evalstate HF Staff commited on
Commit
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1 Parent(s): 7b3d184

Refresh transformers dataset snapshot 20260512T180027Z

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new-contributors-report.md CHANGED
@@ -1,9 +1,9 @@
1
  # New Contributor Report: huggingface/transformers
2
 
3
- - Snapshot: `20260512T120027Z`
4
- - Generated: `2026-05-12T12:02:28Z`
5
  - Activity window: `60d`
6
- - Contributors: `352`
7
 
8
  ## Summary
9
 
@@ -18,7 +18,7 @@
18
  | `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2025-01-06T17:52:26Z` | 47 | 1 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
19
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20
  | `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 43 | 1 | mixed | low | low | targets high-star repos |
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@@ -55,7 +55,6 @@
55
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59
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@@ -81,7 +80,7 @@
81
  | `w4nderlust` | [profile](https://github.com/w4nderlust) | no | CONTRIBUTOR | 5740d | `2026-04-03T04:55:51Z` | 2 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
82
  | `ionut-anghelina` | [profile](https://github.com/ionut-anghelina) | no | FIRST_TIME_CONTRIBUTOR | 556d | `2026-03-30T08:23:07Z` | 2 | 1 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
83
  | `Milan-Bhimani` | [profile](https://github.com/Milan-Bhimani) | no | FIRST_TIME_CONTRIBUTOR | 823d | `2026-04-30T06:10:00Z` | 2 | 1 | mixed | low | low | many recent closed-unmerged PRs |
84
- | `qflen` | [profile](https://github.com/qflen) | no | FIRST_TIME_CONTRIBUTOR | 479d | `2026-04-25T02:09:42Z` | 2 | 1 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
85
  | `Aftabbs` | [profile](https://github.com/Aftabbs) | no | NONE | 1318d | `2026-04-12T08:48:26Z` | 2 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
86
  | `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 |
87
  | `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 |
@@ -131,6 +130,7 @@
131
  | `cyyever` | [profile](https://github.com/cyyever) | no | CONTRIBUTOR | 3697d | `2025-08-10T08:43:09Z` | 24 | 0 | mixed | moderate | low | extremely high recent PR volume |
132
  | `omkar-334` | [profile](https://github.com/omkar-334) | no | CONTRIBUTOR | 2888d | `2025-12-12T17:57:18Z` | 15 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
133
  | `CodersAcademy006` | [profile](https://github.com/CodersAcademy006) | no | CONTRIBUTOR | 1448d | `2025-10-15T09:44:53Z` | 6 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 
134
  | `JaredforReal` | [profile](https://github.com/JaredforReal) | no | CONTRIBUTOR | 977d | `2026-01-19T05:05:55Z` | 4 | 0 | strong | moderate | low | high recent PR volume |
135
  | `SangbumChoi` | [profile](https://github.com/SangbumChoi) | no | CONTRIBUTOR | 3079d | `2024-06-07T00:26:26Z` | 4 | 0 | weak | low | low | high open PR share; targets high-star repos |
136
  | `Aravind-11` | [profile](https://github.com/Aravind-11) | no | CONTRIBUTOR | 2804d | `2025-11-10T23:38:23Z` | 3 | 0 | mixed | moderate | low | — |
@@ -166,7 +166,6 @@
166
  | `cjkindel` | [profile](https://github.com/cjkindel) | no | NONE | 4189d | `2026-03-24T21:01:11Z` | 1 | 1 | strong | very high | medium | extremely high recent PR volume; very broad repo spread |
167
  | `danielquintas8` | [profile](https://github.com/danielquintas8) | no | CONTRIBUTOR | 2020d | `2026-03-30T16:23:11Z` | 1 | 1 | mixed | low | low | high open PR share; targets high-star repos |
168
  | `davevanveen` | [profile](https://github.com/davevanveen) | no | FIRST_TIME_CONTRIBUTOR | 3357d | `2026-04-17T20:59:54Z` | 1 | 1 | mixed | low | low | high open PR share |
169
- | `DogWala` | [profile](https://github.com/DogWala) | no | FIRST_TIME_CONTRIBUTOR | 1331d | `2026-03-12T15:47:16Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
170
  | `dvdimitrov13` | [profile](https://github.com/dvdimitrov13) | no | FIRST_TIME_CONTRIBUTOR | 2296d | `2026-04-24T14:56:28Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
171
  | `earino` | [profile](https://github.com/earino) | no | CONTRIBUTOR | 6609d | `2026-04-20T10:22:03Z` | 1 | 1 | strong | moderate | low | — |
172
  | `florian6973` | [profile](https://github.com/florian6973) | no | CONTRIBUTOR | 2050d | `2026-04-07T23:31:43Z` | 1 | 1 | strong | low | low | targets high-star repos |
@@ -192,6 +191,7 @@
192
  | `Tokarak` | [profile](https://github.com/Tokarak) | no | CONTRIBUTOR | 2200d | `2026-04-19T17:22:36Z` | 1 | 1 | weak | low | low | high open PR share |
193
  | `zhulinchng` | [profile](https://github.com/zhulinchng) | no | CONTRIBUTOR | 3429d | `2026-03-19T01:40:58Z` | 1 | 1 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
194
  | `ZSLsherly` | [profile](https://github.com/ZSLsherly) | no | FIRST_TIMER | 975d | `2026-04-15T03:09:38Z` | 1 | 1 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 
195
  | `aaronmjz` | [profile](https://github.com/aaronmjz) | no | FIRST_TIMER | 1072d | `2026-05-10T17:17:58Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
196
  | `aarushisingh04` | [profile](https://github.com/aarushisingh04) | no | CONTRIBUTOR | 1351d | `2026-03-27T18:26:03Z` | 1 | 0 | weak | high | low | broad repo spread; high open PR share |
197
  | `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 |
@@ -231,7 +231,6 @@
231
  | `chirag-gupta-07` | [profile](https://github.com/chirag-gupta-07) | no | FIRST_TIMER | 276d | `2026-05-11T05:43:53Z` | 1 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
232
  | `cloudyun888` | [profile](https://github.com/cloudyun888) | no | NONE | 45d | `2026-04-15T13:18:36Z` | 1 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share |
233
  | `code-runner77` | [profile](https://github.com/code-runner77) | no | FIRST_TIMER | 194d | `2026-03-29T17:28:59Z` | 1 | 0 | weak | low | low | young account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
234
- | `CyrilSterling` | [profile](https://github.com/CyrilSterling) | no | FIRST_TIME_CONTRIBUTOR | 2828d | `2026-03-13T13:02:26Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
235
  | `DavidSolanas` | [profile](https://github.com/DavidSolanas) | no | FIRST_TIME_CONTRIBUTOR | 2757d | `2026-04-15T08:44:00Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
236
  | `ddreeselogs` | [profile](https://github.com/ddreeselogs) | no | FIRST_TIMER | 42d | `2026-04-20T23:59:40Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
237
  | `Defalt-Meh` | [profile](https://github.com/Defalt-Meh) | no | FIRST_TIME_CONTRIBUTOR | 662d | `2026-03-15T23:26:31Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
@@ -272,13 +271,11 @@
272
  | `JiwaniZakir` | [profile](https://github.com/JiwaniZakir) | no | CONTRIBUTOR | 1386d | `2026-03-17T05:11:16Z` | 1 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
273
  | `jjjamie` | [profile](https://github.com/jjjamie) | no | FIRST_TIME_CONTRIBUTOR | 4994d | `2026-04-21T15:57:53Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
274
  | `joerowell` | [profile](https://github.com/joerowell) | no | CONTRIBUTOR | 3394d | `2026-04-28T08:24:28Z` | 1 | 0 | strong | low | low | targets high-star repos |
275
- | `JokeYoonic` | [profile](https://github.com/JokeYoonic) | no | FIRST_TIME_CONTRIBUTOR | 770d | `2026-03-13T16:28:01Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
276
  | `JonusClapshaw` | [profile](https://github.com/JonusClapshaw) | no | NONE | 2428d | `2026-02-24T22:09:56Z` | 1 | 0 | weak | high | medium | broad repo spread; high open PR share; no visible non-self stars |
277
  | `juliabush` | [profile](https://github.com/juliabush) | no | NONE | 526d | `2026-04-07T21:37:00Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
278
  | `Kabir08` | [profile](https://github.com/Kabir08) | no | NONE | 2216d | `2026-04-19T08:27:15Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
279
  | `Kaisan10` | [profile](https://github.com/Kaisan10) | no | FIRST_TIME_CONTRIBUTOR | 1151d | `2026-05-02T07:35:16Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
280
  | `kamalrajkannan78` | [profile](https://github.com/kamalrajkannan78) | no | CONTRIBUTOR | 814d | `2026-04-07T05:24:43Z` | 1 | 0 | strong | moderate | low | high recent PR volume; no visible non-self stars |
281
- | `Ker102` | [profile](https://github.com/Ker102) | no | NONE | 211d | `2026-03-13T13:13:58Z` | 1 | 0 | mixed | moderate | low | young account; high recent PR volume |
282
  | `kevinmalana` | [profile](https://github.com/kevinmalana) | no | NONE | 2248d | `2026-04-16T10:03:07Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
283
  | `kuishou68` | [profile](https://github.com/kuishou68) | no | NONE | 2457d | `2026-05-05T02:27:41Z` | 1 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
284
  | `kulkarni-rohan` | [profile](https://github.com/kulkarni-rohan) | no | FIRST_TIME_CONTRIBUTOR | 3161d | `2026-03-14T20:01:00Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -303,7 +300,6 @@
303
  | `mrutkows` | [profile](https://github.com/mrutkows) | no | NONE | 4332d | `2026-04-09T17:46:37Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
304
  | `MukundaKatta` | [profile](https://github.com/MukundaKatta) | no | NONE | 1527d | `2026-04-15T08:33:29Z` | 1 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; no visible non-self stars |
305
  | `NathanHB` | [profile](https://github.com/NathanHB) | no | MEMBER | 3182d | `2026-03-27T13:02:59Z` | 1 | 0 | strong | moderate | low | — |
306
- | `neo` | [profile](https://github.com/neo) | no | CONTRIBUTOR | 4212d | `2026-03-12T19:59:28Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
307
  | `NicoleRobin` | [profile](https://github.com/NicoleRobin) | no | NONE | 4096d | `2026-03-21T03:25:56Z` | 1 | 0 | strong | low | low | targets high-star repos |
308
  | `omyaaa1` | [profile](https://github.com/omyaaa1) | no | NONE | 519d | `2026-03-19T04:48:58Z` | 1 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
309
  | `Oneirag` | [profile](https://github.com/Oneirag) | no | FIRST_TIME_CONTRIBUTOR | 4233d | `2026-04-24T04:00:01Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
@@ -343,6 +339,7 @@
343
  | `stationeros` | [profile](https://github.com/stationeros) | no | FIRST_TIME_CONTRIBUTOR | 1336d | `2026-04-25T08:47:25Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
344
  | `Talhax55z` | [profile](https://github.com/Talhax55z) | no | NONE | 79d | `2026-04-03T16:36:25Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars |
345
  | `tejasae-afk` | [profile](https://github.com/tejasae-afk) | no | NONE | 408d | `2026-03-13T21:22:07Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
 
