evalstate HF Staff commited on
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Refresh transformers dataset snapshot 20260511T060028Z

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2019
  "kind": "pull_request",
2020
+ "number": 45739,
2021
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2022
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2023
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2024
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2025
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2026
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2028
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2029
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2030
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2032
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2033
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2034
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2035
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2038
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2039
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2040
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2043
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2050
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2051
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2052
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2069
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2070
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2071
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4698
  "number": 45351,
4699
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4700
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4705
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9356
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9357
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9359
  {
9360
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9361
  "name": "Yuanyuan Chen",
 
10807
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10808
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10809
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10810
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10811
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10812
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10813
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10814
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10815
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10816
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10854
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10878
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10879
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new-contributors-report.md CHANGED
@@ -1,20 +1,20 @@
1
  # New Contributor Report: huggingface/transformers
2
 
3
- - Snapshot: `20260511T000025Z`
4
- - Generated: `2026-05-11T00:00:49Z`
5
  - Activity window: `60d`
6
- - Contributors: `352`
7
 
8
  ## Summary
9
 
10
  | Author | Profile | First seen? | Association | Account age | Repo first seen | Snapshot PRs | Snapshot issues | Follow-through | Breadth | Automation risk | Notes |
11
  | --- | --- | --- | --- | ---: | --- | ---: | ---: | --- | --- | --- | --- |
 
12
  | `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 85 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
13
- | `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 85 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
14
  | `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-03-31T13:54:54Z` | 77 | 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` | 76 | 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` | 72 | 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` | 50 | 2 | mixed | moderate | low | high recent PR volume; targets high-star repos |
18
  | `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2025-01-06T17:52:26Z` | 45 | 1 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
19
  | `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2360d | `2024-09-02T13:41:47Z` | 43 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
20
  | `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 43 | 1 | mixed | low | low | targets high-star repos |
@@ -29,8 +29,8 @@
29
  | `tomaarsen` | [profile](https://github.com/tomaarsen) | no | MEMBER | 2949d | `2025-12-02T16:00:11Z` | 18 | 6 | strong | moderate | low | high recent PR volume; targets high-star repos |
30
  | `BillionClaw` | [profile](https://github.com/BillionClaw) | no | FIRST_TIME_CONTRIBUTOR | 35d | `2026-03-16T16:17:54Z` | 18 | 0 | weak | very high | high | very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
31
  | `IlyasMoutawwakil` | [profile](https://github.com/IlyasMoutawwakil) | no | MEMBER | 2354d | `2025-07-04T08:41:29Z` | 17 | 3 | strong | low | low | — |
 
32
  | `hmellor` | [profile](https://github.com/hmellor) | no | MEMBER | 3592d | `2025-08-14T10:03:14Z` | 16 | 2 | strong | low | low | high recent PR volume; targets high-star repos |
33
- | `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2996d | `2025-12-16T08:22:52Z` | 16 | 1 | strong | moderate | low | targets high-star repos |
34
  | `kashif` | [profile](https://github.com/kashif) | no | MEMBER | 6569d | `2025-09-08T13:05:54Z` | 16 | 0 | mixed | high | low | high recent PR volume; broad repo spread; targets high-star repos |
35
  | `Abdennacer-Badaoui` | [profile](https://github.com/Abdennacer-Badaoui) | no | MEMBER | 1414d | `2026-01-08T18:13:10Z` | 15 | 0 | strong | moderate | low | — |
36
  | `michaelbenayoun` | [profile](https://github.com/michaelbenayoun) | no | MEMBER | 3365d | `2024-10-24T15:39:49Z` | 15 | 0 | strong | moderate | low | targets high-star repos |
@@ -127,7 +127,6 @@
127
  | `SindhuRaghuram97` | [profile](https://github.com/SindhuRaghuram97) | no | CONTRIBUTOR | 1319d | `2026-05-05T14:47:02Z` | 2 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
128
  | `UsamaKenway` | [profile](https://github.com/UsamaKenway) | no | CONTRIBUTOR | 2385d | `2026-04-07T18:39:33Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
129
  | `voodoovampire` | [profile](https://github.com/voodoovampire) | no | FIRST_TIME_CONTRIBUTOR | 512d | `2026-04-25T19:30:01Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
130
- | `yunhaoli24` | [profile](https://github.com/yunhaoli24) | no | NONE | 2225d | `2026-03-12T04:46:19Z` | 2 | 0 | weak | moderate | low | targets high-star repos |
131
  | `cyyever` | [profile](https://github.com/cyyever) | no | CONTRIBUTOR | 3697d | `2025-08-10T08:43:09Z` | 24 | 0 | mixed | moderate | low | extremely high recent PR volume |
132
  | `omkar-334` | [profile](https://github.com/omkar-334) | no | CONTRIBUTOR | 2888d | `2025-12-12T17:57:18Z` | 15 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
133
  | `CodersAcademy006` | [profile](https://github.com/CodersAcademy006) | no | CONTRIBUTOR | 1448d | `2025-10-15T09:44:53Z` | 6 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
@@ -148,6 +147,7 @@
148
  | `tyler-romero` | [profile](https://github.com/tyler-romero) | no | CONTRIBUTOR | 3479d | `2026-02-10T18:34:03Z` | 2 | 0 | mixed | high | low | broad repo spread |
149
  | `vasanthrpjan1-boop` | [profile](https://github.com/vasanthrpjan1-boop) | no | CONTRIBUTOR | 254d | `2026-02-08T14:25:35Z` | 2 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
150
  | `wilnn` | [profile](https://github.com/wilnn) | no | CONTRIBUTOR | 1758d | `2026-03-10T22:37:36Z` | 2 | 0 | strong | low | low | targets high-star repos |
 
