayoun` | [profile](https://github.com/michaelbenayoun) | no | MEMBER | 3365d | `2024-10-24T15:39:49Z` | 14 | 0 | strong | moderate | low | targets high-star repos |
@@ -40,9 +40,9 @@
40
  | `3outeille` | [profile](https://github.com/3outeille) | no | MEMBER | 2625d | `2025-11-26T16:58:10Z` | 13 | 0 | mixed | low | low | high open PR share; targets high-star repos |
41
  | `Abdennacer-Badaoui` | [profile](https://github.com/Abdennacer-Badaoui) | no | MEMBER | 1414d | `2026-01-08T18:13:10Z` | 13 | 0 | strong | moderate | low | — |
42
  | `LincolnBurrows2017` | [profile](https://github.com/LincolnBurrows2017) | no | FIRST_TIME_CONTRIBUTOR | 3349d | `2026-03-13T04:48:06Z` | 13 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 
43
  | `gambletan` | [profile](https://github.com/gambletan) | no | NONE | 40d | `2026-03-13T05:22:03Z` | 8 | 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 |
44
  | `s-zx` | [profile](https://github.com/s-zx) | no | NONE | 2020d | `2026-03-08T19:38:00Z` | 8 | 0 | weak | very high | high | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
45
- | `casinca` | [profile](https://github.com/casinca) | no | CONTRIBUTOR | 2626d | `2025-12-10T12:31:18Z` | 7 | 2 | strong | moderate | low | targets high-star repos |
46
  | `hkc5` | [profile](https://github.com/hkc5) | no | NONE | 973d | `2026-03-19T12:33:00Z` | 7 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
47
  | `Qubitium` | [profile](https://github.com/Qubitium) | no | CONTRIBUTOR | 5681d | `2025-10-03T18:23:49Z` | 7 | 0 | strong | moderate | low | extremely high recent PR volume |
48
  | `winglian` | [profile](https://github.com/winglian) | no | COLLABORATOR | 5708d | `2024-10-17T15:17:05Z` | 7 | 0 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
@@ -64,7 +64,7 @@
64
  | `nightcityblade` | [profile](https://github.com/nightcityblade) | no | CONTRIBUTOR | 67d | `2026-02-18T23:07:23Z` | 4 | 0 | weak | very high | high | very new account; extremely high recent PR volume; very broad repo spread; targets high-star repos |
65
  | `RudrenduPaul` | [profile](https://github.com/RudrenduPaul) | no | CONTRIBUTOR | 2913d | `2026-04-09T09:34:42Z` | 4 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
66
  | `RyanMullins` | [profile](https://github.com/RyanMullins) | no | CONTRIBUTOR | 5413d | `2026-03-12T13:32:25Z` | 4 | 0 | mixed | low | low | high open PR share; targets high-star repos |
67
- | `sirzechs66` | [profile](https://github.com/sirzechs66) | no | FIRST_TIME_CONTRIBUTOR | 1246d | `2026-03-30T12:18:41Z` | 4 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
68
  | `jw9603` | [profile](https://github.com/jw9603) | no | CONTRIBUTOR | 2050d | `2026-03-04T00:51:26Z` | 3 | 2 | weak | low | low | targets high-star repos |
69
  | `paulinebm` | [profile](https://github.com/paulinebm) | no | MEMBER | 830d | `2026-03-25T14:55:10Z` | 3 | 1 | strong | very high | medium | extremely high recent PR volume; very broad repo spread; no visible non-self stars |
70
  | `AmineDiro` | [profile](https://github.com/AmineDiro) | no | MEMBER | 3865d | `2026-04-14T15:35:56Z` | 3 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
@@ -92,7 +92,7 @@
92
  | `akhilc08` | [profile](https://github.com/akhilc08) | no | NONE | 403d | `2026-04-03T17:43:21Z` | 2 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
93
  | `akintunero` | [profile](https://github.com/akintunero) | no | CONTRIBUTOR | 3950d | `2026-03-30T13:48:47Z` | 2 | 0 | weak | moderate | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
94
  | `albertorkive` | [profile](https://github.com/albertorkive) | no | FIRST_TIME_CONTRIBUTOR | 698d | `2026-04-12T17:02:14Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars |
95
- | `armorbreak001` | [profile](https://github.com/armorbreak001) | yes | FIRST_TIME_CONTRIBUTOR | 13d | `2026-04-22T05:24:00Z` | 2 | 0 | weak | very high | high | very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; no visible non-self stars |
96
  | `asuryateja` | [profile](https://github.com/asuryateja) | no | CONTRIBUTOR | 1716d | `2026-03-26T21:05:17Z` | 2 | 0 | mixed | moderate | low | high open PR share |
97
  | `BenjaminBossan` | [profile](https://github.com/BenjaminBossan) | no | MEMBER | 4501d | `2024-10-17T11:56:32Z` | 2 | 0 | strong | moderate | low | high recent PR volume; targets high-star repos |
98
  | `Brianzhengca` | [profile](https://github.com/Brianzhengca) | no | FIRST_TIME_CONTRIBUTOR | 3170d | `2026-04-11T21:41:32Z` | 2 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
@@ -144,14 +144,15 @@
144
  | `githubnemo` | [profile](https://github.com/githubnemo) | no | MEMBER | 5827d | `2026-01-26T11:34:05Z` | 3 | 0 | strong | moderate | low | targets high-star repos |
145
  | `Olexandr88` | [profile](https://github.com/Olexandr88) | no | CONTRIBUTOR | 1622d | `2025-12-26T13:28:31Z` | 3 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share |
146
  | `thisisiron` | [profile](https://github.com/thisisiron) | no | CONTRIBUTOR | 3447d | `2025-08-20T15:17:54Z` | 2 | 1 | weak | low | low | high open PR share; targets high-star repos |
 
147
  | `ethanknights` | [profile](https://github.com/ethanknights) | no | CONTRIBUTOR | 3057d | `2025-06-27T22:12:42Z` | 2 | 0 | strong | low | low | targets high-star repos |
148
  | `excepshenal` | [profile](https://github.com/excepshenal) | no | FIRST_TIME_CONTRIBUTOR | 2481d | `2026-02-21T00:06:16Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
149
  | `jackcook` | [profile](https://github.com/jackcook) | no | CONTRIBUTOR | 4658d | `2026-02-13T05:15:44Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
150
  | `leopold-tzafon` | [profile](https://github.com/leopold-tzafon) | no | CONTRIBUTOR | 451d | `2026-02-19T15:45:13Z` | 2 | 0 | strong | low | low | targets high-star repos |
151
  | `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 |
152
- | `pragnyanramtha` | [profile](https://github.com/pragnyanramtha) | no | FIRST_TIME_CONTRIBUTOR | 448d | `2026-02-08T09:24:35Z` | 2 | 0 | mixed | moderate | low | — |
153
  | `tysoncung` | [profile](https://github.com/tysoncung) | no | CONTRIBUTOR | 2698d | `2026-02-17T02:03:30Z` | 2 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
154
  | `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 |
 
155
  | `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 |
156
  | `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 |
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 |
@@ -202,7 +203,7 @@
202
  | `aashay-sarvam` | [profile](https://github.com/aashay-sarvam) | no | FIRST_TIME_CONTRIBUTOR | 883d | `2026-03-10T11:55:01Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
203
  | `aashirpersonal` | [profile](https://github.com/aashirpersonal) | no | NONE | 957d | `2026-03-15T16:52:03Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
204
  | `aayushbaluni` | [profile](https://github.com/aayushbaluni) | no | NONE | 1999d | `2026-03-17T17:20:35Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
205
- | `Abdeltoto` | [profile](https://github.com/Abdeltoto) | yes | FIRST_TIME_CONTRIBUTOR | 265d | `2026-04-22T02:56:43Z` | 1 | 0 | weak | very high | medium | young account; high recent PR volume; very broad repo spread; high open PR share |
206
  | `abidlabs` | [profile](https://github.com/abidlabs) | no | MEMBER | 5075d | `2026-04-08T22:36:08Z` | 1 | 0 | mixed | moderate | low | high recent PR volume |
207
  | `adil-a` | [profile](https://github.com/adil-a) | no | CONTRIBUTOR | 2637d | `2026-02-26T17:57:16Z` | 1 | 0 | strong | low | low | high recent PR volume |
208
  | `agentspan` | [profile](https://github.com/agentspan) | no | NONE | 15d | `2026-04-08T08:40:08Z` | 1 | 0 | weak | low | high | very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
@@ -245,7 +246,6 @@
245
  | `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 |
246
  | `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 |
247
  | `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 |
248
- | `gowthamr-tech` | [profile](https://github.com/gowthamr-tech) | no | CONTRIBUTOR | 342d | `2026-02-16T15:00:00Z` | 1 | 0 | strong | low | low | young account; no visible non-self stars |
249
  | `GS-GOAT` | [profile](https://github.com/GS-GOAT) | no | NONE | 1748d | `2026-02-21T13:45:15Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
250
  | `hangjun-ezra` | [profile](https://github.com/hangjun-ezra) | no | CONTRIBUTOR | 652d | `2026-02-25T03:52:04Z` | 1 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
251
  | `hanouticelina` | [profile](https://github.com/hanouticelina) | no | MEMBER | 2974d | `2026-04-10T11:59:37Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
@@ -328,6 +328,7 @@
328
  | `RicardoLee510520` | [profile](https://github.com/RicardoLee510520) | no | FIRST_TIMER | 168d | `2026-03-19T06:30:53Z` | 1 | 0 | weak | low | medium | young account; many recent closed-unmerged PRs; targets high-star repos |
329
  | `RishabhMehra` | [profile](https://github.com/RishabhMehra) | no | FIRST_TIMER | 3359d | `2026-02-25T12:49:56Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
330
  | `Rohang2005` | [profile](https://github.com/Rohang2005) | no | NONE | 817d | `2026-03-04T08:13:38Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 
331
  | `roycho96` | [profile](https://github.com/roycho96) | no | FIRST_TIME_CONTRIBUTOR | 2160d | `2026-03-20T15:08:32Z` | 1 | 0 | mixed | moderate | low | high open PR share |
332
  | `rsmed31` | [profile](https://github.com/rsmed31) | no | NONE | 1321d | `2026-03-14T23:57:14Z` | 1 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
333
  | `ruben-aghayan` | [profile](https://github.com/ruben-aghayan) | no | FIRST_TIME_CONTRIBUTOR | 3216d | `2026-04-13T03:57:04Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -376,12 +377,12 @@
376
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ACyrilvallez)
377
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ACyrilvallez)
378
  - repo first seen: `2025-03-19T10:58:02Z`
379
- - repo last seen: `2026-04-22T05:49:53Z`
380
  - first seen in snapshot: **no**
381
  - repo association: **MEMBER**
382
  - repo primary artifacts: **79**
383
  - snapshot authored PRs/issues: **79 PRs / 0 issues**
384
- - snapshot discussion activity: **205 comments / 286 reviews / 446 review comments**
385
  - account age: **2036 days**
386
  - recent public PR activity: **48 PRs** (42 merged / 2 closed-unmerged / 4 open; merged rate **88%**, closed-unmerged rate **4%**, open rate **8%**)
387
  - public orgs: `huggingface`
@@ -389,7 +390,7 @@
389
  - heuristic read: **high recent PR volume; targets high-star repos**
390
 
391
  Example artifacts:
392
- - [PR #45567: Move some conversion mappings to PrefixChange](https://github.com/huggingface/transformers/pull/45567) — open
393
  - [PR #45564: Gemma3n and Gemma4 cannot use rotary kernel](https://github.com/huggingface/transformers/pull/45564) — open
394
  - [PR #45539: [modular] Fix modular logic broken in #45045](https://github.com/huggingface/transformers/pull/45539) — closed, merged
395
 
@@ -399,12 +400,12 @@ Example artifacts:
399
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atarekziade)
400
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atarekziade)
401
  - repo first seen: `2026-01-21T16:52:29Z`
402
- - repo last seen: `2026-04-21T09:08:25Z`
403
  - first seen in snapshot: **no**
404
  - repo association: **MEMBER**
405
  - repo primary artifacts: **84**
406
  - snapshot authored PRs/issues: **78 PRs / 6 issues**
407
- - snapshot discussion activity: **141 comments / 162 reviews / 151 review comments**
408
  - account age: **5839 days**
409
  - recent public PR activity: **108 PRs** (92 merged / 3 closed-unmerged / 13 open; merged rate **85%**, closed-unmerged rate **3%**, open rate **12%**)
410
  - public orgs: `AFPy`, `faitmain`, `circus-tent`
@@ -412,12 +413,12 @@ Example artifacts:
412
  - heuristic read: **extremely high recent PR volume; broad repo spread; targets high-star repos**
413
 
414
  Example artifacts:
415
- - [PR #45544: fix table update versions](https://github.com/huggingface/transformers/pull/45544) — open
416
  - [PR #45543: ci: OTEL support](https://github.com/huggingface/transformers/pull/45543) — open, draft
417
  - [PR #45531: Revert "Fix: modular image processors (#45492)"](https://github.com/huggingface/transformers/pull/45531) — closed, merged
418
  - [Issue #45458: Add typing support incrementally (meta issue)](https://github.com/huggingface/transformers/issues/45458) — open
419
  - [Issue #44740: Run model linter on new models additions](https://github.com/huggingface/transformers/issues/44740) — open
420
- - [Issue #44619: Plug model rule in development flow and extend it](https://github.com/huggingface/transformers/issues/44619) — open
421
 
422
  ### `ydshieh`
423
 
@@ -448,12 +449,12 @@ Example artifacts:
448
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azucchini-nlp)
449
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azucchini-nlp)
450
  - repo first seen: `2024-09-26T09:23:39Z`
451
- - repo last seen: `2026-04-21T17:49:24Z`
452
  - first seen in snapshot: **no**
453
  - repo association: **MEMBER**
454
  - repo primary artifacts: **67**
455
  - snapshot authored PRs/issues: **67 PRs / 0 issues**
456
- - snapshot discussion activity: **449 comments / 643 reviews / 1527 review comments**
457
  - account age: **1508 days**
458
  - recent public PR activity: **50 PRs** (33 merged / 6 closed-unmerged / 11 open; merged rate **66%**, closed-unmerged rate **12%**, open rate **22%**)
459
  - public orgs: `huggingface`, `deeppavlov`
@@ -471,11 +472,11 @@ Example artifacts:
471
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akaixuanliu)
472
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akaixuanliu)
473
  - repo first seen: `2025-06-20T09:58:55Z`
474
- - repo last seen: `2026-04-22T02:29:06Z`
475
  - first seen in snapshot: **no**
476
  - repo association: **CONTRIBUTOR**
477
- - repo primary artifacts: **63**
478
- - snapshot authored PRs/issues: **59 PRs / 4 issues**
479
  - snapshot discussion activity: **55 comments / 47 reviews / 47 review comments**
480
  - account age: **3934 days**
481
  - recent public PR activity: **35 PRs** (24 merged / 6 closed-unmerged / 5 open; merged rate **69%**, closed-unmerged rate **17%**, open rate **14%**)
@@ -484,9 +485,9 @@ Example artifacts:
484
  - heuristic read: **high recent PR volume; targets high-star repos**
485
 