346
  | `tianhaocui` | [profile](https://github.com/tianhaocui) | no | FIRST_TIME_CONTRIBUTOR | 2442d | `2026-04-19T10:27:36Z` | 1 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
347
  | `TuringTux` | [profile](https://github.com/TuringTux) | no | CONTRIBUTOR | 2477d | `2026-05-06T16:55:33Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
348
  | `vai-minzhou` | [profile](https://github.com/vai-minzhou) | no | CONTRIBUTOR | 723d | `2026-04-23T01:47:23Z` | 1 | 0 | mixed | low | low | high open PR share |
@@ -442,12 +439,12 @@ Example artifacts:
442
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azucchini-nlp)
443
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azucchini-nlp)
444
  - repo first seen: `2024-09-26T09:23:39Z`
445
- - repo last seen: `2026-05-12T11:11:08Z`
446
  - first seen in snapshot: **no**
447
  - repo association: **MEMBER**
448
  - repo primary artifacts: **76**
449
  - snapshot authored PRs/issues: **76 PRs / 0 issues**
450
- - snapshot discussion activity: **526 comments / 790 reviews / 1836 review comments**
451
  - account age: **1508 days**
452
  - recent public PR activity: **50 PRs** (33 merged / 6 closed-unmerged / 11 open; merged rate **66%**, closed-unmerged rate **12%**, open rate **22%**)
453
  - public orgs: `huggingface`, `deeppavlov`
@@ -491,12 +488,12 @@ Example artifacts:
491
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArthurZucker)
492
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArthurZucker)
493
  - repo first seen: `2023-02-24T14:13:29Z`
494
- - repo last seen: `2026-05-12T09:28:05Z`
495
  - first seen in snapshot: **no**
496
  - repo association: **MEMBER**
497
  - repo primary artifacts: **56**
498
  - snapshot authored PRs/issues: **53 PRs / 3 issues**
499
- - snapshot discussion activity: **166 comments / 563 reviews / 1136 review comments**
500
  - account age: **2590 days**
501
  - recent public PR activity: **60 PRs** (36 merged / 5 closed-unmerged / 19 open; merged rate **60%**, closed-unmerged rate **8%**, open rate **32%**)
502
  - public orgs: none visible
@@ -517,12 +514,12 @@ Example artifacts:
517
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Astevhliu)
518
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Astevhliu)
519
  - repo first seen: `2025-01-06T17:52:26Z`
520
- - repo last seen: `2026-05-11T21:19:08Z`
521
  - first seen in snapshot: **no**
522
  - repo association: **MEMBER**
523
  - repo primary artifacts: **48**
524
  - snapshot authored PRs/issues: **47 PRs / 1 issues**
525
- - snapshot discussion activity: **27 comments / 131 reviews / 231 review comments**
526
  - account age: **2296 days**
527
  - recent public PR activity: **30 PRs** (25 merged / 0 closed-unmerged / 5 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**)
528
  - public orgs: `huggingface`
@@ -566,12 +563,12 @@ Example artifacts:
566
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avasqu)
567
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avasqu)
568
  - repo first seen: `2025-08-26T12:13:50Z`
569
- - repo last seen: `2026-05-12T12:00:15Z`
570
  - first seen in snapshot: **no**
571
  - repo association: **MEMBER**
572
  - repo primary artifacts: **44**
573
  - snapshot authored PRs/issues: **43 PRs / 1 issues**
574
- - snapshot discussion activity: **523 comments / 927 reviews / 3954 review comments**
575
  - account age: **1991 days**
576
  - recent public PR activity: **21 PRs** (12 merged / 3 closed-unmerged / 6 open; merged rate **57%**, closed-unmerged rate **14%**, open rate **29%**)
577
  - public orgs: none visible
@@ -590,12 +587,12 @@ Example artifacts:
590
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARocketknight1)
591
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARocketknight1)
592
  - repo first seen: `2023-02-27T14:00:41Z`
593
- - repo last seen: `2026-05-12T11:58:48Z`
594
  - first seen in snapshot: **no**
595
  - repo association: **MEMBER**
596
- - repo primary artifacts: **40**
597
- - snapshot authored PRs/issues: **40 PRs / 0 issues**
598
- - snapshot discussion activity: **611 comments / 222 reviews / 123 review comments**
599
  - account age: **3961 days**
600
  - recent public PR activity: **17 PRs** (16 merged / 1 closed-unmerged / 0 open; merged rate **94%**, closed-unmerged rate **6%**, open rate **0%**)
601
  - public orgs: `huggingface`
@@ -603,9 +600,9 @@ Example artifacts:
603
  - heuristic read: **targets high-star repos**
604
 
