evalstate HF Staff commited on
Commit
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1 Parent(s): 34209e5

Refresh transformers dataset snapshot 20260511T120023Z

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22936
  }
new-contributors-report.md CHANGED
@@ -1,20 +1,20 @@
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 |
@@ -56,7 +56,6 @@
56
  | `RyanMullins` | [profile](https://github.com/RyanMullins) | no | CONTRIBUTOR | 5413d | `2026-03-12T13:32:25Z` | 5 | 0 | mixed | low | low | high open PR share; targets high-star repos |
57
  | `dacorvo` | [profile](https://github.com/dacorvo) | no | MEMBER | 5038d | `2026-03-13T14:45:22Z` | 4 | 6 | mixed | moderate | low | — |
58
  | `jamesbraza` | [profile](https://github.com/jamesbraza) | no | CONTRIBUTOR | 4221d | `2026-04-23T00:37:54Z` | 4 | 4 | strong | moderate | low | high recent PR volume |
59
- | `KoichiYasuoka` | [profile](https://github.com/KoichiYasuoka) | no | CONTRIBUTOR | 3839d | `2026-01-21T06:14:39Z` | 4 | 3 | weak | low | low | targets high-star repos |
60
  | `paulinebm` | [profile](https://github.com/paulinebm) | no | MEMBER | 830d | `2026-03-25T14:55:10Z` | 4 | 1 | strong | very high | medium | extremely high recent PR volume; very broad repo spread; no visible non-self stars |
61
  | `hf-security-analysis[bot]` | [profile](https://github.com/hf-security-analysis[bot]) | no | CONTRIBUTOR | ?d | `2026-03-11T15:39:30Z` | 4 | 0 | n/a | n/a | n/a | summary unavailable |
62
  | `Jah-yee` | [profile](https://github.com/Jah-yee) | no | NONE | 736d | `2026-04-16T00:55:40Z` | 4 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
@@ -74,6 +73,7 @@
74
  | `albertvillanova` | [profile](https://github.com/albertvillanova) | no | MEMBER | 4257d | `2026-01-17T10:42:01Z` | 5 | 3 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
75
  | `lashahub` | [profile](https://github.com/lashahub) | no | CONTRIBUTOR | 3339d | `2026-01-08T16:47:50Z` | 5 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
76
  | `jw9603` | [profile](https://github.com/jw9603) | no | CONTRIBUTOR | 2050d | `2026-03-04T00:51:26Z` | 4 | 3 | weak | low | low | targets high-star repos |
 
77
  | `BenjaminBossan` | [profile](https://github.com/BenjaminBossan) | no | MEMBER | 4501d | `2024-10-17T11:56:32Z` | 4 | 0 | strong | moderate | low | high recent PR volume; targets high-star repos |
78
  | `xenova` | [profile](https://github.com/xenova) | no | MEMBER | 3317d | `2025-11-18T16:26:23Z` | 3 | 3 | strong | moderate | low | high recent PR volume; targets high-star repos |
79
  | `kmswin1` | [profile](https://github.com/kmswin1) | no | FIRST_TIME_CONTRIBUTOR | 3380d | `2026-03-09T09:03:10Z` | 3 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
@@ -118,7 +118,7 @@
118
  | `orbisai0security` | [profile](https://github.com/orbisai0security) | no | NONE | 160d | `2026-03-30T15:02:06Z` | 2 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
119
  | `osman-akkawi` | [profile](https://github.com/osman-akkawi) | no | NONE | 825d | `2026-03-27T17:04:14Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
120
  | `philippguevorguian` | [profile](https://github.com/philippguevorguian) | no | NONE | 1996d | `2025-10-10T14:52:07Z` | 2 | 0 | mixed | low | low | — |
121
- | `Prachi-kushwaha` | [profile](https://github.com/Prachi-kushwaha) | no | FIRST_TIME_CONTRIBUTOR | 1556d | `2026-03-07T22:12:58Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
122
  | `r266-tech` | [profile](https://github.com/r266-tech) | no | CONTRIBUTOR | 206d | `2026-03-22T17:28:57Z` | 2 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
123
  | `saiganesh47` | [profile](https://github.com/saiganesh47) | no | NONE | 633d | `2026-04-22T15:13:44Z` | 2 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
124
  | `saslifat-gif` | [profile](https://github.com/saslifat-gif) | no | CONTRIBUTOR | 229d | `2026-04-02T14:08:15Z` | 2 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
@@ -136,6 +136,7 @@
136
  | `githubnemo` | [profile](https://github.com/githubnemo) | no | MEMBER | 5827d | `2026-01-26T11:34:05Z` | 3 | 0 | strong | moderate | low | targets high-star repos |
137
  | `khushali9` | [profile](https://github.com/khushali9) | no | CONTRIBUTOR | 4226d | `2025-11-26T16:41:09Z` | 3 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
138
  | `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 |
 
139
  | `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 |
140
  | `burtenshaw` | [profile](https://github.com/burtenshaw) | no | MEMBER | 3611d | `2026-03-03T11:35:13Z` | 2 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
141
  | `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 |
@@ -228,7 +229,7 @@
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
- | `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 |
@@ -292,6 +293,7 @@
292
  | `madhav1k` | [profile](https://github.com/madhav1k) | no | FIRST_TIME_CONTRIBUTOR | 2059d | `2026-04-06T17:47:07Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
293
  | `Mamiglia` | [profile](https://github.com/Mamiglia) | no | FIRST_TIME_CONTRIBUTOR | 3093d | `2026-05-08T16:06:43Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
294
  | `marvinzh` | [profile](https://github.com/marvinzh) | no | CONTRIBUTOR | 4429d | `2026-04-07T06:49:34Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
 
295
  | `mathceo` | [profile](https://github.com/mathceo) | no | FIRST_TIME_CONTRIBUTOR | 1911d | `2026-04-16T09:30:36Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
296
  | `McPatate` | [profile](https://github.com/McPatate) | no | MEMBER | 4207d | `2025-11-10T16:50:33Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
297
  | `Melnuno` | [profile](https://github.com/Melnuno) | no | NONE | 2376d | `2026-05-05T17:30:41Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -345,7 +347,7 @@
345
  | `Talhax55z` | [profile](https://github.com/Talhax55z) | no | NONE | 79d | `2026-04-03T16:36:25Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars |
346
  | `tejasae-afk` | [profile](https://github.com/tejasae-afk) | no | NONE | 408d | `2026-03-13T21:22:07Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
347
  | `tianhaocui` | [profile](https://github.com/tianhaocui) | no | FIRST_TIME_CONTRIBUTOR | 2442d | `2026-04-19T10:27:36Z` | 1 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
348
- | `TuringTux` | [profile](https://github.com/TuringTux) | no | FIRST_TIME_CONTRIBUTOR | 2477d | `2026-05-06T16:55:33Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
349
  | `vai-minzhou` | [profile](https://github.com/vai-minzhou) | no | CONTRIBUTOR | 723d | `2026-04-23T01:47:23Z` | 1 | 0 | mixed | low | low | high open PR share |
350
  | `VanshikaSohal` | [profile](https://github.com/VanshikaSohal) | no | CONTRIBUTOR | 564d | `2026-03-22T18:45:01Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
351
  | `vivekvar-dl` | [profile](https://github.com/vivekvar-dl) | no | NONE | 2072d | `2026-03-21T03:12:37Z` | 1 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
@@ -371,12 +373,12 @@
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`
@@ -384,9 +386,9 @@
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
 
