evalstate HF Staff commited on
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Refresh transformers dataset snapshot 20260422T060051Z

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new-contributors-report.md CHANGED
@@ -1,20 +1,20 @@
1
  # New Contributor Report: huggingface/transformers
2
 
3
- - Snapshot: `20260422T000040Z`
4
- - Generated: `2026-04-22T00:01:24Z`
5
  - Activity window: `60d`
6
- - Contributors: `357`
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` | 78 | 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` | 77 | 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` | 72 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
15
  | `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-09-26T09:23:39Z` | 67 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
16
  | `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 59 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
17
- | `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 43 | 2 | mixed | moderate | low | high recent PR volume; targets high-star repos |
18
  | `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2360d | `2024-09-02T13:41:47Z` | 40 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
19
  | `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3961d | `2023-02-27T14:00:41Z` | 37 | 0 | strong | low | low | targets high-star repos |
20
  | `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2025-01-06T17:52:26Z` | 36 | 1 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
@@ -24,8 +24,8 @@
24
  | `yonigozlan` | [profile](https://github.com/yonigozlan) | no | MEMBER | 1978d | `2025-10-03T15:26:01Z` | 24 | 0 | strong | low | low | targets high-star repos |
25
  | `ManasVardhan` | [profile](https://github.com/ManasVardhan) | no | NONE | 2488d | `2026-02-15T11:10:48Z` | 22 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
26
  | `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1813d | `2026-01-13T09:15:18Z` | 20 | 0 | strong | low | low | targets high-star repos |
 
27
  | `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 |
28
- | `jiqing-feng` | [profile](https://github.com/jiqing-feng) | no | CONTRIBUTOR | 1396d | `2024-03-21T04:37:45Z` | 18 | 4 | strong | moderate | low | high recent PR volume |
29
  | `BillionClaw` | [profile](https://github.com/BillionClaw) | no | FIRST_TIME_CONTRIBUTOR | 35d | `2026-03-16T16:17:54Z` | 18 | 0 | weak | very high | high | very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
30
  | `eustlb` | [profile](https://github.com/eustlb) | no | MEMBER | 1607d | `2025-01-20T12:27:19Z` | 18 | 0 | strong | low | low | targets high-star repos |
31
  | `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2996d | `2025-12-16T08:22:52Z` | 16 | 1 | strong | moderate | low | targets high-star repos |
@@ -40,7 +40,6 @@
40
  | `3outeille` | [profile](https://github.com/3outeille) | no | MEMBER | 2625d | `2025-11-26T16:58:10Z` | 13 | 0 | mixed | low | low | high open PR share; targets high-star repos |
41
  | `Abdennacer-Badaoui` | [profile](https://github.com/Abdennacer-Badaoui) | no | MEMBER | 1414d | `2026-01-08T18:13:10Z` | 13 | 0 | strong | moderate | low | — |
42
  | `LincolnBurrows2017` | [profile](https://github.com/LincolnBurrows2017) | no | FIRST_TIME_CONTRIBUTOR | 3349d | `2026-03-13T04:48:06Z` | 13 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
43
- | `danielalanbates` | [profile](https://github.com/danielalanbates) | no | NONE | 338d | `2026-02-21T04:32:30Z` | 8 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
44
  | `gambletan` | [profile](https://github.com/gambletan) | no | NONE | 40d | `2026-03-13T05:22:03Z` | 8 | 0 | weak | very high | high | very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
45
  | `s-zx` | [profile](https://github.com/s-zx) | no | NONE | 2020d | `2026-03-08T19:38:00Z` | 8 | 0 | weak | very high | high | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
46
  | `casinca` | [profile](https://github.com/casinca) | no | CONTRIBUTOR | 2626d | `2025-12-10T12:31:18Z` | 7 | 2 | strong | moderate | low | targets high-star repos |
@@ -50,12 +49,12 @@
50
  | `jashshah999` | [profile](https://github.com/jashshah999) | no | CONTRIBUTOR | 2570d | `2026-02-25T22:23:20Z` | 6 | 0 | mixed | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
51
  | `JJJYmmm` | [profile](https://github.com/JJJYmmm) | no | CONTRIBUTOR | 1648d | `2026-01-27T10:34:17Z` | 6 | 0 | mixed | moderate | low | targets high-star repos |
52
  | `kchpp940` | [profile](https://github.com/kchpp940) | no | NONE | 375d | `2026-04-18T01:12:45Z` | 6 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
 
53
  | `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 |
54
  | `LysandreJik` | [profile](https://github.com/LysandreJik) | no | MEMBER | 3177d | `2024-08-30T13:38:48Z` | 5 | 2 | mixed | low | low | targets high-star repos |
55
  | `Krishnachaitanyakc` | [profile](https://github.com/Krishnachaitanyakc) | no | CONTRIBUTOR | 3498d | `2026-03-25T02:14:38Z` | 5 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
56
  | `mvanhorn` | [profile](https://github.com/mvanhorn) | no | CONTRIBUTOR | 5652d | `2026-03-09T14:59:27Z` | 5 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread |
57
  | `sxu75374` | [profile](https://github.com/sxu75374) | no | NONE | 2026d | `2026-02-27T04:48:08Z` | 5 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
58
- | `zhang-prog` | [profile](https://github.com/zhang-prog) | no | CONTRIBUTOR | 2074d | `2025-12-23T11:18:14Z` | 5 | 0 | mixed | moderate | low | targets high-star repos |
59
  | `dacorvo` | [profile](https://github.com/dacorvo) | no | MEMBER | 5038d | `2026-03-13T14:45:22Z` | 4 | 6 | mixed | moderate | low | — |
60
  | `KoichiYasuoka` | [profile](https://github.com/KoichiYasuoka) | no | CONTRIBUTOR | 3839d | `2026-01-21T06:14:39Z` | 4 | 3 | weak | low | low | targets high-star repos |
61
  | `Charly21r` | [profile](https://github.com/Charly21r) | no | CONTRIBUTOR | 359d | `2026-03-13T09:00:25Z` | 4 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
@@ -93,6 +92,7 @@
93
  | `akhilc08` | [profile](https://github.com/akhilc08) | no | NONE | 403d | `2026-04-03T17:43:21Z` | 2 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
94
  | `akintunero` | [profile](https://github.com/akintunero) | no | CONTRIBUTOR | 3950d | `2026-03-30T13:48:47Z` | 2 | 0 | weak | moderate | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
95
  | `albertorkive` | [profile](https://github.com/albertorkive) | no | FIRST_TIME_CONTRIBUTOR | 698d | `2026-04-12T17:02:14Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars |
 
96
  | `asuryateja` | [profile](https://github.com/asuryateja) | no | CONTRIBUTOR | 1716d | `2026-03-26T21:05:17Z` | 2 | 0 | mixed | moderate | low | high open PR share |
97
  | `BenjaminBossan` | [profile](https://github.com/BenjaminBossan) | no | MEMBER | 4501d | `2024-10-17T11:56:32Z` | 2 | 0 | strong | moderate | low | high recent PR volume; targets high-star repos |
98
  | `Brianzhengca` | [profile](https://github.com/Brianzhengca) | no | FIRST_TIME_CONTRIBUTOR | 3170d | `2026-04-11T21:41:32Z` | 2 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
@@ -101,7 +101,6 @@
101
  | `DatLe203` | [profile](https://github.com/DatLe203) | no | NONE | 766d | `2026-04-07T14:30:38Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
102
  | `eladsegal` | [profile](https://github.com/eladsegal) | no | CONTRIBUTOR | 3919d | `2026-04-09T05:56:31Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
103
  | `ErenAta16` | [profile](https://github.com/ErenAta16) | no | FIRST_TIME_CONTRIBUTOR | 899d | `2026-03-27T13:43:38Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
104
- | `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 |
105
  | `ezylopx5` | [profile](https://github.com/ezylopx5) | no | FIRST_TIME_CONTRIBUTOR | 606d | `2026-04-01T19:25:12Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
106
  | `FaizanImran-blip` | [profile](https://github.com/FaizanImran-blip) | no | FIRST_TIME_CONTRIBUTOR | 393d | `2026-03-30T19:10:48Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
107
  | `GitGlimpse895` | [profile](https://github.com/GitGlimpse895) | no | NONE | 5d | `2026-04-12T10:14:58Z` | 2 | 0 | weak | moderate | high | very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
@@ -146,6 +145,7 @@
146
  | `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 |
147
  | `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 |
148
  | `ethanknights` | [profile](https://github.com/ethanknights) | no | CONTRIBUTOR | 3057d | `2025-06-27T22:12:42Z` | 2 | 0 | strong | low | low | targets high-star repos |
 
149
  | `jackcook` | [profile](https://github.com/jackcook) | no | CONTRIBUTOR | 4658d | `2026-02-13T05:15:44Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
150
  | `leopold-tzafon` | [profile](https://github.com/leopold-tzafon) | no | CONTRIBUTOR | 451d | `2026-02-19T15:45:13Z` | 2 | 0 | strong | low | low | targets high-star repos |
151
  | `nuxlear` | [profile](https://github.com/nuxlear) | no | CONTRIBUTOR | 3757d | `2026-01-02T07:29:46Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -202,6 +202,7 @@
202
  | `aashay-sarvam` | [profile](https://github.com/aashay-sarvam) | no | FIRST_TIME_CONTRIBUTOR | 883d | `2026-03-10T11:55:01Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
203
  | `aashirpersonal` | [profile](https://github.com/aashirpersonal) | no | NONE | 957d | `2026-03-15T16:52:03Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
204
  | `aayushbaluni` | [profile](https://github.com/aayushbaluni) | no | NONE | 1999d | `2026-03-17T17:20:35Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 
205
  | `abidlabs` | [profile](https://github.com/abidlabs) | no | MEMBER | 5075d | `2026-04-08T22:36:08Z` | 1 | 0 | mixed | moderate | low | high recent PR volume |
206
  | `adil-a` | [profile](https://github.com/adil-a) | no | CONTRIBUTOR | 2637d | `2026-02-26T17:57:16Z` | 1 | 0 | strong | low | low | high recent PR volume |
207
  | `agentspan` | [profile](https://github.com/agentspan) | no | NONE | 15d | `2026-04-08T08:40:08Z` | 1 | 0 | weak | low | high | very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
@@ -369,6 +370,29 @@
369
 
370
  ## Contributors
371
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
372
  ### `tarekziade`
373
 
374
  - profile: [github.com/tarekziade](https://github.com/tarekziade)
@@ -395,29 +419,6 @@ Example artifacts:
395
  - [Issue #44740: Run model linter on new models additions](https://github.com/huggingface/transformers/issues/44740) — open
396
  - [Issue #44619: Plug model rule in development flow and extend it](https://github.com/huggingface/transformers/issues/44619) — open
397
 
398
- ### `Cyrilvallez`
399
-
400
- - profile: [github.com/Cyrilvallez](https://github.com/Cyrilvallez)
401
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ACyrilvallez)
402
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ACyrilvallez)
403
- - repo first seen: `2025-03-19T10:58:02Z`
404
- - repo last seen: `2026-04-21T00:24:28Z`
405
- - first seen in snapshot: **no**
406
- - repo association: **MEMBER**
407
- - repo primary artifacts: **77**
408
- - snapshot authored PRs/issues: **77 PRs / 0 issues**
409
- - snapshot discussion activity: **204 comments / 284 reviews / 444 review comments**
410
- - account age: **2036 days**
411
- - recent public PR activity: **48 PRs** (42 merged / 2 closed-unmerged / 4 open; merged rate **88%**, closed-unmerged rate **4%**, open rate **8%**)
412
- - public orgs: `huggingface`
413
- - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
414
- - heuristic read: **high recent PR volume; targets high-star repos**
415
-
416
- Example artifacts:
417
- - [PR #45539: [modular] Fix modular logic broken in #45045](https://github.com/huggingface/transformers/pull/45539) — open
418
- - [PR #45527: Reapply modular to examples](https://github.com/huggingface/transformers/pull/45527) — closed, merged
419
- - [PR #45489: Align gemma3n cache sharing to gemma4](https://github.com/huggingface/transformers/pull/45489) — open
420
-
421
  ### `ydshieh`
422
 
423
  - profile: [github.com/ydshieh](https://github.com/ydshieh)
@@ -470,12 +471,12 @@ Example artifacts:
470
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akaixuanliu)
471
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akaixuanliu)
472
  - repo first seen: `2025-06-20T09:58:55Z`
473
- - repo last seen: `2026-04-20T13:47:27Z`
474
  - first seen in snapshot: **no**
475
  - repo association: **CONTRIBUTOR**
476
  - repo primary artifacts: **63**
477
  - snapshot authored PRs/issues: **59 PRs / 4 issues**
478
- - snapshot discussion activity: **52 comments / 47 reviews / 47 review comments**
479
  - account age: **3934 days**
480
  - recent public PR activity: **35 PRs** (24 merged / 6 closed-unmerged / 5 open; merged rate **69%**, closed-unmerged rate **17%**, open rate **14%**)
481
  - public orgs: none visible
@@ -484,9 +485,9 @@ Example artifacts:
484
 
485
  Example artifacts:
486
  - [PR #45487: Fix model parallel issue for altclip model and ChineseClip model](https://github.com/huggingface/transformers/pull/45487) — open
487
- - [PR #45470: sam3_lite_text: skip flash_attn_2_can_dispatch_composite_models tests](https://github.com/huggingface/transformers/pull/45470) — open
488
  - [PR #45410: fix(altclip): fix failing tests](https://github.com/huggingface/transformers/pull/45410) — closed, draft
489
- - [Issue #44964: Cannot load `microsoft/Phi-4-multimodal-instruct` model with latest transformers.](https://github.com/huggingface/transformers/issues/44964) — closed
490
  - [Issue #44792: Failed test case `test_model_generate_images` for janus model](https://github.com/huggingface/transformers/issues/44792) — closed
491
  - [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
 