605
  Example artifacts:
 
 
606
  - [PR #45847: Streamable chat parsing](https://github.com/huggingface/transformers/pull/45847) — open
607
- - [PR #45790: No agent PR descriptions](https://github.com/huggingface/transformers/pull/45790) — open
608
- - [PR #45723: 🚨 Get rid of most Apex references](https://github.com/huggingface/transformers/pull/45723) — closed, merged
609
 
610
  ### `harshaljanjani`
611
 
@@ -734,12 +731,12 @@ Example artifacts:
734
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aeustlb)
735
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aeustlb)
736
  - repo first seen: `2025-01-20T12:27:19Z`
737
- - repo last seen: `2026-05-12T09:45:57Z`
738
  - first seen in snapshot: **no**
739
  - repo association: **MEMBER**
740
  - repo primary artifacts: **20**
741
  - snapshot authored PRs/issues: **20 PRs / 0 issues**
742
- - snapshot discussion activity: **35 comments / 144 reviews / 280 review comments**
743
  - account age: **1607 days**
744
  - recent public PR activity: **11 PRs** (8 merged / 0 closed-unmerged / 3 open; merged rate **73%**, closed-unmerged rate **0%**, open rate **27%**)
745
  - public orgs: none visible
@@ -832,12 +829,12 @@ Example artifacts:
832
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIlyasMoutawwakil)
833
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIlyasMoutawwakil)
834
  - repo first seen: `2025-07-04T08:41:29Z`
835
- - repo last seen: `2026-05-12T09:30:11Z`
836
  - first seen in snapshot: **no**
837
  - repo association: **MEMBER**
838
  - repo primary artifacts: **20**
839
  - snapshot authored PRs/issues: **17 PRs / 3 issues**
840
- - snapshot discussion activity: **56 comments / 219 reviews / 194 review comments**
841
  - account age: **2354 days**
842
  - recent public PR activity: **22 PRs** (16 merged / 2 closed-unmerged / 4 open; merged rate **73%**, closed-unmerged rate **9%**, open rate **18%**)
843
  - public orgs: `huggingface`, `Chouafa`
@@ -845,7 +842,7 @@ Example artifacts:
845
  - heuristic read: **—**
846
 
847
  Example artifacts:
848
- - [PR #45634: DeepGEMM BF16 + mixed FP8/FP4 + MegaMoE + refactor](https://github.com/huggingface/transformers/pull/45634) — open, draft
849
  - [PR #45621: Better Grouped GEMM + EP](https://github.com/huggingface/transformers/pull/45621) — closed, merged
850
  - [PR #45433: SonicMoe](https://github.com/huggingface/transformers/pull/45433) — closed, merged
851
  - [Issue #45571: A nice UX for generating dynamic tensors that break torch.compile/torch.export](https://github.com/huggingface/transformers/issues/45571) — open
@@ -920,7 +917,7 @@ Example artifacts:
920
  - heuristic read: **—**
921
 
922
  Example artifacts:
923
- - [PR #45913: [CI] AMD docker: bump to ROCm 7.2.2 / PyTorch 2.10 + prebuilt FA wheel](https://github.com/huggingface/transformers/pull/45913) — open
924
  - [PR #45675: Fix UnboundLocalError in shard_and_distribute_module for replicated parameters](https://github.com/huggingface/transformers/pull/45675) — closed, merged
925
  - [PR #45602: [AMD CI] Fix expectations for Gemma3n](https://github.com/huggingface/transformers/pull/45602) — closed, merged
926
 
@@ -1208,12 +1205,12 @@ Example artifacts:
1208
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AJJJYmmm)
1209
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AJJJYmmm)
1210
  - repo first seen: `2026-01-27T10:34:17Z`
1211
- - repo last seen: `2026-05-12T11:54:27Z`
1212
  - first seen in snapshot: **no**
1213
  - repo association: **CONTRIBUTOR**
1214
  - repo primary artifacts: **7**
1215
  - snapshot authored PRs/issues: **7 PRs / 0 issues**
1216
- - snapshot discussion activity: **17 comments / 28 reviews / 28 review comments**
1217
  - account age: **1648 days**
1218
  - recent public PR activity: **11 PRs** (9 merged / 2 closed-unmerged / 0 open; merged rate **82%**, closed-unmerged rate **18%**, open rate **0%**)
1219
  - public orgs: none visible
@@ -1460,32 +1457,6 @@ Example artifacts:
1460
  - [PR #45328: Update Gemma4 weight conversion script](https://github.com/huggingface/transformers/pull/45328) — closed, merged
1461
  - [PR #45192: casually dropping the most capable open weights on the planet](https://github.com/huggingface/transformers/pull/45192) — closed, merged
1462
 
1463
- ### `dacorvo`
1464
-
1465
- - profile: [github.com/dacorvo](https://github.com/dacorvo)
1466
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adacorvo)
1467
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adacorvo)
1468
- - repo first seen: `2026-03-13T14:45:22Z`
1469
- - repo last seen: `2026-05-07T14:58:18Z`
1470
- - first seen in snapshot: **no**
1471
- - repo association: **MEMBER**
1472
- - repo primary artifacts: **10**
1473
- - snapshot authored PRs/issues: **4 PRs / 6 issues**
1474
- - snapshot discussion activity: **14 comments / 6 reviews / 6 review comments**
1475
- - account age: **5038 days**
1476
- - recent public PR activity: **21 PRs** (10 merged / 7 closed-unmerged / 4 open; merged rate **48%**, closed-unmerged rate **33%**, open rate **19%**)
1477
- - public orgs: none visible
1478
- - compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
1479
- - heuristic read: **—**
1480
-
1481
- Example artifacts:
1482
- - [PR #44757: Add Neuron to auto-compile hardware list](https://github.com/huggingface/transformers/pull/44757) — closed, merged
1483
- - [PR #44680: Allow kernel modules to declare their preferred mask function](https://github.com/huggingface/transformers/pull/44680) — open
1484
- - [PR #44669: Use `index_select` instead of advanced indexing in `batched_mm_experts_forward`](https://github.com/huggingface/transformers/pull/44669) — closed
1485
- - [Issue #44748: [Neuron] Auto-select StaticCache when device is Neuron](https://github.com/huggingface/transformers/issues/44748) — open
1486
- - [Issue #44742: [Neuron] Compilation-friendly generation loop](https://github.com/huggingface/transformers/issues/44742) — open
1487
- - [Issue #44741: [Neuron] Improve transformers compatibility with AWS Neuron devices](https://github.com/huggingface/transformers/issues/44741) — closed
1488
-
1489
  ### `paulinebm`
1490
 