@@ -443,12 +445,12 @@ Example artifacts:
443
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azucchini-nlp)
444
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azucchini-nlp)
445
  - repo first seen: `2024-09-26T09:23:39Z`
446
- - repo last seen: `2026-05-09T19:33:22Z`
447
  - first seen in snapshot: **no**
448
  - repo association: **MEMBER**
449
  - repo primary artifacts: **76**
450
  - snapshot authored PRs/issues: **76 PRs / 0 issues**
451
- - snapshot discussion activity: **523 comments / 772 reviews / 1805 review comments**
452
  - account age: **1508 days**
453
  - recent public PR activity: **50 PRs** (33 merged / 6 closed-unmerged / 11 open; merged rate **66%**, closed-unmerged rate **12%**, open rate **22%**)
454
  - public orgs: `huggingface`, `deeppavlov`
@@ -466,11 +468,11 @@ Example artifacts:
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%**)
@@ -479,9 +481,9 @@ Example artifacts:
479
  - heuristic read: **high recent PR volume; targets high-star repos**
480
 
481
  Example artifacts:
 
482
  - [PR #45858: hy_v3: add XPU expectations](https://github.com/huggingface/transformers/pull/45858) — open
483
  - [PR #45845: fix(rf_detr): fix failing tests](https://github.com/huggingface/transformers/pull/45845) — closed, merged
484
- - [PR #45844: fix(granite4_vision): auto-fix failing tests](https://github.com/huggingface/transformers/pull/45844) — closed, merged
485
  - [Issue #44964: Cannot load `microsoft/Phi-4-multimodal-instruct` model with latest transformers.](https://github.com/huggingface/transformers/issues/44964) — closed
486
  - [Issue #44792: Failed test case `test_model_generate_images` for janus model](https://github.com/huggingface/transformers/issues/44792) — closed
487
  - [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
@@ -492,12 +494,12 @@ Example artifacts:
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
@@ -505,9 +507,9 @@ Example artifacts:
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
@@ -833,12 +835,12 @@ Example artifacts:
833
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIlyasMoutawwakil)
834
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIlyasMoutawwakil)
835
  - repo first seen: `2025-07-04T08:41:29Z`
836
- - repo last seen: `2026-05-09T08:24:18Z`
837
  - first seen in snapshot: **no**
838
  - repo association: **MEMBER**
839
  - repo primary artifacts: **20**
840
  - snapshot authored PRs/issues: **17 PRs / 3 issues**
841
- - snapshot discussion activity: **54 comments / 212 reviews / 187 review comments**
842
  - account age: **2354 days**
843
  - recent public PR activity: **22 PRs** (16 merged / 2 closed-unmerged / 4 open; merged rate **73%**, closed-unmerged rate **9%**, open rate **18%**)
844
  - public orgs: `huggingface`, `Chouafa`
@@ -859,12 +861,12 @@ Example artifacts:
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
@@ -1303,12 +1305,12 @@ Example artifacts:
1303
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ACharly21r)
1304
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ACharly21r)
1305
  - repo first seen: `2026-03-13T09:00:25Z`
1306
- - repo last seen: `2026-04-30T09:48:32Z`
1307
  - first seen in snapshot: **no**
1308
  - repo association: **CONTRIBUTOR**
1309
  - repo primary artifacts: **6**
1310
  - snapshot authored PRs/issues: **6 PRs / 0 issues**
1311
- - snapshot discussion activity: **12 comments / 8 reviews / 8 review comments**
1312
  - account age: **359 days**
1313
  - recent public PR activity: **6 PRs** (1 merged / 2 closed-unmerged / 3 open; merged rate **17%**, closed-unmerged rate **33%**, open rate **50%**)
1314
  - public orgs: none visible
@@ -1482,37 +1484,11 @@ Example artifacts:
1482
  Example artifacts:
1483
  - [PR #45861: Fix M-RoPE device mismatch in Qwen3VL family under FSDP2 CPU offload](https://github.com/huggingface/transformers/pull/45861) — open
1484
  - [PR #45770: Unwrap `text_config` in `AutoModelFor*.from_config`](https://github.com/huggingface/transformers/pull/45770) — closed, merged
1485
- - [PR #45760: End-to-end test of Gemma 3 + FA2 construction](https://github.com/huggingface/transformers/pull/45760) — open
1486
  - [Issue #45859: `Qwen3_5MoeTextRotaryEmbedding.forward` is not compatible with CPU offload](https://github.com/huggingface/transformers/issues/45859) — open
1487
  - [Issue #45759: `AutoModelForCausalLM.from_config` does not unwrap `text_config` for composite Qwen 3.5 and 3.6 multimodal configs](https://github.com/huggingface/transformers/issues/45759) — closed
1488
  - [Issue #45663: Gemma-4 training with FSDP2 raises `KeyError` in `Gemma4TextAttention.forward` because `shared_kv_states` is rebuilt per-layer](https://github.com/huggingface/transformers/issues/45663) — open
1489
 
1490
- ### `KoichiYasuoka`
1491
-
1492
- - profile: [github.com/KoichiYasuoka](https://github.com/KoichiYasuoka)
1493
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AKoichiYasuoka)
1494
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AKoichiYasuoka)
1495
- - repo first seen: `2026-01-21T06:14:39Z`
1496
- - repo last seen: `2026-04-25T09:16:29Z`
1497
- - first seen in snapshot: **no**
1498
- - repo association: **CONTRIBUTOR**
1499
- - repo primary artifacts: **7**
1500
- - snapshot authored PRs/issues: **4 PRs / 3 issues**
1501
- - snapshot discussion activity: **17 comments / 1 reviews / 1 review comments**
1502
- - account age: **3839 days**
1503
- - recent public PR activity: **3 PRs** (1 merged / 1 closed-unmerged / 1 open; merged rate **33%**, closed-unmerged rate **33%**, open rate **33%**)
1504
- - public orgs: none visible
1505
- - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
1506
- - heuristic read: **targets high-star repos**
1507
-
1508
- Example artifacts:
1509
- - [PR #45311: resize_token_embeddings does not effect to output_embeddings](https://github.com/huggingface/transformers/pull/45311) — closed
1510
- - [PR #45236: resize_token_embeddings does not resize lm_head](https://github.com/huggingface/transformers/pull/45236) — closed
1511
- - [PR #44621: pipelines do not have modelcard](https://github.com/huggingface/transformers/pull/44621) — closed, merged
1512
- - [Issue #45335: [t5gemma] resize_token_embeddings does not effect to decoder.embed_tokens](https://github.com/huggingface/transformers/issues/45335) — closed
1513
- - [Issue #45292: resize_token_embeddings does not effect to output_embeddings](https://github.com/huggingface/transformers/issues/45292) — closed
1514
- - [Issue #45276: [gemma4] resize_token_embeddings does not effect to embed_tokens_per_layer or output_embeddings](https://github.com/huggingface/transformers/issues/45276) — closed
1515
-
1516
  ### `paulinebm`
1517
 
1518
  - profile: [github.com/paulinebm](https://github.com/paulinebm)
@@ -1916,18 +1892,44 @@ Example artifacts:
1916
  - [Issue #45459: `except import_protobuf_decode_error()` hides real tokenizer errors when protobuf isn't installed](https://github.com/huggingface/transformers/issues/45459) — closed
1917
  - [Issue #44423: [Bug] `transformers serve --continuous-batching` crashes with multimodal models (Qwen3.5) — AttributeError: 'str' object has no attribute 'to'](https://github.com/huggingface/transformers/issues/44423) — closed
1918
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1919
  ### `BenjaminBossan`
1920
 