151
  | `zvik` | [profile](https://github.com/zvik) | no | FIRST_TIME_CONTRIBUTOR | 4383d | `2026-03-03T07:50:39Z` | 2 | 0 | n/a | low | low | no visible non-self stars |
152
  | `nurpax` | [profile](https://github.com/nurpax) | no | CONTRIBUTOR | 5805d | `2026-04-24T14:04:02Z` | 1 | 3 | weak | low | low | high open PR share; targets high-star repos |
153
  | `artem-spector` | [profile](https://github.com/artem-spector) | no | CONTRIBUTOR | 4093d | `2026-04-13T13:31:01Z` | 1 | 2 | mixed | low | low | high open PR share; no visible non-self stars; targets high-star repos |
@@ -228,6 +228,7 @@
228
  | `butterwecksolutions` | [profile](https://github.com/butterwecksolutions) | no | NONE | 4479d | `2026-05-03T23:41:12Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
229
  | `Caromisc` | [profile](https://github.com/Caromisc) | no | CONTRIBUTOR | 2207d | `2026-05-07T11:04:43Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
230
  | `chandan11248` | [profile](https://github.com/chandan11248) | no | FIRST_TIME_CONTRIBUTOR | 728d | `2026-03-15T15:23:33Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
231
  | `cloudyun888` | [profile](https://github.com/cloudyun888) | no | NONE | 45d | `2026-04-15T13:18:36Z` | 1 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share |
232
  | `code-runner77` | [profile](https://github.com/code-runner77) | no | FIRST_TIMER | 194d | `2026-03-29T17:28:59Z` | 1 | 0 | weak | low | low | young account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
233
  | `CyrilSterling` | [profile](https://github.com/CyrilSterling) | no | FIRST_TIME_CONTRIBUTOR | 2828d | `2026-03-13T13:02:26Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
@@ -261,7 +262,7 @@
261
  | `Hyungkeun-Park-Nota` | [profile](https://github.com/Hyungkeun-Park-Nota) | no | CONTRIBUTOR | 421d | `2026-03-25T01:19:59Z` | 1 | 0 | mixed | low | low | — |
262
  | `i3hz` | [profile](https://github.com/i3hz) | no | CONTRIBUTOR | 961d | `2026-02-18T04:04:37Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
263
  | `IgnazioDS` | [profile](https://github.com/IgnazioDS) | no | NONE | 1078d | `2026-03-30T19:13:52Z` | 1 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread |
264
- | `IMvision12` | [profile](https://github.com/IMvision12) | yes | CONTRIBUTOR | 1735d | `2026-05-10T21:08:04Z` | 1 | 0 | strong | low | low | high recent PR volume |
265
  | `jagwar` | [profile](https://github.com/jagwar) | no | MEMBER | 3691d | `2026-04-07T21:35:38Z` | 1 | 0 | strong | low | low | targets high-star repos |
266
  | `Jeevang1-epic` | [profile](https://github.com/Jeevang1-epic) | no | CONTRIBUTOR | 207d | `2026-04-24T19:22:05Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
267
  | `Jess-Co-Del` | [profile](https://github.com/Jess-Co-Del) | no | FIRST_TIME_CONTRIBUTOR | 2201d | `2026-03-23T17:02:50Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -364,6 +365,29 @@
364
 
365
  ## Contributors
366
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
367
  ### `tarekziade`
368
 
369
  - profile: [github.com/tarekziade](https://github.com/tarekziade)
@@ -390,29 +414,6 @@ Example artifacts:
390
  - [Issue #44740: Run model linter on new models additions](https://github.com/huggingface/transformers/issues/44740) — closed
391
  - [Issue #44619: Plug model rule in development flow and extend it](https://github.com/huggingface/transformers/issues/44619) — closed
392
 
393
- ### `Cyrilvallez`
394
-
395
- - profile: [github.com/Cyrilvallez](https://github.com/Cyrilvallez)
396
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ACyrilvallez)
397
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ACyrilvallez)
398
- - repo first seen: `2025-03-19T10:58:02Z`
399
- - repo last seen: `2026-05-04T09:51:36Z`
400
- - first seen in snapshot: **no**
401
- - repo association: **MEMBER**
402
- - repo primary artifacts: **85**
403
- - snapshot authored PRs/issues: **85 PRs / 0 issues**
404
- - snapshot discussion activity: **223 comments / 300 reviews / 467 review comments**
405
- - account age: **2036 days**
406
- - recent public PR activity: **48 PRs** (42 merged / 2 closed-unmerged / 4 open; merged rate **88%**, closed-unmerged rate **4%**, open rate **8%**)
407
- - public orgs: `huggingface`
408
- - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
409
- - heuristic read: **high recent PR volume; targets high-star repos**
410
-
411
- Example artifacts:
412
- - [PR #45774: Fix auto mapping script](https://github.com/huggingface/transformers/pull/45774) — closed, merged
413
- - [PR #45652: Fix colmodernvbert tests](https://github.com/huggingface/transformers/pull/45652) — closed, merged
414
- - [PR #45624: Skip failing offloading tests](https://github.com/huggingface/transformers/pull/45624) — closed, merged
415
-
416
  ### `ydshieh`
417
 
418
  - profile: [github.com/ydshieh](https://github.com/ydshieh)
@@ -465,12 +466,12 @@ Example artifacts:
465
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akaixuanliu)
466
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akaixuanliu)
467
  - repo first seen: `2025-06-20T09:58:55Z`
468
- - repo last seen: `2026-05-09T05:45:40Z`
469
  - first seen in snapshot: **no**
470
  - repo association: **CONTRIBUTOR**
471
  - repo primary artifacts: **76**
472
  - snapshot authored PRs/issues: **72 PRs / 4 issues**
473
- - snapshot discussion activity: **61 comments / 60 reviews / 59 review comments**
474
  - account age: **3934 days**
475
  - recent public PR activity: **35 PRs** (24 merged / 6 closed-unmerged / 5 open; merged rate **69%**, closed-unmerged rate **17%**, open rate **14%**)
476
  - public orgs: none visible
@@ -491,12 +492,12 @@ Example artifacts:
491
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArthurZucker)
492
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArthurZucker)
493
  - repo first seen: `2023-02-24T14:13:29Z`
494
- - repo last seen: `2026-05-07T12:46:44Z`
495
  - first seen in snapshot: **no**
496
  - repo association: **MEMBER**
497
- - repo primary artifacts: **52**
498
- - snapshot authored PRs/issues: **50 PRs / 2 issues**
499
- - snapshot discussion activity: **156 comments / 544 reviews / 1109 review comments**
500
  - account age: **2590 days**
501
  - recent public PR activity: **60 PRs** (36 merged / 5 closed-unmerged / 19 open; merged rate **60%**, closed-unmerged rate **8%**, open rate **32%**)
502
  - public orgs: none visible
@@ -504,9 +505,10 @@ Example artifacts:
504
  - heuristic read: **high recent PR volume; targets high-star repos**
505
 