1491
  - profile: [github.com/paulinebm](https://github.com/paulinebm)
@@ -1655,12 +1626,12 @@ Example artifacts:
1655
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAbineshabee)
1656
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAbineshabee)
1657
  - repo first seen: `2026-04-13T08:59:27Z`
1658
- - repo last seen: `2026-05-11T15:04:22Z`
1659
  - first seen in snapshot: **no**
1660
  - repo association: **CONTRIBUTOR**
1661
  - repo primary artifacts: **4**
1662
  - snapshot authored PRs/issues: **3 PRs / 1 issues**
1663
- - snapshot discussion activity: **13 comments / 0 reviews / 0 review comments**
1664
  - account age: **1453 days**
1665
  - recent public PR activity: **7 PRs** (3 merged / 3 closed-unmerged / 1 open; merged rate **43%**, closed-unmerged rate **43%**, open rate **14%**)
1666
  - public orgs: none visible
@@ -1668,7 +1639,7 @@ Example artifacts:
1668
  - heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
1669
 
1670
  Example artifacts:
1671
- - [PR #45860: fix(text-generation): use token-level slicing for return_full_text=Fa…](https://github.com/huggingface/transformers/pull/45860) — open
1672
  - [PR #45808: 🚨 [Fuyu] Remove FuyuBatchFeature subclass, use BatchFeature with skip_tensor_conversion](https://github.com/huggingface/transformers/pull/45808) — closed, merged
1673
  - [PR #45601: fix: compute auxiliary losses when denoising is disabled in D-FINE](https://github.com/huggingface/transformers/pull/45601) — closed, merged
1674
  - [Issue #45803: [Bug] Bare `except:` in FuyuBatchFeature.convert_to_tensors() swallows KeyboardInterrupt and hides real errors](https://github.com/huggingface/transformers/issues/45803) — closed
@@ -2086,12 +2057,12 @@ Example artifacts:
2086
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aqflen)
2087
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aqflen)
2088
  - repo first seen: `2026-04-25T02:09:42Z`
2089
- - repo last seen: `2026-05-08T19:21:10Z`
2090
  - first seen in snapshot: **no**
2091
- - repo association: **FIRST_TIME_CONTRIBUTOR**
2092
  - repo primary artifacts: **3**
2093
  - snapshot authored PRs/issues: **2 PRs / 1 issues**
2094
- - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
2095
  - account age: **479 days**
2096
  - recent public PR activity: **49 PRs** (12 merged / 6 closed-unmerged / 31 open; merged rate **24%**, closed-unmerged rate **12%**, open rate **63%**)
2097
  - public orgs: none visible
@@ -2099,7 +2070,7 @@ Example artifacts:
2099
  - heuristic read: **high recent PR volume; broad repo spread; high open PR share; targets high-star repos**
2100
 
2101
  Example artifacts:
2102
- - [PR #45852: Fix slow Trainer path with 4D attention mask](https://github.com/huggingface/transformers/pull/45852) — open
2103
  - [PR #45822: Fix added-token prefix space in SentencePiece fast tokenizers](https://github.com/huggingface/transformers/pull/45822) — open
2104
  - [Issue #45644: mps: test_eager_matches_sdpa_inference tests fail with PyTorch MPS backend](https://github.com/huggingface/transformers/issues/45644) — closed
2105
 
@@ -2571,12 +2542,12 @@ Example artifacts:
2571
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajonghwanhyeon)
2572
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajonghwanhyeon)
2573
  - repo first seen: `2026-04-21T11:42:03Z`
2574
- - repo last seen: `2026-05-11T19:43:29Z`
2575
  - first seen in snapshot: **no**
2576
  - repo association: **CONTRIBUTOR**
2577
  - repo primary artifacts: **2**
2578
  - snapshot authored PRs/issues: **2 PRs / 0 issues**
2579
- - snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
2580
  - account age: **5135 days**
2581
  - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
2582
  - public orgs: none visible
@@ -3184,6 +3155,32 @@ Example artifacts:
3184
  - [PR #43047: fix: prevent accelerate from splitting vision encoder by setting _no_…](https://github.com/huggingface/transformers/pull/43047) — closed, merged
3185
  - [PR #43044: [SAM3] Enable single-scale input support in Mask Decoder](https://github.com/huggingface/transformers/pull/43044) — open
3186
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3187
  ### `JaredforReal`
3188
 
3189
  - profile: [github.com/JaredforReal](https://github.com/JaredforReal)
@@ -3282,12 +3279,12 @@ Example artifacts:
3282
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akhushali9)
3283
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akhushali9)
3284
  - repo first seen: `2025-11-26T16:41:09Z`
3285
- - repo last seen: `2026-05-11T18:05:31Z`
3286
  - first seen in snapshot: **no**
3287
  - repo association: **CONTRIBUTOR**
3288
  - repo primary artifacts: **3**
3289
  - snapshot authored PRs/issues: **3 PRs / 0 issues**
3290
- - snapshot discussion activity: **24 comments / 15 reviews / 15 review comments**
3291
  - account age: **4226 days**
3292
  - recent public PR activity: **9 PRs** (1 merged / 5 closed-unmerged / 3 open; merged rate **11%**, closed-unmerged rate **56%**, open rate **33%**)
3293
  - public orgs: `systers`, `crowdresearch`
@@ -3295,7 +3292,7 @@ Example artifacts:
3295
  - heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
3296
 
3297
  Example artifacts:
3298
- - [PR #45777: torch.backends.fp32_precision cascade conv/rnn so removing the temp fix](https://github.com/huggingface/transformers/pull/45777) — open
3299
  - [PR #44146: Ensure final evaluation runs with step-based evaluation strategy](https://github.com/huggingface/transformers/pull/44146) — closed, merged
3300
  - [PR #42428: logic to select tf32 API as per Pytorch version](https://github.com/huggingface/transformers/pull/42428) — closed, merged
3301
 
@@ -3971,28 +3968,6 @@ Example artifacts:
3971
  - [PR #45497: Add V-JEPA 2.1 inference support](https://github.com/huggingface/transformers/pull/45497) — open
3972
  - [Issue #45496: Add V-JEPA 2.1 inference support](https://github.com/huggingface/transformers/issues/45496) — open
3973
 