@@ -496,12 +497,12 @@ Example artifacts:
496
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArthurZucker)
497
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArthurZucker)
498
  - repo first seen: `2023-02-24T14:13:29Z`
499
- - repo last seen: `2026-04-21T09:13:10Z`
500
  - first seen in snapshot: **no**
501
  - repo association: **MEMBER**
502
- - repo primary artifacts: **45**
503
- - snapshot authored PRs/issues: **43 PRs / 2 issues**
504
- - snapshot discussion activity: **135 comments / 458 reviews / 945 review comments**
505
  - account age: **2590 days**
506
  - recent public PR activity: **60 PRs** (36 merged / 5 closed-unmerged / 19 open; merged rate **60%**, closed-unmerged rate **8%**, open rate **32%**)
507
  - public orgs: none visible
@@ -509,9 +510,9 @@ Example artifacts:
509
  - heuristic read: **high recent PR volume; targets high-star repos**
510
 
511
  Example artifacts:
 
512
  - [PR #45453: Draft commit](https://github.com/huggingface/transformers/pull/45453) — open, draft
513
  - [PR #45414: Fix IndexError with DeepSpeed ZeRO-3 when kernels rotary is active](https://github.com/huggingface/transformers/pull/45414) — closed, merged
514
- - [PR #45395: Fix IndexError with DeepSpeed ZeRO-3 when kernels rotary is active](https://github.com/huggingface/transformers/pull/45395) — closed
515
  - [Issue #44052: Fix skipped tests for glm_moe_dsa model](https://github.com/huggingface/transformers/issues/44052) — closed
516
  - [Issue #42710: Outstanding issues / PR before we can release v5](https://github.com/huggingface/transformers/issues/42710) — closed
517
 
@@ -617,12 +618,12 @@ Example artifacts:
617
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aharshaljanjani)
618
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aharshaljanjani)
619
  - repo first seen: `2025-09-17T20:29:13Z`
620
- - repo last seen: `2026-04-21T18:33:40Z`
621
  - first seen in snapshot: **no**
622
  - repo association: **CONTRIBUTOR**
623
  - repo primary artifacts: **51**
624
  - snapshot authored PRs/issues: **31 PRs / 20 issues**
625
- - snapshot discussion activity: **100 comments / 126 reviews / 126 review comments**
626
  - account age: **1961 days**
627
  - recent public PR activity: **18 PRs** (15 merged / 0 closed-unmerged / 3 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**)
628
  - public orgs: none visible
@@ -712,12 +713,12 @@ Example artifacts:
712
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aremi-or)
713
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aremi-or)
714
  - repo first seen: `2026-01-13T09:15:18Z`
715
- - repo last seen: `2026-04-20T10:33:54Z`
716
  - first seen in snapshot: **no**
717
  - repo association: **MEMBER**
718
  - repo primary artifacts: **20**
719
  - snapshot authored PRs/issues: **20 PRs / 0 issues**
720
- - snapshot discussion activity: **35 comments / 105 reviews / 119 review comments**
721
  - account age: **1813 days**
722
  - recent public PR activity: **13 PRs** (12 merged / 0 closed-unmerged / 1 open; merged rate **92%**, closed-unmerged rate **0%**, open rate **8%**)
723
  - public orgs: none visible
@@ -729,6 +730,32 @@ Example artifacts:
729
  - [PR #45323: [CB] Fix capture of max_seqlen](https://github.com/huggingface/transformers/pull/45323) — closed, merged
730
  - [PR #45184: [CB] [Major] Add CPU request offloading](https://github.com/huggingface/transformers/pull/45184) — open
731
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
732
  ### `tomaarsen`
733
 
734
  - profile: [github.com/tomaarsen](https://github.com/tomaarsen)
@@ -755,32 +782,6 @@ Example artifacts:
755
  - [Issue #44877: Strict config prevents loading `granite_speech` config](https://github.com/huggingface/transformers/issues/44877) — closed
756
  - [Issue #44625: Qwen3.5 `num_labels` not propagated from core config to text config](https://github.com/huggingface/transformers/issues/44625) — open
757
 
758
- ### `jiqing-feng`
759
-
760
- - profile: [github.com/jiqing-feng](https://github.com/jiqing-feng)
761
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajiqing-feng)
762
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajiqing-feng)
763
- - repo first seen: `2024-03-21T04:37:45Z`
764
- - repo last seen: `2026-04-20T06:05:57Z`
765
- - first seen in snapshot: **no**
766
- - repo association: **CONTRIBUTOR**
767
- - repo primary artifacts: **22**
768
- - snapshot authored PRs/issues: **18 PRs / 4 issues**
769
- - snapshot discussion activity: **37 comments / 21 reviews / 21 review comments**
770
- - account age: **1396 days**
771
- - recent public PR activity: **25 PRs** (22 merged / 1 closed-unmerged / 2 open; merged rate **88%**, closed-unmerged rate **4%**, open rate **8%**)
772
- - public orgs: none visible
773
- - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
774
- - heuristic read: **high recent PR volume**
775
-
776
- Example artifacts:
777
- - [PR #45525: Fix CSM `TextToAudioPipeline` missing `<bos>` token](https://github.com/huggingface/transformers/pull/45525) — closed, merged
778
- - [PR #45108: Fix `Wav2Vec2Config.vocab_size` type to allow `None`](https://github.com/huggingface/transformers/pull/45108) — closed, merged
779
- - [PR #45107: Fix `text-to-speech` pipeline crash when generation config contains `None` values](https://github.com/huggingface/transformers/pull/45107) — closed, merged
780
- - [Issue #44458: Mllama compile failed after new attn mask](https://github.com/huggingface/transformers/issues/44458) — closed
781
- - [Issue #43725: Quantization model behavior changed](https://github.com/huggingface/transformers/issues/43725) — closed
782
- - [Issue #42994: quantized model saving failed](https://github.com/huggingface/transformers/issues/42994) — closed
783
-
784
  ### `BillionClaw`
785
 
786
  - profile: [github.com/BillionClaw](https://github.com/BillionClaw)
@@ -1114,29 +1115,6 @@ Example artifacts:
1114
  - [PR #44778: fix: correct logic error in is_tiktoken_available function](https://github.com/huggingface/transformers/pull/44778) — closed
1115
  - [PR #44769: Fix: Handle empty lists in video_utils functions](https://github.com/huggingface/transformers/pull/44769) — closed
1116
 
1117
- ### `danielalanbates`
1118
-
1119
- - profile: [github.com/danielalanbates](https://github.com/danielalanbates)
1120
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adanielalanbates)
1121
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adanielalanbates)
1122
- - repo first seen: `2026-02-21T04:32:30Z`
1123
- - repo last seen: `2026-02-21T04:54:47Z`
1124
- - first seen in snapshot: **no**
1125
- - repo association: **NONE**
1126
- - repo primary artifacts: **8**
1127
- - snapshot authored PRs/issues: **8 PRs / 0 issues**
1128
- - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
1129
- - account age: **338 days**
1130
- - recent public PR activity: **335 PRs** (37 merged / 296 closed-unmerged / 2 open; merged rate **11%**, closed-unmerged rate **88%**, open rate **1%**)
1131
- - public orgs: none visible
1132
- - compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
1133
- - heuristic read: **young account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**
1134
-
1135
- Example artifacts:
1136
- - [PR #44198: Fix #43975: `deepseek-ai/deepseek-coder-6.7b-instruct` incorrectly detok](https://github.com/huggingface/transformers/pull/44198) — closed
1137
- - [PR #44197: Fix #43937: [GLM-5] ValueError: GenerationConfig is invalid](https://github.com/huggingface/transformers/pull/44197) — closed
1138
- - [PR #44196: Fix #43881: glm-4v-9b loading failed](https://github.com/huggingface/transformers/pull/44196) — closed
1139
-
1140
  ### `gambletan`
1141
 
1142
  - profile: [github.com/gambletan](https://github.com/gambletan)
@@ -1203,9 +1181,9 @@ Example artifacts:
1203
 
1204
  Example artifacts:
1205
  - [PR #45555: perf: avoid recomputing rotary_emb for each layer in some Google and ModernBERT models](https://github.com/huggingface/transformers/pull/45555) — open
1206
- - [PR #45441: fix(DSV3): parity between native `DeepseekV3MoE` and remote official implementation](https://github.com/huggingface/transformers/pull/45441) — open
1207
  - [PR #45144: Add Xiaomi MiMo-V2](https://github.com/huggingface/transformers/pull/45144) — open
1208
- - [Issue #45440: Native `DeepseekV3MoE` diverges from the remote DeepSeekV3 implementation](https://github.com/huggingface/transformers/issues/45440) — open
1209
  - [Issue #45141: [refactor] gpt-oss `eager_attention_forward` for modularity (Ex: models with dual eager attn: sink/no sink)](https://github.com/huggingface/transformers/issues/45141) — closed
1210
 
1211
  ### `hkc5`
@@ -1346,6 +1324,29 @@ Example artifacts:
1346
  - [PR #45503: .4021378118068288:aafb9167aaa6b321205f754209b0cbcb_69e2f25642c82e665fe0407f.69e2f43542c82e665fe04083.69e2f435d18af355a624eac1:Trae CN.T(2026/4/18 11:02:13)](https://github.com/huggingface/transformers/pull/45503) — closed
1347
  - [PR #45502: .4021378118068288:4da7ed27ccaa5f974fe4a552e2b67bb6_69e2eea842c82e665fe04002.69e2eec142c82e665fe04006.69e2eec18b8bd167e2faa241:Trae CN.T(2026/4/18 10:38:57)](https://github.com/huggingface/transformers/pull/45502) — closed
1348
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1349
  ### `albertvillanova`
1350
 
1351
  - profile: [github.com/albertvillanova](https://github.com/albertvillanova)
@@ -1403,12 +1404,12 @@ Example artifacts:
1403
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AKrishnachaitanyakc)
1404
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AKrishnachaitanyakc)
1405
  - repo first seen: `2026-03-25T02:14:38Z`
1406
- - repo last seen: `2026-04-06T01:03:09Z`
1407
  - first seen in snapshot: **no**
1408
  - repo association: **CONTRIBUTOR**
1409
  - repo primary artifacts: **5**
1410
  - snapshot authored PRs/issues: **5 PRs / 0 issues**
1411
- - snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
1412
  - account age: **3498 days**
1413
  - recent public PR activity: **174 PRs** (49 merged / 50 closed-unmerged / 75 open; merged rate **28%**, closed-unmerged rate **29%**, open rate **43%**)
1414
  - public orgs: none visible
@@ -1466,29 +1467,6 @@ Example artifacts:
1466
  - [PR #44354: fix: off-by-one in decode_spans causes ValueError when topk == len(scores)](https://github.com/huggingface/transformers/pull/44354) — closed
1467
  - [PR #44347: fix: resolve composite config in PagedAttentionCache and group_layers_by_attn_type](https://github.com/huggingface/transformers/pull/44347) — closed
1468
 
1469
- ### `zhang-prog`
1470
-
1471
- - profile: [github.com/zhang-prog](https://github.com/zhang-prog)
1472
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azhang-prog)
1473
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azhang-prog)
1474
- - repo first seen: `2025-12-23T11:18:14Z`
1475
- - repo last seen: `2026-04-21T06:28:34Z`
1476
- - first seen in snapshot: **no**
1477
- - repo association: **CONTRIBUTOR**
1478
- - repo primary artifacts: **5**
1479
- - snapshot authored PRs/issues: **5 PRs / 0 issues**
1480
- - snapshot discussion activity: **37 comments / 315 reviews / 316 review comments**
1481
- - account age: **2074 days**
1482
- - recent public PR activity: **19 PRs** (16 merged / 2 closed-unmerged / 1 open; merged rate **84%**, closed-unmerged rate **11%**, open rate **5%**)
1483
- - public orgs: none visible
1484
- - compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
1485
- - heuristic read: **targets high-star repos**
1486
-
1487
- Example artifacts:
1488
- - [PR #45532: [Model] Add SLANet Model Support](https://github.com/huggingface/transformers/pull/45532) — open
1489
- - [PR #45281: Fix resize failure caused by zero-sized masks in PP-DocLayoutV3](https://github.com/huggingface/transformers/pull/45281) — closed, merged
1490
- - [PR #44808: [Model] Add PP-OCRv5_server_rec and PP-OCRv5_mobile_rec models Support](https://github.com/huggingface/transformers/pull/44808) — closed, merged
1491
-
1492
  ### `dacorvo`
1493
 
1494
  - profile: [github.com/dacorvo](https://github.com/dacorvo)
@@ -2047,7 +2025,7 @@ Example artifacts:
2047
  - heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share**
2048
 
2049
  Example artifacts:
2050
- - [PR #45547: Add disable_mmap kwarg to from_pretrained with hf-mount auto-detection](https://github.com/huggingface/transformers/pull/45547) — open
2051
  - [PR #45474: chore: bump doc-builder SHA for main doc build workflow](https://github.com/huggingface/transformers/pull/45474) — closed, draft
2052
  - [PR #45450: chore: bump doc-builder SHA for PR upload workflow](https://github.com/huggingface/transformers/pull/45450) — closed, merged
2053
 
@@ -2354,6 +2332,28 @@ Example artifacts:
2354
  - [PR #45388: Make Gemma4ClippableLinear inherit from nn.Linear for PEFT/LoRA compatibility](https://github.com/huggingface/transformers/pull/45388) — closed
2355
  - [PR #45387: Fix flash_attention_3 detection and import for hopper wheel installs](https://github.com/huggingface/transformers/pull/45387) — closed
2356
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2357
  ### `asuryateja`
2358
 
2359
  - profile: [github.com/asuryateja](https://github.com/asuryateja)
@@ -2530,28 +2530,6 @@ Example artifacts:
2530
  - [PR #45062: Add regression test for ByteLevel added-token Unicode decode corruption](https://github.com/huggingface/transformers/pull/45062) — closed
2531
  - [PR #45060: Fix PIL backend fallback when torchvision is unavailable](https://github.com/huggingface/transformers/pull/45060) — open
2532
 
2533
- ### `excepshenal`
2534
-
2535
- - profile: [github.com/excepshenal](https://github.com/excepshenal)
2536
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aexcepshenal)
2537
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aexcepshenal)
2538
- - repo first seen: `2026-02-21T00:06:16Z`
2539
- - repo last seen: `2026-04-06T21:11:21Z`
2540
- - first seen in snapshot: **no**
2541
- - repo association: **FIRST_TIME_CONTRIBUTOR**
2542
- - repo primary artifacts: **2**
2543
- - snapshot authored PRs/issues: **2 PRs / 0 issues**
2544
- - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
2545
- - account age: **2481 days**
2546
- - recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
2547
- - public orgs: none visible
2548
- - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
2549
- - heuristic read: **high open PR share; targets high-star repos**
2550
-
2551
- Example artifacts:
2552
- - [PR #45273: fix: liger unnecessarily materializes logits in VRAM during eval, causing OOM](https://github.com/huggingface/transformers/pull/45273) — open
2553
- - [PR #44189: fix: don't move model to device under other dist train backends](https://github.com/huggingface/transformers/pull/44189) — open
2554
-
2555
  ### `ezylopx5`
2556
 