486
  Example artifacts:
 
487
  - [PR #45487: Fix model parallel issue for altclip model and ChineseClip model](https://github.com/huggingface/transformers/pull/45487) — open
488
  - [PR #45470: sam3_lite_text: skip flash_attn_2_can_dispatch_composite_models tests](https://github.com/huggingface/transformers/pull/45470) — closed
489
- - [PR #45410: fix(altclip): fix failing tests](https://github.com/huggingface/transformers/pull/45410) — closed, draft
490
  - [Issue #44964: Cannot load `microsoft/Phi-4-multimodal-instruct` model with latest transformers.](https://github.com/huggingface/transformers/issues/44964) — open
491
  - [Issue #44792: Failed test case `test_model_generate_images` for janus model](https://github.com/huggingface/transformers/issues/44792) — closed
492
  - [Issue #43854: Unable to load `zai-org/GLM-4.7-Flash` model correctly in the unit tests](https://github.com/huggingface/transformers/issues/43854) — closed
@@ -497,12 +498,12 @@ Example artifacts:
497
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArthurZucker)
498
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArthurZucker)
499
  - repo first seen: `2023-02-24T14:13:29Z`
500
- - repo last seen: `2026-04-22T06:00:00Z`
501
  - first seen in snapshot: **no**
502
  - repo association: **MEMBER**
503
- - repo primary artifacts: **46**
504
- - snapshot authored PRs/issues: **44 PRs / 2 issues**
505
- - snapshot discussion activity: **139 comments / 466 reviews / 948 review comments**
506
  - account age: **2590 days**
507
  - recent public PR activity: **60 PRs** (36 merged / 5 closed-unmerged / 19 open; merged rate **60%**, closed-unmerged rate **8%**, open rate **32%**)
508
  - public orgs: none visible
@@ -510,9 +511,9 @@ Example artifacts:
510
  - heuristic read: **high recent PR volume; targets high-star repos**
511
 
512
  Example artifacts:
 
513
  - [PR #45559: Drop noisy generate warnings when do_sample=False (or num_beams=1)](https://github.com/huggingface/transformers/pull/45559) — open
514
  - [PR #45453: Draft commit](https://github.com/huggingface/transformers/pull/45453) — open, draft
515
- - [PR #45414: Fix IndexError with DeepSpeed ZeRO-3 when kernels rotary is active](https://github.com/huggingface/transformers/pull/45414) — closed, merged
516
  - [Issue #44052: Fix skipped tests for glm_moe_dsa model](https://github.com/huggingface/transformers/issues/44052) — closed
517
  - [Issue #42710: Outstanding issues / PR before we can release v5](https://github.com/huggingface/transformers/issues/42710) — closed
518
 
@@ -541,6 +542,30 @@ Example artifacts:
541
  - [Issue #43595: Tell Us: What Would Make Trainer Better?](https://github.com/huggingface/transformers/issues/43595) — open
542
  - [Issue #33260: Community contribution: Adding GGUF support for more architectures](https://github.com/huggingface/transformers/issues/33260) — open
543
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
544
  ### `Rocketknight1`
545
 
546
  - profile: [github.com/Rocketknight1](https://github.com/Rocketknight1)
@@ -588,30 +613,6 @@ Example artifacts:
588
  - [PR #45465: [docs] contributing](https://github.com/huggingface/transformers/pull/45465) — open, draft
589
  - [Issue #36979: [Community contributions] Model cards](https://github.com/huggingface/transformers/issues/36979) — closed
590
 
591
- ### `vasqu`
592
-
593
- - profile: [github.com/vasqu](https://github.com/vasqu)
594
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avasqu)
595
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avasqu)
596
- - repo first seen: `2025-08-26T12:13:50Z`
597
- - repo last seen: `2026-04-21T20:23:52Z`
598
- - first seen in snapshot: **no**
599
- - repo association: **MEMBER**
600
- - repo primary artifacts: **37**
601
- - snapshot authored PRs/issues: **36 PRs / 1 issues**
602
- - snapshot discussion activity: **455 comments / 758 reviews / 3281 review comments**
603
- - account age: **1991 days**
604
- - recent public PR activity: **21 PRs** (12 merged / 3 closed-unmerged / 6 open; merged rate **57%**, closed-unmerged rate **14%**, open rate **29%**)
605
- - public orgs: none visible
606
- - compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
607
- - heuristic read: **targets high-star repos**
608
-
609
- Example artifacts:
610
- - [PR #45483: [`Conversion Mapping`] Small fixups](https://github.com/huggingface/transformers/pull/45483) — closed, merged
611
- - [PR #45420: :rotating_light: [`Kernels`] Fix kernel function registration](https://github.com/huggingface/transformers/pull/45420) — closed, merged
612
- - [PR #45404: [`Tokenizers`] Move gpt sw3 tokenizer out](https://github.com/huggingface/transformers/pull/45404) — closed, merged
613
- - [Issue #40827: [`Cache`] Proper support for Linear Attention (related) caches](https://github.com/huggingface/transformers/issues/40827) — closed
614
-
615
  ### `harshaljanjani`
616
 
617
  - profile: [github.com/harshaljanjani](https://github.com/harshaljanjani)
@@ -811,12 +812,12 @@ Example artifacts:
811
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aeustlb)
812
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aeustlb)
813
  - repo first seen: `2025-01-20T12:27:19Z`
814
- - repo last seen: `2026-04-21T13:58:55Z`
815
  - first seen in snapshot: **no**
816
  - repo association: **MEMBER**
817
  - repo primary artifacts: **18**
818
  - snapshot authored PRs/issues: **18 PRs / 0 issues**
819
- - snapshot discussion activity: **28 comments / 119 reviews / 245 review comments**
820
  - account age: **1607 days**
821
  - recent public PR activity: **11 PRs** (8 merged / 0 closed-unmerged / 3 open; merged rate **73%**, closed-unmerged rate **0%**, open rate **27%**)
822
  - public orgs: none visible
@@ -834,12 +835,12 @@ Example artifacts:
834
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asywangyi)
835
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asywangyi)
836
  - repo first seen: `2025-12-16T08:22:52Z`
837
- - repo last seen: `2026-04-21T12:09:10Z`
838
  - first seen in snapshot: **no**
839
  - repo association: **CONTRIBUTOR**
840
  - repo primary artifacts: **17**
841
  - snapshot authored PRs/issues: **16 PRs / 1 issues**
842
- - snapshot discussion activity: **17 comments / 11 reviews / 11 review comments**
843
  - account age: **2996 days**
844
  - recent public PR activity: **16 PRs** (12 merged / 0 closed-unmerged / 4 open; merged rate **75%**, closed-unmerged rate **0%**, open rate **25%**)
845
  - public orgs: none visible
@@ -848,7 +849,7 @@ Example artifacts:
848
 
849
  Example artifacts:
850
  - [PR #45526: xpu output align with cuda in test case](https://github.com/huggingface/transformers/pull/45526) — closed, merged
851
- - [PR #45279: add expert parallelism for gemma-4-26B-A4B-it](https://github.com/huggingface/transformers/pull/45279) — open
852
  - [PR #45219: Add MoE to Gemma4 TP plan](https://github.com/huggingface/transformers/pull/45219) — closed, merged
853
  - [Issue #42890: tests/models/sam_hq/test_modeling_sam_hq.py::SamHQModelIntegrationTest may fail since a lot of cases are lack of set_seed()](https://github.com/huggingface/transformers/issues/42890) — closed
854
 
@@ -901,6 +902,32 @@ Example artifacts:
901
  - [Issue #45290: `apply_chat_template(tokenize=True)` crashes on assistant messages with tool calls and no content](https://github.com/huggingface/transformers/issues/45290) — closed
902
  - [Issue #44514: `Qwen2_5_VLProcessor.apply_chat_template` crashes on batched input when `padding=False`](https://github.com/huggingface/transformers/issues/44514) — closed
903
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
904
  ### `NielsRogge`
905
 
906
  - profile: [github.com/NielsRogge](https://github.com/NielsRogge)
@@ -927,31 +954,6 @@ Example artifacts:
927
  - [Issue #30525: Support align_corners=True in image_transforms module](https://github.com/huggingface/transformers/issues/30525) — closed
928
  - [Issue #21110: Add support for BLIP and GIT in image-to-text and VQA pipelines](https://github.com/huggingface/transformers/issues/21110) — closed
929
 
930
- ### `IlyasMoutawwakil`
931
-
932
- - profile: [github.com/IlyasMoutawwakil](https://github.com/IlyasMoutawwakil)
933
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIlyasMoutawwakil)
934
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIlyasMoutawwakil)
935
- - repo first seen: `2025-07-04T08:41:29Z`
936
- - repo last seen: `2026-04-21T12:18:35Z`
937
- - first seen in snapshot: **no**
938
- - repo association: **MEMBER**
939
- - repo primary artifacts: **17**
940
- - snapshot authored PRs/issues: **15 PRs / 2 issues**
941
- - snapshot discussion activity: **34 comments / 144 reviews / 121 review comments**
942
- - account age: **2354 days**
943
- - recent public PR activity: **22 PRs** (16 merged / 2 closed-unmerged / 4 open; merged rate **73%**, closed-unmerged rate **9%**, open rate **18%**)
944
- - public orgs: `huggingface`, `Chouafa`
945
- - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
946
- - heuristic read: **—**
947
-
948
- Example artifacts:
949
- - [PR #45433: SonicMoe](https://github.com/huggingface/transformers/pull/45433) — open
950
- - [PR #45396: Extract dynamic vision/audio tensors into standalone pure functions](https://github.com/huggingface/transformers/pull/45396) — open
951
- - [PR #44970: Fix CPU 16 bytes alignment issue using equivalent fallback](https://github.com/huggingface/transformers/pull/44970) — closed, merged
952
- - [Issue #43682: `torch.compile` and `torch.export` helper function to be moved from `import_utils`](https://github.com/huggingface/transformers/issues/43682) — open
953
- - [Issue #43317: device_map=auto fails to load the dequantized model on gpu+cpu offload](https://github.com/huggingface/transformers/issues/43317) — closed
954
-
955
  ### `hmellor`
956
 
957
  - profile: [github.com/hmellor](https://github.com/hmellor)
@@ -1115,6 +1117,31 @@ Example artifacts:
1115
  - [PR #44778: fix: correct logic error in is_tiktoken_available function](https://github.com/huggingface/transformers/pull/44778) — closed
1116
  - [PR #44769: Fix: Handle empty lists in video_utils functions](https://github.com/huggingface/transformers/pull/44769) — closed
1117
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1118
  ### `gambletan`
1119
 
1120
  - profile: [github.com/gambletan](https://github.com/gambletan)
@@ -1161,31 +1188,6 @@ Example artifacts:
1161
  - [PR #44921: fix: use shape index access in compute_3d_position_ids for Qwen VL models](https://github.com/huggingface/transformers/pull/44921) — closed
1162
  - [PR #44920: fix: propagate num_labels/id2label to text_config in Qwen3_5Config](https://github.com/huggingface/transformers/pull/44920) — closed
1163
 
1164
- ### `casinca`
1165
-
1166
- - profile: [github.com/casinca](https://github.com/casinca)
1167
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Acasinca)
1168
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Acasinca)
1169
- - repo first seen: `2025-12-10T12:31:18Z`
1170
- - repo last seen: `2026-04-21T20:21:31Z`
1171
- - first seen in snapshot: **no**
1172
- - repo association: **CONTRIBUTOR**
1173
- - repo primary artifacts: **9**
1174
- - snapshot authored PRs/issues: **7 PRs / 2 issues**
1175
- - snapshot discussion activity: **12 comments / 11 reviews / 11 review comments**
1176
- - account age: **2626 days**
1177
- - recent public PR activity: **22 PRs** (17 merged / 1 closed-unmerged / 4 open; merged rate **77%**, closed-unmerged rate **5%**, open rate **18%**)
1178
- - public orgs: none visible
1179
- - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
1180
- - heuristic read: **targets high-star repos**
1181
-
1182
- Example artifacts:
1183
- - [PR #45555: perf: avoid recomputing rotary_emb for each layer in some Google and ModernBERT models](https://github.com/huggingface/transformers/pull/45555) — open
1184
- - [PR #45441: fix(DSV3): parity between native `DeepseekV3MoE` and remote official implementation](https://github.com/huggingface/transformers/pull/45441) — closed, merged
1185
- - [PR #45144: Add Xiaomi MiMo-V2](https://github.com/huggingface/transformers/pull/45144) — open
1186
- - [Issue #45440: Native `DeepseekV3MoE` diverges from the remote DeepSeekV3 implementation](https://github.com/huggingface/transformers/issues/45440) — closed
1187
- - [Issue #45141: [refactor] gpt-oss `eager_attention_forward` for modularity (Ex: models with dual eager attn: sink/no sink)](https://github.com/huggingface/transformers/issues/45141) — closed
1188
-
1189
  ### `hkc5`
1190
 
1191
  - profile: [github.com/hkc5](https://github.com/hkc5)
@@ -1343,8 +1345,8 @@ Example artifacts:
1343
  - heuristic read: **targets high-star repos**
1344
 
1345
  Example artifacts:
1346
- - [PR #45562: Updated the image cache for Paddle models according to the latest API](https://github.com/huggingface/transformers/pull/45562) — open
1347
- - [PR #45532: [Model] Add SLANet Model Support](https://github.com/huggingface/transformers/pull/45532) — open
1348
  - [PR #45281: Fix resize failure caused by zero-sized masks in PP-DocLayoutV3](https://github.com/huggingface/transformers/pull/45281) — closed, merged
1349
 
1350
  ### `albertvillanova`
@@ -1419,7 +1421,7 @@ Example artifacts:
1419
  Example artifacts:
1420
  - [PR #45089: fix: use sys.modules.get() to avoid KeyError in modeling_utils](https://github.com/huggingface/transformers/pull/45089) — closed
1421
  - [PR #45007: fix: correct type annotations across config classes for @strict validation](https://github.com/huggingface/transformers/pull/45007) — closed, merged
1422
- - [PR #45006: fix: prevent IndexError in Whisper timestamp decode on trailing replacement char](https://github.com/huggingface/transformers/pull/45006) — open
1423
 
1424
  ### `mvanhorn`
1425
 
@@ -1677,7 +1679,7 @@ Example artifacts:
1677
  - heuristic read: **high open PR share; targets high-star repos**
1678
 
1679
  Example artifacts:
1680
- - [PR #45328: Drop unused Gemma4TextAttention weights when sharing KV Cache](https://github.com/huggingface/transformers/pull/45328) — open
1681
  - [PR #45192: casually dropping the most capable open weights on the planet](https://github.com/huggingface/transformers/pull/45192) — closed, merged
1682
  - [PR #44635: [Gemma] Modular-friendly buffers](https://github.com/huggingface/transformers/pull/44635) — open
1683
 
@@ -1689,7 +1691,7 @@ Example artifacts:
1689
  - repo first seen: `2026-03-30T12:18:41Z`
1690
  - repo last seen: `2026-04-20T08:12:23Z`
1691
  - first seen in snapshot: **no**
1692
- - repo association: **FIRST_TIME_CONTRIBUTOR**
1693
  - repo primary artifacts: **4**
1694
  - snapshot authored PRs/issues: **4 PRs / 0 issues**
1695
  - snapshot discussion activity: **10 comments / 1 reviews / 1 review comments**
@@ -1700,8 +1702,8 @@ Example artifacts:
1700
  - heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**
1701
 
1702
  Example artifacts:
1703
- - [PR #45506: Add full GGUF loading support for GPT‑OSS (fixes #43366, supersedes #43757) latest](https://github.com/huggingface/transformers/pull/45506) — open
1704
- - [PR #45500: Add full GGUF loading support for GPT‑OSS (fixes #43366, supersedes #43757) latest](https://github.com/huggingface/transformers/pull/45500) — open, draft
1705
  - [PR #45118: Add full GGUF loading support for GPT‑OSS (fixes #43366, supersedes #43757)](https://github.com/huggingface/transformers/pull/45118) — closed
1706
 