3974
- ### `DogWala`
3975
-
3976
- - profile: [github.com/DogWala](https://github.com/DogWala)
3977
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ADogWala)
3978
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ADogWala)
3979
- - repo first seen: `2026-03-12T15:47:16Z`
3980
- - repo last seen: `2026-04-02T14:14:47Z`
3981
- - first seen in snapshot: **no**
3982
- - repo association: **FIRST_TIME_CONTRIBUTOR**
3983
- - repo primary artifacts: **2**
3984
- - snapshot authored PRs/issues: **1 PRs / 1 issues**
3985
- - snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
3986
- - account age: **1331 days**
3987
- - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
3988
- - public orgs: none visible
3989
- - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
3990
- - heuristic read: **high open PR share; targets high-star repos**
3991
-
3992
- Example artifacts:
3993
- - [PR #44660: Fix: avoid late CUDA OOM in load_best_model_at_end with PEFT models](https://github.com/huggingface/transformers/pull/44660) — open
3994
- - [Issue #44637: load_best_model_at_end reloads PEFT adapter weights onto CUDA and can OOM under low remaining GPU memory](https://github.com/huggingface/transformers/issues/44637) — open
3995
-
3996
  ### `dvdimitrov13`
3997
 
3998
  - profile: [github.com/dvdimitrov13](https://github.com/dvdimitrov13)
@@ -4543,6 +4518,27 @@ Example artifacts:
4543
  - [PR #45445: Update Torch version check for flex attention](https://github.com/huggingface/transformers/pull/45445) — closed
4544
  - [Issue #45446: Incorrect PyTorch version check for AuxRequest import in flex_attention](https://github.com/huggingface/transformers/issues/45446) — closed
4545
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
4546
  ### `aaronmjz`
4547
 
4548
  - profile: [github.com/aaronmjz](https://github.com/aaronmjz)
@@ -5362,27 +5358,6 @@ Example artifacts:
5362
  Example artifacts:
5363
  - [PR #45100: Update accelerator_selection.md](https://github.com/huggingface/transformers/pull/45100) — closed
5364
 
5365
- ### `CyrilSterling`
5366
-
5367
- - profile: [github.com/CyrilSterling](https://github.com/CyrilSterling)
5368
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ACyrilSterling)
5369
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ACyrilSterling)
5370
- - repo first seen: `2026-03-13T13:02:26Z`
5371
- - repo last seen: `2026-04-01T10:53:25Z`
5372
- - first seen in snapshot: **no**
5373
- - repo association: **FIRST_TIME_CONTRIBUTOR**
5374
- - repo primary artifacts: **1**
5375
- - snapshot authored PRs/issues: **1 PRs / 0 issues**
5376
- - snapshot discussion activity: **3 comments / 2 reviews / 2 review comments**
5377
- - account age: **2828 days**
5378
- - recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
5379
- - public orgs: none visible
5380
- - compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
5381
- - heuristic read: **high open PR share; targets high-star repos**
5382
-
5383
- Example artifacts:
5384
- - [PR #44662: [model] Add PenguinVL implementation](https://github.com/huggingface/transformers/pull/44662) — open
5385
-
5386
  ### `DavidSolanas`
5387
 
5388
  - profile: [github.com/DavidSolanas](https://github.com/DavidSolanas)
@@ -5852,12 +5827,12 @@ Example artifacts:
5852
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aharryfrzz)
5853
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aharryfrzz)
5854
  - repo first seen: `2026-05-09T15:53:39Z`
5855
- - repo last seen: `2026-05-11T13:13:52Z`
5856
  - first seen in snapshot: **no**
5857
  - repo association: **FIRST_TIME_CONTRIBUTOR**
5858
  - repo primary artifacts: **1**
5859
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
5860
- - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
5861
  - account age: **735 days**
5862
  - recent public PR activity: **6 PRs** (1 merged / 4 closed-unmerged / 1 open; merged rate **17%**, closed-unmerged rate **67%**, open rate **17%**)
5863
  - public orgs: none visible
@@ -6224,27 +6199,6 @@ Example artifacts:
6224
  Example artifacts:
6225
  - [PR #45673: Laguna XS.2 implementation](https://github.com/huggingface/transformers/pull/45673) — closed, merged
6226
 
6227
- ### `JokeYoonic`
6228
-
6229
- - profile: [github.com/JokeYoonic](https://github.com/JokeYoonic)
6230
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AJokeYoonic)
6231
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AJokeYoonic)
6232
- - repo first seen: `2026-03-13T16:28:01Z`
6233
- - repo last seen: `2026-03-13T16:28:01Z`
6234
- - first seen in snapshot: **no**
6235
- - repo association: **FIRST_TIME_CONTRIBUTOR**
6236
- - repo primary artifacts: **1**
6237
- - snapshot authored PRs/issues: **1 PRs / 0 issues**
6238
- - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
6239
- - account age: **770 days**
6240
- - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
6241
- - public orgs: none visible
6242
- - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
6243
- - heuristic read: **high open PR share; targets high-star repos**
6244
-
6245
- Example artifacts:
6246
- - [PR #44676: fix(gpt2): Resolve NaN/Inf issue in lm_head on Python 3.13 with tied weights](https://github.com/huggingface/transformers/pull/44676) — open
6247
-
6248
  ### `JonusClapshaw`
6249
 
6250
  - profile: [github.com/JonusClapshaw](https://github.com/JonusClapshaw)
@@ -6350,27 +6304,6 @@ Example artifacts:
6350
  Example artifacts:
6351
  - [PR #45277: Fix AttributeError in Gemma3ForConditionalGeneration and Gemma3ForSequenceClassification when config.return_dict=False](https://github.com/huggingface/transformers/pull/45277) — closed, merged
6352
 
6353
- ### `Ker102`
6354
-
6355
- - profile: [github.com/Ker102](https://github.com/Ker102)
6356
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AKer102)
6357
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AKer102)
6358
- - repo first seen: `2026-03-13T13:13:58Z`
6359
- - repo last seen: `2026-03-13T14:39:07Z`
6360
- - first seen in snapshot: **no**
6361
- - repo association: **NONE**
6362
- - repo primary artifacts: **1**
6363
- - snapshot authored PRs/issues: **1 PRs / 0 issues**
6364
- - snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
6365
- - account age: **211 days**
6366
- - recent public PR activity: **26 PRs** (16 merged / 5 closed-unmerged / 5 open; merged rate **62%**, closed-unmerged rate **19%**, open rate **19%**)
6367
- - public orgs: none visible
6368
- - compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
6369
- - heuristic read: **young account; high recent PR volume**
6370
-
6371
- Example artifacts:
6372
- - [PR #44663: fix: restore missing `tokenizer_class` attribute in `ModelInfos.__init__`](https://github.com/huggingface/transformers/pull/44663) — closed
6373
-
6374
  ### `kevinmalana`
6375
 
6376
  - profile: [github.com/kevinmalana](https://github.com/kevinmalana)
@@ -6875,27 +6808,6 @@ Example artifacts:
6875
  Example artifacts:
6876
  - [PR #45057: [serving] Fix continuous batching JSON response serialization](https://github.com/huggingface/transformers/pull/45057) — closed, merged
6877
 