2557
  - profile: [github.com/ezylopx5](https://github.com/ezylopx5)
@@ -3529,6 +3507,28 @@ Example artifacts:
3529
  - [PR #44268: chore: fixes in `Trainer` class docs (`compute_loss` & `hyperparameter_search`)](https://github.com/huggingface/transformers/pull/44268) — closed, merged
3530
  - [PR #39094: docs: PyTorch examples (image-classification & image-pretraining) clarity](https://github.com/huggingface/transformers/pull/39094) — closed
3531
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3532
  ### `jackcook`
3533
 
3534
  - profile: [github.com/jackcook](https://github.com/jackcook)
@@ -4758,6 +4758,27 @@ Example artifacts:
4758
  Example artifacts:
4759
  - [PR #44800: fix: handle dict vocab in CamembertTokenizer for tokenizer.json (#44488)](https://github.com/huggingface/transformers/pull/44800) — closed
4760
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
4761
  ### `abidlabs`
4762
 
4763
  - profile: [github.com/abidlabs](https://github.com/abidlabs)
@@ -7181,12 +7202,12 @@ Example artifacts:
7181
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apdufour)
7182
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apdufour)
7183
  - repo first seen: `2026-04-04T00:15:04Z`
7184
- - repo last seen: `2026-04-10T23:19:19Z`
7185
  - first seen in snapshot: **no**
7186
  - repo association: **FIRST_TIME_CONTRIBUTOR**
7187
  - repo primary artifacts: **1**
7188
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
7189
- - snapshot discussion activity: **1 comments / 2 reviews / 2 review comments**
7190
  - account age: **5247 days**
7191
  - recent public PR activity: **6 PRs** (1 merged / 0 closed-unmerged / 5 open; merged rate **17%**, closed-unmerged rate **0%**, open rate **83%**)
7192
  - public orgs: none visible
 
1
  # New Contributor Report: huggingface/transformers
2
 
3
+ - Snapshot: `20260422T060051Z`
4
+ - Generated: `2026-04-22T06:02:32Z`
5
  - Activity window: `60d`
6
+ - Contributors: `358`
7
 
8
  ## Summary
9
 
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` | 79 | 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` | 78 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
 
14
  | `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-03-31T13:54:54Z` | 72 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
15
  | `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-09-26T09:23:39Z` | 67 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
16
  | `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 59 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
17
+ | `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 44 | 2 | mixed | moderate | low | high recent PR volume; targets high-star repos |
18
  | `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2360d | `2024-09-02T13:41:47Z` | 40 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
19
  | `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3961d | `2023-02-27T14:00:41Z` | 37 | 0 | strong | low | low | targets high-star repos |
20
  | `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2025-01-06T17:52:26Z` | 36 | 1 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
 
24
  | `yonigozlan` | [profile](https://github.com/yonigozlan) | no | MEMBER | 1978d | `2025-10-03T15:26:01Z` | 24 | 0 | strong | low | low | targets high-star repos |
25
  | `ManasVardhan` | [profile](https://github.com/ManasVardhan) | no | NONE | 2488d | `2026-02-15T11:10:48Z` | 22 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
26
  | `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1813d | `2026-01-13T09:15:18Z` | 20 | 0 | strong | low | low | targets high-star repos |
27
+ | `jiqing-feng` | [profile](https://github.com/jiqing-feng) | no | CONTRIBUTOR | 1396d | `2024-03-21T04:37:45Z` | 19 | 4 | strong | moderate | low | high recent PR volume |
28
  | `tomaarsen` | [profile](https://github.com/tomaarsen) | no | MEMBER | 2949d | `2025-12-02T16:00:11Z` | 18 | 6 | strong | moderate | low | high recent PR volume; targets high-star repos |
 
29
  | `BillionClaw` | [profile](https://github.com/BillionClaw) | no | FIRST_TIME_CONTRIBUTOR | 35d | `2026-03-16T16:17:54Z` | 18 | 0 | weak | very high | high | very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
30
  | `eustlb` | [profile](https://github.com/eustlb) | no | MEMBER | 1607d | `2025-01-20T12:27:19Z` | 18 | 0 | strong | low | low | targets high-star repos |
31
  | `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2996d | `2025-12-16T08:22:52Z` | 16 | 1 | strong | moderate | low | targets high-star repos |
 
40
  | `3outeille` | [profile](https://github.com/3outeille) | no | MEMBER | 2625d | `2025-11-26T16:58:10Z` | 13 | 0 | mixed | low | low | high open PR share; targets high-star repos |
41
  | `Abdennacer-Badaoui` | [profile](https://github.com/Abdennacer-Badaoui) | no | MEMBER | 1414d | `2026-01-08T18:13:10Z` | 13 | 0 | strong | moderate | low | — |
42
  | `LincolnBurrows2017` | [profile](https://github.com/LincolnBurrows2017) | no | FIRST_TIME_CONTRIBUTOR | 3349d | `2026-03-13T04:48:06Z` | 13 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 
43
  | `gambletan` | [profile](https://github.com/gambletan) | no | NONE | 40d | `2026-03-13T05:22:03Z` | 8 | 0 | weak | very high | high | very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
44
  | `s-zx` | [profile](https://github.com/s-zx) | no | NONE | 2020d | `2026-03-08T19:38:00Z` | 8 | 0 | weak | very high | high | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
45
  | `casinca` | [profile](https://github.com/casinca) | no | CONTRIBUTOR | 2626d | `2025-12-10T12:31:18Z` | 7 | 2 | strong | moderate | low | targets high-star repos |
 
49
  | `jashshah999` | [profile](https://github.com/jashshah999) | no | CONTRIBUTOR | 2570d | `2026-02-25T22:23:20Z` | 6 | 0 | mixed | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
50
  | `JJJYmmm` | [profile](https://github.com/JJJYmmm) | no | CONTRIBUTOR | 1648d | `2026-01-27T10:34:17Z` | 6 | 0 | mixed | moderate | low | targets high-star repos |
51
  | `kchpp940` | [profile](https://github.com/kchpp940) | no | NONE | 375d | `2026-04-18T01:12:45Z` | 6 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
52
+ | `zhang-prog` | [profile](https://github.com/zhang-prog) | no | CONTRIBUTOR | 2074d | `2025-12-23T11:18:14Z` | 6 | 0 | mixed | moderate | low | targets high-star repos |
53
  | `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 |
54
  | `LysandreJik` | [profile](https://github.com/LysandreJik) | no | MEMBER | 3177d | `2024-08-30T13:38:48Z` | 5 | 2 | mixed | low | low | targets high-star repos |
55
  | `Krishnachaitanyakc` | [profile](https://github.com/Krishnachaitanyakc) | no | CONTRIBUTOR | 3498d | `2026-03-25T02:14:38Z` | 5 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
56
  | `mvanhorn` | [profile](https://github.com/mvanhorn) | no | CONTRIBUTOR | 5652d | `2026-03-09T14:59:27Z` | 5 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread |
57
  | `sxu75374` | [profile](https://github.com/sxu75374) | no | NONE | 2026d | `2026-02-27T04:48:08Z` | 5 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 
58
  | `dacorvo` | [profile](https://github.com/dacorvo) | no | MEMBER | 5038d | `2026-03-13T14:45:22Z` | 4 | 6 | mixed | moderate | low | — |
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
  | `Charly21r` | [profile](https://github.com/Charly21r) | no | CONTRIBUTOR | 359d | `2026-03-13T09:00:25Z` | 4 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
 
92
  | `akhilc08` | [profile](https://github.com/akhilc08) | no | NONE | 403d | `2026-04-03T17:43:21Z` | 2 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
93
  | `akintunero` | [profile](https://github.com/akintunero) | no | CONTRIBUTOR | 3950d | `2026-03-30T13:48:47Z` | 2 | 0 | weak | moderate | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
94
  | `albertorkive` | [profile](https://github.com/albertorkive) | no | FIRST_TIME_CONTRIBUTOR | 698d | `2026-04-12T17:02:14Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars |
95
+ | `armorbreak001` | [profile](https://github.com/armorbreak001) | yes | FIRST_TIME_CONTRIBUTOR | 13d | `2026-04-22T05:24:00Z` | 2 | 0 | weak | very high | high | very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; no visible non-self stars |
96
  | `asuryateja` | [profile](https://github.com/asuryateja) | no | CONTRIBUTOR | 1716d | `2026-03-26T21:05:17Z` | 2 | 0 | mixed | moderate | low | high open PR share |
97
  | `BenjaminBossan` | [profile](https://github.com/BenjaminBossan) | no | MEMBER | 4501d | `2024-10-17T11:56:32Z` | 2 | 0 | strong | moderate | low | high recent PR volume; targets high-star repos |
98
  | `Brianzhengca` | [profile](https://github.com/Brianzhengca) | no | FIRST_TIME_CONTRIBUTOR | 3170d | `2026-04-11T21:41:32Z` | 2 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
 
101
  | `DatLe203` | [profile](https://github.com/DatLe203) | no | NONE | 766d | `2026-04-07T14:30:38Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
102
  | `eladsegal` | [profile](https://github.com/eladsegal) | no | CONTRIBUTOR | 3919d | `2026-04-09T05:56:31Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
103
  | `ErenAta16` | [profile](https://github.com/ErenAta16) | no | FIRST_TIME_CONTRIBUTOR | 899d | `2026-03-27T13:43:38Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 
104
  | `ezylopx5` | [profile](https://github.com/ezylopx5) | no | FIRST_TIME_CONTRIBUTOR | 606d | `2026-04-01T19:25:12Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
105
  | `FaizanImran-blip` | [profile](https://github.com/FaizanImran-blip) | no | FIRST_TIME_CONTRIBUTOR | 393d | `2026-03-30T19:10:48Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
106
  | `GitGlimpse895` | [profile](https://github.com/GitGlimpse895) | no | NONE | 5d | `2026-04-12T10:14:58Z` | 2 | 0 | weak | moderate | high | very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
 
145
  | `Olexandr88` | [profile](https://github.com/Olexandr88) | no | CONTRIBUTOR | 1622d | `2025-12-26T13:28:31Z` | 3 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share |
146
  | `thisisiron` | [profile](https://github.com/thisisiron) | no | CONTRIBUTOR | 3447d | `2025-08-20T15:17:54Z` | 2 | 1 | weak | low | low | high open PR share; targets high-star repos |
147
  | `ethanknights` | [profile](https://github.com/ethanknights) | no | CONTRIBUTOR | 3057d | `2025-06-27T22:12:42Z` | 2 | 0 | strong | low | low | targets high-star repos |
148
+ | `excepshenal` | [profile](https://github.com/excepshenal) | no | FIRST_TIME_CONTRIBUTOR | 2481d | `2026-02-21T00:06:16Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
149
  | `jackcook` | [profile](https://github.com/jackcook) | no | CONTRIBUTOR | 4658d | `2026-02-13T05:15:44Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
150
  | `leopold-tzafon` | [profile](https://github.com/leopold-tzafon) | no | CONTRIBUTOR | 451d | `2026-02-19T15:45:13Z` | 2 | 0 | strong | low | low | targets high-star repos |
151
  | `nuxlear` | [profile](https://github.com/nuxlear) | no | CONTRIBUTOR | 3757d | `2026-01-02T07:29:46Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
202
  | `aashay-sarvam` | [profile](https://github.com/aashay-sarvam) | no | FIRST_TIME_CONTRIBUTOR | 883d | `2026-03-10T11:55:01Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
203
  | `aashirpersonal` | [profile](https://github.com/aashirpersonal) | no | NONE | 957d | `2026-03-15T16:52:03Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
204
  | `aayushbaluni` | [profile](https://github.com/aayushbaluni) | no | NONE | 1999d | `2026-03-17T17:20:35Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
205
+ | `Abdeltoto` | [profile](https://github.com/Abdeltoto) | yes | FIRST_TIME_CONTRIBUTOR | 265d | `2026-04-22T02:56:43Z` | 1 | 0 | weak | very high | medium | young account; high recent PR volume; very broad repo spread; high open PR share |
206
  | `abidlabs` | [profile](https://github.com/abidlabs) | no | MEMBER | 5075d | `2026-04-08T22:36:08Z` | 1 | 0 | mixed | moderate | low | high recent PR volume |
207
  | `adil-a` | [profile](https://github.com/adil-a) | no | CONTRIBUTOR | 2637d | `2026-02-26T17:57:16Z` | 1 | 0 | strong | low | low | high recent PR volume |
208
  | `agentspan` | [profile](https://github.com/agentspan) | no | NONE | 15d | `2026-04-08T08:40:08Z` | 1 | 0 | weak | low | high | very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
 
370
 
371
  ## Contributors
372
 
373
+ ### `Cyrilvallez`
374
+
375
+ - profile: [github.com/Cyrilvallez](https://github.com/Cyrilvallez)
376
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ACyrilvallez)
377
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ACyrilvallez)
378
+ - repo first seen: `2025-03-19T10:58:02Z`
379
+ - repo last seen: `2026-04-22T05:49:53Z`
380
+ - first seen in snapshot: **no**
381
+ - repo association: **MEMBER**
382
+ - repo primary artifacts: **79**
383
+ - snapshot authored PRs/issues: **79 PRs / 0 issues**
384
+ - snapshot discussion activity: **205 comments / 286 reviews / 446 review comments**
385
+ - account age: **2036 days**
386
+ - recent public PR activity: **48 PRs** (42 merged / 2 closed-unmerged / 4 open; merged rate **88%**, closed-unmerged rate **4%**, open rate **8%**)
387
+ - public orgs: `huggingface`
388
+ - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
389
+ - heuristic read: **high recent PR volume; targets high-star repos**
390
+
391
+ Example artifacts:
392
+ - [PR #45567: Move some conversion mappings to PrefixChange](https://github.com/huggingface/transformers/pull/45567) — open
393
+ - [PR #45564: Gemma3n and Gemma4 cannot use rotary kernel](https://github.com/huggingface/transformers/pull/45564) — open
394
+ - [PR #45539: [modular] Fix modular logic broken in #45045](https://github.com/huggingface/transformers/pull/45539) — closed, merged
395
+
396
  ### `tarekziade`
397
 