1707
  ### `jw9603`
@@ -1759,12 +1761,12 @@ Example artifacts:
1759
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAmineDiro)
1760
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAmineDiro)
1761
  - repo first seen: `2026-04-14T15:35:56Z`
1762
- - repo last seen: `2026-04-21T11:08:38Z`
1763
  - first seen in snapshot: **no**
1764
  - repo association: **MEMBER**
1765
  - repo primary artifacts: **3**
1766
  - snapshot authored PRs/issues: **3 PRs / 0 issues**
1767
- - snapshot discussion activity: **3 comments / 2 reviews / 2 review comments**
1768
  - account age: **3865 days**
1769
  - recent public PR activity: **17 PRs** (8 merged / 1 closed-unmerged / 8 open; merged rate **47%**, closed-unmerged rate **6%**, open rate **47%**)
1770
  - public orgs: `huggingface`
@@ -2081,12 +2083,12 @@ Example artifacts:
2081
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aebezzam)
2082
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aebezzam)
2083
  - repo first seen: `2025-07-25T12:59:52Z`
2084
- - repo last seen: `2026-04-20T16:29:45Z`
2085
  - first seen in snapshot: **no**
2086
  - repo association: **MEMBER**
2087
  - repo primary artifacts: **9**
2088
  - snapshot authored PRs/issues: **9 PRs / 0 issues**
2089
- - snapshot discussion activity: **53 comments / 193 reviews / 637 review comments**
2090
  - account age: **4683 days**
2091
  - recent public PR activity: **8 PRs** (4 merged / 1 closed-unmerged / 3 open; merged rate **50%**, closed-unmerged rate **12%**, open rate **38%**)
2092
  - public orgs: `LCAV`
@@ -2166,7 +2168,7 @@ Example artifacts:
2166
  - heuristic read: **high recent PR volume; targets high-star repos**
2167
 
2168
  Example artifacts:
2169
- - [PR #44763: [nemotron_h] Add support for MLP mixers](https://github.com/huggingface/transformers/pull/44763) — open
2170
  - [PR #44729: Avoid floating point math for ceil operations](https://github.com/huggingface/transformers/pull/44729) — open
2171
  - [PR #43473: Fix Apertus model loading (NotImplementedError: Cannot copy out of meta tensor; no data!)](https://github.com/huggingface/transformers/pull/43473) — closed, merged
2172
  - [Issue #44779: Deepseek tokenizer produces incorrect results as of v5 (works in v4)](https://github.com/huggingface/transformers/issues/44779) — closed
@@ -2339,7 +2341,7 @@ Example artifacts:
2339
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aarmorbreak001)
2340
  - repo first seen: `2026-04-22T05:24:00Z`
2341
  - repo last seen: `2026-04-22T05:27:49Z`
2342
- - first seen in snapshot: **yes**
2343
  - repo association: **FIRST_TIME_CONTRIBUTOR**
2344
  - repo primary artifacts: **2**
2345
  - snapshot authored PRs/issues: **2 PRs / 0 issues**
@@ -2404,12 +2406,12 @@ Example artifacts:
2404
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ABrianzhengca)
2405
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ABrianzhengca)
2406
  - repo first seen: `2026-04-11T21:41:32Z`
2407
- - repo last seen: `2026-04-21T01:29:43Z`
2408
  - first seen in snapshot: **no**
2409
  - repo association: **FIRST_TIME_CONTRIBUTOR**
2410
  - repo primary artifacts: **2**
2411
  - snapshot authored PRs/issues: **2 PRs / 0 issues**
2412
- - snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
2413
  - account age: **3170 days**
2414
  - recent public PR activity: **2 PRs** (1 merged / 1 closed-unmerged / 0 open; merged rate **50%**, closed-unmerged rate **50%**, open rate **0%**)
2415
  - public orgs: none visible
@@ -3485,6 +3487,28 @@ Example artifacts:
3485
  - [PR #40321: [WIP] Add Ovis2.5 ](https://github.com/huggingface/transformers/pull/40321) — closed
3486
  - [Issue #45177: add DeepSeek-OCR2](https://github.com/huggingface/transformers/issues/45177) — open
3487
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3488
  ### `ethanknights`
3489
 
3490
  - profile: [github.com/ethanknights](https://github.com/ethanknights)
@@ -3595,28 +3619,6 @@ Example artifacts:
3595
  - [PR #45471: Add EXAONE 4.5 implementations](https://github.com/huggingface/transformers/pull/45471) — open
3596
  - [PR #43080: Add EXAONE-MoE implementations](https://github.com/huggingface/transformers/pull/43080) — closed, merged
3597
 
3598
- ### `pragnyanramtha`
3599
-
3600
- - profile: [github.com/pragnyanramtha](https://github.com/pragnyanramtha)
3601
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apragnyanramtha)
3602
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apragnyanramtha)
3603
- - repo first seen: `2026-02-08T09:24:35Z`
3604
- - repo last seen: `2026-02-21T06:24:17Z`
3605
- - first seen in snapshot: **no**
3606
- - repo association: **FIRST_TIME_CONTRIBUTOR**
3607
- - repo primary artifacts: **2**
3608
- - snapshot authored PRs/issues: **2 PRs / 0 issues**
3609
- - snapshot discussion activity: **7 comments / 0 reviews / 0 review comments**
3610
- - account age: **448 days**
3611
- - recent public PR activity: **8 PRs** (3 merged / 3 closed-unmerged / 2 open; merged rate **38%**, closed-unmerged rate **38%**, open rate **25%**)
3612
- - public orgs: none visible
3613
- - compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
3614
- - heuristic read: **—**
3615
-
3616
- Example artifacts:
3617
- - [PR #44200: fix: propagate `weights_only` param to `load_state_dict` in .bin loading path (#43782)](https://github.com/huggingface/transformers/pull/44200) — closed
3618
- - [PR #43836: fix: wrapped TypeAdpater in string literals (for now)](https://github.com/huggingface/transformers/pull/43836) — open
3619
-
3620
  ### `tysoncung`
3621
 
3622
  - profile: [github.com/tysoncung](https://github.com/tysoncung)
@@ -3661,6 +3663,28 @@ Example artifacts:
3661
  - [PR #45055: Save model config in Trainer checkpoints for non-PreTrainedModel models](https://github.com/huggingface/transformers/pull/45055) — open
3662
  - [PR #43843: Add PlutoCallback integration for Pluto experiment tracker](https://github.com/huggingface/transformers/pull/43843) — closed
3663
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3664
  ### `baonudesifeizhai`
3665
 
3666
  - profile: [github.com/baonudesifeizhai](https://github.com/baonudesifeizhai)
@@ -4765,7 +4789,7 @@ Example artifacts:
4765
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAbdeltoto)
4766
  - repo first seen: `2026-04-22T02:56:43Z`
4767
  - repo last seen: `2026-04-22T02:56:43Z`
4768
- - first seen in snapshot: **yes**
4769
  - repo association: **FIRST_TIME_CONTRIBUTOR**
4770
  - repo primary artifacts: **1**
4771
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -5662,27 +5686,6 @@ Example artifacts:
5662
  Example artifacts:
5663
  - [PR #45550: Add runner selection for mi325 GPU type](https://github.com/huggingface/transformers/pull/45550) — open, draft
5664
 
5665
- ### `gowthamr-tech`
5666
-
5667
- - profile: [github.com/gowthamr-tech](https://github.com/gowthamr-tech)
5668
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Agowthamr-tech)
5669
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Agowthamr-tech)
5670
- - repo first seen: `2026-02-16T15:00:00Z`
5671
- - repo last seen: `2026-02-24T01:35:34Z`
5672
- - first seen in snapshot: **no**
5673
- - repo association: **CONTRIBUTOR**
5674
- - repo primary artifacts: **1**
5675
- - snapshot authored PRs/issues: **1 PRs / 0 issues**
5676
- - snapshot discussion activity: **7 comments / 0 reviews / 0 review comments**
5677
- - account age: **342 days**
5678
- - recent public PR activity: **5 PRs** (5 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
5679
- - public orgs: none visible
5680
- - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
5681
- - heuristic read: **young account; no visible non-self stars**
5682
-
5683
- Example artifacts:
5684
- - [PR #44199: Fix local dataset loading priority in run_image_classification_no_tra…](https://github.com/huggingface/transformers/pull/44199) — closed, merged
5685
-
5686
  ### `GS-GOAT`
5687
 
5688
  - profile: [github.com/GS-GOAT](https://github.com/GS-GOAT)
@@ -6551,12 +6554,12 @@ Example artifacts:
6551
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Alouzongzhi)
6552
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Alouzongzhi)
6553
  - repo first seen: `2026-04-14T05:14:08Z`
6554
- - repo last seen: `2026-04-16T13:32:23Z`
6555
  - first seen in snapshot: **no**
6556
  - repo association: **FIRST_TIME_CONTRIBUTOR**
6557
  - repo primary artifacts: **1**
6558
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
6559
- - snapshot discussion activity: **1 comments / 5 reviews / 5 review comments**
6560
  - account age: **1325 days**
6561
  - recent public PR activity: **4 PRs** (1 merged / 2 closed-unmerged / 1 open; merged rate **25%**, closed-unmerged rate **50%**, open rate **25%**)
6562
  - public orgs: none visible
@@ -7328,12 +7331,12 @@ Example artifacts:
7328
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Arain-1)
7329
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Arain-1)
7330
  - repo first seen: `2026-03-10T07:09:07Z`
7331
- - repo last seen: `2026-04-20T10:27:14Z`
7332
  - first seen in snapshot: **no**
7333
  - repo association: **FIRST_TIME_CONTRIBUTOR**
7334
  - repo primary artifacts: **1**
7335
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
7336
- - snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
7337
  - account age: **3706 days**
7338
  - recent public PR activity: **3 PRs** (0 merged / 1 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **33%**, open rate **67%**)
7339
  - public orgs: none visible
@@ -7406,6 +7409,27 @@ Example artifacts:
7406
  Example artifacts:
7407
  - [PR #44430: Fix inconsistent past_key_value/past_key_values usage in AFMoE modeling](https://github.com/huggingface/transformers/pull/44430) — closed
7408
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
7409
  ### `roycho96`
7410
 
7411
  - profile: [github.com/roycho96](https://github.com/roycho96)
 
1
  # New Contributor Report: huggingface/transformers
2
 
3
+ - Snapshot: `20260422T120052Z`
4
+ - Generated: `2026-04-22T12:03:18Z`
5
  - Activity window: `60d`
6
+ - Contributors: `359`
7
 
8
  ## Summary
9
 
 
13
  | `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 78 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
14
  | `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-03-31T13:54:54Z` | 72 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
15
  | `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-09-26T09:23:39Z` | 67 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
16
+ | `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 60 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
17
+ | `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 45 | 2 | mixed | moderate | low | high recent PR volume; targets high-star repos |
18
  | `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2360d | `2024-09-02T13:41:47Z` | 40 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
19
+ | `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 37 | 1 | mixed | low | low | targets high-star repos |
20
  | `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3961d | `2023-02-27T14:00:41Z` | 37 | 0 | strong | low | low | targets high-star repos |
21
  | `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2025-01-06T17:52:26Z` | 36 | 1 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
 
22
  | `harshaljanjani` | [profile](https://github.com/harshaljanjani) | no | CONTRIBUTOR | 1961d | `2025-09-17T20:29:13Z` | 31 | 20 | strong | low | low | targets high-star repos |
23
  | `itazap` | [profile](https://github.com/itazap) | no | MEMBER | 3139d | `2024-10-21T07:08:47Z` | 27 | 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` | 24 | 0 | strong | low | low | targets high-star repos |
 
31
  | `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2996d | `2025-12-16T08:22:52Z` | 16 | 1 | strong | moderate | low | targets high-star repos |
32
  | `weiguangli-io` | [profile](https://github.com/weiguangli-io) | no | CONTRIBUTOR | 2230d | `2026-02-09T02:10:15Z` | 16 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
33
  | `qgallouedec` | [profile](https://github.com/qgallouedec) | no | MEMBER | 2692d | `2024-12-13T13:39:10Z` | 15 | 13 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
34
+ | `IlyasMoutawwakil` | [profile](https://github.com/IlyasMoutawwakil) | no | MEMBER | 2354d | `2025-07-04T08:41:29Z` | 15 | 3 | strong | low | low | — |
35
  | `NielsRogge` | [profile](https://github.com/NielsRogge) | no | MEMBER | 2598d | `2022-02-21T10:02:38Z` | 15 | 3 | mixed | moderate | low | high recent PR volume |
 
36
  | `hmellor` | [profile](https://github.com/hmellor) | no | MEMBER | 3592d | `2025-08-14T10:03:14Z` | 14 | 2 | strong | low | low | high recent PR volume; targets high-star repos |
37
  | `kashif` | [profile](https://github.com/kashif) | no | MEMBER | 6569d | `2025-09-08T13:05:54Z` | 14 | 0 | mixed | high | low | high recent PR volume; broad repo spread; targets high-star repos |
38
  | `michaelbenayoun` | [profile](https://github.com/michaelbenayoun) | no | MEMBER | 3365d | `2024-10-24T15:39:49Z` | 14 | 0 | strong | moderate | low | targets high-star repos |
 
40
  | `3outeille` | [profile](https://github.com/3outeille) | no | MEMBER | 2625d | `2025-11-26T16:58:10Z` | 13 | 0 | mixed | low | low | high open PR share; targets high-star repos |
41
  | `Abdennacer-Badaoui` | [profile](https://github.com/Abdennacer-Badaoui) | no | MEMBER | 1414d | `2026-01-08T18:13:10Z` | 13 | 0 | strong | moderate | low | — |
42
  | `LincolnBurrows2017` | [profile](https://github.com/LincolnBurrows2017) | no | FIRST_TIME_CONTRIBUTOR | 3349d | `2026-03-13T04:48:06Z` | 13 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
43
+ | `casinca` | [profile](https://github.com/casinca) | no | CONTRIBUTOR | 2626d | `2025-12-10T12:31:18Z` | 8 | 2 | strong | moderate | low | targets high-star repos |
44
  | `gambletan` | [profile](https://github.com/gambletan) | no | NONE | 40d | `2026-03-13T05:22:03Z` | 8 | 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 |
45
  | `s-zx` | [profile](https://github.com/s-zx) | no | NONE | 2020d | `2026-03-08T19:38:00Z` | 8 | 0 | weak | very high | high | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 
46
  | `hkc5` | [profile](https://github.com/hkc5) | no | NONE | 973d | `2026-03-19T12:33:00Z` | 7 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
47
  | `Qubitium` | [profile](https://github.com/Qubitium) | no | CONTRIBUTOR | 5681d | `2025-10-03T18:23:49Z` | 7 | 0 | strong | moderate | low | extremely high recent PR volume |
48
  | `winglian` | [profile](https://github.com/winglian) | no | COLLABORATOR | 5708d | `2024-10-17T15:17:05Z` | 7 | 0 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
 
64
  | `nightcityblade` | [profile](https://github.com/nightcityblade) | no | CONTRIBUTOR | 67d | `2026-02-18T23:07:23Z` | 4 | 0 | weak | very high | high | very new account; extremely high recent PR volume; very broad repo spread; targets high-star repos |
65
  | `RudrenduPaul` | [profile](https://github.com/RudrenduPaul) | no | CONTRIBUTOR | 2913d | `2026-04-09T09:34:42Z` | 4 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
66
  | `RyanMullins` | [profile](https://github.com/RyanMullins) | no | CONTRIBUTOR | 5413d | `2026-03-12T13:32:25Z` | 4 | 0 | mixed | low | low | high open PR share; targets high-star repos |
67
+ | `sirzechs66` | [profile](https://github.com/sirzechs66) | no | CONTRIBUTOR | 1246d | `2026-03-30T12:18:41Z` | 4 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
68
  | `jw9603` | [profile](https://github.com/jw9603) | no | CONTRIBUTOR | 2050d | `2026-03-04T00:51:26Z` | 3 | 2 | weak | low | low | targets high-star repos |
69
  | `paulinebm` | [profile](https://github.com/paulinebm) | no | MEMBER | 830d | `2026-03-25T14:55:10Z` | 3 | 1 | strong | very high | medium | extremely high recent PR volume; very broad repo spread; no visible non-self stars |
70
  | `AmineDiro` | [profile](https://github.com/AmineDiro) | no | MEMBER | 3865d | `2026-04-14T15:35:56Z` | 3 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
 