1921
  - profile: [github.com/BenjaminBossan](https://github.com/BenjaminBossan)
1922
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ABenjaminBossan)
1923
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ABenjaminBossan)
1924
  - repo first seen: `2024-10-17T11:56:32Z`
1925
- - repo last seen: `2026-05-08T16:13:45Z`
1926
  - first seen in snapshot: **no**
1927
  - repo association: **MEMBER**
1928
  - repo primary artifacts: **4**
1929
  - snapshot authored PRs/issues: **4 PRs / 0 issues**
1930
- - snapshot discussion activity: **23 comments / 6 reviews / 6 review comments**
1931
  - account age: **4501 days**
1932
  - recent public PR activity: **49 PRs** (45 merged / 1 closed-unmerged / 3 open; merged rate **92%**, closed-unmerged rate **2%**, open rate **6%**)
1933
  - public orgs: `huggingface`
@@ -2904,7 +2906,7 @@ Example artifacts:
2904
  - repo first seen: `2026-03-07T22:12:58Z`
2905
  - repo last seen: `2026-05-08T08:07:03Z`
2906
  - first seen in snapshot: **no**
2907
- - repo association: **FIRST_TIME_CONTRIBUTOR**
2908
  - repo primary artifacts: **2**
2909
  - snapshot authored PRs/issues: **2 PRs / 0 issues**
2910
  - snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
@@ -2915,7 +2917,7 @@ Example artifacts:
2915
  - heuristic read: **high open PR share; targets high-star repos**
2916
 
2917
  Example artifacts:
2918
- - [PR #45837: WIP: fix(deepseek_v4) correct CSA per-query block mask and causal top-k guard in eager attention](https://github.com/huggingface/transformers/pull/45837) — open, draft
2919
  - [PR #45747: Fix split batch size](https://github.com/huggingface/transformers/pull/45747) — closed
2920
 
2921
  ### `r266-tech`
@@ -3301,6 +3303,29 @@ Example artifacts:
3301
  - [PR #43544: Fix typos in add_new_model_like docstrings](https://github.com/huggingface/transformers/pull/43544) — closed, merged
3302
  - [PR #43050: Fix safe _file_ access in CLIP lazy module](https://github.com/huggingface/transformers/pull/43050) — closed
3303
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3304
  ### `thisisiron`
3305
 
3306
  - profile: [github.com/thisisiron](https://github.com/thisisiron)
@@ -5307,7 +5332,7 @@ Example artifacts:
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**
5312
  - repo primary artifacts: **1**
5313
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -5706,12 +5731,12 @@ Example artifacts:
5706
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Agarybadwal)
5707
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Agarybadwal)
5708
  - repo first seen: `2026-04-21T04:38:14Z`
5709
- - repo last seen: `2026-05-04T16:30:08Z`
5710
  - first seen in snapshot: **no**
5711
  - repo association: **FIRST_TIME_CONTRIBUTOR**
5712
  - repo primary artifacts: **1**
5713
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
5714
- - snapshot discussion activity: **4 comments / 3 reviews / 3 review comments**
5715
  - account age: **1178 days**
5716
  - recent public PR activity: **3 PRs** (1 merged / 1 closed-unmerged / 1 open; merged rate **33%**, closed-unmerged rate **33%**, open rate **33%**)
5717
  - public orgs: none visible
@@ -6645,6 +6670,27 @@ Example artifacts:
6645
  Example artifacts:
6646
  - [PR #45280: add Qianfan-OCR model definition](https://github.com/huggingface/transformers/pull/45280) — closed, merged
6647
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
6648
  ### `mathceo`
6649
 
6650
  - profile: [github.com/mathceo](https://github.com/mathceo)
@@ -7766,7 +7812,7 @@ Example artifacts:
7766
  - repo first seen: `2026-05-06T16:55:33Z`
7767
  - repo last seen: `2026-05-06T20:34:33Z`
7768
  - first seen in snapshot: **no**
7769
- - repo association: **FIRST_TIME_CONTRIBUTOR**
7770
  - repo primary artifacts: **1**
7771
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
7772
  - snapshot discussion activity: **1 comments / 1 reviews / 1 review comments**
@@ -7777,7 +7823,7 @@ Example artifacts:
7777
  - heuristic read: **high open PR share; targets high-star repos**
7778
 
7779
  Example artifacts:
7780
- - [PR #45811: Warn about forgetting attention mask functions](https://github.com/huggingface/transformers/pull/45811) — open
7781
 
7782
  ### `vai-minzhou`
7783
 
 
1
  # New Contributor Report: huggingface/transformers
2
 
3
+ - Snapshot: `20260511T120023Z`
4
+ - Generated: `2026-05-11T12:02:10Z`
5
  - Activity window: `60d`
6
+ - Contributors: `355`
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` | 88 | 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` | 73 | 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` | 53 | 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 |
 
56
  | `RyanMullins` | [profile](https://github.com/RyanMullins) | no | CONTRIBUTOR | 5413d | `2026-03-12T13:32:25Z` | 5 | 0 | mixed | low | low | high open PR share; targets high-star repos |
57
  | `dacorvo` | [profile](https://github.com/dacorvo) | no | MEMBER | 5038d | `2026-03-13T14:45:22Z` | 4 | 6 | mixed | moderate | low | — |
58
  | `jamesbraza` | [profile](https://github.com/jamesbraza) | no | CONTRIBUTOR | 4221d | `2026-04-23T00:37:54Z` | 4 | 4 | strong | moderate | low | high recent PR volume |
 
59
  | `paulinebm` | [profile](https://github.com/paulinebm) | no | MEMBER | 830d | `2026-03-25T14:55:10Z` | 4 | 1 | strong | very high | medium | extremely high recent PR volume; very broad repo spread; no visible non-self stars |
60
  | `hf-security-analysis[bot]` | [profile](https://github.com/hf-security-analysis[bot]) | no | CONTRIBUTOR | ?d | `2026-03-11T15:39:30Z` | 4 | 0 | n/a | n/a | n/a | summary unavailable |
61
  | `Jah-yee` | [profile](https://github.com/Jah-yee) | no | NONE | 736d | `2026-04-16T00:55:40Z` | 4 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 
73
  | `albertvillanova` | [profile](https://github.com/albertvillanova) | no | MEMBER | 4257d | `2026-01-17T10:42:01Z` | 5 | 3 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
74
  | `lashahub` | [profile](https://github.com/lashahub) | no | CONTRIBUTOR | 3339d | `2026-01-08T16:47:50Z` | 5 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
75
  | `jw9603` | [profile](https://github.com/jw9603) | no | CONTRIBUTOR | 2050d | `2026-03-04T00:51:26Z` | 4 | 3 | weak | low | low | targets high-star repos |
76
+ | `KoichiYasuoka` | [profile](https://github.com/KoichiYasuoka) | no | CONTRIBUTOR | 3839d | `2026-01-21T06:14:39Z` | 4 | 3 | weak | low | low | targets high-star repos |
77
  | `BenjaminBossan` | [profile](https://github.com/BenjaminBossan) | no | MEMBER | 4501d | `2024-10-17T11:56:32Z` | 4 | 0 | strong | moderate | low | high recent PR volume; targets high-star repos |
78
  | `xenova` | [profile](https://github.com/xenova) | no | MEMBER | 3317d | `2025-11-18T16:26:23Z` | 3 | 3 | strong | moderate | low | high recent PR volume; targets high-star repos |
79
  | `kmswin1` | [profile](https://github.com/kmswin1) | no | FIRST_TIME_CONTRIBUTOR | 3380d | `2026-03-09T09:03:10Z` | 3 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 
118
  | `orbisai0security` | [profile](https://github.com/orbisai0security) | no | NONE | 160d | `2026-03-30T15:02:06Z` | 2 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
119
  | `osman-akkawi` | [profile](https://github.com/osman-akkawi) | no | NONE | 825d | `2026-03-27T17:04:14Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
120
  | `philippguevorguian` | [profile](https://github.com/philippguevorguian) | no | NONE | 1996d | `2025-10-10T14:52:07Z` | 2 | 0 | mixed | low | low | — |
121
+ | `Prachi-kushwaha` | [profile](https://github.com/Prachi-kushwaha) | no | NONE | 1556d | `2026-03-07T22:12:58Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
122
  | `r266-tech` | [profile](https://github.com/r266-tech) | no | CONTRIBUTOR | 206d | `2026-03-22T17:28:57Z` | 2 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
123
  | `saiganesh47` | [profile](https://github.com/saiganesh47) | no | NONE | 633d | `2026-04-22T15:13:44Z` | 2 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
124
  | `saslifat-gif` | [profile](https://github.com/saslifat-gif) | no | CONTRIBUTOR | 229d | `2026-04-02T14:08:15Z` | 2 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
 