398
  - profile: [github.com/tarekziade](https://github.com/tarekziade)
 
419
  - [Issue #44740: Run model linter on new models additions](https://github.com/huggingface/transformers/issues/44740) — open
420
  - [Issue #44619: Plug model rule in development flow and extend it](https://github.com/huggingface/transformers/issues/44619) — open
421
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
422
  ### `ydshieh`
423
 
424
  - profile: [github.com/ydshieh](https://github.com/ydshieh)
 
471
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akaixuanliu)
472
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akaixuanliu)
473
  - repo first seen: `2025-06-20T09:58:55Z`
474
+ - repo last seen: `2026-04-22T02:29:06Z`
475
  - first seen in snapshot: **no**
476
  - repo association: **CONTRIBUTOR**
477
  - repo primary artifacts: **63**
478
  - snapshot authored PRs/issues: **59 PRs / 4 issues**
479
+ - snapshot discussion activity: **55 comments / 47 reviews / 47 review comments**
480
  - account age: **3934 days**
481
  - recent public PR activity: **35 PRs** (24 merged / 6 closed-unmerged / 5 open; merged rate **69%**, closed-unmerged rate **17%**, open rate **14%**)
482
  - public orgs: none visible
 
485
 
486
  Example artifacts:
487
  - [PR #45487: Fix model parallel issue for altclip model and ChineseClip model](https://github.com/huggingface/transformers/pull/45487) — open
488
+ - [PR #45470: sam3_lite_text: skip flash_attn_2_can_dispatch_composite_models tests](https://github.com/huggingface/transformers/pull/45470) — closed
489
  - [PR #45410: fix(altclip): fix failing tests](https://github.com/huggingface/transformers/pull/45410) — closed, draft
490
+ - [Issue #44964: Cannot load `microsoft/Phi-4-multimodal-instruct` model with latest transformers.](https://github.com/huggingface/transformers/issues/44964) — open
491
  - [Issue #44792: Failed test case `test_model_generate_images` for janus model](https://github.com/huggingface/transformers/issues/44792) — closed
492
  - [Issue #43854: Unable to load `zai-org/GLM-4.7-Flash` model correctly in the unit tests](https://github.com/huggingface/transformers/issues/43854) — closed
493
 
 
497
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArthurZucker)
498
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArthurZucker)
499
  - repo first seen: `2023-02-24T14:13:29Z`
500
+ - repo last seen: `2026-04-22T06:00:00Z`
501
  - first seen in snapshot: **no**
502
  - repo association: **MEMBER**
503
+ - repo primary artifacts: **46**
504
+ - snapshot authored PRs/issues: **44 PRs / 2 issues**
505
+ - snapshot discussion activity: **139 comments / 466 reviews / 948 review comments**
506
  - account age: **2590 days**
507
  - recent public PR activity: **60 PRs** (36 merged / 5 closed-unmerged / 19 open; merged rate **60%**, closed-unmerged rate **8%**, open rate **32%**)
508
  - public orgs: none visible
 
510
  - heuristic read: **high recent PR volume; targets high-star repos**
511
 
512
  Example artifacts:
513
+ - [PR #45559: Drop noisy generate warnings when do_sample=False (or num_beams=1)](https://github.com/huggingface/transformers/pull/45559) — open
514
  - [PR #45453: Draft commit](https://github.com/huggingface/transformers/pull/45453) — open, draft
515
  - [PR #45414: Fix IndexError with DeepSpeed ZeRO-3 when kernels rotary is active](https://github.com/huggingface/transformers/pull/45414) — closed, merged
 
516
  - [Issue #44052: Fix skipped tests for glm_moe_dsa model](https://github.com/huggingface/transformers/issues/44052) — closed
517
  - [Issue #42710: Outstanding issues / PR before we can release v5](https://github.com/huggingface/transformers/issues/42710) — closed
518
 
 
618
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aharshaljanjani)
619
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aharshaljanjani)
620
  - repo first seen: `2025-09-17T20:29:13Z`
621
+ - repo last seen: `2026-04-22T04:33:31Z`
622
  - first seen in snapshot: **no**
623
  - repo association: **CONTRIBUTOR**
624
  - repo primary artifacts: **51**
625
  - snapshot authored PRs/issues: **31 PRs / 20 issues**
626
+ - snapshot discussion activity: **101 comments / 130 reviews / 130 review comments**
627
  - account age: **1961 days**
628
  - recent public PR activity: **18 PRs** (15 merged / 0 closed-unmerged / 3 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**)
629
  - public orgs: none visible
 
713
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aremi-or)
714
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aremi-or)
715
  - repo first seen: `2026-01-13T09:15:18Z`
716
+ - repo last seen: `2026-04-22T01:35:54Z`
717
  - first seen in snapshot: **no**
718
  - repo association: **MEMBER**
719
  - repo primary artifacts: **20**
720
  - snapshot authored PRs/issues: **20 PRs / 0 issues**
721
+ - snapshot discussion activity: **36 comments / 106 reviews / 120 review comments**
722
  - account age: **1813 days**
723
  - recent public PR activity: **13 PRs** (12 merged / 0 closed-unmerged / 1 open; merged rate **92%**, closed-unmerged rate **0%**, open rate **8%**)
724
  - public orgs: none visible
 
730
  - [PR #45323: [CB] Fix capture of max_seqlen](https://github.com/huggingface/transformers/pull/45323) — closed, merged
731
  - [PR #45184: [CB] [Major] Add CPU request offloading](https://github.com/huggingface/transformers/pull/45184) — open
732
 
733
+ ### `jiqing-feng`
734
+
735
+ - profile: [github.com/jiqing-feng](https://github.com/jiqing-feng)
736
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajiqing-feng)
737
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajiqing-feng)
738
+ - repo first seen: `2024-03-21T04:37:45Z`
739
+ - repo last seen: `2026-04-22T03:13:44Z`
740
+ - first seen in snapshot: **no**
741
+ - repo association: **CONTRIBUTOR**
742
+ - repo primary artifacts: **23**
743
+ - snapshot authored PRs/issues: **19 PRs / 4 issues**
744
+ - snapshot discussion activity: **38 comments / 21 reviews / 21 review comments**
745
+ - account age: **1396 days**
746
+ - recent public PR activity: **25 PRs** (22 merged / 1 closed-unmerged / 2 open; merged rate **88%**, closed-unmerged rate **4%**, open rate **8%**)
747
+ - public orgs: none visible
748
+ - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
749
+ - heuristic read: **high recent PR volume**
750
+
751
+ Example artifacts:
752
+ - [PR #45560: Update torchao usage for XPU and CPU](https://github.com/huggingface/transformers/pull/45560) — open
753
+ - [PR #45525: Fix CSM `TextToAudioPipeline` missing `<bos>` token](https://github.com/huggingface/transformers/pull/45525) — closed, merged
754
+ - [PR #45108: Fix `Wav2Vec2Config.vocab_size` type to allow `None`](https://github.com/huggingface/transformers/pull/45108) — closed, merged
755
+ - [Issue #44458: Mllama compile failed after new attn mask](https://github.com/huggingface/transformers/issues/44458) — closed
756
+ - [Issue #43725: Quantization model behavior changed](https://github.com/huggingface/transformers/issues/43725) — closed
757
+ - [Issue #42994: quantized model saving failed](https://github.com/huggingface/transformers/issues/42994) — closed
758
+
759
  ### `tomaarsen`
760
 
761
  - profile: [github.com/tomaarsen](https://github.com/tomaarsen)
 
782
  - [Issue #44877: Strict config prevents loading `granite_speech` config](https://github.com/huggingface/transformers/issues/44877) — closed
783
  - [Issue #44625: Qwen3.5 `num_labels` not propagated from core config to text config](https://github.com/huggingface/transformers/issues/44625) — open
784
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
785
  ### `BillionClaw`
786
 
787
  - profile: [github.com/BillionClaw](https://github.com/BillionClaw)
 
1115
  - [PR #44778: fix: correct logic error in is_tiktoken_available function](https://github.com/huggingface/transformers/pull/44778) — closed
1116
  - [PR #44769: Fix: Handle empty lists in video_utils functions](https://github.com/huggingface/transformers/pull/44769) — closed
1117
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1118
  ### `gambletan`
1119
 
1120
  - profile: [github.com/gambletan](https://github.com/gambletan)
 
1181
 
1182
  Example artifacts:
1183
  - [PR #45555: perf: avoid recomputing rotary_emb for each layer in some Google and ModernBERT models](https://github.com/huggingface/transformers/pull/45555) — open
1184
+ - [PR #45441: fix(DSV3): parity between native `DeepseekV3MoE` and remote official implementation](https://github.com/huggingface/transformers/pull/45441) — closed, merged
1185
  - [PR #45144: Add Xiaomi MiMo-V2](https://github.com/huggingface/transformers/pull/45144) — open
1186
+ - [Issue #45440: Native `DeepseekV3MoE` diverges from the remote DeepSeekV3 implementation](https://github.com/huggingface/transformers/issues/45440) — closed
1187
  - [Issue #45141: [refactor] gpt-oss `eager_attention_forward` for modularity (Ex: models with dual eager attn: sink/no sink)](https://github.com/huggingface/transformers/issues/45141) — closed
1188
 
1189
  ### `hkc5`
 
1324
  - [PR #45503: .4021378118068288:aafb9167aaa6b321205f754209b0cbcb_69e2f25642c82e665fe0407f.69e2f43542c82e665fe04083.69e2f435d18af355a624eac1:Trae CN.T(2026/4/18 11:02:13)](https://github.com/huggingface/transformers/pull/45503) — closed
1325
  - [PR #45502: .4021378118068288:4da7ed27ccaa5f974fe4a552e2b67bb6_69e2eea842c82e665fe04002.69e2eec142c82e665fe04006.69e2eec18b8bd167e2faa241:Trae CN.T(2026/4/18 10:38:57)](https://github.com/huggingface/transformers/pull/45502) — closed
1326
 
1327
+ ### `zhang-prog`
1328
+
1329
+ - profile: [github.com/zhang-prog](https://github.com/zhang-prog)
1330
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azhang-prog)
1331
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azhang-prog)
1332
+ - repo first seen: `2025-12-23T11:18:14Z`
1333
+ - repo last seen: `2026-04-22T03:59:56Z`
1334
+ - first seen in snapshot: **no**
1335
+ - repo association: **CONTRIBUTOR**
1336
+ - repo primary artifacts: **6**
1337
+ - snapshot authored PRs/issues: **6 PRs / 0 issues**
1338
+ - snapshot discussion activity: **38 comments / 319 reviews / 320 review comments**
1339
+ - account age: **2074 days**
1340
+ - recent public PR activity: **19 PRs** (16 merged / 2 closed-unmerged / 1 open; merged rate **84%**, closed-unmerged rate **11%**, open rate **5%**)
1341
+ - public orgs: none visible
1342
+ - compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
1343
+ - heuristic read: **targets high-star repos**
1344
+
1345
+ Example artifacts:
1346
+ - [PR #45562: Updated the image cache for Paddle models according to the latest API](https://github.com/huggingface/transformers/pull/45562) — open
1347
+ - [PR #45532: [Model] Add SLANet Model Support](https://github.com/huggingface/transformers/pull/45532) — open
1348
+ - [PR #45281: Fix resize failure caused by zero-sized masks in PP-DocLayoutV3](https://github.com/huggingface/transformers/pull/45281) — closed, merged
1349
+
1350
  ### `albertvillanova`
1351
 
1352
  - profile: [github.com/albertvillanova](https://github.com/albertvillanova)
 
1404
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AKrishnachaitanyakc)
1405
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AKrishnachaitanyakc)
1406
  - repo first seen: `2026-03-25T02:14:38Z`
1407
+ - repo last seen: `2026-04-22T01:20:00Z`
1408
  - first seen in snapshot: **no**
1409
  - repo association: **CONTRIBUTOR**
1410
  - repo primary artifacts: **5**
1411
  - snapshot authored PRs/issues: **5 PRs / 0 issues**
1412
+ - snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
1413
  - account age: **3498 days**
1414
  - recent public PR activity: **174 PRs** (49 merged / 50 closed-unmerged / 75 open; merged rate **28%**, closed-unmerged rate **29%**, open rate **43%**)
1415
  - public orgs: none visible
 
1467
  - [PR #44354: fix: off-by-one in decode_spans causes ValueError when topk == len(scores)](https://github.com/huggingface/transformers/pull/44354) — closed
1468
  - [PR #44347: fix: resolve composite config in PagedAttentionCache and group_layers_by_attn_type](https://github.com/huggingface/transformers/pull/44347) — closed
1469
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1470
  ### `dacorvo`
1471
 
1472
  - profile: [github.com/dacorvo](https://github.com/dacorvo)
 
2025
  - heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share**
2026
 
2027
  Example artifacts:
2028
+ - [PR #45547: Add disable_mmap kwarg to from_pretrained with hf-mount auto-detection](https://github.com/huggingface/transformers/pull/45547) — closed, merged
2029
  - [PR #45474: chore: bump doc-builder SHA for main doc build workflow](https://github.com/huggingface/transformers/pull/45474) — closed, draft
2030
  - [PR #45450: chore: bump doc-builder SHA for PR upload workflow](https://github.com/huggingface/transformers/pull/45450) — closed, merged
2031
 
 
2332
  - [PR #45388: Make Gemma4ClippableLinear inherit from nn.Linear for PEFT/LoRA compatibility](https://github.com/huggingface/transformers/pull/45388) — closed
2333
  - [PR #45387: Fix flash_attention_3 detection and import for hopper wheel installs](https://github.com/huggingface/transformers/pull/45387) — closed
2334
 