506
  Example artifacts:
 
 
507
  - [PR #45681: Restore TokenizersBackend override for DeepSeek V3/R1 tokenizer dispatch](https://github.com/huggingface/transformers/pull/45681) — closed
508
- - [PR #45643: Add DeepSeek V4](https://github.com/huggingface/transformers/pull/45643) — closed, merged
509
- - [PR #45618: Add MTP speculative decoding via MTPCandidateGenerator](https://github.com/huggingface/transformers/pull/45618) — open
510
  - [Issue #44052: Fix skipped tests for glm_moe_dsa model](https://github.com/huggingface/transformers/issues/44052) — closed
511
  - [Issue #42710: Outstanding issues / PR before we can release v5](https://github.com/huggingface/transformers/issues/42710) — closed
512
 
@@ -684,12 +686,12 @@ Example artifacts:
684
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aremi-or)
685
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aremi-or)
686
  - repo first seen: `2026-01-13T09:15:18Z`
687
- - repo last seen: `2026-05-07T15:14:43Z`
688
  - first seen in snapshot: **no**
689
  - repo association: **MEMBER**
690
  - repo primary artifacts: **24**
691
  - snapshot authored PRs/issues: **24 PRs / 0 issues**
692
- - snapshot discussion activity: **41 comments / 127 reviews / 138 review comments**
693
  - account age: **1813 days**
694
  - recent public PR activity: **13 PRs** (12 merged / 0 closed-unmerged / 1 open; merged rate **92%**, closed-unmerged rate **0%**, open rate **8%**)
695
  - public orgs: none visible
@@ -851,6 +853,30 @@ Example artifacts:
851
  - [Issue #43682: `torch.compile` and `torch.export` helper function to be moved from `import_utils`](https://github.com/huggingface/transformers/issues/43682) — open
852
  - [Issue #43317: device_map=auto fails to load the dequantized model on gpu+cpu offload](https://github.com/huggingface/transformers/issues/43317) — closed
853
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
854
  ### `hmellor`
855
 
856
  - profile: [github.com/hmellor](https://github.com/hmellor)
@@ -876,30 +902,6 @@ Example artifacts:
876
  - [Issue #43522: Weights are not tied when model is loaded onto the `meta` device](https://github.com/huggingface/transformers/issues/43522) — closed
877
  - [Issue #42738: BERT-like models with RoPE](https://github.com/huggingface/transformers/issues/42738) — open
878
 
879
- ### `sywangyi`
880
-
881
- - profile: [github.com/sywangyi](https://github.com/sywangyi)
882
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asywangyi)
883
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asywangyi)
884
- - repo first seen: `2025-12-16T08:22:52Z`
885
- - repo last seen: `2026-04-29T02:35:29Z`
886
- - first seen in snapshot: **no**
887
- - repo association: **CONTRIBUTOR**
888
- - repo primary artifacts: **17**
889
- - snapshot authored PRs/issues: **16 PRs / 1 issues**
890
- - snapshot discussion activity: **18 comments / 13 reviews / 13 review comments**
891
- - account age: **2996 days**
892
- - recent public PR activity: **16 PRs** (12 merged / 0 closed-unmerged / 4 open; merged rate **75%**, closed-unmerged rate **0%**, open rate **25%**)
893
- - public orgs: none visible
894
- - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
895
- - heuristic read: **targets high-star repos**
896
-
897
- Example artifacts:
898
- - [PR #45526: xpu output align with cuda in test case](https://github.com/huggingface/transformers/pull/45526) — closed, merged
899
- - [PR #45279: add expert parallelism for gemma-4-26B-A4B-it](https://github.com/huggingface/transformers/pull/45279) — closed, merged
900
- - [PR #45219: Add MoE to Gemma4 TP plan](https://github.com/huggingface/transformers/pull/45219) — closed, merged
901
- - [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
902
-
903
  ### `kashif`
904
 
905
  - profile: [github.com/kashif](https://github.com/kashif)
@@ -1649,7 +1651,7 @@ Example artifacts:
1649
  Example artifacts:
1650
  - [PR #45370: docs: fix 5 docstring errors in Gemma3nTextConfig (typos, grammar, formatting)](https://github.com/huggingface/transformers/pull/45370) — closed, merged
1651
  - [PR #45352: fix(qwen3_moe): correct return type annotation on Qwen3MoeSparseMoeBlock.forward](https://github.com/huggingface/transformers/pull/45352) — closed, merged
1652
- - [PR #45351: fix(testing_utils): guard get_device_capability with torch.cuda.is_available()](https://github.com/huggingface/transformers/pull/45351) — open
1653
 
1654
  ### `sirzechs66`
1655
 
@@ -3092,28 +3094,6 @@ Example artifacts:
3092
  - [PR #45737: Add regression test for MusicgenMelody audio conditioning (GH #45647)](https://github.com/huggingface/transformers/pull/45737) — open
3093
  - [PR #45648: Fix SDPA inference tolerances for MPS backend](https://github.com/huggingface/transformers/pull/45648) — closed
3094
 
3095
- ### `yunhaoli24`
3096
-
3097
- - profile: [github.com/yunhaoli24](https://github.com/yunhaoli24)
3098
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ayunhaoli24)
3099
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ayunhaoli24)
3100
- - repo first seen: `2026-03-12T04:46:19Z`
3101
- - repo last seen: `2026-03-16T06:00:47Z`
3102
- - first seen in snapshot: **no**
3103
- - repo association: **NONE**
3104
- - repo primary artifacts: **2**
3105
- - snapshot authored PRs/issues: **2 PRs / 0 issues**
3106
- - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
3107
- - account age: **2225 days**
3108
- - recent public PR activity: **6 PRs** (2 merged / 2 closed-unmerged / 2 open; merged rate **33%**, closed-unmerged rate **33%**, open rate **33%**)
3109
- - public orgs: none visible
3110
- - compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
3111
- - heuristic read: **targets high-star repos**
3112
-
3113
- Example artifacts:
3114
- - [PR #44736: fix: resolve false-positive regex warning for non-mistral models](https://github.com/huggingface/transformers/pull/44736) — closed
3115
- - [PR #44618: fix: Add BOS/EOS tokens by default for DeBERTa v2 tokenizer](https://github.com/huggingface/transformers/pull/44618) — closed
3116
-
3117
  ### `cyyever`
3118
 