136
  | `githubnemo` | [profile](https://github.com/githubnemo) | no | MEMBER | 5827d | `2026-01-26T11:34:05Z` | 3 | 0 | strong | moderate | low | targets high-star repos |
137
  | `khushali9` | [profile](https://github.com/khushali9) | no | CONTRIBUTOR | 4226d | `2025-11-26T16:41:09Z` | 3 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
138
  | `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 |
139
+ | `bzantium` | [profile](https://github.com/bzantium) | no | CONTRIBUTOR | 3641d | `2025-09-24T07:07:47Z` | 2 | 1 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share |
140
  | `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 |
141
  | `burtenshaw` | [profile](https://github.com/burtenshaw) | no | MEMBER | 3611d | `2026-03-03T11:35:13Z` | 2 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
142
  | `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 |
 
229
  | `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 |
230
  | `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 |
231
  | `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 |
232
+ | `chirag-gupta-07` | [profile](https://github.com/chirag-gupta-07) | no | 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 |
233
  | `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 |
234
  | `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 |
235
  | `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 |
 
293
  | `madhav1k` | [profile](https://github.com/madhav1k) | no | FIRST_TIME_CONTRIBUTOR | 2059d | `2026-04-06T17:47:07Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
294
  | `Mamiglia` | [profile](https://github.com/Mamiglia) | no | FIRST_TIME_CONTRIBUTOR | 3093d | `2026-05-08T16:06:43Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
295
  | `marvinzh` | [profile](https://github.com/marvinzh) | no | CONTRIBUTOR | 4429d | `2026-04-07T06:49:34Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
296
+ | `massimilianoviola` | [profile](https://github.com/massimilianoviola) | yes | FIRST_TIME_CONTRIBUTOR | 2120d | `2026-05-11T07:00:47Z` | 1 | 0 | mixed | low | low | high open PR share |
297
  | `mathceo` | [profile](https://github.com/mathceo) | no | FIRST_TIME_CONTRIBUTOR | 1911d | `2026-04-16T09:30:36Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
298
  | `McPatate` | [profile](https://github.com/McPatate) | no | MEMBER | 4207d | `2025-11-10T16:50:33Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
299
  | `Melnuno` | [profile](https://github.com/Melnuno) | no | NONE | 2376d | `2026-05-05T17:30:41Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
347
  | `Talhax55z` | [profile](https://github.com/Talhax55z) | no | NONE | 79d | `2026-04-03T16:36:25Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars |
348
  | `tejasae-afk` | [profile](https://github.com/tejasae-afk) | no | NONE | 408d | `2026-03-13T21:22:07Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
349
  | `tianhaocui` | [profile](https://github.com/tianhaocui) | no | FIRST_TIME_CONTRIBUTOR | 2442d | `2026-04-19T10:27:36Z` | 1 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
350
+ | `TuringTux` | [profile](https://github.com/TuringTux) | no | CONTRIBUTOR | 2477d | `2026-05-06T16:55:33Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
351
  | `vai-minzhou` | [profile](https://github.com/vai-minzhou) | no | CONTRIBUTOR | 723d | `2026-04-23T01:47:23Z` | 1 | 0 | mixed | low | low | high open PR share |
352
  | `VanshikaSohal` | [profile](https://github.com/VanshikaSohal) | no | CONTRIBUTOR | 564d | `2026-03-22T18:45:01Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
353
  | `vivekvar-dl` | [profile](https://github.com/vivekvar-dl) | no | NONE | 2072d | `2026-03-21T03:12:37Z` | 1 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 
373
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ACyrilvallez)
374
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ACyrilvallez)
375
  - repo first seen: `2025-03-19T10:58:02Z`
376
+ - repo last seen: `2026-05-11T08:32:13Z`
377
  - first seen in snapshot: **no**
378
  - repo association: **MEMBER**
379
+ - repo primary artifacts: **88**
380
+ - snapshot authored PRs/issues: **88 PRs / 0 issues**
381
+ - snapshot discussion activity: **227 comments / 307 reviews / 476 review comments**
382
  - account age: **2036 days**
383
  - recent public PR activity: **48 PRs** (42 merged / 2 closed-unmerged / 4 open; merged rate **88%**, closed-unmerged rate **4%**, open rate **8%**)
384
  - public orgs: `huggingface`
 
386
  - heuristic read: **high recent PR volume; targets high-star repos**
387
 
388
  Example artifacts:
389
+ - [PR #45889: Do not keep refs to submodules internally](https://github.com/huggingface/transformers/pull/45889) — open
390
+ - [PR #45885: Remove deprecation cycle for inputs embeds](https://github.com/huggingface/transformers/pull/45885) — closed, merged
391
+ - [PR #45884: Remove deprecation cycle for `cache_position` in masking primitives](https://github.com/huggingface/transformers/pull/45884) — closed, merged
392
 
393
  ### `tarekziade`
394
 
 
445
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azucchini-nlp)
446
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azucchini-nlp)
447
  - repo first seen: `2024-09-26T09:23:39Z`
448
+ - repo last seen: `2026-05-11T11:46:39Z`
449
  - first seen in snapshot: **no**
450
  - repo association: **MEMBER**
451
  - repo primary artifacts: **76**
452
  - snapshot authored PRs/issues: **76 PRs / 0 issues**
453
+ - snapshot discussion activity: **524 comments / 778 reviews / 1823 review comments**
454
  - account age: **1508 days**
455
  - recent public PR activity: **50 PRs** (33 merged / 6 closed-unmerged / 11 open; merged rate **66%**, closed-unmerged rate **12%**, open rate **22%**)
456
  - public orgs: `huggingface`, `deeppavlov`
 
468
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akaixuanliu)
469
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akaixuanliu)
470
  - repo first seen: `2025-06-20T09:58:55Z`
471
+ - repo last seen: `2026-05-11T09:16:12Z`
472
  - first seen in snapshot: **no**
473
  - repo association: **CONTRIBUTOR**
474
+ - repo primary artifacts: **77**
475
+ - snapshot authored PRs/issues: **73 PRs / 4 issues**
476
  - snapshot discussion activity: **61 comments / 61 reviews / 60 review comments**
477
  - account age: **3934 days**
478
  - recent public PR activity: **35 PRs** (24 merged / 6 closed-unmerged / 5 open; merged rate **69%**, closed-unmerged rate **17%**, open rate **14%**)
 
481
  - heuristic read: **high recent PR volume; targets high-star repos**
482
 
483
  Example artifacts:
484
+ - [PR #45890: exaone4_5: add XPU expectations](https://github.com/huggingface/transformers/pull/45890) — open
485
  - [PR #45858: hy_v3: add XPU expectations](https://github.com/huggingface/transformers/pull/45858) — open
486
  - [PR #45845: fix(rf_detr): fix failing tests](https://github.com/huggingface/transformers/pull/45845) — closed, merged
 