2335
+ ### `armorbreak001`
2336
+
2337
+ - profile: [github.com/armorbreak001](https://github.com/armorbreak001)
2338
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aarmorbreak001)
2339
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aarmorbreak001)
2340
+ - repo first seen: `2026-04-22T05:24:00Z`
2341
+ - repo last seen: `2026-04-22T05:27:49Z`
2342
+ - first seen in snapshot: **yes**
2343
+ - repo association: **FIRST_TIME_CONTRIBUTOR**
2344
+ - repo primary artifacts: **2**
2345
+ - snapshot authored PRs/issues: **2 PRs / 0 issues**
2346
+ - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
2347
+ - account age: **13 days**
2348
+ - recent public PR activity: **275 PRs** (17 merged / 123 closed-unmerged / 135 open; merged rate **6%**, closed-unmerged rate **45%**, open rate **49%**)
2349
+ - public orgs: none visible
2350
+ - compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
2351
+ - heuristic read: **very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; no visible non-self stars**
2352
+
2353
+ Example artifacts:
2354
+ - [PR #45566: fix: raise clear error when tokenizer config uses v5 list format on older versions](https://github.com/huggingface/transformers/pull/45566) — open
2355
+ - [PR #45565: fix: remove stale num_return_sequences warning in paged generate](https://github.com/huggingface/transformers/pull/45565) — open
2356
+
2357
  ### `asuryateja`
2358
 
2359
  - profile: [github.com/asuryateja](https://github.com/asuryateja)
 
2530
  - [PR #45062: Add regression test for ByteLevel added-token Unicode decode corruption](https://github.com/huggingface/transformers/pull/45062) — closed
2531
  - [PR #45060: Fix PIL backend fallback when torchvision is unavailable](https://github.com/huggingface/transformers/pull/45060) — open
2532
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2533
  ### `ezylopx5`
2534
 
2535
  - profile: [github.com/ezylopx5](https://github.com/ezylopx5)
 
3507
  - [PR #44268: chore: fixes in `Trainer` class docs (`compute_loss` & `hyperparameter_search`)](https://github.com/huggingface/transformers/pull/44268) — closed, merged
3508
  - [PR #39094: docs: PyTorch examples (image-classification & image-pretraining) clarity](https://github.com/huggingface/transformers/pull/39094) — closed
3509
 
3510
+ ### `excepshenal`
3511
+
3512
+ - profile: [github.com/excepshenal](https://github.com/excepshenal)
3513
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aexcepshenal)
3514
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aexcepshenal)
3515
+ - repo first seen: `2026-02-21T00:06:16Z`
3516
+ - repo last seen: `2026-04-06T21:11:21Z`
3517
+ - first seen in snapshot: **no**
3518
+ - repo association: **FIRST_TIME_CONTRIBUTOR**
3519
+ - repo primary artifacts: **2**
3520
+ - snapshot authored PRs/issues: **2 PRs / 0 issues**
3521
+ - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
3522
+ - account age: **2481 days**
3523
+ - recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
3524
+ - public orgs: none visible
3525
+ - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
3526
+ - heuristic read: **high open PR share; targets high-star repos**
3527
+
3528
+ Example artifacts:
3529
+ - [PR #45273: fix: liger unnecessarily materializes logits in VRAM during eval, causing OOM](https://github.com/huggingface/transformers/pull/45273) — open
3530
+ - [PR #44189: fix: don't move model to device under other dist train backends](https://github.com/huggingface/transformers/pull/44189) — open
3531
+
3532
  ### `jackcook`
3533
 
3534
  - profile: [github.com/jackcook](https://github.com/jackcook)
 
4758
  Example artifacts:
4759
  - [PR #44800: fix: handle dict vocab in CamembertTokenizer for tokenizer.json (#44488)](https://github.com/huggingface/transformers/pull/44800) — closed
4760
 
4761
+ ### `Abdeltoto`
4762
+
4763
+ - profile: [github.com/Abdeltoto](https://github.com/Abdeltoto)
4764
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAbdeltoto)
4765
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAbdeltoto)
4766
+ - repo first seen: `2026-04-22T02:56:43Z`
4767
+ - repo last seen: `2026-04-22T02:56:43Z`
4768
+ - first seen in snapshot: **yes**
4769
+ - repo association: **FIRST_TIME_CONTRIBUTOR**
4770
+ - repo primary artifacts: **1**
4771
+ - snapshot authored PRs/issues: **1 PRs / 0 issues**
4772
+ - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
4773
+ - account age: **265 days**
4774
+ - recent public PR activity: **52 PRs** (13 merged / 13 closed-unmerged / 26 open; merged rate **25%**, closed-unmerged rate **25%**, open rate **50%**)
4775
+ - public orgs: none visible
4776
+ - compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
4777
+ - heuristic read: **young account; high recent PR volume; very broad repo spread; high open PR share**
4778
+
4779
+ Example artifacts:
4780
+ - [PR #45558: feat(trainer): log individual losses from loss_dict](https://github.com/huggingface/transformers/pull/45558) — open
4781
+
4782
  ### `abidlabs`
4783
 
4784
  - profile: [github.com/abidlabs](https://github.com/abidlabs)
 
7202
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apdufour)
7203
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apdufour)
7204
  - repo first seen: `2026-04-04T00:15:04Z`
7205
+ - repo last seen: `2026-04-22T01:14:17Z`
7206
  - first seen in snapshot: **no**
7207
  - repo association: **FIRST_TIME_CONTRIBUTOR**
7208
  - repo primary artifacts: **1**
7209
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
7210
+ - snapshot discussion activity: **2 comments / 2 reviews / 2 review comments**
7211
  - account age: **5247 days**
7212
  - recent public PR activity: **6 PRs** (1 merged / 0 closed-unmerged / 5 open; merged rate **17%**, closed-unmerged rate **0%**, open rate **83%**)
7213
  - public orgs: none visible
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  "right_pr_number": 45055,
672
- "similarity": 0.352,
673
- "content_similarity": 0.276,
674
  "size_similarity": 0.055,
675
  "breadth_similarity": 1.0,
676
  "concentration_similarity": 1.0,
@@ -685,7 +685,7 @@
685
  {
686
  "left_pr_number": 44257,
687
  "right_pr_number": 45273,
688
- "similarity": 0.346,
689
  "content_similarity": 0.209,
690
  "size_similarity": 0.333,
691
  "breadth_similarity": 1.0,
@@ -701,8 +701,8 @@
701
  {
702
  "left_pr_number": 43651,
703
  "right_pr_number": 45273,
704
- "similarity": 0.341,
705
- "content_similarity": 0.249,
706
  "size_similarity": 0.111,
707
  "breadth_similarity": 1.0,
708
  "concentration_similarity": 1.0,
@@ -717,8 +717,8 @@
717
  {
718
  "left_pr_number": 44123,
719
  "right_pr_number": 45273,
720
- "similarity": 0.328,
721
- "content_similarity": 0.246,
722
  "size_similarity": 0.036,
723
  "breadth_similarity": 1.0,
724
  "concentration_similarity": 1.0,
@@ -733,8 +733,8 @@
733
  {
734
  "left_pr_number": 43636,
735
  "right_pr_number": 45273,
736
- "similarity": 0.323,
737
- "content_similarity": 0.208,
738
  "size_similarity": 0.182,
739
  "breadth_similarity": 1.0,
740
  "concentration_similarity": 1.0,
@@ -978,6 +978,197 @@
978
  }
979
  ]
980
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
981
  {
982
  "cluster_id": "pr-scope-43656-4",
983
  "pr_numbers": [
@@ -987,7 +1178,7 @@
987
  44682
988
  ],
989
  "representative_pr_number": 43836,
990
- "average_similarity": 0.557,
991
  "summary": "4 open PRs share weighted file overlap around `src/transformers/cli/serve.py`; representative PR #43836.",
992
  "shared_filenames": [
993
  "src/transformers/cli/serve.py"
@@ -1034,7 +1225,7 @@
1034
  "left_pr_number": 43836,
1035
  "right_pr_number": 44682,
1036
  "similarity": 0.605,
1037
- "content_similarity": 0.65,
1038
  "size_similarity": 0.398,
1039
  "breadth_similarity": 0.5,
1040
  "concentration_similarity": 0.802,
@@ -1067,8 +1258,8 @@
1067
  {
1068
  "left_pr_number": 43656,
1069
  "right_pr_number": 44682,
1070
- "similarity": 0.441,
1071
- "content_similarity": 0.491,
1072
  "size_similarity": 0.048,
1073
  "breadth_similarity": 0.5,
1074
  "concentration_similarity": 0.802,
@@ -1084,8 +1275,8 @@
1084
  {
1085
  "left_pr_number": 43842,
1086
  "right_pr_number": 44682,
1087
- "similarity": 0.41,
1088
- "content_similarity": 0.455,
1089
  "size_similarity": 0.011,
1090
  "breadth_similarity": 0.5,
1091
  "concentration_similarity": 0.802,
@@ -1135,8 +1326,8 @@
1135
  {
1136
  "left_pr_number": 45294,
1137
  "right_pr_number": 45438,
1138
- "similarity": 0.763,
1139
- "content_similarity": 0.786,
1140
  "size_similarity": 0.42,
1141
  "breadth_similarity": 1.0,
1142
  "concentration_similarity": 0.989,
@@ -1163,8 +1354,8 @@
1163
  {
1164
  "left_pr_number": 45454,
1165
  "right_pr_number": 45477,
1166
- "similarity": 0.539,
1167
- "content_similarity": 0.542,
1168
  "size_similarity": 0.199,
1169
  "breadth_similarity": 0.806,
1170
  "concentration_similarity": 0.987,
@@ -1187,8 +1378,8 @@
1187
  {
1188
  "left_pr_number": 45438,
1189
  "right_pr_number": 45454,
1190
- "similarity": 0.499,
1191
- "content_similarity": 0.438,
1192
  "size_similarity": 0.647,
1193
  "breadth_similarity": 0.757,
1194
  "concentration_similarity": 0.405,
@@ -1234,7 +1425,7 @@
1234
  "left_pr_number": 45438,
1235
  "right_pr_number": 45477,
1236
  "similarity": 0.385,
1237
- "content_similarity": 0.366,
1238
  "size_similarity": 0.308,
1239
  "breadth_similarity": 0.611,
1240
  "concentration_similarity": 0.418,
@@ -1253,7 +1444,7 @@
1253
  "left_pr_number": 45294,
1254
  "right_pr_number": 45477,
1255
  "similarity": 0.32,
1256
- "content_similarity": 0.311,
1257
  "size_similarity": 0.129,
1258
  "breadth_similarity": 0.611,
1259
  "concentration_similarity": 0.429,
@@ -1279,7 +1470,7 @@
1279
  45396
1280
  ],
1281
  "representative_pr_number": 44157,
1282
- "average_similarity": 0.453,
1283
  "summary": "4 open PRs share weighted file overlap around `src/transformers/models/glm_ocr/modular_glm_ocr.py`, `src/transformers/models/glm4v/modeling_glm4v.py`, `src/transformers/models/glm_ocr/modeling_glm_ocr.py`; representative PR #44157.",
1284
  "shared_filenames": [
1285
  "src/transformers/models/glm_ocr/modular_glm_ocr.py",
@@ -1288,25 +1479,25 @@
1288
  "src/transformers/models/paddleocr_vl/modeling_paddleocr_vl.py",
1289
  "src/transformers/models/qwen3_vl/modeling_qwen3_vl.py",
1290
  "src/transformers/models/video_llama_3/modeling_video_llama_3.py",
1291
- "src/transformers/models/qwen2_5_omni/modeling_qwen2_5_omni.py",
1292
- "src/transformers/models/qwen2_5_omni/modular_qwen2_5_omni.py"
1293
  ],
1294
  "shared_directories": [
1295
  "src/transformers/models/glm_ocr",
 
 
1296
  "src/transformers/models/qwen2_5_omni",
1297
  "src/transformers/models/qwen3_5_moe",
 