92
  | `akhilc08` | [profile](https://github.com/akhilc08) | no | NONE | 403d | `2026-04-03T17:43:21Z` | 2 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
93
  | `akintunero` | [profile](https://github.com/akintunero) | no | CONTRIBUTOR | 3950d | `2026-03-30T13:48:47Z` | 2 | 0 | weak | moderate | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
94
  | `albertorkive` | [profile](https://github.com/albertorkive) | no | FIRST_TIME_CONTRIBUTOR | 698d | `2026-04-12T17:02:14Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars |
95
+ | `armorbreak001` | [profile](https://github.com/armorbreak001) | no | FIRST_TIME_CONTRIBUTOR | 13d | `2026-04-22T05:24:00Z` | 2 | 0 | weak | very high | high | very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; no visible non-self stars |
96
  | `asuryateja` | [profile](https://github.com/asuryateja) | no | CONTRIBUTOR | 1716d | `2026-03-26T21:05:17Z` | 2 | 0 | mixed | moderate | low | high open PR share |
97
  | `BenjaminBossan` | [profile](https://github.com/BenjaminBossan) | no | MEMBER | 4501d | `2024-10-17T11:56:32Z` | 2 | 0 | strong | moderate | low | high recent PR volume; targets high-star repos |
98
  | `Brianzhengca` | [profile](https://github.com/Brianzhengca) | no | FIRST_TIME_CONTRIBUTOR | 3170d | `2026-04-11T21:41:32Z` | 2 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
 
144
  | `githubnemo` | [profile](https://github.com/githubnemo) | no | MEMBER | 5827d | `2026-01-26T11:34:05Z` | 3 | 0 | strong | moderate | low | targets high-star repos |
145
  | `Olexandr88` | [profile](https://github.com/Olexandr88) | no | CONTRIBUTOR | 1622d | `2025-12-26T13:28:31Z` | 3 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share |
146
  | `thisisiron` | [profile](https://github.com/thisisiron) | no | CONTRIBUTOR | 3447d | `2025-08-20T15:17:54Z` | 2 | 1 | weak | low | low | high open PR share; targets high-star repos |
147
+ | `CodersAcademy006` | [profile](https://github.com/CodersAcademy006) | no | CONTRIBUTOR | 1448d | `2025-12-26T08:58:03Z` | 2 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
148
  | `ethanknights` | [profile](https://github.com/ethanknights) | no | CONTRIBUTOR | 3057d | `2025-06-27T22:12:42Z` | 2 | 0 | strong | low | low | targets high-star repos |
149
  | `excepshenal` | [profile](https://github.com/excepshenal) | no | FIRST_TIME_CONTRIBUTOR | 2481d | `2026-02-21T00:06:16Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
150
  | `jackcook` | [profile](https://github.com/jackcook) | no | CONTRIBUTOR | 4658d | `2026-02-13T05:15:44Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
151
  | `leopold-tzafon` | [profile](https://github.com/leopold-tzafon) | no | CONTRIBUTOR | 451d | `2026-02-19T15:45:13Z` | 2 | 0 | strong | low | low | targets high-star repos |
152
  | `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 |
 
153
  | `tysoncung` | [profile](https://github.com/tysoncung) | no | CONTRIBUTOR | 2698d | `2026-02-17T02:03:30Z` | 2 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
154
  | `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 |
155
+ | `vkuzo` | [profile](https://github.com/vkuzo) | no | CONTRIBUTOR | 5127d | `2026-01-28T15:04:44Z` | 2 | 0 | strong | moderate | low | high recent PR volume |
156
  | `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 |
157
  | `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 |
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 |
 
203
  | `aashay-sarvam` | [profile](https://github.com/aashay-sarvam) | no | FIRST_TIME_CONTRIBUTOR | 883d | `2026-03-10T11:55:01Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
204
  | `aashirpersonal` | [profile](https://github.com/aashirpersonal) | no | NONE | 957d | `2026-03-15T16:52:03Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
205
  | `aayushbaluni` | [profile](https://github.com/aayushbaluni) | no | NONE | 1999d | `2026-03-17T17:20:35Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
206
+ | `Abdeltoto` | [profile](https://github.com/Abdeltoto) | no | FIRST_TIME_CONTRIBUTOR | 265d | `2026-04-22T02:56:43Z` | 1 | 0 | weak | very high | medium | young account; high recent PR volume; very broad repo spread; high open PR share |
207
  | `abidlabs` | [profile](https://github.com/abidlabs) | no | MEMBER | 5075d | `2026-04-08T22:36:08Z` | 1 | 0 | mixed | moderate | low | high recent PR volume |
208
  | `adil-a` | [profile](https://github.com/adil-a) | no | CONTRIBUTOR | 2637d | `2026-02-26T17:57:16Z` | 1 | 0 | strong | low | low | high recent PR volume |
209
  | `agentspan` | [profile](https://github.com/agentspan) | no | NONE | 15d | `2026-04-08T08:40:08Z` | 1 | 0 | weak | low | high | very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; 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
  | `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 |
248
  | `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 |
 
249
  | `GS-GOAT` | [profile](https://github.com/GS-GOAT) | no | NONE | 1748d | `2026-02-21T13:45:15Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
250
  | `hangjun-ezra` | [profile](https://github.com/hangjun-ezra) | no | CONTRIBUTOR | 652d | `2026-02-25T03:52:04Z` | 1 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
251
  | `hanouticelina` | [profile](https://github.com/hanouticelina) | no | MEMBER | 2974d | `2026-04-10T11:59:37Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
 
328
  | `RicardoLee510520` | [profile](https://github.com/RicardoLee510520) | no | FIRST_TIMER | 168d | `2026-03-19T06:30:53Z` | 1 | 0 | weak | low | medium | young account; many recent closed-unmerged PRs; targets high-star repos |
329
  | `RishabhMehra` | [profile](https://github.com/RishabhMehra) | no | FIRST_TIMER | 3359d | `2026-02-25T12:49:56Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
330
  | `Rohang2005` | [profile](https://github.com/Rohang2005) | no | NONE | 817d | `2026-03-04T08:13:38Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
331
+ | `ronansgd` | [profile](https://github.com/ronansgd) | yes | FIRST_TIME_CONTRIBUTOR | 2195d | `2026-04-22T08:50:02Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
332
  | `roycho96` | [profile](https://github.com/roycho96) | no | FIRST_TIME_CONTRIBUTOR | 2160d | `2026-03-20T15:08:32Z` | 1 | 0 | mixed | moderate | low | high open PR share |
333
  | `rsmed31` | [profile](https://github.com/rsmed31) | no | NONE | 1321d | `2026-03-14T23:57:14Z` | 1 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
334
  | `ruben-aghayan` | [profile](https://github.com/ruben-aghayan) | no | FIRST_TIME_CONTRIBUTOR | 3216d | `2026-04-13T03:57:04Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
377
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ACyrilvallez)
378
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ACyrilvallez)
379
  - repo first seen: `2025-03-19T10:58:02Z`
380
+ - repo last seen: `2026-04-22T06:58:18Z`
381
  - first seen in snapshot: **no**
382
  - repo association: **MEMBER**
383
  - repo primary artifacts: **79**
384
  - snapshot authored PRs/issues: **79 PRs / 0 issues**
385
+ - snapshot discussion activity: **205 comments / 287 reviews / 446 review comments**
386
  - account age: **2036 days**
387
  - recent public PR activity: **48 PRs** (42 merged / 2 closed-unmerged / 4 open; merged rate **88%**, closed-unmerged rate **4%**, open rate **8%**)
388
  - public orgs: `huggingface`
 
390
  - heuristic read: **high recent PR volume; targets high-star repos**
391
 
392
  Example artifacts:
393
+ - [PR #45567: Move some conversion mappings to PrefixChange](https://github.com/huggingface/transformers/pull/45567) — closed, merged
394
  - [PR #45564: Gemma3n and Gemma4 cannot use rotary kernel](https://github.com/huggingface/transformers/pull/45564) — open
395
  - [PR #45539: [modular] Fix modular logic broken in #45045](https://github.com/huggingface/transformers/pull/45539) — closed, merged
396
 
 
400
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atarekziade)
401
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atarekziade)
402
  - repo first seen: `2026-01-21T16:52:29Z`
403
+ - repo last seen: `2026-04-22T11:10:13Z`
404
  - first seen in snapshot: **no**
405
  - repo association: **MEMBER**
406
  - repo primary artifacts: **84**
407
  - snapshot authored PRs/issues: **78 PRs / 6 issues**
408
+ - snapshot discussion activity: **142 comments / 163 reviews / 152 review comments**
409
  - account age: **5839 days**
410
  - recent public PR activity: **108 PRs** (92 merged / 3 closed-unmerged / 13 open; merged rate **85%**, closed-unmerged rate **3%**, open rate **12%**)
411
  - public orgs: `AFPy`, `faitmain`, `circus-tent`
 
413
  - heuristic read: **extremely high recent PR volume; broad repo spread; targets high-star repos**
414
 
415
  Example artifacts:
416
+ - [PR #45544: fix table update versions](https://github.com/huggingface/transformers/pull/45544) — closed, merged
417
  - [PR #45543: ci: OTEL support](https://github.com/huggingface/transformers/pull/45543) — open, draft
418
  - [PR #45531: Revert "Fix: modular image processors (#45492)"](https://github.com/huggingface/transformers/pull/45531) — closed, merged
419
  - [Issue #45458: Add typing support incrementally (meta issue)](https://github.com/huggingface/transformers/issues/45458) — open
420
  - [Issue #44740: Run model linter on new models additions](https://github.com/huggingface/transformers/issues/44740) — open
421
+ - [Issue #44619: Plug model rule in development flow and extend it](https://github.com/huggingface/transformers/issues/44619) — closed
422
 
423
  ### `ydshieh`
424
 
 
449
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azucchini-nlp)
450
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azucchini-nlp)
451
  - repo first seen: `2024-09-26T09:23:39Z`
452
+ - repo last seen: `2026-04-22T11:21:10Z`
453
  - first seen in snapshot: **no**
454
  - repo association: **MEMBER**
455
  - repo primary artifacts: **67**
456
  - snapshot authored PRs/issues: **67 PRs / 0 issues**
457
+ - snapshot discussion activity: **451 comments / 648 reviews / 1589 review comments**
458
  - account age: **1508 days**
459
  - recent public PR activity: **50 PRs** (33 merged / 6 closed-unmerged / 11 open; merged rate **66%**, closed-unmerged rate **12%**, open rate **22%**)
460
  - public orgs: `huggingface`, `deeppavlov`
 
472
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akaixuanliu)
473
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akaixuanliu)
474
  - repo first seen: `2025-06-20T09:58:55Z`
475
+ - repo last seen: `2026-04-22T06:52:45Z`
476
  - first seen in snapshot: **no**
477
  - repo association: **CONTRIBUTOR**
478
+ - repo primary artifacts: **64**
479
+ - snapshot authored PRs/issues: **60 PRs / 4 issues**
480
  - snapshot discussion activity: **55 comments / 47 reviews / 47 review comments**
481
  - account age: **3934 days**
482
  - recent public PR activity: **35 PRs** (24 merged / 6 closed-unmerged / 5 open; merged rate **69%**, closed-unmerged rate **17%**, open rate **14%**)
 
485
  - heuristic read: **high recent PR volume; targets high-star repos**
486
 
487
  Example artifacts:
488
+ - [PR #45568: Gemma4: fix failed test cases](https://github.com/huggingface/transformers/pull/45568) — open
489
  - [PR #45487: Fix model parallel issue for altclip model and ChineseClip model](https://github.com/huggingface/transformers/pull/45487) — open
490
  - [PR #45470: sam3_lite_text: skip flash_attn_2_can_dispatch_composite_models tests](https://github.com/huggingface/transformers/pull/45470) — closed
 
491
  - [Issue #44964: Cannot load `microsoft/Phi-4-multimodal-instruct` model with latest transformers.](https://github.com/huggingface/transformers/issues/44964) — open
492
  - [Issue #44792: Failed test case `test_model_generate_images` for janus model](https://github.com/huggingface/transformers/issues/44792) — closed
493
  - [Issue #43854: Unable to load `zai-org/GLM-4.7-Flash` model correctly in the unit tests](https://github.com/huggingface/transformers/issues/43854) — closed
 
498
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArthurZucker)
499
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArthurZucker)
500
  - repo first seen: `2023-02-24T14:13:29Z`
501
+ - repo last seen: `2026-04-22T10:21:42Z`
502
  - first seen in snapshot: **no**
503
  - repo association: **MEMBER**
504
+ - repo primary artifacts: **47**
505
+ - snapshot authored PRs/issues: **45 PRs / 2 issues**
506
+ - snapshot discussion activity: **144 comments / 474 reviews / 951 review comments**
507
  - account age: **2590 days**
508
  - recent public PR activity: **60 PRs** (36 merged / 5 closed-unmerged / 19 open; merged rate **60%**, closed-unmerged rate **8%**, open rate **32%**)
509
  - public orgs: none visible
 
511
  - heuristic read: **high recent PR volume; targets high-star repos**
512
 
513
  Example artifacts:
514
+ - [PR #45569: Proper nemotron H and 3 and 2](https://github.com/huggingface/transformers/pull/45569) — open, draft
515
  - [PR #45559: Drop noisy generate warnings when do_sample=False (or num_beams=1)](https://github.com/huggingface/transformers/pull/45559) — open
516
  - [PR #45453: Draft commit](https://github.com/huggingface/transformers/pull/45453) — open, draft
 
517
  - [Issue #44052: Fix skipped tests for glm_moe_dsa model](https://github.com/huggingface/transformers/issues/44052) — closed
518
  - [Issue #42710: Outstanding issues / PR before we can release v5](https://github.com/huggingface/transformers/issues/42710) — closed
519
 
 
542
  - [Issue #43595: Tell Us: What Would Make Trainer Better?](https://github.com/huggingface/transformers/issues/43595) — open
543
  - [Issue #33260: Community contribution: Adding GGUF support for more architectures](https://github.com/huggingface/transformers/issues/33260) — open
544
 
545
+ ### `vasqu`
546
+
547
+ - profile: [github.com/vasqu](https://github.com/vasqu)
548
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avasqu)
549
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avasqu)
550
+ - repo first seen: `2025-08-26T12:13:50Z`
551
+ - repo last seen: `2026-04-22T11:28:42Z`
552
+ - first seen in snapshot: **no**
553
+ - repo association: **MEMBER**
554
+ - repo primary artifacts: **38**
555
+ - snapshot authored PRs/issues: **37 PRs / 1 issues**
556
+ - snapshot discussion activity: **459 comments / 761 reviews / 3281 review comments**
557
+ - account age: **1991 days**
558
+ - recent public PR activity: **21 PRs** (12 merged / 3 closed-unmerged / 6 open; merged rate **57%**, closed-unmerged rate **14%**, open rate **29%**)
559
+ - public orgs: none visible
560
+ - compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
561
+ - heuristic read: **targets high-star repos**
562
+
563
+ Example artifacts:
564
+ - [PR #45574: Fix typos](https://github.com/huggingface/transformers/pull/45574) — open
565
+ - [PR #45483: [`Conversion Mapping`] Small fixups](https://github.com/huggingface/transformers/pull/45483) — closed, merged
566
+ - [PR #45420: :rotating_light: [`Kernels`] Fix kernel function registration](https://github.com/huggingface/transformers/pull/45420) — closed, merged
567
+ - [Issue #40827: [`Cache`] Proper support for Linear Attention (related) caches](https://github.com/huggingface/transformers/issues/40827) — closed
568
+
569
  ### `Rocketknight1`
570
 