487
  - [Issue #44964: Cannot load `microsoft/Phi-4-multimodal-instruct` model with latest transformers.](https://github.com/huggingface/transformers/issues/44964) — closed
488
  - [Issue #44792: Failed test case `test_model_generate_images` for janus model](https://github.com/huggingface/transformers/issues/44792) — closed
489
  - [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
 
494
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArthurZucker)
495
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArthurZucker)
496
  - repo first seen: `2023-02-24T14:13:29Z`
497
+ - repo last seen: `2026-05-11T10:45:10Z`
498
  - first seen in snapshot: **no**
499
  - repo association: **MEMBER**
500
+ - repo primary artifacts: **56**
501
+ - snapshot authored PRs/issues: **53 PRs / 3 issues**
502
+ - snapshot discussion activity: **160 comments / 549 reviews / 1118 review comments**
503
  - account age: **2590 days**
504
  - recent public PR activity: **60 PRs** (36 merged / 5 closed-unmerged / 19 open; merged rate **60%**, closed-unmerged rate **8%**, open rate **32%**)
505
  - public orgs: none visible
 
507
  - heuristic read: **high recent PR volume; targets high-star repos**
508
 
509
  Example artifacts:
510
+ - [PR #45892: Fix deepseek v4](https://github.com/huggingface/transformers/pull/45892) — open, draft
511
  - [PR #45881: [deepseek_v4] fix CSA per-query masking in eager path](https://github.com/huggingface/transformers/pull/45881) — closed, merged
512
  - [PR #45879: [deepseek_v4] fix CSA per-query masking in eager path](https://github.com/huggingface/transformers/pull/45879) — closed
 
513
  - [Issue #45882: Reduce peak memory during quantization of MoE models (follow-up to #43917)](https://github.com/huggingface/transformers/issues/45882) — open
514
  - [Issue #44052: Fix skipped tests for glm_moe_dsa model](https://github.com/huggingface/transformers/issues/44052) — closed
515
  - [Issue #42710: Outstanding issues / PR before we can release v5](https://github.com/huggingface/transformers/issues/42710) — closed
 
835
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIlyasMoutawwakil)
836
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIlyasMoutawwakil)
837
  - repo first seen: `2025-07-04T08:41:29Z`
838
+ - repo last seen: `2026-05-11T09:01:48Z`
839
  - first seen in snapshot: **no**
840
  - repo association: **MEMBER**
841
  - repo primary artifacts: **20**
842
  - snapshot authored PRs/issues: **17 PRs / 3 issues**
843
+ - snapshot discussion activity: **56 comments / 217 reviews / 192 review comments**
844
  - account age: **2354 days**
845
  - recent public PR activity: **22 PRs** (16 merged / 2 closed-unmerged / 4 open; merged rate **73%**, closed-unmerged rate **9%**, open rate **18%**)
846
  - public orgs: `huggingface`, `Chouafa`
 
861
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asywangyi)
862
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asywangyi)
863
  - repo first seen: `2025-12-16T08:22:52Z`
864
+ - repo last seen: `2026-05-11T07:35:13Z`
865
  - first seen in snapshot: **no**
866
  - repo association: **CONTRIBUTOR**
867
  - repo primary artifacts: **18**
868
  - snapshot authored PRs/issues: **17 PRs / 1 issues**
869
+ - snapshot discussion activity: **18 comments / 15 reviews / 15 review comments**
870
  - account age: **2996 days**
871
  - recent public PR activity: **16 PRs** (12 merged / 0 closed-unmerged / 4 open; merged rate **75%**, closed-unmerged rate **0%**, open rate **25%**)
872
  - public orgs: none visible
 
1305
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ACharly21r)
1306
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ACharly21r)
1307
  - repo first seen: `2026-03-13T09:00:25Z`
1308
+ - repo last seen: `2026-05-11T08:14:46Z`
1309
  - first seen in snapshot: **no**
1310
  - repo association: **CONTRIBUTOR**
1311
  - repo primary artifacts: **6**
1312
  - snapshot authored PRs/issues: **6 PRs / 0 issues**
1313
+ - snapshot discussion activity: **13 comments / 8 reviews / 8 review comments**
1314
  - account age: **359 days**
1315
  - recent public PR activity: **6 PRs** (1 merged / 2 closed-unmerged / 3 open; merged rate **17%**, closed-unmerged rate **33%**, open rate **50%**)
1316
  - public orgs: none visible
 
1484
  Example artifacts:
1485
  - [PR #45861: Fix M-RoPE device mismatch in Qwen3VL family under FSDP2 CPU offload](https://github.com/huggingface/transformers/pull/45861) — open
1486
  - [PR #45770: Unwrap `text_config` in `AutoModelFor*.from_config`](https://github.com/huggingface/transformers/pull/45770) — closed, merged
1487
+ - [PR #45760: End-to-end test of Gemma 3 + FA2 construction](https://github.com/huggingface/transformers/pull/45760) — closed
1488
  - [Issue #45859: `Qwen3_5MoeTextRotaryEmbedding.forward` is not compatible with CPU offload](https://github.com/huggingface/transformers/issues/45859) — open
1489
  - [Issue #45759: `AutoModelForCausalLM.from_config` does not unwrap `text_config` for composite Qwen 3.5 and 3.6 multimodal configs](https://github.com/huggingface/transformers/issues/45759) — closed
1490
  - [Issue #45663: Gemma-4 training with FSDP2 raises `KeyError` in `Gemma4TextAttention.forward` because `shared_kv_states` is rebuilt per-layer](https://github.com/huggingface/transformers/issues/45663) — open
1491
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1492
  ### `paulinebm`
1493
 
1494
  - profile: [github.com/paulinebm](https://github.com/paulinebm)
 
1892
  - [Issue #45459: `except import_protobuf_decode_error()` hides real tokenizer errors when protobuf isn't installed](https://github.com/huggingface/transformers/issues/45459) — closed
1893
  - [Issue #44423: [Bug] `transformers serve --continuous-batching` crashes with multimodal models (Qwen3.5) — AttributeError: 'str' object has no attribute 'to'](https://github.com/huggingface/transformers/issues/44423) — closed
1894
 
1895
+ ### `KoichiYasuoka`
1896
+
1897
+ - profile: [github.com/KoichiYasuoka](https://github.com/KoichiYasuoka)
1898
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AKoichiYasuoka)
1899
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AKoichiYasuoka)
1900
+ - repo first seen: `2026-01-21T06:14:39Z`
1901
+ - repo last seen: `2026-04-25T09:16:29Z`
1902
+ - first seen in snapshot: **no**
1903
+ - repo association: **CONTRIBUTOR**
1904
+ - repo primary artifacts: **7**
1905
+ - snapshot authored PRs/issues: **4 PRs / 3 issues**
1906
+ - snapshot discussion activity: **17 comments / 1 reviews / 1 review comments**
1907
+ - account age: **3839 days**
1908
+ - recent public PR activity: **3 PRs** (1 merged / 1 closed-unmerged / 1 open; merged rate **33%**, closed-unmerged rate **33%**, open rate **33%**)
1909
+ - public orgs: none visible
1910
+ - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
1911
+ - heuristic read: **targets high-star repos**
1912
+
1913
+ Example artifacts:
1914
+ - [PR #45311: resize_token_embeddings does not effect to output_embeddings](https://github.com/huggingface/transformers/pull/45311) — closed
1915
+ - [PR #45236: resize_token_embeddings does not resize lm_head](https://github.com/huggingface/transformers/pull/45236) — closed
1916
+ - [PR #44621: pipelines do not have modelcard](https://github.com/huggingface/transformers/pull/44621) — closed, merged
1917
+ - [Issue #45335: [t5gemma] resize_token_embeddings does not effect to decoder.embed_tokens](https://github.com/huggingface/transformers/issues/45335) — closed
1918
+ - [Issue #45292: resize_token_embeddings does not effect to output_embeddings](https://github.com/huggingface/transformers/issues/45292) — closed
1919
+ - [Issue #45276: [gemma4] resize_token_embeddings does not effect to embed_tokens_per_layer or output_embeddings](https://github.com/huggingface/transformers/issues/45276) — closed
1920
+
1921
  ### `BenjaminBossan`
1922
 