6878
- ### `neo`
6879
-
6880
- - profile: [github.com/neo](https://github.com/neo)
6881
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aneo)
6882
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aneo)
6883
- - repo first seen: `2026-03-12T19:59:28Z`
6884
- - repo last seen: `2026-03-18T16:08:08Z`
6885
- - first seen in snapshot: **no**
6886
- - repo association: **CONTRIBUTOR**
6887
- - repo primary artifacts: **1**
6888
- - snapshot authored PRs/issues: **1 PRs / 0 issues**
6889
- - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
6890
- - account age: **4212 days**
6891
- - recent public PR activity: **5 PRs** (2 merged / 0 closed-unmerged / 3 open; merged rate **40%**, closed-unmerged rate **0%**, open rate **60%**)
6892
- - public orgs: `Experience-Monks`
6893
- - compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
6894
- - heuristic read: **high open PR share; targets high-star repos**
6895
-
6896
- Example artifacts:
6897
- - [PR #44672: Fix annotations reader for python 3.14 in `PreTrainedModel`](https://github.com/huggingface/transformers/pull/44672) — closed, merged
6898
-
6899
  ### `NicoleRobin`
6900
 
6901
  - profile: [github.com/NicoleRobin](https://github.com/NicoleRobin)
@@ -7715,6 +7627,27 @@ Example artifacts:
7715
  Example artifacts:
7716
  - [PR #44686: Use safe_load in convert marian to pytorch](https://github.com/huggingface/transformers/pull/44686) — closed
7717
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
7718
  ### `tianhaocui`
7719
 
7720
  - profile: [github.com/tianhaocui](https://github.com/tianhaocui)
 
1
  # New Contributor Report: huggingface/transformers
2
 
3
+ - Snapshot: `20260512T180027Z`
4
+ - Generated: `2026-05-12T18:02:43Z`
5
  - Activity window: `60d`
6
+ - Contributors: `349`
7
 
8
  ## Summary
9
 
 
18
  | `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2025-01-06T17:52:26Z` | 47 | 1 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
19
  | `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2360d | `2024-09-02T13:41:47Z` | 43 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
20
  | `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 43 | 1 | mixed | low | low | targets high-star repos |
21
+ | `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3961d | `2023-02-27T14:00:41Z` | 42 | 0 | strong | low | low | targets high-star repos |
22
  | `harshaljanjani` | [profile](https://github.com/harshaljanjani) | no | CONTRIBUTOR | 1961d | `2025-09-17T20:29:13Z` | 32 | 20 | strong | low | low | targets high-star repos |
23
  | `itazap` | [profile](https://github.com/itazap) | no | MEMBER | 3139d | `2024-10-21T07:08:47Z` | 29 | 0 | mixed | low | low | no visible non-self stars; targets high-star repos |
24
  | `yonigozlan` | [profile](https://github.com/yonigozlan) | no | MEMBER | 1978d | `2025-10-03T15:26:01Z` | 27 | 0 | strong | low | low | targets high-star repos |
 
55
  | `juliendenize` | [profile](https://github.com/juliendenize) | no | CONTRIBUTOR | 2852d | `2026-03-13T10:24:11Z` | 5 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
56
  | `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 |
57
  | `RyanMullins` | [profile](https://github.com/RyanMullins) | no | CONTRIBUTOR | 5413d | `2026-03-12T13:32:25Z` | 5 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 
58
  | `paulinebm` | [profile](https://github.com/paulinebm) | no | MEMBER | 830d | `2026-03-25T14:55:10Z` | 4 | 1 | strong | very high | medium | extremely high recent PR volume; very broad repo spread; no visible non-self stars |
59
  | `hf-security-analysis[bot]` | [profile](https://github.com/hf-security-analysis[bot]) | no | CONTRIBUTOR | ?d | `2026-03-11T15:39:30Z` | 4 | 0 | n/a | n/a | n/a | summary unavailable |
60
  | `Jah-yee` | [profile](https://github.com/Jah-yee) | no | NONE | 736d | `2026-04-16T00:55:40Z` | 4 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 
80
  | `w4nderlust` | [profile](https://github.com/w4nderlust) | no | CONTRIBUTOR | 5740d | `2026-04-03T04:55:51Z` | 2 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
81
  | `ionut-anghelina` | [profile](https://github.com/ionut-anghelina) | no | FIRST_TIME_CONTRIBUTOR | 556d | `2026-03-30T08:23:07Z` | 2 | 1 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
82
  | `Milan-Bhimani` | [profile](https://github.com/Milan-Bhimani) | no | FIRST_TIME_CONTRIBUTOR | 823d | `2026-04-30T06:10:00Z` | 2 | 1 | mixed | low | low | many recent closed-unmerged PRs |
83
+ | `qflen` | [profile](https://github.com/qflen) | no | CONTRIBUTOR | 479d | `2026-04-25T02:09:42Z` | 2 | 1 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
84
  | `Aftabbs` | [profile](https://github.com/Aftabbs) | no | NONE | 1318d | `2026-04-12T08:48:26Z` | 2 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
85
  | `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 |
86
  | `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 |
 
130
  | `cyyever` | [profile](https://github.com/cyyever) | no | CONTRIBUTOR | 3697d | `2025-08-10T08:43:09Z` | 24 | 0 | mixed | moderate | low | extremely high recent PR volume |
131
  | `omkar-334` | [profile](https://github.com/omkar-334) | no | CONTRIBUTOR | 2888d | `2025-12-12T17:57:18Z` | 15 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
132
  | `CodersAcademy006` | [profile](https://github.com/CodersAcademy006) | no | CONTRIBUTOR | 1448d | `2025-10-15T09:44:53Z` | 6 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
133
+ | `dacorvo` | [profile](https://github.com/dacorvo) | no | MEMBER | 5038d | `2026-03-13T14:45:22Z` | 4 | 6 | mixed | moderate | low | — |
134
  | `JaredforReal` | [profile](https://github.com/JaredforReal) | no | CONTRIBUTOR | 977d | `2026-01-19T05:05:55Z` | 4 | 0 | strong | moderate | low | high recent PR volume |
135
  | `SangbumChoi` | [profile](https://github.com/SangbumChoi) | no | CONTRIBUTOR | 3079d | `2024-06-07T00:26:26Z` | 4 | 0 | weak | low | low | high open PR share; targets high-star repos |
136
  | `Aravind-11` | [profile](https://github.com/Aravind-11) | no | CONTRIBUTOR | 2804d | `2025-11-10T23:38:23Z` | 3 | 0 | mixed | moderate | low | — |
 
166
  | `cjkindel` | [profile](https://github.com/cjkindel) | no | NONE | 4189d | `2026-03-24T21:01:11Z` | 1 | 1 | strong | very high | medium | extremely high recent PR volume; very broad repo spread |
167
  | `danielquintas8` | [profile](https://github.com/danielquintas8) | no | CONTRIBUTOR | 2020d | `2026-03-30T16:23:11Z` | 1 | 1 | mixed | low | low | high open PR share; targets high-star repos |
168
  | `davevanveen` | [profile](https://github.com/davevanveen) | no | FIRST_TIME_CONTRIBUTOR | 3357d | `2026-04-17T20:59:54Z` | 1 | 1 | mixed | low | low | high open PR share |
 