1298
  "src/transformers/models/glm4v",
1299
- "src/transformers/models/glm4v_moe",
1300
- "src/transformers/models/paddleocr_vl",
1301
- "src/transformers/models/qwen2_5_vl",
1302
- "src/transformers/models/qwen2_vl"
1303
  ],
1304
  "pairwise": [
1305
  {
1306
  "left_pr_number": 44157,
1307
  "right_pr_number": 45396,
1308
- "similarity": 0.621,
1309
- "content_similarity": 0.665,
1310
  "size_similarity": 0.339,
1311
  "breadth_similarity": 0.568,
1312
  "concentration_similarity": 0.955,
@@ -1372,7 +1563,7 @@
1372
  "left_pr_number": 41992,
1373
  "right_pr_number": 45396,
1374
  "similarity": 0.526,
1375
- "content_similarity": 0.484,
1376
  "size_similarity": 0.621,
1377
  "breadth_similarity": 0.524,
1378
  "concentration_similarity": 0.83,
@@ -1404,222 +1595,100 @@
1404
  {
1405
  "left_pr_number": 44973,
1406
  "right_pr_number": 45396,
1407
- "similarity": 0.39,
1408
- "content_similarity": 0.414,
1409
  "size_similarity": 0.01,
1410
  "breadth_similarity": 0.505,
1411
  "concentration_similarity": 0.965,
1412
  "shared_filenames": [
1413
  "src/transformers/models/ernie4_5_vl_moe/modeling_ernie4_5_vl_moe.py",
1414
- "src/transformers/models/glm4v/modeling_glm4v.py",
1415
- "src/transformers/models/glm4v_moe/modeling_glm4v_moe.py",
1416
- "src/transformers/models/glm_image/modeling_glm_image.py",
1417
- "src/transformers/models/glm_image/modular_glm_image.py",
1418
- "src/transformers/models/glm_ocr/modeling_glm_ocr.py",
1419
- "src/transformers/models/glm_ocr/modular_glm_ocr.py",
1420
- "src/transformers/models/paddleocr_vl/modeling_paddleocr_vl.py",
1421
- "src/transformers/models/qwen2_5_omni/modeling_qwen2_5_omni.py",
1422
- "src/transformers/models/qwen2_5_omni/modular_qwen2_5_omni.py"
1423
- ],
1424
- "shared_directories": [
1425
- "src/transformers/models/ernie4_5_vl_moe",
1426
- "src/transformers/models/glm4v",
1427
- "src/transformers/models/glm4v_moe",
1428
- "src/transformers/models/glm_image",
1429
- "src/transformers/models/glm_ocr",
1430
- "src/transformers/models/paddleocr_vl",
1431
- "src/transformers/models/qwen2_5_omni",
1432
- "src/transformers/models/qwen2_5_vl",
1433
- "src/transformers/models/qwen2_vl",
1434
- "src/transformers/models/qwen3_5"
1435
- ]
1436
- },
1437
- {
1438
- "left_pr_number": 41992,
1439
- "right_pr_number": 44157,
1440
- "similarity": 0.376,
1441
- "content_similarity": 0.394,
1442
- "size_similarity": 0.211,
1443
- "breadth_similarity": 0.296,
1444
- "concentration_similarity": 0.785,
1445
- "shared_filenames": [
1446
- "src/transformers/models/ernie4_5_vl_moe/modeling_ernie4_5_vl_moe.py",
1447
- "src/transformers/models/ernie4_5_vl_moe/modular_ernie4_5_vl_moe.py",
1448
- "src/transformers/models/glm4v/modeling_glm4v.py",
1449
- "src/transformers/models/glm4v/modular_glm4v.py",
1450
- "src/transformers/models/glm4v_moe/modeling_glm4v_moe.py",
1451
- "src/transformers/models/glm_ocr/modeling_glm_ocr.py",
1452
- "src/transformers/models/glm_ocr/modular_glm_ocr.py",
1453
- "src/transformers/models/paddleocr_vl/modeling_paddleocr_vl.py",
1454
- "src/transformers/models/paddleocr_vl/modular_paddleocr_vl.py",
1455
- "src/transformers/models/qwen2_5_omni/modeling_qwen2_5_omni.py"
1456
- ],
1457
- "shared_directories": [
1458
- "src/transformers/models/ernie4_5_vl_moe",
1459
- "src/transformers/models/glm4v",
1460
- "src/transformers/models/glm4v_moe",
1461
- "src/transformers/models/glm_ocr",
1462
- "src/transformers/models/paddleocr_vl",
1463
- "src/transformers/models/qwen2_5_omni",
1464
- "src/transformers/models/qwen2_5_vl",
1465
- "src/transformers/models/qwen2_vl",
1466
- "src/transformers/models/qwen3_5",
1467
- "src/transformers/models/qwen3_5_moe"
1468
- ]
1469
- },
1470
- {
1471
- "left_pr_number": 41992,
1472
- "right_pr_number": 44973,
1473
- "similarity": 0.253,
1474
- "content_similarity": 0.261,
1475
- "size_similarity": 0.006,
1476
- "breadth_similarity": 0.266,
1477
- "concentration_similarity": 0.866,
1478
- "shared_filenames": [
1479
- "src/transformers/models/ernie4_5_vl_moe/modeling_ernie4_5_vl_moe.py",
1480
- "src/transformers/models/glm4v/modeling_glm4v.py",
1481
- "src/transformers/models/glm4v_moe/modeling_glm4v_moe.py",
1482
- "src/transformers/models/glm_image/modeling_glm_image.py",
1483
- "src/transformers/models/glm_image/modular_glm_image.py",
1484
- "src/transformers/models/glm_ocr/modeling_glm_ocr.py",
1485
- "src/transformers/models/glm_ocr/modular_glm_ocr.py",
1486
- "src/transformers/models/paddleocr_vl/modeling_paddleocr_vl.py",
1487
- "src/transformers/models/qwen2_5_omni/modeling_qwen2_5_omni.py",
1488
- "src/transformers/models/qwen2_5_omni/modular_qwen2_5_omni.py"
1489
- ],
1490
- "shared_directories": [
1491
- "src/transformers/models/ernie4_5_vl_moe",
1492
- "src/transformers/models/glm4v",
1493
- "src/transformers/models/glm4v_moe",
1494
- "src/transformers/models/glm_image",
1495
- "src/transformers/models/glm_ocr",
1496
- "src/transformers/models/paddleocr_vl",
1497
- "src/transformers/models/qwen2_5_omni",
1498
- "src/transformers/models/qwen2_5_vl",
1499
- "src/transformers/models/qwen2_vl",
1500
- "src/transformers/models/qwen3_5"
1501
- ]
1502
- }
1503
- ]
1504
- },
1505
- {
1506
- "cluster_id": "pr-scope-34667-4",
1507
- "pr_numbers": [
1508
- 34667,
1509
- 39683,
1510
- 44872,
1511
- 45389
1512
- ],
1513
- "representative_pr_number": 34667,
1514
- "average_similarity": 0.436,
1515
- "summary": "4 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #34667.",
1516
- "shared_filenames": [
1517
- "src/transformers/generation/utils.py"
1518
- ],
1519
- "shared_directories": [
1520
- "src/transformers/generation"
1521
- ],
1522
- "pairwise": [
1523
- {
1524
- "left_pr_number": 34667,
1525
- "right_pr_number": 39683,
1526
- "similarity": 0.55,
1527
- "content_similarity": 0.469,
1528
- "size_similarity": 0.478,
1529
- "breadth_similarity": 1.0,
1530
- "concentration_similarity": 1.0,
1531
- "shared_filenames": [
1532
- "src/transformers/generation/utils.py"
1533
- ],
1534
- "shared_directories": [
1535
- "src/transformers/generation",
1536
- "src/transformers",
1537
- "src"
1538
- ]
1539
- },
1540
- {
1541
- "left_pr_number": 34667,
1542
- "right_pr_number": 45389,
1543
- "similarity": 0.525,
1544
- "content_similarity": 0.564,
1545
- "size_similarity": 0.344,
1546
- "breadth_similarity": 0.5,
1547
- "concentration_similarity": 0.562,
1548
- "shared_filenames": [
1549
- "src/transformers/generation/utils.py"
1550
- ],
1551
- "shared_directories": [
1552
- "src/transformers/generation",
1553
- "src/transformers",
1554
- "src"
1555
- ]
1556
- },
1557
- {
1558
- "left_pr_number": 34667,
1559
- "right_pr_number": 44872,
1560
- "similarity": 0.457,
1561
- "content_similarity": 0.381,
1562
- "size_similarity": 0.273,
1563
- "breadth_similarity": 1.0,
1564
- "concentration_similarity": 1.0,
1565
- "shared_filenames": [
1566
- "src/transformers/generation/utils.py"
1567
- ],
1568
- "shared_directories": [
1569
- "src/transformers/generation",
1570
- "src/transformers",
1571
- "src"
1572
- ]
1573
- },
1574
- {
1575
- "left_pr_number": 39683,
1576
- "right_pr_number": 44872,
1577
- "similarity": 0.435,
1578
- "content_similarity": 0.38,
1579
- "size_similarity": 0.13,
1580
- "breadth_similarity": 1.0,
1581
- "concentration_similarity": 1.0,
1582
- "shared_filenames": [
1583
- "src/transformers/generation/utils.py"
1584
  ],
1585
  "shared_directories": [
1586
- "src/transformers/generation",
1587
- "src/transformers",
1588
- "src"
 
 
 
 
 
 
 
1589
  ]
1590
  },
1591
  {
1592
- "left_pr_number": 39683,
1593
- "right_pr_number": 45389,
1594
- "similarity": 0.39,
1595
- "content_similarity": 0.291,
1596
- "size_similarity": 0.719,
1597
- "breadth_similarity": 0.5,
1598
- "concentration_similarity": 0.562,
1599
  "shared_filenames": [
1600
- "src/transformers/generation/utils.py"
 
 
 
 
 
 
 
 
 
1601
  ],
1602
  "shared_directories": [
1603
- "src/transformers/generation",
1604
- "src/transformers",
1605
- "src"
 
 
 
 
 
 
 
1606
  ]
1607
  },
1608
  {
1609
- "left_pr_number": 44872,
1610
- "right_pr_number": 45389,
1611
- "similarity": 0.258,
1612
- "content_similarity": 0.236,
1613
- "size_similarity": 0.094,
1614
- "breadth_similarity": 0.5,
1615
- "concentration_similarity": 0.562,
1616
  "shared_filenames": [
1617
- "src/transformers/generation/utils.py"
 
 
 
 
 
 
 
 
 
1618
  ],
1619
  "shared_directories": [
1620
- "src/transformers/generation",
1621
- "src/transformers",
1622
- "src"
 
 
 
 
 
 
 
1623
  ]
1624
  }
1625
  ]
@@ -1723,8 +1792,8 @@
1723
  {
1724
  "left_pr_number": 44059,
1725
  "right_pr_number": 44676,
1726
- "similarity": 0.68,
1727
- "content_similarity": 0.744,
1728
  "size_similarity": 0.062,
1729
  "breadth_similarity": 1.0,
1730
  "concentration_similarity": 1.0,
@@ -1759,7 +1828,7 @@
1759
  {
1760
  "left_pr_number": 44015,
1761
  "right_pr_number": 44676,
1762
- "similarity": 0.413,
1763
  "content_similarity": 0.501,
1764
  "size_similarity": 0.034,
1765
  "breadth_similarity": 0.333,
@@ -1912,7 +1981,7 @@
1912
  "left_pr_number": 43997,
1913
  "right_pr_number": 44007,
1914
  "similarity": 0.619,
1915
- "content_similarity": 0.652,
1916
  "size_similarity": 0.679,
1917
  "breadth_similarity": 0.333,
1918
  "concentration_similarity": 0.548,
@@ -1930,7 +1999,7 @@
1930
  "left_pr_number": 43997,
1931
  "right_pr_number": 44019,
1932
  "similarity": 0.267,
1933
- "content_similarity": 0.012,
1934
  "size_similarity": 0.722,
1935
  "breadth_similarity": 1.0,
1936
  "concentration_similarity": 1.0,
@@ -1951,7 +2020,7 @@
1951
  45530
1952
  ],
1953
  "representative_pr_number": 45530,
1954
- "average_similarity": 0.491,
1955
  "summary": "3 open PRs share weighted file overlap around `src/transformers/generation/continuous_batching/continuous_api.py`, `tests/generation/test_continuous_batching.py`, `src/transformers/generation/continuous_batching/cache.py`; representative PR #45530.",
1956
  "shared_filenames": [
1957
  "src/transformers/generation/continuous_batching/continuous_api.py",
@@ -1973,8 +2042,8 @@
1973
  {
1974
  "left_pr_number": 45274,
1975
  "right_pr_number": 45530,
1976
- "similarity": 0.568,
1977
- "content_similarity": 0.482,
1978
  "size_similarity": 0.854,
1979
  "breadth_similarity": 0.646,
1980
  "concentration_similarity": 0.747,
@@ -1996,8 +2065,8 @@
1996
  {
1997
  "left_pr_number": 45184,
1998
  "right_pr_number": 45530,
1999
- "similarity": 0.478,
2000
- "content_similarity": 0.357,
2001
  "size_similarity": 0.589,
2002
  "breadth_similarity": 0.938,
2003
  "concentration_similarity": 0.921,
@@ -2021,8 +2090,8 @@
2021
  {
2022
  "left_pr_number": 45184,
2023
  "right_pr_number": 45274,
2024
- "similarity": 0.428,
2025
- "content_similarity": 0.345,
2026
  "size_similarity": 0.503,
2027
  "breadth_similarity": 0.69,
2028
  "concentration_similarity": 0.826,
@@ -2092,7 +2161,7 @@
2092
  "left_pr_number": 41097,
2093
  "right_pr_number": 44547,
2094
  "similarity": 0.408,
2095
- "content_similarity": 0.334,
2096
  "size_similarity": 0.16,
2097
  "breadth_similarity": 1.0,
2098
  "concentration_similarity": 1.0,
@@ -2106,78 +2175,6 @@
2106
  }
2107
  ]
2108
  },
2109
- {
2110
- "cluster_id": "pr-scope-44940-3",
2111
- "pr_numbers": [
2112
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2113
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2114
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2115
- ],
2116
- "representative_pr_number": 45547,
2117
- "average_similarity": 0.409,
2118
- "summary": "3 open PRs share weighted file overlap around `src/transformers/modeling_utils.py`, `tests/utils/test_modeling_utils.py`; representative PR #45547.",
2119
- "shared_filenames": [
2120
- "src/transformers/modeling_utils.py",
2121
- "tests/utils/test_modeling_utils.py"
2122
- ],
2123
- "shared_directories": [
2124
- "tests/utils",
2125
- "tests"
2126
- ],
2127
- "pairwise": [
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- {
2129
- "left_pr_number": 44940,
2130
- "right_pr_number": 45547,
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- "similarity": 0.539,
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- "content_similarity": 0.412,
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- "size_similarity": 0.872,
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- "breadth_similarity": 0.833,
2135
- "concentration_similarity": 0.74,
2136
- "shared_filenames": [
2137
- "src/transformers/modeling_utils.py",
2138
- "tests/utils/test_modeling_utils.py"
2139
- ],
2140
- "shared_directories": [
2141
- "src/transformers",
2142
- "tests/utils",
2143
- "src",
2144
- "tests"
2145
- ]
2146
- },
2147
- {
2148
- "left_pr_number": 45425,
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- "right_pr_number": 45547,
2150
- "similarity": 0.421,
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- "breadth_similarity": 0.583,
2154
- "concentration_similarity": 0.552,
2155
- "shared_filenames": [
2156
- "src/transformers/modeling_utils.py"
2157
- ],
2158
- "shared_directories": [
2159
- "src/transformers",
2160
- "src"
2161
- ]
2162
- },
2163
- {
2164
- "left_pr_number": 44940,
2165
- "right_pr_number": 45425,
2166
- "similarity": 0.268,
2167
- "content_similarity": 0.054,
2168
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2169
- "breadth_similarity": 0.708,
2170
- "concentration_similarity": 0.811,
2171
- "shared_filenames": [
2172
- "src/transformers/modeling_utils.py"
2173
- ],
2174
- "shared_directories": [
2175
- "src/transformers",
2176
- "src"
2177
- ]
2178
- }
2179
- ]
2180
- },
2181
  {
2182
  "cluster_id": "pr-scope-44385-3",
2183
  "pr_numbers": [
@@ -2232,7 +2229,7 @@
2232
  {
2233
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2234
  "right_pr_number": 45524,
2235
- "similarity": 0.38,
2236
  "content_similarity": 0.245,
2237
  "size_similarity": 0.615,
2238
  "breadth_similarity": 0.667,
@@ -2248,6 +2245,80 @@
2248
  }
2249
  ]
2250
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2251
  {
2252
  "cluster_id": "pr-scope-33686-3",
2253
  "pr_numbers": [
@@ -2596,7 +2667,7 @@
2596
  45144
2597
  ],
2598
  "representative_pr_number": 43020,
2599
- "average_similarity": 0.719,
2600
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/mimo_v2_flash/__init__.py`, `src/transformers/models/mimo_v2_flash/configuration_mimo_v2_flash.py`, `src/transformers/models/mimo_v2_flash/convert_mimo_v2_flash_weights_to_hf.py`; representative PR #43020.",
2601
  "shared_filenames": [
2602
  "src/transformers/models/mimo_v2_flash/__init__.py",
@@ -2620,7 +2691,7 @@
2620
  {
2621
  "left_pr_number": 43020,
2622
  "right_pr_number": 45144,
2623
- "similarity": 0.719,
2624
  "content_similarity": 0.746,
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  "size_similarity": 0.592,
2626
  "breadth_similarity": 0.632,
@@ -2701,7 +2772,7 @@
2701
  "left_pr_number": 41441,
2702
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2703
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2704
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2705
  "size_similarity": 0.45,
2706
  "breadth_similarity": 0.5,
2707
  "concentration_similarity": 0.75,
@@ -2759,7 +2830,7 @@
2759
  43816
2760
  ],
2761
  "representative_pr_number": 43779,
2762
- "average_similarity": 0.665,
2763
  "summary": "2 open PRs share weighted file overlap around `src/transformers/integrations/integration_utils.py`; representative PR #43779.",
2764
  "shared_filenames": [
2765
  "src/transformers/integrations/integration_utils.py"
@@ -2771,7 +2842,7 @@
2771
  {
2772
  "left_pr_number": 43779,
2773
  "right_pr_number": 43816,
2774
- "similarity": 0.665,
2775
  "content_similarity": 0.683,
2776
  "size_similarity": 0.25,
2777
  "breadth_similarity": 1.0,
@@ -2847,7 +2918,7 @@
2847
  "left_pr_number": 45034,
2848
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2849
  "similarity": 0.633,
2850
- "content_similarity": 0.585,
2851
  "size_similarity": 0.866,
2852
  "breadth_similarity": 0.437,
2853
  "concentration_similarity": 0.999,
@@ -2912,7 +2983,7 @@
2912
  45548
2913
  ],
2914
  "representative_pr_number": 45342,
2915
- "average_similarity": 0.546,
2916
  "summary": "2 open PRs share weighted file overlap around `src/transformers/modeling_utils.py`; representative PR #45342.",
2917
  "shared_filenames": [
2918
  "src/transformers/modeling_utils.py"
@@ -2922,8 +2993,8 @@
2922
  {
2923
  "left_pr_number": 45342,
2924
  "right_pr_number": 45548,
2925
- "similarity": 0.546,
2926
- "content_similarity": 0.565,
2927
  "size_similarity": 0.17,
2928
  "breadth_similarity": 0.75,
2929
  "concentration_similarity": 1.0,
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3069
  45128
3070
  ],
3071
  "representative_pr_number": 45056,
3072
- "average_similarity": 0.497,
3073
  "summary": "2 open PRs share weighted file overlap around `src/transformers/utils/auto_docstring.py`; representative PR #45056.",
3074
  "shared_filenames": [
3075
  "src/transformers/utils/auto_docstring.py"
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3081
  {
3082
  "left_pr_number": 45056,
3083
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3084
- "similarity": 0.497,
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  "content_similarity": 0.391,
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  "size_similarity": 0.669,
3087
  "breadth_similarity": 0.875,
@@ -3144,6 +3215,38 @@
3144
  }
3145
  ]
3146
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3147
  {
3148
  "cluster_id": "pr-scope-41356-2",
3149
  "pr_numbers": [
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3179
  "content_similarity": 0.496,
3180
  "size_similarity": 0.082,
3181
  "breadth_similarity": 0.5,
3182
- "concentration_similarity": 0.968,
3183
  "shared_filenames": [
3184
  "docs/source/en/model_doc/deimv2.md",
3185
  "src/transformers/models/deimv2/__init__.py",
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3210
  45413
3211
  ],
3212
  "representative_pr_number": 42112,
3213
- "average_similarity": 0.433,
3214
  "summary": "2 open PRs share weighted file overlap around `src/transformers/generation/logits_process.py`, `tests/generation/test_logits_process.py`; representative PR #42112.",
3215
  "shared_filenames": [
3216
  "src/transformers/generation/logits_process.py",
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3225
  {
3226
  "left_pr_number": 42112,
3227
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  "size_similarity": 0.019,
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  "breadth_similarity": 0.458,
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  "concentration_similarity": 0.969,
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3264
  "left_pr_number": 44974,
3265
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3266
  "similarity": 0.431,
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3268
  "size_similarity": 0.735,
3269
  "breadth_similarity": 0.667,
3270
  "concentration_similarity": 0.657,
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3340
  "left_pr_number": 44606,
3341
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3342
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3343
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3344
  "size_similarity": 0.222,
3345
  "breadth_similarity": 1.0,
3346
  "concentration_similarity": 1.0,
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3354
  }
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3356
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3358
- "cluster_id": "pr-scope-44889-2",
3359
- "pr_numbers": [
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3363
- "representative_pr_number": 44889,
3364
- "average_similarity": 0.407,
3365
- "summary": "2 open PRs share weighted file overlap around `src/transformers/trainer.py`; representative PR #44889.",
3366
- "shared_filenames": [
3367
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3368
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- "breadth_similarity": 1.0,
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- "concentration_similarity": 0.812,
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- "shared_filenames": [
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- "src/transformers/trainer.py"
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- ],
3385
- "shared_directories": [
3386
- "src/transformers",
3387
- "tests/trainer",
3388
- "src",
3389
- "tests"
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- ]
3391
- }
3392
- ]
3393
- },
3394
  {
3395
  "cluster_id": "pr-scope-43665-2",
3396
  "pr_numbers": [
 