571
  - profile: [github.com/Rocketknight1](https://github.com/Rocketknight1)
 
613
  - [PR #45465: [docs] contributing](https://github.com/huggingface/transformers/pull/45465) — open, draft
614
  - [Issue #36979: [Community contributions] Model cards](https://github.com/huggingface/transformers/issues/36979) — closed
615
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
616
  ### `harshaljanjani`
617
 
618
  - profile: [github.com/harshaljanjani](https://github.com/harshaljanjani)
 
812
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aeustlb)
813
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aeustlb)
814
  - repo first seen: `2025-01-20T12:27:19Z`
815
+ - repo last seen: `2026-04-22T10:11:47Z`
816
  - first seen in snapshot: **no**
817
  - repo association: **MEMBER**
818
  - repo primary artifacts: **18**
819
  - snapshot authored PRs/issues: **18 PRs / 0 issues**
820
+ - snapshot discussion activity: **29 comments / 122 reviews / 245 review comments**
821
  - account age: **1607 days**
822
  - recent public PR activity: **11 PRs** (8 merged / 0 closed-unmerged / 3 open; merged rate **73%**, closed-unmerged rate **0%**, open rate **27%**)
823
  - public orgs: none visible
 
835
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asywangyi)
836
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asywangyi)
837
  - repo first seen: `2025-12-16T08:22:52Z`
838
+ - repo last seen: `2026-04-22T06:30:57Z`
839
  - first seen in snapshot: **no**
840
  - repo association: **CONTRIBUTOR**
841
  - repo primary artifacts: **17**
842
  - snapshot authored PRs/issues: **16 PRs / 1 issues**
843
+ - snapshot discussion activity: **17 comments / 13 reviews / 13 review comments**
844
  - account age: **2996 days**
845
  - recent public PR activity: **16 PRs** (12 merged / 0 closed-unmerged / 4 open; merged rate **75%**, closed-unmerged rate **0%**, open rate **25%**)
846
  - public orgs: none visible
 
849
 
850
  Example artifacts:
851
  - [PR #45526: xpu output align with cuda in test case](https://github.com/huggingface/transformers/pull/45526) — closed, merged
852
+ - [PR #45279: add expert parallelism for gemma-4-26B-A4B-it](https://github.com/huggingface/transformers/pull/45279) — closed, merged
853
  - [PR #45219: Add MoE to Gemma4 TP plan](https://github.com/huggingface/transformers/pull/45219) — closed, merged
854
  - [Issue #42890: tests/models/sam_hq/test_modeling_sam_hq.py::SamHQModelIntegrationTest may fail since a lot of cases are lack of set_seed()](https://github.com/huggingface/transformers/issues/42890) — closed
855
 
 
902
  - [Issue #45290: `apply_chat_template(tokenize=True)` crashes on assistant messages with tool calls and no content](https://github.com/huggingface/transformers/issues/45290) — closed
903
  - [Issue #44514: `Qwen2_5_VLProcessor.apply_chat_template` crashes on batched input when `padding=False`](https://github.com/huggingface/transformers/issues/44514) — closed
904
 
905
+ ### `IlyasMoutawwakil`
906
+
907
+ - profile: [github.com/IlyasMoutawwakil](https://github.com/IlyasMoutawwakil)
908
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIlyasMoutawwakil)
909
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIlyasMoutawwakil)
910
+ - repo first seen: `2025-07-04T08:41:29Z`
911
+ - repo last seen: `2026-04-22T12:01:16Z`
912
+ - first seen in snapshot: **no**
913
+ - repo association: **MEMBER**
914
+ - repo primary artifacts: **18**
915
+ - snapshot authored PRs/issues: **15 PRs / 3 issues**
916
+ - snapshot discussion activity: **35 comments / 154 reviews / 131 review comments**
917
+ - account age: **2354 days**
918
+ - recent public PR activity: **22 PRs** (16 merged / 2 closed-unmerged / 4 open; merged rate **73%**, closed-unmerged rate **9%**, open rate **18%**)
919
+ - public orgs: `huggingface`, `Chouafa`
920
+ - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
921
+ - heuristic read: **—**
922
+
923
+ Example artifacts:
924
+ - [PR #45433: SonicMoe](https://github.com/huggingface/transformers/pull/45433) — open
925
+ - [PR #45396: Extract dynamic vision/audio tensors into standalone pure functions](https://github.com/huggingface/transformers/pull/45396) — open
926
+ - [PR #44970: Fix CPU 16 bytes alignment issue using equivalent fallback](https://github.com/huggingface/transformers/pull/44970) — closed, merged
927
+ - [Issue #45571: A nice UX for generating dynamic tensors that break torch.compile/torch.export](https://github.com/huggingface/transformers/issues/45571) — open
928
+ - [Issue #43682: `torch.compile` and `torch.export` helper function to be moved from `import_utils`](https://github.com/huggingface/transformers/issues/43682) — open
929
+ - [Issue #43317: device_map=auto fails to load the dequantized model on gpu+cpu offload](https://github.com/huggingface/transformers/issues/43317) — closed
930
+
931
  ### `NielsRogge`
932
 
933
  - profile: [github.com/NielsRogge](https://github.com/NielsRogge)
 
954
  - [Issue #30525: Support align_corners=True in image_transforms module](https://github.com/huggingface/transformers/issues/30525) — closed
955
  - [Issue #21110: Add support for BLIP and GIT in image-to-text and VQA pipelines](https://github.com/huggingface/transformers/issues/21110) — closed
956
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
957
  ### `hmellor`
958
 
959
  - profile: [github.com/hmellor](https://github.com/hmellor)
 
1117
  - [PR #44778: fix: correct logic error in is_tiktoken_available function](https://github.com/huggingface/transformers/pull/44778) — closed
1118
  - [PR #44769: Fix: Handle empty lists in video_utils functions](https://github.com/huggingface/transformers/pull/44769) — closed
1119
 
1120
+ ### `casinca`
1121
+
1122
+ - profile: [github.com/casinca](https://github.com/casinca)
1123
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Acasinca)
1124
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Acasinca)
1125
+ - repo first seen: `2025-12-10T12:31:18Z`
1126
+ - repo last seen: `2026-04-22T10:20:01Z`
1127
+ - first seen in snapshot: **no**
1128
+ - repo association: **CONTRIBUTOR**
1129
+ - repo primary artifacts: **10**
1130
+ - snapshot authored PRs/issues: **8 PRs / 2 issues**
1131
+ - snapshot discussion activity: **13 comments / 11 reviews / 11 review comments**
1132
+ - account age: **2626 days**
1133
+ - recent public PR activity: **22 PRs** (17 merged / 1 closed-unmerged / 4 open; merged rate **77%**, closed-unmerged rate **5%**, open rate **18%**)
1134
+ - public orgs: none visible
1135
+ - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
1136
+ - heuristic read: **targets high-star repos**
1137
+
1138
+ Example artifacts:
1139
+ - [PR #45572: refactor(Dots1): drop Dots1MoE override to `pass` (inherits from DSV3 MoE)](https://github.com/huggingface/transformers/pull/45572) — closed, merged
1140
+ - [PR #45555: perf: avoid recomputing rotary_emb for each layer in some Google and ModernBERT models](https://github.com/huggingface/transformers/pull/45555) — closed, merged
1141
+ - [PR #45441: fix(DSV3): parity between native `DeepseekV3MoE` and remote official implementation](https://github.com/huggingface/transformers/pull/45441) — closed, merged
1142
+ - [Issue #45440: Native `DeepseekV3MoE` diverges from the remote DeepSeekV3 implementation](https://github.com/huggingface/transformers/issues/45440) — closed
1143
+ - [Issue #45141: [refactor] gpt-oss `eager_attention_forward` for modularity (Ex: models with dual eager attn: sink/no sink)](https://github.com/huggingface/transformers/issues/45141) — closed
1144
+
1145
  ### `gambletan`
1146
 
1147
  - profile: [github.com/gambletan](https://github.com/gambletan)
 
1188
  - [PR #44921: fix: use shape index access in compute_3d_position_ids for Qwen VL models](https://github.com/huggingface/transformers/pull/44921) — closed
1189
  - [PR #44920: fix: propagate num_labels/id2label to text_config in Qwen3_5Config](https://github.com/huggingface/transformers/pull/44920) — closed
1190
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1191
  ### `hkc5`
1192
 
1193
  - profile: [github.com/hkc5](https://github.com/hkc5)
 
1345
  - heuristic read: **targets high-star repos**
1346
 
1347
  Example artifacts:
1348
+ - [PR #45562: Updated the image cache for Paddle models according to the latest API](https://github.com/huggingface/transformers/pull/45562) — open, merged
1349
+ - [PR #45532: [Model] Add SLANet Model Support](https://github.com/huggingface/transformers/pull/45532) — closed, merged
1350
  - [PR #45281: Fix resize failure caused by zero-sized masks in PP-DocLayoutV3](https://github.com/huggingface/transformers/pull/45281) — closed, merged
1351
 
1352
  ### `albertvillanova`
 
1421
  Example artifacts:
1422
  - [PR #45089: fix: use sys.modules.get() to avoid KeyError in modeling_utils](https://github.com/huggingface/transformers/pull/45089) — closed
1423
  - [PR #45007: fix: correct type annotations across config classes for @strict validation](https://github.com/huggingface/transformers/pull/45007) — closed, merged
1424
+ - [PR #45006: fix: prevent IndexError in Whisper timestamp decode on trailing replacement char](https://github.com/huggingface/transformers/pull/45006) — closed
1425
 
1426
  ### `mvanhorn`
1427
 
 
1679
  - heuristic read: **high open PR share; targets high-star repos**
1680
 
1681
  Example artifacts:
1682
+ - [PR #45328: Update Gemma4 weight conversion script](https://github.com/huggingface/transformers/pull/45328) — closed, merged
1683
  - [PR #45192: casually dropping the most capable open weights on the planet](https://github.com/huggingface/transformers/pull/45192) — closed, merged
1684
  - [PR #44635: [Gemma] Modular-friendly buffers](https://github.com/huggingface/transformers/pull/44635) — open
1685
 
 
1691
  - repo first seen: `2026-03-30T12:18:41Z`
1692
  - repo last seen: `2026-04-20T08:12:23Z`
1693
  - first seen in snapshot: **no**
1694
+ - repo association: **CONTRIBUTOR**
1695
  - repo primary artifacts: **4**
1696
  - snapshot authored PRs/issues: **4 PRs / 0 issues**
1697
  - snapshot discussion activity: **10 comments / 1 reviews / 1 review comments**
 
1702
  - heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**
1703
 
1704
  Example artifacts:
1705
+ - [PR #45506: Add full GGUF loading support for GPT‑OSS (fixes #43366, supersedes #43757) latest](https://github.com/huggingface/transformers/pull/45506) — closed, merged
1706
+ - [PR #45500: Add full GGUF loading support for GPT‑OSS (fixes #43366, supersedes #43757) latest](https://github.com/huggingface/transformers/pull/45500) — closed, draft
1707
  - [PR #45118: Add full GGUF loading support for GPT‑OSS (fixes #43366, supersedes #43757)](https://github.com/huggingface/transformers/pull/45118) — closed
1708
 
1709
  ### `jw9603`
 
1761
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAmineDiro)
1762
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAmineDiro)
1763
  - repo first seen: `2026-04-14T15:35:56Z`
1764
+ - repo last seen: `2026-04-22T10:09:55Z`
1765
  - first seen in snapshot: **no**
1766
  - repo association: **MEMBER**
1767
  - repo primary artifacts: **3**
1768
  - snapshot authored PRs/issues: **3 PRs / 0 issues**
1769
+ - snapshot discussion activity: **6 comments / 4 reviews / 4 review comments**
1770
  - account age: **3865 days**
1771
  - recent public PR activity: **17 PRs** (8 merged / 1 closed-unmerged / 8 open; merged rate **47%**, closed-unmerged rate **6%**, open rate **47%**)
1772
  - public orgs: `huggingface`
 
2083
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aebezzam)
2084
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aebezzam)
2085
  - repo first seen: `2025-07-25T12:59:52Z`
2086
+ - repo last seen: `2026-04-22T11:22:59Z`
2087
  - first seen in snapshot: **no**
2088
  - repo association: **MEMBER**
2089
  - repo primary artifacts: **9**
2090
  - snapshot authored PRs/issues: **9 PRs / 0 issues**
2091
+ - snapshot discussion activity: **54 comments / 193 reviews / 637 review comments**
2092
  - account age: **4683 days**
2093
  - recent public PR activity: **8 PRs** (4 merged / 1 closed-unmerged / 3 open; merged rate **50%**, closed-unmerged rate **12%**, open rate **38%**)
2094
  - public orgs: `LCAV`
 
2168
  - heuristic read: **high recent PR volume; targets high-star repos**
2169
 
2170
  Example artifacts:
2171
+ - [PR #44763: [nemotron_h] Add support for MLP mixers](https://github.com/huggingface/transformers/pull/44763) — closed, merged
2172
  - [PR #44729: Avoid floating point math for ceil operations](https://github.com/huggingface/transformers/pull/44729) — open
2173
  - [PR #43473: Fix Apertus model loading (NotImplementedError: Cannot copy out of meta tensor; no data!)](https://github.com/huggingface/transformers/pull/43473) — closed, merged
2174
  - [Issue #44779: Deepseek tokenizer produces incorrect results as of v5 (works in v4)](https://github.com/huggingface/transformers/issues/44779) — closed
 
2341
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aarmorbreak001)
2342
  - repo first seen: `2026-04-22T05:24:00Z`
2343
  - repo last seen: `2026-04-22T05:27:49Z`
2344
+ - first seen in snapshot: **no**
2345
  - repo association: **FIRST_TIME_CONTRIBUTOR**
2346
  - repo primary artifacts: **2**
2347
  - snapshot authored PRs/issues: **2 PRs / 0 issues**
 
2406
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ABrianzhengca)
2407
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ABrianzhengca)
2408
  - repo first seen: `2026-04-11T21:41:32Z`
2409
+ - repo last seen: `2026-04-22T08:16:38Z`
2410
  - first seen in snapshot: **no**
2411
  - repo association: **FIRST_TIME_CONTRIBUTOR**
2412
  - repo primary artifacts: **2**
2413
  - snapshot authored PRs/issues: **2 PRs / 0 issues**
2414
+ - snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
2415
  - account age: **3170 days**
2416
  - recent public PR activity: **2 PRs** (1 merged / 1 closed-unmerged / 0 open; merged rate **50%**, closed-unmerged rate **50%**, open rate **0%**)
2417
  - public orgs: none visible
 
3487
  - [PR #40321: [WIP] Add Ovis2.5 ](https://github.com/huggingface/transformers/pull/40321) — closed
3488
  - [Issue #45177: add DeepSeek-OCR2](https://github.com/huggingface/transformers/issues/45177) — open
3489
 