3119
  - profile: [github.com/cyyever](https://github.com/cyyever)
@@ -3564,6 +3544,28 @@ Example artifacts:
3564
  - [PR #45353: add kwargs to all methods in the CallbackHandler class](https://github.com/huggingface/transformers/pull/45353) — closed, merged
3565
  - [PR #44583: fix load_best_model_checkpoint_at_end do not load the best model chec…](https://github.com/huggingface/transformers/pull/44583) — closed, merged
3566
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3567
  ### `zvik`
3568
 
3569
  - profile: [github.com/zvik](https://github.com/zvik)
@@ -5298,6 +5300,27 @@ Example artifacts:
5298
  Example artifacts:
5299
  - [PR #44722: Refactor gptj output tracing to use standardized decorators](https://github.com/huggingface/transformers/pull/44722) — open
5300
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
5301
  ### `cloudyun888`
5302
 
5303
  - profile: [github.com/cloudyun888](https://github.com/cloudyun888)
@@ -5999,7 +6022,7 @@ Example artifacts:
5999
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIMvision12)
6000
  - repo first seen: `2026-05-10T21:08:04Z`
6001
  - repo last seen: `2026-05-10T21:08:04Z`
6002
- - first seen in snapshot: **yes**
6003
  - repo association: **CONTRIBUTOR**
6004
  - repo primary artifacts: **1**
6005
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
 
1
  # New Contributor Report: huggingface/transformers
2
 
3
+ - Snapshot: `20260511T060028Z`
4
+ - Generated: `2026-05-11T06:01:40Z`
5
  - Activity window: `60d`
6
+ - Contributors: `353`
7
 
8
  ## Summary
9
 
10
  | Author | Profile | First seen? | Association | Account age | Repo first seen | Snapshot PRs | Snapshot issues | Follow-through | Breadth | Automation risk | Notes |
11
  | --- | --- | --- | --- | ---: | --- | ---: | ---: | --- | --- | --- | --- |
12
+ | `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 86 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
13
  | `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 85 | 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` | 77 | 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` | 76 | 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` | 72 | 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` | 52 | 3 | mixed | moderate | low | high recent PR volume; targets high-star repos |
18
  | `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2025-01-06T17:52:26Z` | 45 | 1 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
19
  | `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2360d | `2024-09-02T13:41:47Z` | 43 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
20
  | `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 43 | 1 | mixed | low | low | targets high-star repos |
 
29
  | `tomaarsen` | [profile](https://github.com/tomaarsen) | no | MEMBER | 2949d | `2025-12-02T16:00:11Z` | 18 | 6 | strong | moderate | low | high recent PR volume; targets high-star repos |
30
  | `BillionClaw` | [profile](https://github.com/BillionClaw) | no | FIRST_TIME_CONTRIBUTOR | 35d | `2026-03-16T16:17:54Z` | 18 | 0 | weak | very high | high | very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
31
  | `IlyasMoutawwakil` | [profile](https://github.com/IlyasMoutawwakil) | no | MEMBER | 2354d | `2025-07-04T08:41:29Z` | 17 | 3 | strong | low | low | — |
32
+ | `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2996d | `2025-12-16T08:22:52Z` | 17 | 1 | strong | moderate | low | targets high-star repos |
33
  | `hmellor` | [profile](https://github.com/hmellor) | no | MEMBER | 3592d | `2025-08-14T10:03:14Z` | 16 | 2 | strong | low | low | high recent PR volume; targets high-star repos |
 
34
  | `kashif` | [profile](https://github.com/kashif) | no | MEMBER | 6569d | `2025-09-08T13:05:54Z` | 16 | 0 | mixed | high | low | high recent PR volume; broad repo spread; targets high-star repos |
35
  | `Abdennacer-Badaoui` | [profile](https://github.com/Abdennacer-Badaoui) | no | MEMBER | 1414d | `2026-01-08T18:13:10Z` | 15 | 0 | strong | moderate | low | — |
36
  | `michaelbenayoun` | [profile](https://github.com/michaelbenayoun) | no | MEMBER | 3365d | `2024-10-24T15:39:49Z` | 15 | 0 | strong | moderate | low | targets high-star repos |
 