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  {
2
  "repo": "huggingface/transformers",
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  "cluster_count": 42,
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  "pr_scope_clusters": [
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19
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21
  "representative_pr_number": 45067,
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  "summary": "10 open PRs share weighted file overlap around `src/transformers/trainer.py`; representative PR #45067.",
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  "shared_filenames": [
25
  "src/transformers/trainer.py"
 
29
  {
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203
  ]
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  ]
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  ]
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  },
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  {
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  {
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  {
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  "left_pr_number": 43636,
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475
  ]
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  },
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  {
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480
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481
+ "content_similarity": 0.235,
482
+ "size_similarity": 0.5,
483
  "breadth_similarity": 1.0,
484
  "concentration_similarity": 1.0,
485
  "shared_filenames": [
 
491
  ]
492
  },
493
  {
494
+ "left_pr_number": 45055,
495
  "right_pr_number": 45273,
496
+ "similarity": 0.389,
497
+ "content_similarity": 0.199,
498
+ "size_similarity": 0.667,
499
  "breadth_similarity": 1.0,
500
  "concentration_similarity": 1.0,
501
  "shared_filenames": [
 
507
  ]
508
  },
509
  {
510
+ "left_pr_number": 44189,
511
+ "right_pr_number": 45273,
512
+ "similarity": 0.386,
513
+ "content_similarity": 0.23,
514
  "size_similarity": 0.5,
515
  "breadth_similarity": 1.0,
516
  "concentration_similarity": 1.0,
 
525
  {
526
  "left_pr_number": 45055,
527
  "right_pr_number": 45067,
528
+ "similarity": 0.381,
529
+ "content_similarity": 0.304,
530
  "size_similarity": 0.12,
531
  "breadth_similarity": 1.0,
532
  "concentration_similarity": 1.0,
 
541
  {
542
  "left_pr_number": 44123,
543
  "right_pr_number": 44189,
544
+ "similarity": 0.38,
545
+ "content_similarity": 0.313,
546
  "size_similarity": 0.073,
547
  "breadth_similarity": 1.0,
548
  "concentration_similarity": 1.0,
 
557
  {
558
  "left_pr_number": 43636,
559
  "right_pr_number": 44123,
560
+ "similarity": 0.374,
561
+ "content_similarity": 0.277,
562
  "size_similarity": 0.2,
563
  "breadth_similarity": 1.0,
564
  "concentration_similarity": 1.0,
 
571
  ]
572
  },
573
  {
574
+ "left_pr_number": 43651,
575
+ "right_pr_number": 45055,
576
+ "similarity": 0.373,
577
+ "content_similarity": 0.283,
578
+ "size_similarity": 0.167,
579
  "breadth_similarity": 1.0,
580
  "concentration_similarity": 1.0,
581
  "shared_filenames": [
 
587
  ]
588
  },
589
  {
590
+ "left_pr_number": 43663,
591
  "right_pr_number": 45273,
592
+ "similarity": 0.372,
593
+ "content_similarity": 0.3,
594
+ "size_similarity": 0.08,
595
  "breadth_similarity": 1.0,
596
  "concentration_similarity": 1.0,
597
  "shared_filenames": [
 
603
  ]
604
  },
605
  {
606
+ "left_pr_number": 44660,
607
+ "right_pr_number": 45273,
608
+ "similarity": 0.367,
609
+ "content_similarity": 0.238,
610
+ "size_similarity": 0.333,
611
  "breadth_similarity": 1.0,
612
  "concentration_similarity": 1.0,
613
  "shared_filenames": [
 
621
  {
622
  "left_pr_number": 44123,
623
  "right_pr_number": 44257,
624
+ "similarity": 0.366,
625
+ "content_similarity": 0.285,
626
  "size_similarity": 0.109,
627
  "breadth_similarity": 1.0,
628
  "concentration_similarity": 1.0,
 
637
  {
638
  "left_pr_number": 45067,
639
  "right_pr_number": 45273,
640
+ "similarity": 0.352,
641
+ "content_similarity": 0.271,
642
  "size_similarity": 0.08,
643
  "breadth_similarity": 1.0,
644
  "concentration_similarity": 1.0,
 
653
  {
654
  "left_pr_number": 43636,
655
  "right_pr_number": 45055,
656
+ "similarity": 0.351,
657
+ "content_similarity": 0.228,
658
  "size_similarity": 0.273,
659
  "breadth_similarity": 1.0,
660
  "concentration_similarity": 1.0,
 
669
  {
670
  "left_pr_number": 44123,
671
  "right_pr_number": 45055,
672
+ "similarity": 0.348,
673
+ "content_similarity": 0.271,
674
  "size_similarity": 0.055,
675
  "breadth_similarity": 1.0,
676
  "concentration_similarity": 1.0,
 
685
  {
686
  "left_pr_number": 44257,
687
  "right_pr_number": 45273,
688
+ "similarity": 0.347,
689
  "content_similarity": 0.209,
690
  "size_similarity": 0.333,
691
  "breadth_similarity": 1.0,
 
701
  {
702
  "left_pr_number": 43651,
703
  "right_pr_number": 45273,
704
+ "similarity": 0.343,
705
+ "content_similarity": 0.252,
706
  "size_similarity": 0.111,
707
  "breadth_similarity": 1.0,
708
  "concentration_similarity": 1.0,
 
717
  {
718
  "left_pr_number": 44123,
719
  "right_pr_number": 45273,
720
+ "similarity": 0.325,
721
+ "content_similarity": 0.242,
722
  "size_similarity": 0.036,
723
  "breadth_similarity": 1.0,
724
  "concentration_similarity": 1.0,
 
733
  {
734
  "left_pr_number": 43636,
735
  "right_pr_number": 45273,
736
+ "similarity": 0.32,
737
+ "content_similarity": 0.204,
738
  "size_similarity": 0.182,
739
  "breadth_similarity": 1.0,
740
  "concentration_similarity": 1.0,
 