3490
+ ### `CodersAcademy006`
3491
+
3492
+ - profile: [github.com/CodersAcademy006](https://github.com/CodersAcademy006)
3493
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ACodersAcademy006)
3494
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ACodersAcademy006)
3495
+ - repo first seen: `2025-12-26T08:58:03Z`
3496
+ - repo last seen: `2026-04-22T11:32:16Z`
3497
+ - first seen in snapshot: **no**
3498
+ - repo association: **CONTRIBUTOR**
3499
+ - repo primary artifacts: **2**
3500
+ - snapshot authored PRs/issues: **2 PRs / 0 issues**
3501
+ - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
3502
+ - account age: **1448 days**
3503
+ - recent public PR activity: **11 PRs** (1 merged / 4 closed-unmerged / 6 open; merged rate **9%**, closed-unmerged rate **36%**, open rate **55%**)
3504
+ - public orgs: none visible
3505
+ - compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
3506
+ - heuristic read: **high open PR share; targets high-star repos**
3507
+
3508
+ Example artifacts:
3509
+ - [PR #45575: fix(generation): remove stale warning for num_return_sequences in paged generate](https://github.com/huggingface/transformers/pull/45575) — open
3510
+ - [PR #43047: fix: prevent accelerate from splitting vision encoder by setting _no_…](https://github.com/huggingface/transformers/pull/43047) — closed, merged
3511
+
3512
  ### `ethanknights`
3513
 
3514
  - profile: [github.com/ethanknights](https://github.com/ethanknights)
 
3619
  - [PR #45471: Add EXAONE 4.5 implementations](https://github.com/huggingface/transformers/pull/45471) — open
3620
  - [PR #43080: Add EXAONE-MoE implementations](https://github.com/huggingface/transformers/pull/43080) — closed, merged
3621
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3622
  ### `tysoncung`
3623
 
3624
  - profile: [github.com/tysoncung](https://github.com/tysoncung)
 
3663
  - [PR #45055: Save model config in Trainer checkpoints for non-PreTrainedModel models](https://github.com/huggingface/transformers/pull/45055) — open
3664
  - [PR #43843: Add PlutoCallback integration for Pluto experiment tracker](https://github.com/huggingface/transformers/pull/43843) — closed
3665
 
3666
+ ### `vkuzo`
3667
+
3668
+ - profile: [github.com/vkuzo](https://github.com/vkuzo)
3669
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avkuzo)
3670
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avkuzo)
3671
+ - repo first seen: `2026-01-28T15:04:44Z`
3672
+ - repo last seen: `2026-04-22T11:08:47Z`
3673
+ - first seen in snapshot: **no**
3674
+ - repo association: **CONTRIBUTOR**
3675
+ - repo primary artifacts: **2**
3676
+ - snapshot authored PRs/issues: **2 PRs / 0 issues**
3677
+ - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
3678
+ - account age: **5127 days**
3679
+ - recent public PR activity: **95 PRs** (78 merged / 9 closed-unmerged / 8 open; merged rate **82%**, closed-unmerged rate **9%**, open rate **8%**)
3680
+ - public orgs: none visible
3681
+ - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
3682
+ - heuristic read: **high recent PR volume**
3683
+
3684
+ Example artifacts:
3685
+ - [PR #45573: fix transformers + torchao nvfp4 serialization](https://github.com/huggingface/transformers/pull/45573) — open
3686
+ - [PR #43561: remove torchao.autoquant from transformers](https://github.com/huggingface/transformers/pull/43561) — closed, merged
3687
+
3688
  ### `baonudesifeizhai`
3689
 
3690
  - profile: [github.com/baonudesifeizhai](https://github.com/baonudesifeizhai)
 
4789
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAbdeltoto)
4790
  - repo first seen: `2026-04-22T02:56:43Z`
4791
  - repo last seen: `2026-04-22T02:56:43Z`
4792
+ - first seen in snapshot: **no**
4793
  - repo association: **FIRST_TIME_CONTRIBUTOR**
4794
  - repo primary artifacts: **1**
4795
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
 
5686
  Example artifacts:
5687
  - [PR #45550: Add runner selection for mi325 GPU type](https://github.com/huggingface/transformers/pull/45550) — open, draft
5688
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
5689
  ### `GS-GOAT`
5690
 
5691
  - profile: [github.com/GS-GOAT](https://github.com/GS-GOAT)
 
6554
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Alouzongzhi)
6555
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Alouzongzhi)
6556
  - repo first seen: `2026-04-14T05:14:08Z`
6557
+ - repo last seen: `2026-04-22T07:54:13Z`
6558
  - first seen in snapshot: **no**
6559
  - repo association: **FIRST_TIME_CONTRIBUTOR**
6560
  - repo primary artifacts: **1**
6561
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
6562
+ - snapshot discussion activity: **1 comments / 6 reviews / 6 review comments**
6563
  - account age: **1325 days**
6564
  - recent public PR activity: **4 PRs** (1 merged / 2 closed-unmerged / 1 open; merged rate **25%**, closed-unmerged rate **50%**, open rate **25%**)
6565
  - public orgs: none visible
 
7331
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Arain-1)
7332
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Arain-1)
7333
  - repo first seen: `2026-03-10T07:09:07Z`
7334
+ - repo last seen: `2026-04-22T07:13:57Z`
7335
  - first seen in snapshot: **no**
7336
  - repo association: **FIRST_TIME_CONTRIBUTOR**
7337
  - repo primary artifacts: **1**
7338
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
7339
+ - snapshot discussion activity: **5 comments / 8 reviews / 8 review comments**
7340
  - account age: **3706 days**
7341
  - recent public PR activity: **3 PRs** (0 merged / 1 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **33%**, open rate **67%**)
7342
  - public orgs: none visible
 
7409
  Example artifacts:
7410
  - [PR #44430: Fix inconsistent past_key_value/past_key_values usage in AFMoE modeling](https://github.com/huggingface/transformers/pull/44430) — closed
7411
 
7412
+ ### `ronansgd`
7413
+
7414
+ - profile: [github.com/ronansgd](https://github.com/ronansgd)
7415
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aronansgd)
7416
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aronansgd)
7417
+ - repo first seen: `2026-04-22T08:50:02Z`
7418
+ - repo last seen: `2026-04-22T08:50:02Z`
7419
+ - first seen in snapshot: **yes**
7420
+ - repo association: **FIRST_TIME_CONTRIBUTOR**
7421
+ - repo primary artifacts: **1**
7422
+ - snapshot authored PRs/issues: **1 PRs / 0 issues**
7423
+ - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
7424
+ - account age: **2195 days**
7425
+ - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
7426
+ - public orgs: none visible
7427
+ - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
7428
+ - heuristic read: **high open PR share; targets high-star repos**
7429
+
7430
+ Example artifacts:
7431
+ - [PR #45570: Fix whisper long-form generation when eos_token_id is a list](https://github.com/huggingface/transformers/pull/45570) — open
7432
+
7433
  ### `roycho96`
7434
 
7435
  - profile: [github.com/roycho96](https://github.com/roycho96)
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1203
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1217
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1220
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- "size_similarity": 0.006,
1667
- "breadth_similarity": 0.266,
1668
- "concentration_similarity": 0.866,
1669
  "shared_filenames": [
1670
- "src/transformers/models/ernie4_5_vl_moe/modeling_ernie4_5_vl_moe.py",
1671
- "src/transformers/models/glm4v/modeling_glm4v.py",
1672
- "src/transformers/models/glm4v_moe/modeling_glm4v_moe.py",
1673
- "src/transformers/models/glm_image/modeling_glm_image.py",
1674
- "src/transformers/models/glm_image/modular_glm_image.py",
1675
- "src/transformers/models/glm_ocr/modeling_glm_ocr.py",
1676
- "src/transformers/models/glm_ocr/modular_glm_ocr.py",
1677
- "src/transformers/models/paddleocr_vl/modeling_paddleocr_vl.py",
1678
- "src/transformers/models/qwen2_5_omni/modeling_qwen2_5_omni.py",
1679
- "src/transformers/models/qwen2_5_omni/modular_qwen2_5_omni.py"
1680
  ],
1681
  "shared_directories": [
1682
- "src/transformers/models/ernie4_5_vl_moe",
1683
- "src/transformers/models/glm4v",
1684
- "src/transformers/models/glm4v_moe",
1685
- "src/transformers/models/glm_image",
1686
- "src/transformers/models/glm_ocr",
1687
- "src/transformers/models/paddleocr_vl",
1688
- "src/transformers/models/qwen2_5_omni",
1689
- "src/transformers/models/qwen2_5_vl",
1690
- "src/transformers/models/qwen2_vl",
1691
- "src/transformers/models/qwen3_5"
1692
  ]
1693
  }
1694
  ]
@@ -2012,6 +1611,102 @@
2012
  }
2013
  ]
2014
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2015
  {
2016
  "cluster_id": "pr-scope-45184-3",
2017
  "pr_numbers": [
@@ -2020,7 +1715,7 @@
2020
  45530
2021
  ],
2022
  "representative_pr_number": 45530,
2023
- "average_similarity": 0.49,
2024
  "summary": "3 open PRs share weighted file overlap around `src/transformers/generation/continuous_batching/continuous_api.py`, `tests/generation/test_continuous_batching.py`, `src/transformers/generation/continuous_batching/cache.py`; representative PR #45530.",
2025
  "shared_filenames": [
2026
  "src/transformers/generation/continuous_batching/continuous_api.py",
@@ -2042,8 +1737,8 @@
2042
  {
2043
  "left_pr_number": 45274,
2044
  "right_pr_number": 45530,
2045
- "similarity": 0.567,
2046
- "content_similarity": 0.481,
2047
  "size_similarity": 0.854,
2048
  "breadth_similarity": 0.646,
2049
  "concentration_similarity": 0.747,
@@ -2065,8 +1760,8 @@
2065
  {
2066
  "left_pr_number": 45184,
2067
  "right_pr_number": 45530,
2068
- "similarity": 0.476,
2069
- "content_similarity": 0.354,
2070
  "size_similarity": 0.589,
2071
  "breadth_similarity": 0.938,
2072
  "concentration_similarity": 0.921,
@@ -2090,8 +1785,8 @@
2090
  {
2091
  "left_pr_number": 45184,
2092
  "right_pr_number": 45274,
2093
- "similarity": 0.426,
2094
- "content_similarity": 0.343,
2095
  "size_similarity": 0.503,
2096
  "breadth_similarity": 0.69,
2097
  "concentration_similarity": 0.826,
@@ -2128,13 +1823,78 @@
2128
  {
2129
  "left_pr_number": 41097,
2130
  "right_pr_number": 43549,
2131
- "similarity": 0.553,
2132
- "content_similarity": 0.447,
2133
  "size_similarity": 0.6,
2134
  "breadth_similarity": 1.0,
2135
  "concentration_similarity": 1.0,
2136
  "shared_filenames": [
2137
- "src/transformers/modeling_flash_attention_utils.py"
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2138
  ],
2139
  "shared_directories": [
2140
  "src/transformers",
@@ -2142,15 +1902,15 @@
2142
  ]
2143
  },
2144
  {
2145
- "left_pr_number": 43549,
2146
- "right_pr_number": 44547,
2147
- "similarity": 0.441,
2148
- "content_similarity": 0.359,
2149
- "size_similarity": 0.267,
2150
  "breadth_similarity": 1.0,
2151
  "concentration_similarity": 1.0,
2152
  "shared_filenames": [
2153
- "src/transformers/modeling_flash_attention_utils.py"
2154
  ],
2155
  "shared_directories": [
2156
  "src/transformers",
@@ -2158,15 +1918,15 @@
2158
  ]
2159
  },
2160
  {
2161
- "left_pr_number": 41097,
2162
- "right_pr_number": 44547,
2163
- "similarity": 0.408,
2164
- "content_similarity": 0.335,
2165
- "size_similarity": 0.16,
2166
- "breadth_similarity": 1.0,
2167
- "concentration_similarity": 1.0,
2168
  "shared_filenames": [
2169
- "src/transformers/modeling_flash_attention_utils.py"
2170
  ],
2171
  "shared_directories": [
2172
  "src/transformers",
@@ -2212,8 +1972,8 @@
2212
  {
2213
  "left_pr_number": 44385,
2214
  "right_pr_number": 44615,
2215
- "similarity": 0.405,
2216
- "content_similarity": 0.332,
2217
  "size_similarity": 0.371,
2218
  "breadth_similarity": 0.667,
2219
  "concentration_similarity": 1.0,
@@ -2229,7 +1989,7 @@
2229
  {
2230
  "left_pr_number": 44385,
2231
  "right_pr_number": 45524,
2232
- "similarity": 0.381,
2233
  "content_similarity": 0.245,
2234
  "size_similarity": 0.615,
2235
  "breadth_similarity": 0.667,
@@ -2267,7 +2027,7 @@
2267
  "left_pr_number": 44889,
2268
  "right_pr_number": 45558,
2269
  "similarity": 0.427,
2270
- "content_similarity": 0.26,
2271
  "size_similarity": 0.77,
2272
  "breadth_similarity": 0.833,
2273
  "concentration_similarity": 0.929,
@@ -2319,6 +2079,80 @@
2319
  }
2320
  ]
2321
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2322
  {
2323
  "cluster_id": "pr-scope-33686-3",
2324
  "pr_numbers": [
@@ -2327,7 +2161,7 @@
2327
  44550
2328
  ],
2329
  "representative_pr_number": 44550,
2330
- "average_similarity": 0.371,
2331
  "summary": "3 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
2332
  "shared_filenames": [],
2333
  "shared_directories": [
@@ -2340,8 +2174,8 @@
2340
  {
2341
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2342
  "right_pr_number": 44550,
2343
- "similarity": 0.394,
2344
- "content_similarity": 0.134,
2345
  "size_similarity": 1.0,
2346
  "breadth_similarity": 1.0,
2347
  "concentration_similarity": 1.0,
@@ -2356,8 +2190,8 @@
2356
  {
2357
  "left_pr_number": 44407,
2358
  "right_pr_number": 44550,
2359
- "similarity": 0.365,
2360
- "content_similarity": 0.102,
2361
  "size_similarity": 0.957,
2362
  "breadth_similarity": 1.0,
2363
  "concentration_similarity": 1.0,
@@ -2371,7 +2205,7 @@
2371
  {
2372
  "left_pr_number": 33686,
2373
  "right_pr_number": 44407,
2374
- "similarity": 0.354,
2375
  "content_similarity": 0.086,
2376
  "size_similarity": 0.957,
2377
  "breadth_similarity": 1.0,
@@ -2859,35 +2693,40 @@
2859
  ]
2860
  },
2861
  {
2862
- "cluster_id": "pr-scope-43488-2",
2863
  "pr_numbers": [
2864
- 43488,
2865
- 45544
2866
  ],
2867
- "representative_pr_number": 43488,
2868
- "average_similarity": 0.641,
2869
- "summary": "2 open PRs share weighted file overlap around `setup.py`, `src/transformers/dependency_versions_table.py`; representative PR #43488.",
2870
  "shared_filenames": [
2871
- "setup.py",
2872
- "src/transformers/dependency_versions_table.py"
 
 
 
 
2873
  ],
2874
- "shared_directories": [],
2875
  "pairwise": [
2876
  {
2877
- "left_pr_number": 43488,
2878
- "right_pr_number": 45544,
2879
- "similarity": 0.641,
2880
- "content_similarity": 0.67,
2881
- "size_similarity": 0.455,
2882
- "breadth_similarity": 0.667,
2883
- "concentration_similarity": 0.745,
2884
  "shared_filenames": [
2885
- "setup.py",
2886
- "src/transformers/dependency_versions_table.py"
2887
  ],
2888
  "shared_directories": [
 
2889
  "src/transformers",
2890
- "src"
 