127
  | `SindhuRaghuram97` | [profile](https://github.com/SindhuRaghuram97) | no | CONTRIBUTOR | 1319d | `2026-05-05T14:47:02Z` | 2 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
128
  | `UsamaKenway` | [profile](https://github.com/UsamaKenway) | no | CONTRIBUTOR | 2385d | `2026-04-07T18:39:33Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
129
  | `voodoovampire` | [profile](https://github.com/voodoovampire) | no | FIRST_TIME_CONTRIBUTOR | 512d | `2026-04-25T19:30:01Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
130
  | `cyyever` | [profile](https://github.com/cyyever) | no | CONTRIBUTOR | 3697d | `2025-08-10T08:43:09Z` | 24 | 0 | mixed | moderate | low | extremely high recent PR volume |
131
  | `omkar-334` | [profile](https://github.com/omkar-334) | no | CONTRIBUTOR | 2888d | `2025-12-12T17:57:18Z` | 15 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
132
  | `CodersAcademy006` | [profile](https://github.com/CodersAcademy006) | no | CONTRIBUTOR | 1448d | `2025-10-15T09:44:53Z` | 6 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 
147
  | `tyler-romero` | [profile](https://github.com/tyler-romero) | no | CONTRIBUTOR | 3479d | `2026-02-10T18:34:03Z` | 2 | 0 | mixed | high | low | broad repo spread |
148
  | `vasanthrpjan1-boop` | [profile](https://github.com/vasanthrpjan1-boop) | no | CONTRIBUTOR | 254d | `2026-02-08T14:25:35Z` | 2 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
149
  | `wilnn` | [profile](https://github.com/wilnn) | no | CONTRIBUTOR | 1758d | `2026-03-10T22:37:36Z` | 2 | 0 | strong | low | low | targets high-star repos |
150
+ | `yunhaoli24` | [profile](https://github.com/yunhaoli24) | no | NONE | 2225d | `2026-03-12T04:46:19Z` | 2 | 0 | weak | moderate | low | targets high-star repos |
151
  | `zvik` | [profile](https://github.com/zvik) | no | FIRST_TIME_CONTRIBUTOR | 4383d | `2026-03-03T07:50:39Z` | 2 | 0 | n/a | low | low | no visible non-self stars |
152
  | `nurpax` | [profile](https://github.com/nurpax) | no | CONTRIBUTOR | 5805d | `2026-04-24T14:04:02Z` | 1 | 3 | weak | low | low | high open PR share; targets high-star repos |
153
  | `artem-spector` | [profile](https://github.com/artem-spector) | no | CONTRIBUTOR | 4093d | `2026-04-13T13:31:01Z` | 1 | 2 | mixed | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 
228
  | `butterwecksolutions` | [profile](https://github.com/butterwecksolutions) | no | NONE | 4479d | `2026-05-03T23:41:12Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
229
  | `Caromisc` | [profile](https://github.com/Caromisc) | no | CONTRIBUTOR | 2207d | `2026-05-07T11:04:43Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
230
  | `chandan11248` | [profile](https://github.com/chandan11248) | no | FIRST_TIME_CONTRIBUTOR | 728d | `2026-03-15T15:23:33Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
231
+ | `chirag-gupta-07` | [profile](https://github.com/chirag-gupta-07) | yes | FIRST_TIMER | 276d | `2026-05-11T05:43:53Z` | 1 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
232
  | `cloudyun888` | [profile](https://github.com/cloudyun888) | no | NONE | 45d | `2026-04-15T13:18:36Z` | 1 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share |
233
  | `code-runner77` | [profile](https://github.com/code-runner77) | no | FIRST_TIMER | 194d | `2026-03-29T17:28:59Z` | 1 | 0 | weak | low | low | young account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
234
  | `CyrilSterling` | [profile](https://github.com/CyrilSterling) | no | FIRST_TIME_CONTRIBUTOR | 2828d | `2026-03-13T13:02:26Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 
262
  | `Hyungkeun-Park-Nota` | [profile](https://github.com/Hyungkeun-Park-Nota) | no | CONTRIBUTOR | 421d | `2026-03-25T01:19:59Z` | 1 | 0 | mixed | low | low | — |
263
  | `i3hz` | [profile](https://github.com/i3hz) | no | CONTRIBUTOR | 961d | `2026-02-18T04:04:37Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
264
  | `IgnazioDS` | [profile](https://github.com/IgnazioDS) | no | NONE | 1078d | `2026-03-30T19:13:52Z` | 1 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread |
265
+ | `IMvision12` | [profile](https://github.com/IMvision12) | no | CONTRIBUTOR | 1735d | `2026-05-10T21:08:04Z` | 1 | 0 | strong | low | low | high recent PR volume |
266
  | `jagwar` | [profile](https://github.com/jagwar) | no | MEMBER | 3691d | `2026-04-07T21:35:38Z` | 1 | 0 | strong | low | low | targets high-star repos |
267
  | `Jeevang1-epic` | [profile](https://github.com/Jeevang1-epic) | no | CONTRIBUTOR | 207d | `2026-04-24T19:22:05Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
268
  | `Jess-Co-Del` | [profile](https://github.com/Jess-Co-Del) | no | FIRST_TIME_CONTRIBUTOR | 2201d | `2026-03-23T17:02:50Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
365
 
366
  ## Contributors
367
 
368
+ ### `Cyrilvallez`
369
+
370
+ - profile: [github.com/Cyrilvallez](https://github.com/Cyrilvallez)
371
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ACyrilvallez)
372
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ACyrilvallez)
373
+ - repo first seen: `2025-03-19T10:58:02Z`
374
+ - repo last seen: `2026-05-11T05:55:00Z`
375
+ - first seen in snapshot: **no**
376
+ - repo association: **MEMBER**
377
+ - repo primary artifacts: **86**
378
+ - snapshot authored PRs/issues: **86 PRs / 0 issues**
379
+ - snapshot discussion activity: **225 comments / 306 reviews / 476 review comments**
380
+ - account age: **2036 days**
381
+ - recent public PR activity: **48 PRs** (42 merged / 2 closed-unmerged / 4 open; merged rate **88%**, closed-unmerged rate **4%**, open rate **8%**)
382
+ - public orgs: `huggingface`
383
+ - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
384
+ - heuristic read: **high recent PR volume; targets high-star repos**
385
+
386
+ Example artifacts:
387
+ - [PR #45884: Remove deprecation cycle for `cache_position` in masking primitives](https://github.com/huggingface/transformers/pull/45884) — open
388
+ - [PR #45774: Fix auto mapping script](https://github.com/huggingface/transformers/pull/45774) — closed, merged
389
+ - [PR #45652: Fix colmodernvbert tests](https://github.com/huggingface/transformers/pull/45652) — closed, merged
390
+
391
  ### `tarekziade`
392
 
393
  - profile: [github.com/tarekziade](https://github.com/tarekziade)
 
414
  - [Issue #44740: Run model linter on new models additions](https://github.com/huggingface/transformers/issues/44740) — closed
415
  - [Issue #44619: Plug model rule in development flow and extend it](https://github.com/huggingface/transformers/issues/44619) — closed
416
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
417
  ### `ydshieh`
418
 
419
  - profile: [github.com/ydshieh](https://github.com/ydshieh)
 