978
  }
979
  ]
980
  },
981
+ {
982
+ "cluster_id": "pr-scope-34667-5",
983
+ "pr_numbers": [
984
+ 34667,
985
+ 39683,
986
+ 44872,
987
+ 45389,
988
+ 45565
989
+ ],
990
+ "representative_pr_number": 34667,
991
+ "average_similarity": 0.451,
992
+ "summary": "5 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #34667.",
993
+ "shared_filenames": [
994
+ "src/transformers/generation/utils.py"
995
+ ],
996
+ "shared_directories": [
997
+ "src/transformers/generation"
998
+ ],
999
+ "pairwise": [
1000
+ {
1001
+ "left_pr_number": 34667,
1002
+ "right_pr_number": 45565,
1003
+ "similarity": 0.587,
1004
+ "content_similarity": 0.456,
1005
+ "size_similarity": 0.786,
1006
+ "breadth_similarity": 1.0,
1007
+ "concentration_similarity": 1.0,
1008
+ "shared_filenames": [
1009
+ "src/transformers/generation/utils.py"
1010
+ ],
1011
+ "shared_directories": [
1012
+ "src/transformers/generation",
1013
+ "src/transformers",
1014
+ "src"
1015
+ ]
1016
+ },
1017
+ {
1018
+ "left_pr_number": 39683,
1019
+ "right_pr_number": 45565,
1020
+ "similarity": 0.56,
1021
+ "content_similarity": 0.455,
1022
+ "size_similarity": 0.609,
1023
+ "breadth_similarity": 1.0,
1024
+ "concentration_similarity": 1.0,
1025
+ "shared_filenames": [
1026
+ "src/transformers/generation/utils.py"
1027
+ ],
1028
+ "shared_directories": [
1029
+ "src/transformers/generation",
1030
+ "src/transformers",
1031
+ "src"
1032
+ ]
1033
+ },
1034
+ {
1035
+ "left_pr_number": 34667,
1036
+ "right_pr_number": 39683,
1037
+ "similarity": 0.543,
1038
+ "content_similarity": 0.459,
1039
+ "size_similarity": 0.478,
1040
+ "breadth_similarity": 1.0,
1041
+ "concentration_similarity": 1.0,
1042
+ "shared_filenames": [
1043
+ "src/transformers/generation/utils.py"
1044
+ ],
1045
+ "shared_directories": [
1046
+ "src/transformers/generation",
1047
+ "src/transformers",
1048
+ "src"
1049
+ ]
1050
+ },
1051
+ {
1052
+ "left_pr_number": 34667,
1053
+ "right_pr_number": 45389,
1054
+ "similarity": 0.522,
1055
+ "content_similarity": 0.561,
1056
+ "size_similarity": 0.344,
1057
+ "breadth_similarity": 0.5,
1058
+ "concentration_similarity": 0.562,
1059
+ "shared_filenames": [
1060
+ "src/transformers/generation/utils.py"
1061
+ ],
1062
+ "shared_directories": [
1063
+ "src/transformers/generation",
1064
+ "src/transformers",
1065
+ "src"
1066
+ ]
1067
+ },
1068
+ {
1069
+ "left_pr_number": 34667,
1070
+ "right_pr_number": 44872,
1071
+ "similarity": 0.451,
1072
+ "content_similarity": 0.371,
1073
+ "size_similarity": 0.273,
1074
+ "breadth_similarity": 1.0,
1075
+ "concentration_similarity": 1.0,
1076
+ "shared_filenames": [
1077
+ "src/transformers/generation/utils.py"
1078
+ ],
1079
+ "shared_directories": [
1080
+ "src/transformers/generation",
1081
+ "src/transformers",
1082
+ "src"
1083
+ ]
1084
+ },
1085
+ {
1086
+ "left_pr_number": 44872,
1087
+ "right_pr_number": 45565,
1088
+ "similarity": 0.44,
1089
+ "content_similarity": 0.368,
1090
+ "size_similarity": 0.214,
1091
+ "breadth_similarity": 1.0,
1092
+ "concentration_similarity": 1.0,
1093
+ "shared_filenames": [
1094
+ "src/transformers/generation/utils.py"
1095
+ ],
1096
+ "shared_directories": [
1097
+ "src/transformers/generation",
1098
+ "src/transformers",
1099
+ "src"
1100
+ ]
1101
+ },
1102
+ {
1103
+ "left_pr_number": 39683,
1104
+ "right_pr_number": 44872,
1105
+ "similarity": 0.429,
1106
+ "content_similarity": 0.37,
1107
+ "size_similarity": 0.13,
1108
+ "breadth_similarity": 1.0,
1109
+ "concentration_similarity": 1.0,
1110
+ "shared_filenames": [
1111
+ "src/transformers/generation/utils.py"
1112
+ ],
1113
+ "shared_directories": [
1114
+ "src/transformers/generation",
1115
+ "src/transformers",
1116
+ "src"
1117
+ ]
1118
+ },
1119
+ {
1120
+ "left_pr_number": 39683,
1121
+ "right_pr_number": 45389,
1122
+ "similarity": 0.384,
1123
+ "content_similarity": 0.284,
1124
+ "size_similarity": 0.719,
1125
+ "breadth_similarity": 0.5,
1126
+ "concentration_similarity": 0.562,
1127
+ "shared_filenames": [
1128
+ "src/transformers/generation/utils.py"
1129
+ ],
1130
+ "shared_directories": [
1131
+ "src/transformers/generation",
1132
+ "src/transformers",
1133
+ "src"
1134
+ ]
1135
+ },
1136
+ {
1137
+ "left_pr_number": 45389,
1138
+ "right_pr_number": 45565,
1139
+ "similarity": 0.341,
1140
+ "content_similarity": 0.282,
1141
+ "size_similarity": 0.438,
1142
+ "breadth_similarity": 0.5,
1143
+ "concentration_similarity": 0.562,
1144
+ "shared_filenames": [
1145
+ "src/transformers/generation/utils.py"
1146
+ ],
1147
+ "shared_directories": [
1148
+ "src/transformers/generation",
1149
+ "src/transformers",
1150
+ "src"
1151
+ ]
1152
+ },
1153
+ {
1154
+ "left_pr_number": 44872,
1155
+ "right_pr_number": 45389,
1156
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1157
+ "content_similarity": 0.229,
1158
+ "size_similarity": 0.094,
1159
+ "breadth_similarity": 0.5,
1160
+ "concentration_similarity": 0.562,
1161
+ "shared_filenames": [
1162
+ "src/transformers/generation/utils.py"
1163
+ ],
1164
+ "shared_directories": [
1165
+ "src/transformers/generation",
1166
+ "src/transformers",
1167
+ "src"
1168
+ ]
1169
+ }
1170
+ ]
1171
+ },
1172
  {
1173
  "cluster_id": "pr-scope-43656-4",
1174
  "pr_numbers": [
 
1178
  44682
1179
  ],
1180
  "representative_pr_number": 43836,
1181
+ "average_similarity": 0.558,
1182
  "summary": "4 open PRs share weighted file overlap around `src/transformers/cli/serve.py`; representative PR #43836.",
1183
  "shared_filenames": [
1184
  "src/transformers/cli/serve.py"
 
1225
  "left_pr_number": 43836,
1226
  "right_pr_number": 44682,
1227
  "similarity": 0.605,
1228
+ "content_similarity": 0.651,
1229
  "size_similarity": 0.398,
1230
  "breadth_similarity": 0.5,
1231
  "concentration_similarity": 0.802,
 
1258
  {
1259
  "left_pr_number": 43656,
1260
  "right_pr_number": 44682,
1261
+ "similarity": 0.442,
1262
+ "content_similarity": 0.492,
1263
  "size_similarity": 0.048,
1264
  "breadth_similarity": 0.5,
1265
  "concentration_similarity": 0.802,
 
1275
  {
1276
  "left_pr_number": 43842,
1277
  "right_pr_number": 44682,
1278
+ "similarity": 0.411,
1279
+ "content_similarity": 0.456,
1280
  "size_similarity": 0.011,
1281
  "breadth_similarity": 0.5,
1282
  "concentration_similarity": 0.802,
 
1326
  {
1327
  "left_pr_number": 45294,
1328
  "right_pr_number": 45438,
1329
+ "similarity": 0.762,
1330
+ "content_similarity": 0.785,
1331
  "size_similarity": 0.42,
1332
  "breadth_similarity": 1.0,
1333
  "concentration_similarity": 0.989,
 
1354
  {
1355
  "left_pr_number": 45454,
1356
  "right_pr_number": 45477,
1357
+ "similarity": 0.538,
1358
+ "content_similarity": 0.541,
1359
  "size_similarity": 0.199,
1360
  "breadth_similarity": 0.806,
1361
  "concentration_similarity": 0.987,
 
1378
  {
1379
  "left_pr_number": 45438,
1380
  "right_pr_number": 45454,
1381
+ "similarity": 0.498,
1382
+ "content_similarity": 0.436,
1383
  "size_similarity": 0.647,
1384
  "breadth_similarity": 0.757,
1385
  "concentration_similarity": 0.405,
 
1425
  "left_pr_number": 45438,
1426
  "right_pr_number": 45477,
1427
  "similarity": 0.385,
1428
+ "content_similarity": 0.367,
1429
  "size_similarity": 0.308,
1430
  "breadth_similarity": 0.611,
1431
  "concentration_similarity": 0.418,
 
1444
  "left_pr_number": 45294,
1445
  "right_pr_number": 45477,
1446
  "similarity": 0.32,
1447
+ "content_similarity": 0.312,
1448
  "size_similarity": 0.129,
1449
  "breadth_similarity": 0.611,
1450
  "concentration_similarity": 0.429,
 
1470
  45396
1471
  ],
1472
  "representative_pr_number": 44157,
1473
+ "average_similarity": 0.454,
1474
  "summary": "4 open PRs share weighted file overlap around `src/transformers/models/glm_ocr/modular_glm_ocr.py`, `src/transformers/models/glm4v/modeling_glm4v.py`, `src/transformers/models/glm_ocr/modeling_glm_ocr.py`; representative PR #44157.",
1475
  "shared_filenames": [
1476
  "src/transformers/models/glm_ocr/modular_glm_ocr.py",
 
1479
  "src/transformers/models/paddleocr_vl/modeling_paddleocr_vl.py",
1480
  "src/transformers/models/qwen3_vl/modeling_qwen3_vl.py",
1481
  "src/transformers/models/video_llama_3/modeling_video_llama_3.py",
1482
+ "src/transformers/models/video_llama_3/modular_video_llama_3.py",
1483
+ "src/transformers/models/qwen2_5_omni/modeling_qwen2_5_omni.py"
1484
  ],
1485
  "shared_directories": [
1486
  "src/transformers/models/glm_ocr",
1487
+ "src/transformers/models/glm4v_moe",
1488
+ "src/transformers/models/paddleocr_vl",
1489
  "src/transformers/models/qwen2_5_omni",
1490
  "src/transformers/models/qwen3_5_moe",
1491
+ "src/transformers/models/video_llama_3",
1492
  "src/transformers/models/glm4v",
1493
+ "src/transformers/models/qwen2_5_vl"
 
 
 
1494
  ],
1495
  "pairwise": [
1496
  {
1497
  "left_pr_number": 44157,
1498
  "right_pr_number": 45396,
1499
+ "similarity": 0.622,
1500
+ "content_similarity": 0.666,
1501
  "size_similarity": 0.339,
1502
  "breadth_similarity": 0.568,
1503
  "concentration_similarity": 0.955,
 
1563
  "left_pr_number": 41992,
1564
  "right_pr_number": 45396,
1565
  "similarity": 0.526,
1566
+ "content_similarity": 0.485,
1567
  "size_similarity": 0.621,
1568
  "breadth_similarity": 0.524,
1569
  "concentration_similarity": 0.83,
 
1595
  {
1596
  "left_pr_number": 44973,
1597
  "right_pr_number": 45396,
1598
+ "similarity": 0.391,
1599
+ "content_similarity": 0.416,
1600
  "size_similarity": 0.01,
1601
  "breadth_similarity": 0.505,
1602
  "concentration_similarity": 0.965,
1603
  "shared_filenames": [
1604
  "src/transformers/models/ernie4_5_vl_moe/modeling_ernie4_5_vl_moe.py",
1605
+ "src/transformers/models/glm4v/modeling_glm4v.py",
1606
+ "src/transformers/models/glm4v_moe/modeling_glm4v_moe.py",
1607
+ "src/transformers/models/glm_image/modeling_glm_image.py",
1608
+ "src/transformers/models/glm_image/modular_glm_image.py",
1609
+ "src/transformers/models/glm_ocr/modeling_glm_ocr.py",
1610
+ "src/transformers/models/glm_ocr/modular_glm_ocr.py",
1611
+ "src/transformers/models/paddleocr_vl/modeling_paddleocr_vl.py",
1612
+ "src/transformers/models/qwen2_5_omni/modeling_qwen2_5_omni.py",
1613
+ "src/transformers/models/qwen2_5_omni/modular_qwen2_5_omni.py"
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1614
  ],
1615
  "shared_directories": [
1616
+ "src/transformers/models/ernie4_5_vl_moe",
1617
+ "src/transformers/models/glm4v",
1618
+ "src/transformers/models/glm4v_moe",
1619
+ "src/transformers/models/glm_image",
1620
+ "src/transformers/models/glm_ocr",
1621
+ "src/transformers/models/paddleocr_vl",
1622
+ "src/transformers/models/qwen2_5_omni",
1623
+ "src/transformers/models/qwen2_5_vl",
1624
+ "src/transformers/models/qwen2_vl",
1625
+ "src/transformers/models/qwen3_5"
1626
  ]
1627
  },
1628
  {
1629
+ "left_pr_number": 41992,
1630
+ "right_pr_number": 44157,
1631
+ "similarity": 0.377,
1632
+ "content_similarity": 0.395,
1633
+ "size_similarity": 0.211,
1634
+ "breadth_similarity": 0.296,
1635
+ "concentration_similarity": 0.785,
1636
  "shared_filenames": [
1637
+ "src/transformers/models/ernie4_5_vl_moe/modeling_ernie4_5_vl_moe.py",
1638
+ "src/transformers/models/ernie4_5_vl_moe/modular_ernie4_5_vl_moe.py",
1639
+ "src/transformers/models/glm4v/modeling_glm4v.py",
1640
+ "src/transformers/models/glm4v/modular_glm4v.py",
1641
+ "src/transformers/models/glm4v_moe/modeling_glm4v_moe.py",
1642
+ "src/transformers/models/glm_ocr/modeling_glm_ocr.py",
1643
+ "src/transformers/models/glm_ocr/modular_glm_ocr.py",
1644
+ "src/transformers/models/paddleocr_vl/modeling_paddleocr_vl.py",
1645
+ "src/transformers/models/paddleocr_vl/modular_paddleocr_vl.py",
1646
+ "src/transformers/models/qwen2_5_omni/modeling_qwen2_5_omni.py"
1647
  ],
1648
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2020
  45530
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  "shared_filenames": [
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  "concentration_similarity": 0.747,
 
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2091
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2163
  "similarity": 0.408,
2164
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2165
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2166
  "breadth_similarity": 1.0,
2167
  "concentration_similarity": 1.0,
 
2175
  }
2176
  ]
2177
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2178
  {
2179
  "cluster_id": "pr-scope-44385-3",
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  "pr_numbers": [
 
2229
  {
2230
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2234
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2691
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2692
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2772
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2776
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2778
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2830
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2832
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  "summary": "2 open PRs share weighted file overlap around `src/transformers/integrations/integration_utils.py`; representative PR #43779.",
2835
  "shared_filenames": [
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2842
  {
2843
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2924
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2983
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3140
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3313
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3314
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  "shared_filenames": [
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3443
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  "concentration_similarity": 1.0,
 
3457
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  "repo": "huggingface/transformers",
7
+ "snapshot_dir": "snapshots/20260422T060051Z"
8
  }
state/watermark.json CHANGED
@@ -1,7 +1,7 @@
1
  {
2
- "effective_since": "2026-04-21T18:00:49Z",
3
- "last_successful_snapshot_id": "20260422T000040Z",
4
- "next_since": "2026-04-22T00:00:40Z",
5
  "repo": "huggingface/transformers",
6
- "updated_at": "2026-04-22T00:00:40Z"
7
  }
 
1
  {
2
+ "effective_since": "2026-04-22T00:00:40Z",
3
+ "last_successful_snapshot_id": "20260422T060051Z",
4
+ "next_since": "2026-04-22T06:00:51Z",
5
  "repo": "huggingface/transformers",
6
+ "updated_at": "2026-04-22T06:00:51Z"
7
  }