169
  | `dvdimitrov13` | [profile](https://github.com/dvdimitrov13) | no | FIRST_TIME_CONTRIBUTOR | 2296d | `2026-04-24T14:56:28Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
170
  | `earino` | [profile](https://github.com/earino) | no | CONTRIBUTOR | 6609d | `2026-04-20T10:22:03Z` | 1 | 1 | strong | moderate | low | — |
171
  | `florian6973` | [profile](https://github.com/florian6973) | no | CONTRIBUTOR | 2050d | `2026-04-07T23:31:43Z` | 1 | 1 | strong | low | low | targets high-star repos |
 
191
  | `Tokarak` | [profile](https://github.com/Tokarak) | no | CONTRIBUTOR | 2200d | `2026-04-19T17:22:36Z` | 1 | 1 | weak | low | low | high open PR share |
192
  | `zhulinchng` | [profile](https://github.com/zhulinchng) | no | CONTRIBUTOR | 3429d | `2026-03-19T01:40:58Z` | 1 | 1 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
193
  | `ZSLsherly` | [profile](https://github.com/ZSLsherly) | no | FIRST_TIMER | 975d | `2026-04-15T03:09:38Z` | 1 | 1 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
194
+ | `1fanwang` | [profile](https://github.com/1fanwang) | yes | FIRST_TIME_CONTRIBUTOR | 3545d | `2026-05-12T13:51:52Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
195
  | `aaronmjz` | [profile](https://github.com/aaronmjz) | no | FIRST_TIMER | 1072d | `2026-05-10T17:17:58Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
196
  | `aarushisingh04` | [profile](https://github.com/aarushisingh04) | no | CONTRIBUTOR | 1351d | `2026-03-27T18:26:03Z` | 1 | 0 | weak | high | low | broad repo spread; high open PR share |
197
  | `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 |
 
231
  | `chirag-gupta-07` | [profile](https://github.com/chirag-gupta-07) | no | FIRST_TIMER | 276d | `2026-05-11T05:43:53Z` | 1 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
232
  | `cloudyun888` | [profile](https://github.com/cloudyun888) | no | NONE | 45d | `2026-04-15T13:18:36Z` | 1 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share |
233
  | `code-runner77` | [profile](https://github.com/code-runner77) | no | FIRST_TIMER | 194d | `2026-03-29T17:28:59Z` | 1 | 0 | weak | low | low | young account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 
234
  | `DavidSolanas` | [profile](https://github.com/DavidSolanas) | no | FIRST_TIME_CONTRIBUTOR | 2757d | `2026-04-15T08:44:00Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
235
  | `ddreeselogs` | [profile](https://github.com/ddreeselogs) | no | FIRST_TIMER | 42d | `2026-04-20T23:59:40Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
236
  | `Defalt-Meh` | [profile](https://github.com/Defalt-Meh) | no | FIRST_TIME_CONTRIBUTOR | 662d | `2026-03-15T23:26:31Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 
271
  | `JiwaniZakir` | [profile](https://github.com/JiwaniZakir) | no | CONTRIBUTOR | 1386d | `2026-03-17T05:11:16Z` | 1 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
272
  | `jjjamie` | [profile](https://github.com/jjjamie) | no | FIRST_TIME_CONTRIBUTOR | 4994d | `2026-04-21T15:57:53Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
273
  | `joerowell` | [profile](https://github.com/joerowell) | no | CONTRIBUTOR | 3394d | `2026-04-28T08:24:28Z` | 1 | 0 | strong | low | low | targets high-star repos |
 
274
  | `JonusClapshaw` | [profile](https://github.com/JonusClapshaw) | no | NONE | 2428d | `2026-02-24T22:09:56Z` | 1 | 0 | weak | high | medium | broad repo spread; high open PR share; no visible non-self stars |
275
  | `juliabush` | [profile](https://github.com/juliabush) | no | NONE | 526d | `2026-04-07T21:37:00Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
276
  | `Kabir08` | [profile](https://github.com/Kabir08) | no | NONE | 2216d | `2026-04-19T08:27:15Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
277
  | `Kaisan10` | [profile](https://github.com/Kaisan10) | no | FIRST_TIME_CONTRIBUTOR | 1151d | `2026-05-02T07:35:16Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
278
  | `kamalrajkannan78` | [profile](https://github.com/kamalrajkannan78) | no | CONTRIBUTOR | 814d | `2026-04-07T05:24:43Z` | 1 | 0 | strong | moderate | low | high recent PR volume; no visible non-self stars |
 
279
  | `kevinmalana` | [profile](https://github.com/kevinmalana) | no | NONE | 2248d | `2026-04-16T10:03:07Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
280
  | `kuishou68` | [profile](https://github.com/kuishou68) | no | NONE | 2457d | `2026-05-05T02:27:41Z` | 1 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
281
  | `kulkarni-rohan` | [profile](https://github.com/kulkarni-rohan) | no | FIRST_TIME_CONTRIBUTOR | 3161d | `2026-03-14T20:01:00Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
300
  | `mrutkows` | [profile](https://github.com/mrutkows) | no | NONE | 4332d | `2026-04-09T17:46:37Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
301
  | `MukundaKatta` | [profile](https://github.com/MukundaKatta) | no | NONE | 1527d | `2026-04-15T08:33:29Z` | 1 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; no visible non-self stars |
302
  | `NathanHB` | [profile](https://github.com/NathanHB) | no | MEMBER | 3182d | `2026-03-27T13:02:59Z` | 1 | 0 | strong | moderate | low | — |
 
303
  | `NicoleRobin` | [profile](https://github.com/NicoleRobin) | no | NONE | 4096d | `2026-03-21T03:25:56Z` | 1 | 0 | strong | low | low | targets high-star repos |
304
  | `omyaaa1` | [profile](https://github.com/omyaaa1) | no | NONE | 519d | `2026-03-19T04:48:58Z` | 1 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
305
  | `Oneirag` | [profile](https://github.com/Oneirag) | no | FIRST_TIME_CONTRIBUTOR | 4233d | `2026-04-24T04:00:01Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 
339
  | `stationeros` | [profile](https://github.com/stationeros) | no | FIRST_TIME_CONTRIBUTOR | 1336d | `2026-04-25T08:47:25Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
340
  | `Talhax55z` | [profile](https://github.com/Talhax55z) | no | NONE | 79d | `2026-04-03T16:36:25Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars |
341
  | `tejasae-afk` | [profile](https://github.com/tejasae-afk) | no | NONE | 408d | `2026-03-13T21:22:07Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
342
+ | `tengomucho` | [profile](https://github.com/tengomucho) | yes | MEMBER | 4442d | `2026-04-29T09:26:52Z` | 1 | 0 | mixed | low | low | — |
343
  | `tianhaocui` | [profile](https://github.com/tianhaocui) | no | FIRST_TIME_CONTRIBUTOR | 2442d | `2026-04-19T10:27:36Z` | 1 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
344
  | `TuringTux` | [profile](https://github.com/TuringTux) | no | CONTRIBUTOR | 2477d | `2026-05-06T16:55:33Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
345
  | `vai-minzhou` | [profile](https://github.com/vai-minzhou) | no | CONTRIBUTOR | 723d | `2026-04-23T01:47:23Z` | 1 | 0 | mixed | low | low | high open PR share |
 