466
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akaixuanliu)
467
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akaixuanliu)
468
  - repo first seen: `2025-06-20T09:58:55Z`
469
+ - repo last seen: `2026-05-11T01:27:36Z`
470
  - first seen in snapshot: **no**
471
  - repo association: **CONTRIBUTOR**
472
  - repo primary artifacts: **76**
473
  - snapshot authored PRs/issues: **72 PRs / 4 issues**
474
+ - snapshot discussion activity: **61 comments / 61 reviews / 60 review comments**
475
  - account age: **3934 days**
476
  - recent public PR activity: **35 PRs** (24 merged / 6 closed-unmerged / 5 open; merged rate **69%**, closed-unmerged rate **17%**, open rate **14%**)
477
  - public orgs: none visible
 
492
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArthurZucker)
493
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArthurZucker)
494
  - repo first seen: `2023-02-24T14:13:29Z`
495
+ - repo last seen: `2026-05-11T05:26:28Z`
496
  - first seen in snapshot: **no**
497
  - repo association: **MEMBER**
498
+ - repo primary artifacts: **55**
499
+ - snapshot authored PRs/issues: **52 PRs / 3 issues**
500
+ - snapshot discussion activity: **159 comments / 547 reviews / 1118 review comments**
501
  - account age: **2590 days**
502
  - recent public PR activity: **60 PRs** (36 merged / 5 closed-unmerged / 19 open; merged rate **60%**, closed-unmerged rate **8%**, open rate **32%**)
503
  - public orgs: none visible
 
505
  - heuristic read: **high recent PR volume; targets high-star repos**
506
 
507
  Example artifacts:
508
+ - [PR #45881: [deepseek_v4] fix CSA per-query masking in eager path](https://github.com/huggingface/transformers/pull/45881) — closed, merged
509
+ - [PR #45879: [deepseek_v4] fix CSA per-query masking in eager path](https://github.com/huggingface/transformers/pull/45879) — closed
510
  - [PR #45681: Restore TokenizersBackend override for DeepSeek V3/R1 tokenizer dispatch](https://github.com/huggingface/transformers/pull/45681) — closed
511
+ - [Issue #45882: Reduce peak memory during quantization of MoE models (follow-up to #43917)](https://github.com/huggingface/transformers/issues/45882) — open
 
512
  - [Issue #44052: Fix skipped tests for glm_moe_dsa model](https://github.com/huggingface/transformers/issues/44052) — closed
513
  - [Issue #42710: Outstanding issues / PR before we can release v5](https://github.com/huggingface/transformers/issues/42710) — closed
514
 
 
686
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aremi-or)
687
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aremi-or)
688
  - repo first seen: `2026-01-13T09:15:18Z`
689
+ - repo last seen: `2026-05-11T01:40:52Z`
690
  - first seen in snapshot: **no**
691
  - repo association: **MEMBER**
692
  - repo primary artifacts: **24**
693
  - snapshot authored PRs/issues: **24 PRs / 0 issues**
694
+ - snapshot discussion activity: **42 comments / 127 reviews / 138 review comments**
695
  - account age: **1813 days**
696
  - recent public PR activity: **13 PRs** (12 merged / 0 closed-unmerged / 1 open; merged rate **92%**, closed-unmerged rate **0%**, open rate **8%**)
697
  - public orgs: none visible
 
853
  - [Issue #43682: `torch.compile` and `torch.export` helper function to be moved from `import_utils`](https://github.com/huggingface/transformers/issues/43682) — open
854
  - [Issue #43317: device_map=auto fails to load the dequantized model on gpu+cpu offload](https://github.com/huggingface/transformers/issues/43317) — closed
855
 
856
+ ### `sywangyi`
857
+
858
+ - profile: [github.com/sywangyi](https://github.com/sywangyi)
859
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asywangyi)
860
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asywangyi)
861
+ - repo first seen: `2025-12-16T08:22:52Z`
862
+ - repo last seen: `2026-05-11T03:27:21Z`
863
+ - first seen in snapshot: **no**
864
+ - repo association: **CONTRIBUTOR**
865
+ - repo primary artifacts: **18**
866
+ - snapshot authored PRs/issues: **17 PRs / 1 issues**
867
+ - snapshot discussion activity: **18 comments / 13 reviews / 13 review comments**
868
+ - account age: **2996 days**
869
+ - recent public PR activity: **16 PRs** (12 merged / 0 closed-unmerged / 4 open; merged rate **75%**, closed-unmerged rate **0%**, open rate **25%**)
870
+ - public orgs: none visible
871
+ - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
872
+ - heuristic read: **targets high-star repos**
873
+
874
+ Example artifacts:
875
+ - [PR #45880: add DeepSeek-V4-Flash-Base support, also add the testcase(dequantize=…](https://github.com/huggingface/transformers/pull/45880) — open
876
+ - [PR #45526: xpu output align with cuda in test case](https://github.com/huggingface/transformers/pull/45526) — closed, merged
877
+ - [PR #45279: add expert parallelism for gemma-4-26B-A4B-it](https://github.com/huggingface/transformers/pull/45279) — closed, merged
878
+ - [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
879
+
880
  ### `hmellor`
881
 
882
  - profile: [github.com/hmellor](https://github.com/hmellor)
 
902
  - [Issue #43522: Weights are not tied when model is loaded onto the `meta` device](https://github.com/huggingface/transformers/issues/43522) — closed
903
  - [Issue #42738: BERT-like models with RoPE](https://github.com/huggingface/transformers/issues/42738) — open
904
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
905
  ### `kashif`
906
 
907
  - profile: [github.com/kashif](https://github.com/kashif)
 
1651
  Example artifacts:
1652
  - [PR #45370: docs: fix 5 docstring errors in Gemma3nTextConfig (typos, grammar, formatting)](https://github.com/huggingface/transformers/pull/45370) — closed, merged
1653
  - [PR #45352: fix(qwen3_moe): correct return type annotation on Qwen3MoeSparseMoeBlock.forward](https://github.com/huggingface/transformers/pull/45352) — closed, merged
1654
+ - [PR #45351: fix(testing_utils): guard get_device_capability with torch.cuda.is_available()](https://github.com/huggingface/transformers/pull/45351) — closed, merged
1655
 