1923
  - profile: [github.com/BenjaminBossan](https://github.com/BenjaminBossan)
1924
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ABenjaminBossan)
1925
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ABenjaminBossan)
1926
  - repo first seen: `2024-10-17T11:56:32Z`
1927
+ - repo last seen: `2026-05-11T10:07:09Z`
1928
  - first seen in snapshot: **no**
1929
  - repo association: **MEMBER**
1930
  - repo primary artifacts: **4**
1931
  - snapshot authored PRs/issues: **4 PRs / 0 issues**
1932
+ - snapshot discussion activity: **23 comments / 8 reviews / 10 review comments**
1933
  - account age: **4501 days**
1934
  - recent public PR activity: **49 PRs** (45 merged / 1 closed-unmerged / 3 open; merged rate **92%**, closed-unmerged rate **2%**, open rate **6%**)
1935
  - public orgs: `huggingface`
 
2906
  - repo first seen: `2026-03-07T22:12:58Z`
2907
  - repo last seen: `2026-05-08T08:07:03Z`
2908
  - first seen in snapshot: **no**
2909
+ - repo association: **NONE**
2910
  - repo primary artifacts: **2**
2911
  - snapshot authored PRs/issues: **2 PRs / 0 issues**
2912
  - snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
 
2917
  - heuristic read: **high open PR share; targets high-star repos**
2918
 
2919
  Example artifacts:
2920
+ - [PR #45837: WIP: fix(deepseek_v4) correct CSA per-query block mask and causal top-k guard in eager attention](https://github.com/huggingface/transformers/pull/45837) — closed, draft
2921
  - [PR #45747: Fix split batch size](https://github.com/huggingface/transformers/pull/45747) — closed
2922
 
2923
  ### `r266-tech`
 
3303
  - [PR #43544: Fix typos in add_new_model_like docstrings](https://github.com/huggingface/transformers/pull/43544) — closed, merged
3304
  - [PR #43050: Fix safe _file_ access in CLIP lazy module](https://github.com/huggingface/transformers/pull/43050) — closed
3305
 
3306
+ ### `bzantium`
3307
+
3308
+ - profile: [github.com/bzantium](https://github.com/bzantium)
3309
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Abzantium)
3310
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Abzantium)
3311
+ - repo first seen: `2025-09-24T07:07:47Z`
3312
+ - repo last seen: `2026-05-11T08:07:56Z`
3313
+ - first seen in snapshot: **no**
3314
+ - repo association: **CONTRIBUTOR**
3315
+ - repo primary artifacts: **3**
3316
+ - snapshot authored PRs/issues: **2 PRs / 1 issues**
3317
+ - snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
3318
+ - account age: **3641 days**
3319
+ - recent public PR activity: **51 PRs** (11 merged / 12 closed-unmerged / 28 open; merged rate **22%**, closed-unmerged rate **24%**, open rate **55%**)
3320
+ - public orgs: none visible
3321
+ - compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
3322
+ - heuristic read: **high recent PR volume; broad repo spread; high open PR share**
3323
+
3324
+ Example artifacts:
3325
+ - [PR #45887: fix(rope): read original_max_position_embeddings from yarn validator's argument](https://github.com/huggingface/transformers/pull/45887) — open
3326
+ - [PR #41116: Add MiniCPM3](https://github.com/huggingface/transformers/pull/41116) — open
3327
+ - [Issue #41115: Add Model Architecture for MiniCPM3](https://github.com/huggingface/transformers/issues/41115) — open
3328
+
3329
  ### `thisisiron`
3330
 
3331
  - profile: [github.com/thisisiron](https://github.com/thisisiron)
 
5332
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Achirag-gupta-07)
5333
  - repo first seen: `2026-05-11T05:43:53Z`
5334
  - repo last seen: `2026-05-11T05:43:53Z`
5335
+ - first seen in snapshot: **no**
5336
  - repo association: **FIRST_TIMER**
5337
  - repo primary artifacts: **1**
5338
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
 
5731
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Agarybadwal)
5732
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Agarybadwal)
5733
  - repo first seen: `2026-04-21T04:38:14Z`
5734
+ - repo last seen: `2026-05-11T07:33:12Z`
5735
  - first seen in snapshot: **no**
5736
  - repo association: **FIRST_TIME_CONTRIBUTOR**
5737
  - repo primary artifacts: **1**
5738
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
5739
+ - snapshot discussion activity: **5 comments / 3 reviews / 3 review comments**
5740
  - account age: **1178 days**
5741
  - recent public PR activity: **3 PRs** (1 merged / 1 closed-unmerged / 1 open; merged rate **33%**, closed-unmerged rate **33%**, open rate **33%**)
5742
  - public orgs: none visible
 
6670
  Example artifacts:
6671
  - [PR #45280: add Qianfan-OCR model definition](https://github.com/huggingface/transformers/pull/45280) — closed, merged
6672
 
6673
+ ### `massimilianoviola`
6674
+
6675
+ - profile: [github.com/massimilianoviola](https://github.com/massimilianoviola)
6676
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amassimilianoviola)
6677
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amassimilianoviola)
6678
+ - repo first seen: `2026-05-11T07:00:47Z`
6679
+ - repo last seen: `2026-05-11T07:00:47Z`
6680
+ - first seen in snapshot: **yes**
6681
+ - repo association: **FIRST_TIME_CONTRIBUTOR**
6682
+ - repo primary artifacts: **1**
6683
+ - snapshot authored PRs/issues: **1 PRs / 0 issues**
6684
+ - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
6685
+ - account age: **2120 days**
6686
+ - recent public PR activity: **4 PRs** (2 merged / 0 closed-unmerged / 2 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
6687
+ - public orgs: none visible
6688
+ - compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
6689
+ - heuristic read: **high open PR share**
6690
+
6691
+ Example artifacts:
6692
+ - [PR #45886: Fix/pe audio video bugs](https://github.com/huggingface/transformers/pull/45886) — open
6693
+
6694
  ### `mathceo`
6695
 
6696
  - profile: [github.com/mathceo](https://github.com/mathceo)
 
7812
  - repo first seen: `2026-05-06T16:55:33Z`
7813
  - repo last seen: `2026-05-06T20:34:33Z`
7814
  - first seen in snapshot: **no**
7815
+ - repo association: **CONTRIBUTOR**
7816
  - repo primary artifacts: **1**
7817
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
7818
  - snapshot discussion activity: **1 comments / 1 reviews / 1 review comments**
 
7823
  - heuristic read: **high open PR share; targets high-star repos**
7824
 
7825
  Example artifacts:
7826
+ - [PR #45811: Warn about forgetting attention mask functions](https://github.com/huggingface/transformers/pull/45811) — closed, merged
7827
 