 
2891
  ]
2892
  }
2893
  ]
@@ -2918,7 +2757,7 @@
2918
  "left_pr_number": 45034,
2919
  "right_pr_number": 45513,
2920
  "similarity": 0.633,
2921
- "content_similarity": 0.586,
2922
  "size_similarity": 0.866,
2923
  "breadth_similarity": 0.437,
2924
  "concentration_similarity": 0.999,
@@ -2994,7 +2833,7 @@
2994
  "left_pr_number": 45342,
2995
  "right_pr_number": 45548,
2996
  "similarity": 0.548,
2997
- "content_similarity": 0.568,
2998
  "size_similarity": 0.17,
2999
  "breadth_similarity": 0.75,
3000
  "concentration_similarity": 1.0,
@@ -3008,6 +2847,71 @@
3008
  }
3009
  ]
3010
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3011
  {
3012
  "cluster_id": "pr-scope-43532-2",
3013
  "pr_numbers": [
@@ -3057,45 +2961,6 @@
3057
  }
3058
  ]
3059
  },
3060
- {
3061
- "cluster_id": "pr-scope-45293-2",
3062
- "pr_numbers": [
3063
- 45293,
3064
- 45317
3065
- ],
3066
- "representative_pr_number": 45293,
3067
- "average_similarity": 0.508,
3068
- "summary": "2 open PRs share weighted file overlap around `tests/models/auto/test_tokenization_auto.py`; representative PR #45293.",
3069
- "shared_filenames": [
3070
- "tests/models/auto/test_tokenization_auto.py"
3071
- ],
3072
- "shared_directories": [
3073
- "tests/models/auto",
3074
- "tests/models",
3075
- "tests"
3076
- ],
3077
- "pairwise": [
3078
- {
3079
- "left_pr_number": 45293,
3080
- "right_pr_number": 45317,
3081
- "similarity": 0.508,
3082
- "content_similarity": 0.354,
3083
- "size_similarity": 0.741,
3084
- "breadth_similarity": 1.0,
3085
- "concentration_similarity": 0.972,
3086
- "shared_filenames": [
3087
- "tests/models/auto/test_tokenization_auto.py"
3088
- ],
3089
- "shared_directories": [
3090
- "tests/models/auto",
3091
- "src/transformers",
3092
- "tests/models",
3093
- "src",
3094
- "tests"
3095
- ]
3096
- }
3097
- ]
3098
- },
3099
  {
3100
  "cluster_id": "pr-scope-44543-2",
3101
  "pr_numbers": [
@@ -3140,7 +3005,7 @@
3140
  45128
3141
  ],
3142
  "representative_pr_number": 45056,
3143
- "average_similarity": 0.498,
3144
  "summary": "2 open PRs share weighted file overlap around `src/transformers/utils/auto_docstring.py`; representative PR #45056.",
3145
  "shared_filenames": [
3146
  "src/transformers/utils/auto_docstring.py"
@@ -3152,8 +3017,8 @@
3152
  {
3153
  "left_pr_number": 45056,
3154
  "right_pr_number": 45128,
3155
- "similarity": 0.498,
3156
- "content_similarity": 0.391,
3157
  "size_similarity": 0.669,
3158
  "breadth_similarity": 0.875,
3159
  "concentration_similarity": 0.724,
@@ -3222,7 +3087,7 @@
3222
  45566
3223
  ],
3224
  "representative_pr_number": 45541,
3225
- "average_similarity": 0.462,
3226
  "summary": "2 open PRs share weighted file overlap around `src/transformers/tokenization_utils_base.py`; representative PR #45541.",
3227
  "shared_filenames": [
3228
  "src/transformers/tokenization_utils_base.py"
@@ -3232,9 +3097,9 @@
3232
  {
3233
  "left_pr_number": 45541,
3234
  "right_pr_number": 45566,
3235
- "similarity": 0.462,
3236
- "content_similarity": 0.4,
3237
- "size_similarity": 0.217,
3238
  "breadth_similarity": 1.0,
3239
  "concentration_similarity": 1.0,
3240
  "shared_filenames": [
@@ -3254,7 +3119,7 @@
3254
  44339
3255
  ],
3256
  "representative_pr_number": 41356,
3257
- "average_similarity": 0.458,
3258
  "summary": "2 open PRs share weighted file overlap around `docs/source/en/model_doc/deimv2.md`, `src/transformers/models/deimv2/__init__.py`, `src/transformers/models/deimv2/configuration_deimv2.py`; representative PR #41356.",
3259
  "shared_filenames": [
3260
  "docs/source/en/model_doc/deimv2.md",
@@ -3278,11 +3143,11 @@
3278
  {
3279
  "left_pr_number": 41356,
3280
  "right_pr_number": 44339,
3281
- "similarity": 0.458,
3282
- "content_similarity": 0.496,
3283
- "size_similarity": 0.082,
3284
- "breadth_similarity": 0.5,
3285
- "concentration_similarity": 0.97,
3286
  "shared_filenames": [
3287
  "docs/source/en/model_doc/deimv2.md",
3288
  "src/transformers/models/deimv2/__init__.py",
@@ -3329,7 +3194,7 @@
3329
  "left_pr_number": 42112,
3330
  "right_pr_number": 45413,
3331
  "similarity": 0.434,
3332
- "content_similarity": 0.482,
3333
  "size_similarity": 0.019,
3334
  "breadth_similarity": 0.458,
3335
  "concentration_similarity": 0.969,
@@ -3354,7 +3219,7 @@
3354
  45421
3355
  ],
3356
  "representative_pr_number": 44974,
3357
- "average_similarity": 0.431,
3358
  "summary": "2 open PRs share weighted file overlap around `src/transformers/core_model_loading.py`; representative PR #44974.",
3359
  "shared_filenames": [
3360
  "src/transformers/core_model_loading.py"
@@ -3366,7 +3231,7 @@
3366
  {
3367
  "left_pr_number": 44974,
3368
  "right_pr_number": 45421,
3369
- "similarity": 0.431,
3370
  "content_similarity": 0.315,
3371
  "size_similarity": 0.735,
3372
  "breadth_similarity": 0.667,
@@ -3425,75 +3290,6 @@
3425
  }
3426
  ]
3427
  },
3428
- {
3429
- "cluster_id": "pr-scope-44606-2",
3430
- "pr_numbers": [
3431
- 44606,
3432
- 45086
3433
- ],
3434
- "representative_pr_number": 44606,
3435
- "average_similarity": 0.409,
3436
- "summary": "2 open PRs share weighted file overlap around `src/transformers/tokenization_utils_tokenizers.py`; representative PR #44606.",
3437
- "shared_filenames": [
3438
- "src/transformers/tokenization_utils_tokenizers.py"
3439
- ],
3440
- "shared_directories": [],
3441
- "pairwise": [
3442
- {
3443
- "left_pr_number": 44606,
3444
- "right_pr_number": 45086,
3445
- "similarity": 0.409,
3446
- "content_similarity": 0.323,
3447
- "size_similarity": 0.222,
3448
- "breadth_similarity": 1.0,
3449
- "concentration_similarity": 1.0,
3450
- "shared_filenames": [
3451
- "src/transformers/tokenization_utils_tokenizers.py"
3452
- ],
3453
- "shared_directories": [
3454
- "src/transformers",
3455
- "src"
3456
- ]
3457
- }
3458
- ]
3459
- },
3460
- {
3461
- "cluster_id": "pr-scope-43665-2",
3462
- "pr_numbers": [
3463
- 43665,
3464
- 45476
3465
- ],
3466
- "representative_pr_number": 43665,
3467
- "average_similarity": 0.401,
3468
- "summary": "2 open PRs share weighted file overlap around `tests/models/vit/test_modeling_vit.py`; representative PR #43665.",
3469
- "shared_filenames": [
3470
- "tests/models/vit/test_modeling_vit.py"
3471
- ],
3472
- "shared_directories": [
3473
- "tests/models/vit",
3474
- "tests/models",
3475
- "tests"
3476
- ],
3477
- "pairwise": [
3478
- {
3479
- "left_pr_number": 43665,
3480
- "right_pr_number": 45476,
3481
- "similarity": 0.401,
3482
- "content_similarity": 0.293,
3483
- "size_similarity": 0.643,
3484
- "breadth_similarity": 0.5,
3485
- "concentration_similarity": 0.984,
3486
- "shared_filenames": [
3487
- "tests/models/vit/test_modeling_vit.py"
3488
- ],
3489
- "shared_directories": [
3490
- "tests/models/vit",
3491
- "tests/models",
3492
- "tests"
3493
- ]
3494
- }
3495
- ]
3496
- },
3497
  {
3498
  "cluster_id": "pr-scope-44642-2",
3499
  "pr_numbers": [
 
1
  {
2
  "repo": "huggingface/transformers",
3
+ "snapshot_id": "20260422T120052Z",
4
+ "generated_at": "2026-04-22T12:03:04Z",
5
+ "cluster_count": 41,
6
  "pr_scope_clusters": [
7
  {
8
  "cluster_id": "pr-scope-43636-10",
 
19
  45273
20
  ],
21
  "representative_pr_number": 45067,
22
+ "average_similarity": 0.424,
23
  "summary": "10 open PRs share weighted file overlap around `src/transformers/trainer.py`; representative PR #45067.",
24
  "shared_filenames": [
25
  "src/transformers/trainer.py"
 
46
  "left_pr_number": 43663,
47
  "right_pr_number": 45067,
48
  "similarity": 0.62,
49
+ "content_similarity": 0.457,
50
  "size_similarity": 1.0,
51
  "breadth_similarity": 1.0,
52
  "concentration_similarity": 1.0,
 
61
  {
62
  "left_pr_number": 43651,
63
  "right_pr_number": 43663,
64
+ "similarity": 0.555,
65
  "content_similarity": 0.425,
66
  "size_similarity": 0.72,
67
  "breadth_similarity": 1.0,
 
77
  {
78
  "left_pr_number": 43651,
79
  "right_pr_number": 45067,
80
+ "similarity": 0.526,
81
+ "content_similarity": 0.383,
82
  "size_similarity": 0.72,
83
  "breadth_similarity": 1.0,
84
  "concentration_similarity": 1.0,
 
109
  {
110
  "left_pr_number": 44257,
111
  "right_pr_number": 44660,
112
+ "similarity": 0.496,
113
+ "content_similarity": 0.28,
114
  "size_similarity": 1.0,
115
  "breadth_similarity": 1.0,
116
  "concentration_similarity": 1.0,
 
126
  "left_pr_number": 44123,
127
  "right_pr_number": 45067,
128
  "similarity": 0.476,
129
+ "content_similarity": 0.368,
130
  "size_similarity": 0.455,
131
  "breadth_similarity": 1.0,
132
  "concentration_similarity": 1.0,
 
141
  {
142
  "left_pr_number": 43663,
143
  "right_pr_number": 44660,
144
+ "similarity": 0.467,
145
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235
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299
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316
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382
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397
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400
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429
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  {
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450
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464
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466
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478
  "left_pr_number": 44257,
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523
  ]
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564
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573
  {
574
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576
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611
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621
  {
622
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623
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624
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625
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626
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627
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628
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637
  {
638
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639
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640
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641
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642
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643
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644
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653
  {
654
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655
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656
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657
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659
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  {
686
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706
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707
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708
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717
  {
718
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719
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720
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721
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722
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723
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724
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733
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734
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735
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736
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737
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738
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739
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740
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749
  ]
750
  },
751
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752
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753
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761
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764
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765
+ "src/transformers/generation/utils.py"
 
 
766
  ],
767
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+ "src/transformers/generation"
 
 
 
769
  ],
770
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781
  ],
782
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783
+ "src/transformers/generation",
 
784
  "src/transformers",
785
+ "src"
 
 
786
  ]
787
  },
788
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789
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795
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+ "src/transformers/generation/utils.py"
 
 
798
  ],
799
  "shared_directories": [
800
+ "src/transformers/generation",
 
801
  "src/transformers",
802
+ "src"
 
 
803
  ]
804
  },
805
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812
+ "concentration_similarity": 1.0,
813
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814
+ "src/transformers/generation/utils.py"
 
 
815
  ],
816
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817
+ "src/transformers/generation",
 
818
  "src/transformers",
819
+ "src"
 
 
820
  ]
821
  },
822
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823
+ "left_pr_number": 34667,
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829
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830
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831
+ "src/transformers/generation/utils.py"
 
832
  ],
833
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834
+ "src/transformers/generation",
835
  "src/transformers",
836
  "src"
837
  ]
838
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839
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849
  ],
850
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851
+ "src/transformers/generation",
 
852
  "src/transformers",
853
+ "src"
 
 
854
  ]
855
  },
856
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857
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863
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  "shared_filenames": [
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866
  ],
867
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868
+ "src/transformers/generation",
 
869
  "src/transformers",
870
+ "src"
 
 
871
  ]
872
  },
873
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882
+ "src/transformers/generation/utils.py"
 
 
883
  ],
884
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885
+ "src/transformers/generation",
 
886
  "src/transformers",
887
+ "src"
 
 
888
  ]
889
  },
890
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+ "src/transformers/generation/utils.py"
 
900
  ],
901
  "shared_directories": [
902
+ "src/transformers/generation",
903
  "src/transformers",
904
  "src"
905
  ]
906
  },
907
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908
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909
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913
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914
+ "concentration_similarity": 1.0,
915
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916
+ "src/transformers/generation/utils.py"
 
917
  ],
918
  "shared_directories": [
919
+ "src/transformers/generation",
920
  "src/transformers",
921
  "src"
922
  ]
923
  },
924
  {
925
+ "left_pr_number": 44872,
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
926
  "right_pr_number": 45565,
927
+ "similarity": 0.443,
928
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929
+ "size_similarity": 0.214,
930
  "breadth_similarity": 1.0,
931
  "concentration_similarity": 1.0,
932
  "shared_filenames": [
 
940
  },
941
  {
942
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943
+ "right_pr_number": 44872,
944
+ "similarity": 0.423,
945
+ "content_similarity": 0.362,
946
+ "size_similarity": 0.13,
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
947
  "breadth_similarity": 1.0,
948
  "concentration_similarity": 1.0,
949
  "shared_filenames": [
 
956
  ]
957
  },
958
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959
+ "left_pr_number": 39683,
960
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961
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962
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964
  "breadth_similarity": 0.5,
965
  "concentration_similarity": 0.562,
966
  "shared_filenames": [
 
973
  ]
974
  },
975
  {
976
+ "left_pr_number": 45389,
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
977
  "right_pr_number": 45565,
978
+ "similarity": 0.343,
979
+ "content_similarity": 0.285,
980
+ "size_similarity": 0.438,
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
981
  "breadth_similarity": 0.5,
982
  "concentration_similarity": 0.562,
983
  "shared_filenames": [
 
991
  },
992
  {
993
  "left_pr_number": 45389,
994
+ "right_pr_number": 45575,
995
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996
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997
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998
  "breadth_similarity": 0.5,
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1000
  "shared_filenames": [
 
1009
  {
1010
  "left_pr_number": 44872,
1011
  "right_pr_number": 45389,
1012
+ "similarity": 0.248,
1013
+ "content_similarity": 0.223,
1014
  "size_similarity": 0.094,
1015
  "breadth_similarity": 0.5,
1016
  "concentration_similarity": 0.562,
 