1656
  ### `sirzechs66`
1657
 
 
3094
  - [PR #45737: Add regression test for MusicgenMelody audio conditioning (GH #45647)](https://github.com/huggingface/transformers/pull/45737) — open
3095
  - [PR #45648: Fix SDPA inference tolerances for MPS backend](https://github.com/huggingface/transformers/pull/45648) — closed
3096
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3097
  ### `cyyever`
3098
 
3099
  - profile: [github.com/cyyever](https://github.com/cyyever)
 
3544
  - [PR #45353: add kwargs to all methods in the CallbackHandler class](https://github.com/huggingface/transformers/pull/45353) — closed, merged
3545
  - [PR #44583: fix load_best_model_checkpoint_at_end do not load the best model chec…](https://github.com/huggingface/transformers/pull/44583) — closed, merged
3546
 
3547
+ ### `yunhaoli24`
3548
+
3549
+ - profile: [github.com/yunhaoli24](https://github.com/yunhaoli24)
3550
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ayunhaoli24)
3551
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ayunhaoli24)
3552
+ - repo first seen: `2026-03-12T04:46:19Z`
3553
+ - repo last seen: `2026-03-16T06:00:47Z`
3554
+ - first seen in snapshot: **no**
3555
+ - repo association: **NONE**
3556
+ - repo primary artifacts: **2**
3557
+ - snapshot authored PRs/issues: **2 PRs / 0 issues**
3558
+ - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
3559
+ - account age: **2225 days**
3560
+ - recent public PR activity: **6 PRs** (2 merged / 2 closed-unmerged / 2 open; merged rate **33%**, closed-unmerged rate **33%**, open rate **33%**)
3561
+ - public orgs: none visible
3562
+ - compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
3563
+ - heuristic read: **targets high-star repos**
3564
+
3565
+ Example artifacts:
3566
+ - [PR #44736: fix: resolve false-positive regex warning for non-mistral models](https://github.com/huggingface/transformers/pull/44736) — closed
3567
+ - [PR #44618: fix: Add BOS/EOS tokens by default for DeBERTa v2 tokenizer](https://github.com/huggingface/transformers/pull/44618) — closed
3568
+
3569
  ### `zvik`
3570
 
3571
  - profile: [github.com/zvik](https://github.com/zvik)
 
5300
  Example artifacts:
5301
  - [PR #44722: Refactor gptj output tracing to use standardized decorators](https://github.com/huggingface/transformers/pull/44722) — open
5302
 
5303
+ ### `chirag-gupta-07`
5304
+
5305
+ - profile: [github.com/chirag-gupta-07](https://github.com/chirag-gupta-07)
5306
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Achirag-gupta-07)
5307
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Achirag-gupta-07)
5308
+ - repo first seen: `2026-05-11T05:43:53Z`
5309
+ - repo last seen: `2026-05-11T05:43:53Z`
5310
+ - first seen in snapshot: **yes**
5311
+ - repo association: **FIRST_TIMER**
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+ - repo primary artifacts: **1**
5313
+ - snapshot authored PRs/issues: **1 PRs / 0 issues**
5314
+ - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
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+ - account age: **276 days**
5316
+ - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
5317
+ - public orgs: none visible
5318
+ - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
5319
+ - heuristic read: **young account; high open PR share; no visible non-self stars; targets high-star repos**
5320
+
5321
+ Example artifacts:
5322
+ - [PR #45883: Fix Gemma4 inputs_embeds OOM during per-layer lookup](https://github.com/huggingface/transformers/pull/45883) — open
5323
+
5324
  ### `cloudyun888`
5325
 
5326
  - profile: [github.com/cloudyun888](https://github.com/cloudyun888)
 
6022
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIMvision12)
6023
  - repo first seen: `2026-05-10T21:08:04Z`
6024
  - repo last seen: `2026-05-10T21:08:04Z`
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  - repo association: **CONTRIBUTOR**
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  - snapshot authored PRs/issues: **1 PRs / 0 issues**
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3241
  45523
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  ],
3243
  "representative_pr_number": 41901,
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  "summary": "2 open PRs share weighted file overlap around `src/transformers/integrations/executorch.py`; representative PR #41901.",
3246
  "shared_filenames": [
3247
  "src/transformers/integrations/executorch.py"
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  {
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3377
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  "summary": "2 open PRs share weighted file overlap around `tests/quantization/compressed_tensors_integration/test_compressed_models.py`; representative PR #43747.",
3379
  "shared_filenames": [
3380
  "tests/quantization/compressed_tensors_integration/test_compressed_models.py"
@@ -3388,7 +3388,7 @@
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  {
3389
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3426
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3860
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3862
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3863
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3864
  "summary": "2 open PRs share weighted file overlap around `src/transformers/heterogeneity/__init__.py`, `src/transformers/heterogeneity/configuration_utils.py`, `tests/heterogeneity/__init__.py`; representative PR #45332.",
3865
  "shared_filenames": [
3866
  "src/transformers/heterogeneity/__init__.py",
@@ -3880,11 +3880,11 @@
3880
  {
3881
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3882
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  "shared_filenames": [
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  "src/transformers/configuration_utils.py",
3890
  "src/transformers/heterogeneity/__init__.py",
@@ -4070,7 +4070,7 @@
4070
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4072
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  "concentration_similarity": 0.712,
@@ -4284,6 +4284,47 @@
4284
  }
4285
  ]
4286
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
4287
  {
4288
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4289
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  {
641
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762
  45817
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  "summary": "6 open PRs share weighted file overlap around `tests/models/gemma4/test_modeling_gemma4.py`, `src/transformers/models/gemma4/modular_gemma4.py`, `src/transformers/models/gemma4/modeling_gemma4.py`; representative PR #45817.",
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  {
786
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792
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831
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923
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926
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929
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  {
986
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989
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  "left_pr_number": 45294,
1010
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1011
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1014
  "breadth_similarity": 0.55,
1015
  "concentration_similarity": 0.869,
 
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1032
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1033
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1034
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  "size_similarity": 0.126,
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  "concentration_similarity": 0.858,
 
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  "size_similarity": 0.509,
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  "breadth_similarity": 0.417,
1061
  "concentration_similarity": 0.8,
 