7828
  ### `vai-minzhou`
7829
 
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2757
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2758
  "content_similarity": 0.585,
2759
  "size_similarity": 0.1,
2760
  "breadth_similarity": 1.0,
@@ -2812,7 +2908,7 @@
2812
  44550
2813
  ],
2814
  "representative_pr_number": 44550,
2815
- "average_similarity": 0.369,
2816
  "summary": "3 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
2817
  "shared_filenames": [],
2818
  "shared_directories": [
@@ -2825,8 +2921,8 @@
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,
2832
  "concentration_similarity": 1.0,
@@ -2841,8 +2937,8 @@
2841
  {
2842
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2843
  "right_pr_number": 44550,
2844
- "similarity": 0.363,
2845
- "content_similarity": 0.099,
2846
  "size_similarity": 0.957,
2847
  "breadth_similarity": 1.0,
2848
  "concentration_similarity": 1.0,
@@ -2856,7 +2952,7 @@
2856
  {
2857
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2858
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2859
- "similarity": 0.351,
2860
  "content_similarity": 0.083,
2861
  "size_similarity": 0.957,
2862
  "breadth_similarity": 1.0,
@@ -3448,7 +3544,7 @@
3448
  45627
3449
  ],
3450
  "representative_pr_number": 42668,
3451
- "average_similarity": 0.664,
3452
  "summary": "2 open PRs share weighted file overlap around `tests/models/auto/test_processor_auto.py`, `src/transformers/processing_utils.py`; representative PR #42668.",
3453
  "shared_filenames": [
3454
  "tests/models/auto/test_processor_auto.py",
@@ -3465,7 +3561,7 @@
3465
  {
3466
  "left_pr_number": 42668,
3467
  "right_pr_number": 45627,
3468
- "similarity": 0.664,
3469
  "content_similarity": 0.809,
3470
  "size_similarity": 0.189,
3471
  "breadth_similarity": 0.216,
@@ -3484,43 +3580,6 @@
3484
  }
3485
  ]
3486
  },
3487
- {
3488
- "cluster_id": "pr-scope-45037-2",
3489
- "pr_numbers": [
3490
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3491
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3492
- ],
3493
- "representative_pr_number": 45037,
3494
- "average_similarity": 0.661,
3495
- "summary": "2 open PRs share weighted file overlap around `docs/source/en/attention_interface.md`; representative PR #45037.",
3496
- "shared_filenames": [
3497
- "docs/source/en/attention_interface.md"
3498
- ],
3499
- "shared_directories": [
3500
- "docs/source/en",
3501
- "docs/source",
3502
- "docs"
3503
- ],
3504
- "pairwise": [
3505
- {
3506
- "left_pr_number": 45037,
3507
- "right_pr_number": 45811,
3508
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3509
- "content_similarity": 0.697,
3510
- "size_similarity": 0.154,
3511
- "breadth_similarity": 1.0,
3512
- "concentration_similarity": 1.0,
3513
- "shared_filenames": [
3514
- "docs/source/en/attention_interface.md"
3515
- ],
3516
- "shared_directories": [
3517
- "docs/source/en",
3518
- "docs/source",
3519
- "docs"
3520
- ]
3521
- }
3522
- ]
3523
- },
3524
  {
3525
  "cluster_id": "pr-scope-45167-2",
3526
  "pr_numbers": [
@@ -3853,6 +3912,45 @@
3853
  }
3854
  ]
3855
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3856
  {
3857
  "cluster_id": "pr-scope-45332-2",
3858
  "pr_numbers": [
@@ -3860,7 +3958,7 @@
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",
@@ -3880,8 +3978,8 @@
3880
  {
3881
  "left_pr_number": 45332,
3882
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3883
- "similarity": 0.493,
3884
- "content_similarity": 0.522,
3885
  "size_similarity": 0.203,
3886
  "breadth_similarity": 0.479,
3887
  "concentration_similarity": 0.976,
@@ -3902,45 +4000,6 @@
3902
  }
3903
  ]
3904
  },
3905
- {
3906
- "cluster_id": "pr-scope-45709-2",
3907
- "pr_numbers": [
3908
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3909
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3910
- ],
3911
- "representative_pr_number": 45709,
3912
- "average_similarity": 0.493,
3913
- "summary": "2 open PRs share weighted file overlap around `src/transformers/models/llama/modeling_llama.py`; representative PR #45709.",
3914
- "shared_filenames": [
3915
- "src/transformers/models/llama/modeling_llama.py"
3916
- ],
3917
- "shared_directories": [
3918
- "src/transformers/models/llama",
3919
- "src/transformers/models",
3920
- "src/transformers",
3921
- "src"
3922
- ],
3923
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3924
- {
3925
- "left_pr_number": 45709,
3926
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3927
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3928
- "content_similarity": 0.366,
3929
- "size_similarity": 0.782,
3930
- "breadth_similarity": 0.833,
3931
- "concentration_similarity": 0.72,
3932
- "shared_filenames": [
3933
- "src/transformers/models/llama/modeling_llama.py"
3934
- ],
3935
- "shared_directories": [
3936
- "src/transformers/models/llama",
3937
- "src/transformers/models",
3938
- "src/transformers",
3939
- "src"
3940
- ]
3941
- }
3942
- ]
3943
- },
3944
  {
3945
  "cluster_id": "pr-scope-40755-2",
3946
  "pr_numbers": [
@@ -4153,49 +4212,6 @@
4153
  }
4154
  ]
4155
  },
4156
- {
4157
- "cluster_id": "pr-scope-42112-2",
4158
- "pr_numbers": [
4159
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4160
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4161
- ],
4162
- "representative_pr_number": 42112,
4163
- "average_similarity": 0.424,
4164
- "summary": "2 open PRs share weighted file overlap around `src/transformers/generation/logits_process.py`, `tests/generation/test_logits_process.py`; representative PR #42112.",
4165
- "shared_filenames": [
4166
- "src/transformers/generation/logits_process.py",
4167
- "tests/generation/test_logits_process.py"
4168
- ],
4169
- "shared_directories": [
4170
- "src/transformers/generation",
4171
- "tests/generation",
4172
- "src/transformers",
4173
- "tests",
4174
- "src"
4175
- ],
4176
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- {
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- "left_pr_number": 42112,
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- "similarity": 0.424,
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- "content_similarity": 0.466,
4182
- "size_similarity": 0.017,
4183
- "breadth_similarity": 0.458,
4184
- "concentration_similarity": 0.981,
4185
- "shared_filenames": [
4186
- "src/transformers/generation/logits_process.py",
4187
- "tests/generation/test_logits_process.py"
4188
- ],
4189
- "shared_directories": [
4190
- "src/transformers/generation",
4191
- "src/transformers",
4192
- "tests/generation",
4193
- "src",
4194
- "tests"
4195
- ]
4196
- }
4197
- ]
4198
- },
4199
  {
4200
  "cluster_id": "pr-scope-44375-2",
4201
  "pr_numbers": [
@@ -4250,75 +4266,77 @@
4250
  ]
4251
  },
4252
  {
4253
- "cluster_id": "pr-scope-44606-2",
4254
  "pr_numbers": [
4255
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4256
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4257
  ],
4258
- "representative_pr_number": 44606,
4259
- "average_similarity": 0.416,
4260
- "summary": "2 open PRs share weighted file overlap around `src/transformers/tokenization_utils_tokenizers.py`; representative PR #44606.",
4261
  "shared_filenames": [
4262
- "src/transformers/tokenization_utils_tokenizers.py"
 