1026
  ]
1027
  },
1028
  {
1029
+ "cluster_id": "pr-scope-44070-4",
1030
  "pr_numbers": [
1031
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1032
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1033
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1034
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1035
  ],
1036
+ "representative_pr_number": 45546,
1037
+ "average_similarity": 0.739,
1038
+ "summary": "4 open PRs share weighted file overlap around `src/transformers/integrations/ggml.py`, `src/transformers/modeling_gguf_pytorch_utils.py`, `tests/quantization/ggml/test_ggml.py`; representative PR #45546.",
1039
  "shared_filenames": [
1040
+ "src/transformers/integrations/ggml.py",
1041
+ "src/transformers/modeling_gguf_pytorch_utils.py",
1042
+ "tests/quantization/ggml/test_ggml.py"
1043
  ],
1044
  "shared_directories": [
1045
+ "src/transformers/integrations",
1046
+ "tests/quantization/ggml",
1047
+ "tests/quantization",
1048
+ "tests"
1049
  ],
1050
  "pairwise": [
1051
  {
1052
+ "left_pr_number": 45296,
1053
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1054
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1055
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1056
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1057
  "breadth_similarity": 1.0,
1058
+ "concentration_similarity": 0.986,
1059
  "shared_filenames": [
1060
+ "src/transformers/integrations/ggml.py",
1061
+ "src/transformers/modeling_gguf_pytorch_utils.py",
1062
+ "tests/quantization/ggml/test_ggml.py"
1063
  ],
1064
  "shared_directories": [
1065
+ "src/transformers/integrations",
1066
+ "tests/quantization/ggml",
1067
  "src/transformers",
1068
+ "tests/quantization",
1069
+ "src",
1070
+ "tests"
1071
  ]
1072
  },
1073
  {
1074
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1075
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1076
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1077
+ "content_similarity": 0.895,
1078
+ "size_similarity": 0.702,
1079
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1080
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1081
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1086
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1109
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1110
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1111
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1112
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1115
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1125
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1127
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1128
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1129
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1130
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1131
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1132
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1133
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1134
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1135
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1142
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1143
  "shared_filenames": [
1144
+ "src/transformers/integrations/ggml.py",
1145
+ "src/transformers/modeling_gguf_pytorch_utils.py"
1146
  ],
1147
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1148
+ "src/transformers/integrations",
1149
  "src/transformers",
1150
  "src"
1151
  ]
1152
  },
1153
  {
1154
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1157
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1160
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1161
  "shared_filenames": [
1162
+ "src/transformers/integrations/ggml.py",
1163
+ "src/transformers/modeling_gguf_pytorch_utils.py"
1164
  ],
1165
  "shared_directories": [
1166
+ "src/transformers/integrations",
1167
  "src/transformers",
1168
  "src"
1169
  ]
 
1171
  ]
1172
  },
1173
  {
1174
+ "cluster_id": "pr-scope-43656-4",
1175
  "pr_numbers": [
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+ "summary": "4 open PRs share weighted file overlap around `src/transformers/cli/serve.py`; representative PR #43836.",
1184
  "shared_filenames": [
1185
+ "src/transformers/cli/serve.py"
 
 
 
 
 
 
 
1186
  ],
1187
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+ "src/transformers/cli"
 
 
 
 
 
 
 
1189
  ],
1190
  "pairwise": [
1191
  {
1192
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+ "size_similarity": 0.121,
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  "breadth_similarity": 1.0,
1198
+ "concentration_similarity": 1.0,
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1199
  "shared_filenames": [
1200
+ "src/transformers/cli/serve.py"
 
1201
  ],
1202
  "shared_directories": [
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+ "src/transformers/cli",
 
1204
  "src/transformers",
1205
  "src"
1206
  ]
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1207
  },
1208
  {
1209
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+ "breadth_similarity": 1.0,
1215
+ "concentration_similarity": 1.0,
1216
  "shared_filenames": [
1217
+ "src/transformers/cli/serve.py"
 
 
 
 
 
 
 
 
 
1218
  ],
1219
  "shared_directories": [
1220
+ "src/transformers/cli",
1221
+ "src/transformers",
1222
+ "src"
 
 
 
 
 
 
 
1223
  ]
1224
  },
1225
  {
1226
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+ "concentration_similarity": 0.802,
1233
  "shared_filenames": [
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+ "src/transformers/cli/serve.py"
 
 
 
 
 
 
 
 
 
1235
  ],
1236
  "shared_directories": [
1237
+ "src/transformers/cli",
1238
+ "src/transformers",
1239
+ "src"
 
 
 
 
 
 
 
1240
  ]
1241
  },
1242
  {
1243
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1250
  "shared_filenames": [
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+ "src/transformers/cli/serve.py"
 
 
 
 
 
 
 
 
 
1252
  ],
1253
  "shared_directories": [
1254
+ "src/transformers/cli",
1255
+ "src/transformers",
1256
+ "src"
 
 
 
 
 
 
 
1257
  ]
1258
  },
1259
  {
1260
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1261
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1266
+ "concentration_similarity": 0.802,
1267
  "shared_filenames": [
1268
+ "src/transformers/cli/serve.py"
 
 
 
 
 
 
 
 
 
1269
  ],
1270
  "shared_directories": [
1271
+ "src/transformers/cli",
1272
+ "src/transformers",
1273
+ "src"
 
 
 
 
 
 
 
1274
  ]
1275
  },
1276
  {
1277
+ "left_pr_number": 43842,
1278
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1279
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1283
+ "concentration_similarity": 0.802,
1284
  "shared_filenames": [
1285
+ "src/transformers/cli/serve.py"
 
 
 
 
 
 
 
 
 
1286
  ],
1287
  "shared_directories": [
1288
+ "src/transformers/cli",
1289
+ "src/transformers",
1290
+ "src"
 
 
 
 
 
 
 
1291
  ]
1292
  }
1293
  ]
 
1611
  }
1612
  ]
1613
  },
1614
+ {
1615
+ "cluster_id": "pr-scope-45202-3",
1616
+ "pr_numbers": [
1617
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1618
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1619
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1620
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1621
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1622
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1623
+ "summary": "3 open PRs share weighted file overlap around `src/transformers/models/gemma4/modeling_gemma4.py`, `src/transformers/models/gemma4/modular_gemma4.py`, `docs/source/en/model_doc/gemma4.md`; representative PR #45438.",
1624
+ "shared_filenames": [
1625
+ "src/transformers/models/gemma4/modeling_gemma4.py",
1626
+ "src/transformers/models/gemma4/modular_gemma4.py",
1627
+ "docs/source/en/model_doc/gemma4.md",
1628
+ "tests/models/gemma4/test_modeling_gemma4.py",
1629
+ "src/transformers/models/auto/modeling_auto.py"
1630
+ ],
1631
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1632
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1633
+ "src/transformers/models",
1634
+ "docs/source/en/model_doc",
1635
+ "src/transformers/models/auto",
1636
+ "tests/models/gemma4",
1637
+ "docs/source/en",
1638
+ "docs/source",
1639
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1640
+ ],
1641
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1643
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1644
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1645
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1650
+ "shared_filenames": [
1651
+ "docs/source/en/model_doc/gemma4.md",
1652
+ "src/transformers/models/auto/modeling_auto.py",
1653
+ "src/transformers/models/gemma4/modeling_gemma4.py",
1654
+ "src/transformers/models/gemma4/modular_gemma4.py",
1655
+ "tests/models/gemma4/test_modeling_gemma4.py"
1656
+ ],
1657
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1658
+ "docs/source/en/model_doc",
1659
+ "src/transformers/models/auto",
1660
+ "src/transformers/models/gemma4",
1661
+ "docs/source/en",
1662
+ "src/transformers/models",
1663
+ "tests/models/gemma4",
1664
+ "docs/source",
1665
+ "src/transformers",
1666
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1667
+ "docs"
1668
+ ]
1669
+ },
1670
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1671
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1672
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1673
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1674
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1675
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1676
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1677
+ "concentration_similarity": 0.92,
1678
+ "shared_filenames": [
1679
+ "src/transformers/models/gemma4/modeling_gemma4.py",
1680
+ "src/transformers/models/gemma4/modular_gemma4.py"
1681
+ ],
1682
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1683
+ "src/transformers/models/gemma4",
1684
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1685
+ "src/transformers",
1686
+ "src"
1687
+ ]
1688
+ },
1689
+ {
1690
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1691
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1692
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1693
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1696
+ "concentration_similarity": 0.908,
1697
+ "shared_filenames": [
1698
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1699
+ "src/transformers/models/gemma4/modular_gemma4.py"
1700
+ ],
1701
+ "shared_directories": [
1702
+ "src/transformers/models/gemma4",
1703
+ "src/transformers/models",
1704
+ "src/transformers",
1705
+ "src"
1706
+ ]
1707
+ }
1708
+ ]
1709
+ },
1710
  {
1711
  "cluster_id": "pr-scope-45184-3",
1712
  "pr_numbers": [
 
1715
  45530
1716
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1717
  "representative_pr_number": 45530,
1718
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1719
  "summary": "3 open PRs share weighted file overlap around `src/transformers/generation/continuous_batching/continuous_api.py`, `tests/generation/test_continuous_batching.py`, `src/transformers/generation/continuous_batching/cache.py`; representative PR #45530.",
1720
  "shared_filenames": [
1721
  "src/transformers/generation/continuous_batching/continuous_api.py",
 
1737
  {
1738
  "left_pr_number": 45274,
1739
  "right_pr_number": 45530,
1740
+ "similarity": 0.566,
1741
+ "content_similarity": 0.48,
1742
  "size_similarity": 0.854,
1743
  "breadth_similarity": 0.646,
1744
  "concentration_similarity": 0.747,
 
1760
  {
1761
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1762
  "right_pr_number": 45530,
1763
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1764
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1765
  "size_similarity": 0.589,
1766
  "breadth_similarity": 0.938,
1767
  "concentration_similarity": 0.921,
 
1785
  {
1786
  "left_pr_number": 45184,
1787
  "right_pr_number": 45274,
1788
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1789
+ "content_similarity": 0.341,
1790
  "size_similarity": 0.503,
1791
  "breadth_similarity": 0.69,
1792
  "concentration_similarity": 0.826,
 
1823
  {
1824
  "left_pr_number": 41097,
1825
  "right_pr_number": 43549,
1826
+ "similarity": 0.552,
1827
+ "content_similarity": 0.446,
1828
  "size_similarity": 0.6,
1829
  "breadth_similarity": 1.0,
1830
  "concentration_similarity": 1.0,
1831
  "shared_filenames": [
1832
+ "src/transformers/modeling_flash_attention_utils.py"
1833
+ ],
1834
+ "shared_directories": [
1835
+ "src/transformers",
1836
+ "src"
1837
+ ]
1838
+ },
1839
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1840
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1841
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1842
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1843
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1844
+ "size_similarity": 0.267,
1845
+ "breadth_similarity": 1.0,
1846
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1847
+ "shared_filenames": [
1848
+ "src/transformers/modeling_flash_attention_utils.py"
1849
+ ],
1850
+ "shared_directories": [
1851
+ "src/transformers",
1852
+ "src"
1853
+ ]
1854
+ },
1855
+ {
1856
+ "left_pr_number": 41097,
1857
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1858
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1859
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1860
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1861
+ "breadth_similarity": 1.0,
1862
+ "concentration_similarity": 1.0,
1863
+ "shared_filenames": [
1864
+ "src/transformers/modeling_flash_attention_utils.py"
1865
+ ],
1866
+ "shared_directories": [
1867
+ "src/transformers",
1868
+ "src"
1869
+ ]
1870
+ }
1871
+ ]
1872
+ },
1873
+ {
1874
+ "cluster_id": "pr-scope-44606-3",
1875
+ "pr_numbers": [
1876
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1877
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1878
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1879
+ ],
1880
+ "representative_pr_number": 45086,
1881
+ "average_similarity": 0.408,
1882
+ "summary": "3 open PRs share weighted file overlap around `src/transformers/tokenization_utils_tokenizers.py`; representative PR #45086.",
1883
+ "shared_filenames": [
1884
+ "src/transformers/tokenization_utils_tokenizers.py"
1885
+ ],
1886
+ "shared_directories": [],
1887
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1889
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1890
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1892
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1895
+ "concentration_similarity": 0.778,
1896
+ "shared_filenames": [
1897
+ "src/transformers/tokenization_utils_tokenizers.py"
1898
  ],
1899
  "shared_directories": [
1900
  "src/transformers",
 
1902
  ]
1903
  },
1904
  {
1905
+ "left_pr_number": 44606,
1906
+ "right_pr_number": 45086,
1907
+ "similarity": 0.409,
1908
+ "content_similarity": 0.322,
1909
+ "size_similarity": 0.222,
1910
  "breadth_similarity": 1.0,
1911
  "concentration_similarity": 1.0,
1912
  "shared_filenames": [
1913
+ "src/transformers/tokenization_utils_tokenizers.py"
1914
  ],
1915
  "shared_directories": [
1916
  "src/transformers",
 
1918
  ]
1919
  },
1920
  {
1921
+ "left_pr_number": 44606,
1922
+ "right_pr_number": 45317,
1923
+ "similarity": 0.35,
1924
+ "content_similarity": 0.158,
1925
+ "size_similarity": 1.0,
1926
+ "breadth_similarity": 0.5,
1927
+ "concentration_similarity": 0.778,
1928
  "shared_filenames": [
1929
+ "src/transformers/tokenization_utils_tokenizers.py"
1930
  ],
1931
  "shared_directories": [
1932
  "src/transformers",
 
1972
  {
1973
  "left_pr_number": 44385,
1974
  "right_pr_number": 44615,
1975
+ "similarity": 0.404,
1976
+ "content_similarity": 0.331,
1977
  "size_similarity": 0.371,
1978
  "breadth_similarity": 0.667,
1979
  "concentration_similarity": 1.0,
 
1989
  {
1990
  "left_pr_number": 44385,
1991
  "right_pr_number": 45524,
1992
+ "similarity": 0.38,
1993
  "content_similarity": 0.245,
1994
  "size_similarity": 0.615,
1995
  "breadth_similarity": 0.667,
 
2027
  "left_pr_number": 44889,
2028
  "right_pr_number": 45558,
2029
  "similarity": 0.427,
2030
+ "content_similarity": 0.259,
2031
  "size_similarity": 0.77,
2032
  "breadth_similarity": 0.833,
2033
  "concentration_similarity": 0.929,
 
2079
  }
2080
  ]
2081
  },
2082
+ {
2083
+ "cluster_id": "pr-scope-43488-3",
2084
+ "pr_numbers": [
2085
+ 43488,
2086
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2087
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2088
+ ],
2089
+ "representative_pr_number": 43665,
2090
+ "average_similarity": 0.372,
2091
+ "summary": "3 open PRs share weighted file overlap around `tests/models/vit/test_modeling_vit.py`; representative PR #43665.",
2092
+ "shared_filenames": [
2093
+ "tests/models/vit/test_modeling_vit.py"
2094
+ ],
2095
+ "shared_directories": [
2096
+ "tests/models/vit",
2097
+ "tests/models",
2098
+ "tests"
2099
+ ],
2100
+ "pairwise": [
2101
+ {
2102
+ "left_pr_number": 43665,
2103
+ "right_pr_number": 45476,
2104
+ "similarity": 0.401,
2105
+ "content_similarity": 0.293,
2106
+ "size_similarity": 0.643,
2107
+ "breadth_similarity": 0.5,
2108
+ "concentration_similarity": 0.984,
2109
+ "shared_filenames": [
2110
+ "tests/models/vit/test_modeling_vit.py"
2111
+ ],
2112
+ "shared_directories": [
2113
+ "tests/models/vit",
2114
+ "tests/models",
2115
+ "tests"
2116
+ ]
2117
+ },
2118
+ {
2119
+ "left_pr_number": 43488,
2120
+ "right_pr_number": 43665,
2121
+ "similarity": 0.381,
2122
+ "content_similarity": 0.203,
2123
+ "size_similarity": 0.818,
2124
+ "breadth_similarity": 0.667,
2125
+ "concentration_similarity": 0.99,
2126
+ "shared_filenames": [
2127
+ "tests/models/vit/test_modeling_vit.py"
2128
+ ],
2129
+ "shared_directories": [
2130
+ "tests/models/vit",
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