1071
  {
1072
  "left_pr_number": 45294,
1073
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1074
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  "breadth_similarity": 0.225,
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  "concentration_similarity": 0.908,
 
1088
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  "left_pr_number": 45438,
1090
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1091
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  "size_similarity": 0.098,
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  "breadth_similarity": 0.225,
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  "concentration_similarity": 0.92,
 
1650
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1652
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  "breadth_similarity": 0.225,
 
1957
  45655
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  "representative_pr_number": 45342,
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1961
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1962
  "shared_filenames": [
1963
  "src/transformers/modeling_utils.py"
 
1986
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1987
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1988
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1989
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1992
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1993
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1994
  "shared_filenames": [
 
2002
  {
2003
  "left_pr_number": 45649,
2004
  "right_pr_number": 45655,
2005
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2006
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2007
+ "size_similarity": 0.778,
2008
  "breadth_similarity": 1.0,
2009
  "concentration_similarity": 1.0,
2010
  "shared_filenames": [
 
2018
  {
2019
  "left_pr_number": 45548,
2020
  "right_pr_number": 45649,
2021
+ "similarity": 0.386,
2022
+ "content_similarity": 0.341,
2023
+ "size_similarity": 0.149,
2024
  "breadth_similarity": 0.75,
2025
  "concentration_similarity": 1.0,
2026
  "shared_filenames": [
 
2034
  {
2035
  "left_pr_number": 45342,
2036
  "right_pr_number": 45548,
2037
+ "similarity": 0.348,
2038
  "content_similarity": 0.281,
2039
  "size_similarity": 0.17,
2040
  "breadth_similarity": 0.75,
 
2089
  "left_pr_number": 44615,
2090
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2091
  "similarity": 0.519,
2092
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2093
  "size_similarity": 0.897,
2094
  "breadth_similarity": 0.5,
2095
  "concentration_similarity": 0.846,
 
2630
  "left_pr_number": 34667,
2631
  "right_pr_number": 44872,
2632
  "similarity": 0.445,
2633
+ "content_similarity": 0.364,
2634
  "size_similarity": 0.273,
2635
  "breadth_similarity": 1.0,
2636
  "concentration_similarity": 1.0,
 
2647
  "left_pr_number": 39683,
2648
  "right_pr_number": 44872,
2649
  "similarity": 0.43,
2650
+ "content_similarity": 0.373,
2651
  "size_similarity": 0.13,
2652
  "breadth_similarity": 1.0,
2653
  "concentration_similarity": 1.0,
 
2825
  {
2826
  "left_pr_number": 33686,
2827
  "right_pr_number": 44550,
2828
+ "similarity": 0.393,
2829
  "content_similarity": 0.132,
2830
  "size_similarity": 1.0,
2831
  "breadth_similarity": 1.0,
 
3241
  45523
3242
  ],
3243
  "representative_pr_number": 41901,
3244
+ "average_similarity": 0.718,
3245
  "summary": "2 open PRs share weighted file overlap around `src/transformers/integrations/executorch.py`; representative PR #41901.",
3246
  "shared_filenames": [
3247
  "src/transformers/integrations/executorch.py"
 
3255
  {
3256
  "left_pr_number": 41901,
3257
  "right_pr_number": 45523,
3258
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3259
  "content_similarity": 0.778,
3260
  "size_similarity": 0.158,
3261
  "breadth_similarity": 1.0,
 
3374
  45480
3375
  ],
3376
  "representative_pr_number": 43747,
3377
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3378
  "summary": "2 open PRs share weighted file overlap around `tests/quantization/compressed_tensors_integration/test_compressed_models.py`; representative PR #43747.",
3379
  "shared_filenames": [
3380
  "tests/quantization/compressed_tensors_integration/test_compressed_models.py"
 
3388
  {
3389
  "left_pr_number": 43747,
3390
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3391
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3392
  "content_similarity": 0.629,
3393
  "size_similarity": 0.664,
3394
  "breadth_similarity": 1.0,
 
3426
  "left_pr_number": 43779,
3427
  "right_pr_number": 43816,
3428
  "similarity": 0.667,
3429
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3430
  "size_similarity": 0.25,
3431
  "breadth_similarity": 1.0,
3432
  "concentration_similarity": 1.0,
 
3860
  45333
3861
  ],
3862
  "representative_pr_number": 45332,
3863
+ "average_similarity": 0.493,
3864
  "summary": "2 open PRs share weighted file overlap around `src/transformers/heterogeneity/__init__.py`, `src/transformers/heterogeneity/configuration_utils.py`, `tests/heterogeneity/__init__.py`; representative PR #45332.",
3865
  "shared_filenames": [
3866
  "src/transformers/heterogeneity/__init__.py",
 
3880
  {
3881
  "left_pr_number": 45332,
3882
  "right_pr_number": 45333,
3883
+ "similarity": 0.493,
3884
+ "content_similarity": 0.522,
3885
+ "size_similarity": 0.203,
3886
  "breadth_similarity": 0.479,
3887
+ "concentration_similarity": 0.976,
3888
  "shared_filenames": [
3889
  "src/transformers/configuration_utils.py",
3890
  "src/transformers/heterogeneity/__init__.py",
 
4070
  "left_pr_number": 45034,
4071
  "right_pr_number": 45513,
4072
  "similarity": 0.476,
4073
+ "content_similarity": 0.444,
4074
  "size_similarity": 0.309,
4075
  "breadth_similarity": 0.829,
4076
  "concentration_similarity": 0.712,
 
4284
  }
4285
  ]
4286
  },
4287
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4288
+ "cluster_id": "pr-scope-45202-2",
4289
+ "pr_numbers": [
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+ "representative_pr_number": 45202,
4294
+ "average_similarity": 0.406,
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+ "summary": "2 open PRs share weighted file overlap around `src/transformers/models/gemma4/modular_gemma4.py`, `src/transformers/models/gemma4/modeling_gemma4.py`; representative PR #45202.",
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+ "shared_filenames": [
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+ "breadth_similarity": 1.0,
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+ "concentration_similarity": 1.0,
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+ "src/transformers",
4323
+ "src"
4324
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4325
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  {
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  "cluster_id": "pr-scope-42655-2",
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