4263
  ],
4264
  "shared_directories": [
 
 
4265
  "src/transformers",
 
4266
  "src"
4267
  ],
4268
  "pairwise": [
4269
  {
4270
- "left_pr_number": 44606,
4271
- "right_pr_number": 45086,
4272
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4273
- "content_similarity": 0.333,
4274
- "size_similarity": 0.222,
4275
- "breadth_similarity": 1.0,
4276
- "concentration_similarity": 1.0,
4277
  "shared_filenames": [
4278
- "src/transformers/tokenization_utils_tokenizers.py"
 
4279
  ],
4280
  "shared_directories": [
 
4281
  "src/transformers",
4282
- "src"
 
 
4283
  ]
4284
  }
4285
  ]
4286
  },
4287
  {
4288
- "cluster_id": "pr-scope-45202-2",
4289
  "pr_numbers": [
4290
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4291
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4292
  ],
4293
- "representative_pr_number": 45202,
4294
- "average_similarity": 0.406,
4295
- "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.",
4296
  "shared_filenames": [
4297
- "src/transformers/models/gemma4/modular_gemma4.py",
4298
- "src/transformers/models/gemma4/modeling_gemma4.py"
4299
  ],
4300
  "shared_directories": [
4301
- "src/transformers/models/gemma4",
4302
- "src/transformers/models",
4303
  "src/transformers",
4304
  "src"
4305
  ],
4306
  "pairwise": [
4307
  {
4308
- "left_pr_number": 45202,
4309
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4310
- "similarity": 0.406,
4311
- "content_similarity": 0.286,
4312
- "size_similarity": 0.375,
4313
  "breadth_similarity": 1.0,
4314
  "concentration_similarity": 1.0,
4315
  "shared_filenames": [
4316
- "src/transformers/models/gemma4/modeling_gemma4.py",
4317
- "src/transformers/models/gemma4/modular_gemma4.py"
4318
  ],
4319
  "shared_directories": [
4320
- "src/transformers/models/gemma4",
4321
- "src/transformers/models",
4322
  "src/transformers",
4323
  "src"
4324
  ]
@@ -4332,7 +4350,7 @@
4332
  45618
4333
  ],
4334
  "representative_pr_number": 42655,
4335
- "average_similarity": 0.378,
4336
  "summary": "2 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #42655.",
4337
  "shared_filenames": [
4338
  "src/transformers/generation/utils.py"
@@ -4348,8 +4366,8 @@
4348
  {
4349
  "left_pr_number": 42655,
4350
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4351
- "similarity": 0.378,
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  "size_similarity": 0.974,
4354
  "breadth_similarity": 0.389,
4355
  "concentration_similarity": 0.878,
 
1
  {
2
  "repo": "huggingface/transformers",
3
+ "snapshot_id": "20260511T120023Z",
4
+ "generated_at": "2026-05-11T12:01:54Z",
5
+ "cluster_count": 50,
6
  "pr_scope_clusters": [
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  {
8
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433
  "left_pr_number": 43651,
434
  "right_pr_number": 44257,
435
  "similarity": 0.392,
436
+ "content_similarity": 0.275,
437
  "size_similarity": 0.333,
438
  "breadth_similarity": 1.0,
439
  "concentration_similarity": 1.0,
 
752
  ]
753
  },
754
  {
755
+ "cluster_id": "pr-scope-45294-7",
756
  "pr_numbers": [
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  45294,
758
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759
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760
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+ 45817,
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  ],
765
  "representative_pr_number": 45817,
766
+ "average_similarity": 0.453,
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+ "summary": "7 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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  "shared_filenames": [
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  "tests/models/gemma4/test_modeling_gemma4.py",
770
  "src/transformers/models/gemma4/modular_gemma4.py",
 
773
  "src/transformers/models/auto/modeling_auto.py"
774
  ],
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  "shared_directories": [
 
 
 
776
  "src/transformers/models/gemma4",
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+ "tests/models/gemma4",
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  "src/transformers/models",
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+ "tests/models",
780
  "src/transformers",
781
+ "tests",
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  "src",
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  "docs/source/en/model_doc"
784
  ],
 
831
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834
+ "similarity": 0.619,
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  "breadth_similarity": 1.0,
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+ "concentration_similarity": 0.738,
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  "shared_filenames": [
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  "src/transformers/models/gemma4/modeling_gemma4.py",
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  "src/transformers/models/gemma4/modular_gemma4.py",
 
855
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  "size_similarity": 0.545,
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  "breadth_similarity": 1.0,
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  "concentration_similarity": 0.768,
 
877
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  "src/transformers/models/gemma4/modeling_gemma4.py",
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  "src/transformers/models/gemma4/modular_gemma4.py",
 
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+ "src/transformers/models/gemma4",
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+ ],
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  "src/transformers/models/gemma4/modeling_gemma4.py",
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  "src/transformers/models/gemma4/modular_gemma4.py",
 
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  "breadth_similarity": 0.417,
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  "concentration_similarity": 0.545,
 
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  "tests"
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  ]
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  },
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+ ],
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+ "src/transformers/models",
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+ "src/transformers",
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+ "src"
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  "src/transformers/models/gemma4/modular_gemma4.py",
 
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  "left_pr_number": 45294,
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  "concentration_similarity": 0.637,
 
1131
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  "shared_filenames": [
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  "tests/models/gemma4/test_modeling_gemma4.py"
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  ],
 
1145
  "tests"
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  },
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1581
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1651
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  {
1747
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2053
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2058
  "shared_filenames": [
2059
  "src/transformers/modeling_utils.py"
 
2067
  "left_pr_number": 45342,
2068
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2072
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2073
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2082
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2083
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2086
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2087
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2088
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2089
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2098
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2099
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2114
  {
2115
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2117
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2118
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2131
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2147
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2148
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2219
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2220
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2224
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2225
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2666
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2667
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2670
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2671
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2672
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2850
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2851
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2852
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2854
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2908
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2909
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2910
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2913
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2914
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2921
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2922
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2923
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2926
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2927
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2928
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2937
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2938
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2939
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2940
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2941
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2942
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2943
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2944
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2952
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2953
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2954
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2955
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2956
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2957
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3544
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3545
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3546
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3547
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3548
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3549
  "shared_filenames": [
3550
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3561
  {
3562
  "left_pr_number": 42668,
3563
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3564
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3565
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3566
  "size_similarity": 0.189,
3567
  "breadth_similarity": 0.216,
 
3580
  }
3581
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3582
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3583
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  "shared_filenames": [
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  {
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  "concentration_similarity": 0.976,
 
4000
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4215
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  "shared_directories": [
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  "shared_directories": [
 
 
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  "src/transformers",
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2
+ "archived_manifest_path": "snapshots/20260511T120023Z/manifest.json",
3
+ "latest_snapshot_id": "20260511T120023Z",
4
  "manifest_path": "manifest.json",
5
+ "next_since": "2026-05-11T12:00:23Z",
6
  "repo": "huggingface/transformers",
7
+ "snapshot_dir": "snapshots/20260511T120023Z"
8
  }
state/watermark.json CHANGED
@@ -1,7 +1,7 @@
1
  {
2
- "effective_since": "2026-05-11T00:00:25Z",
3
- "last_successful_snapshot_id": "20260511T060028Z",
4
- "next_since": "2026-05-11T06:00:28Z",
5
  "repo": "huggingface/transformers",
6
- "updated_at": "2026-05-11T06:00:28Z"
7
  }
 
1
  {
2
+ "effective_since": "2026-05-11T06:00:28Z",
3
+ "last_successful_snapshot_id": "20260511T120023Z",
4
+ "next_since": "2026-05-11T12:00:23Z",
5
  "repo": "huggingface/transformers",
6
+ "updated_at": "2026-05-11T12:00:23Z"
7
  }