439
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azucchini-nlp)
440
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azucchini-nlp)
441
  - repo first seen: `2024-09-26T09:23:39Z`
442
+ - repo last seen: `2026-05-12T16:10:12Z`
443
  - first seen in snapshot: **no**
444
  - repo association: **MEMBER**
445
  - repo primary artifacts: **76**
446
  - snapshot authored PRs/issues: **76 PRs / 0 issues**
447
+ - snapshot discussion activity: **526 comments / 792 reviews / 1837 review comments**
448
  - account age: **1508 days**
449
  - recent public PR activity: **50 PRs** (33 merged / 6 closed-unmerged / 11 open; merged rate **66%**, closed-unmerged rate **12%**, open rate **22%**)
450
  - public orgs: `huggingface`, `deeppavlov`
 
488
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArthurZucker)
489
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArthurZucker)
490
  - repo first seen: `2023-02-24T14:13:29Z`
491
+ - repo last seen: `2026-05-12T14:23:39Z`
492
  - first seen in snapshot: **no**
493
  - repo association: **MEMBER**
494
  - repo primary artifacts: **56**
495
  - snapshot authored PRs/issues: **53 PRs / 3 issues**
496
+ - snapshot discussion activity: **166 comments / 565 reviews / 1146 review comments**
497
  - account age: **2590 days**
498
  - recent public PR activity: **60 PRs** (36 merged / 5 closed-unmerged / 19 open; merged rate **60%**, closed-unmerged rate **8%**, open rate **32%**)
499
  - public orgs: none visible
 
514
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Astevhliu)
515
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Astevhliu)
516
  - repo first seen: `2025-01-06T17:52:26Z`
517
+ - repo last seen: `2026-05-12T17:29:05Z`
518
  - first seen in snapshot: **no**
519
  - repo association: **MEMBER**
520
  - repo primary artifacts: **48**
521
  - snapshot authored PRs/issues: **47 PRs / 1 issues**
522
+ - snapshot discussion activity: **27 comments / 132 reviews / 232 review comments**
523
  - account age: **2296 days**
524
  - recent public PR activity: **30 PRs** (25 merged / 0 closed-unmerged / 5 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**)
525
  - public orgs: `huggingface`
 
563
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avasqu)
564
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avasqu)
565
  - repo first seen: `2025-08-26T12:13:50Z`
566
+ - repo last seen: `2026-05-12T12:01:12Z`
567
  - first seen in snapshot: **no**
568
  - repo association: **MEMBER**
569
  - repo primary artifacts: **44**
570
  - snapshot authored PRs/issues: **43 PRs / 1 issues**
571
+ - snapshot discussion activity: **525 comments / 927 reviews / 3954 review comments**
572
  - account age: **1991 days**
573
  - recent public PR activity: **21 PRs** (12 merged / 3 closed-unmerged / 6 open; merged rate **57%**, closed-unmerged rate **14%**, open rate **29%**)
574
  - public orgs: none visible
 
587
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARocketknight1)
588
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARocketknight1)
589
  - repo first seen: `2023-02-27T14:00:41Z`
590
+ - repo last seen: `2026-05-12T14:28:38Z`
591
  - first seen in snapshot: **no**
592
  - repo association: **MEMBER**
593
+ - repo primary artifacts: **42**
594
+ - snapshot authored PRs/issues: **42 PRs / 0 issues**
595
+ - snapshot discussion activity: **620 comments / 222 reviews / 123 review comments**
596
  - account age: **3961 days**
597
  - recent public PR activity: **17 PRs** (16 merged / 1 closed-unmerged / 0 open; merged rate **94%**, closed-unmerged rate **6%**, open rate **0%**)
598
  - public orgs: `huggingface`
 
600
  - heuristic read: **targets high-star repos**
601
 
602
  Example artifacts:
603
+ - [PR #45916: Fix TAPAS tokenizer crash on pandas 3.x string-dtype tables](https://github.com/huggingface/transformers/pull/45916) — open
604
+ - [PR #45914: Block image_start/end_token_id in generation test sampling](https://github.com/huggingface/transformers/pull/45914) — open
605
  - [PR #45847: Streamable chat parsing](https://github.com/huggingface/transformers/pull/45847) — open
 
 
606
 
607
  ### `harshaljanjani`
608
 
 
731
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aeustlb)
732
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aeustlb)
733
  - repo first seen: `2025-01-20T12:27:19Z`
734
+ - repo last seen: `2026-05-12T15:54:45Z`
735
  - first seen in snapshot: **no**
736
  - repo association: **MEMBER**
737
  - repo primary artifacts: **20**
738
  - snapshot authored PRs/issues: **20 PRs / 0 issues**
739
+ - snapshot discussion activity: **35 comments / 145 reviews / 280 review comments**
740
  - account age: **1607 days**
741
  - recent public PR activity: **11 PRs** (8 merged / 0 closed-unmerged / 3 open; merged rate **73%**, closed-unmerged rate **0%**, open rate **27%**)
742
  - public orgs: none visible
 
829
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIlyasMoutawwakil)
830
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIlyasMoutawwakil)
831
  - repo first seen: `2025-07-04T08:41:29Z`
832
+ - repo last seen: `2026-05-12T14:46:34Z`
833
  - first seen in snapshot: **no**
834
  - repo association: **MEMBER**
835
  - repo primary artifacts: **20**
836
  - snapshot authored PRs/issues: **17 PRs / 3 issues**
837
+ - snapshot discussion activity: **56 comments / 222 reviews / 197 review comments**
838
  - account age: **2354 days**
839
  - recent public PR activity: **22 PRs** (16 merged / 2 closed-unmerged / 4 open; merged rate **73%**, closed-unmerged rate **9%**, open rate **18%**)
840
  - public orgs: `huggingface`, `Chouafa`
 
842
  - heuristic read: **—**
843
 
844
  Example artifacts:
845
+ - [PR #45634: DeepGEMM BF16 + mixed FP8/FP4 + MegaMoE + refactor](https://github.com/huggingface/transformers/pull/45634) — open
846
  - [PR #45621: Better Grouped GEMM + EP](https://github.com/huggingface/transformers/pull/45621) — closed, merged
847
  - [PR #45433: SonicMoe](https://github.com/huggingface/transformers/pull/45433) — closed, merged
848
  - [Issue #45571: A nice UX for generating dynamic tensors that break torch.compile/torch.export](https://github.com/huggingface/transformers/issues/45571) — open
 
917
  - heuristic read: **—**
918
 
919
  Example artifacts:
920
+ - [PR #45913: [CI] AMD docker: bump to ROCm 7.2.2 / PyTorch 2.10 + prebuilt FA wheel](https://github.com/huggingface/transformers/pull/45913) — closed, merged
921
  - [PR #45675: Fix UnboundLocalError in shard_and_distribute_module for replicated parameters](https://github.com/huggingface/transformers/pull/45675) — closed, merged
922
  - [PR #45602: [AMD CI] Fix expectations for Gemma3n](https://github.com/huggingface/transformers/pull/45602) — closed, merged
923
 
 
1205
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AJJJYmmm)
1206
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AJJJYmmm)
1207
  - repo first seen: `2026-01-27T10:34:17Z`
1208
+ - repo last seen: `2026-05-12T12:52:49Z`
1209
  - first seen in snapshot: **no**
1210
  - repo association: **CONTRIBUTOR**
1211
  - repo primary artifacts: **7**
1212
  - snapshot authored PRs/issues: **7 PRs / 0 issues**
1213
+ - snapshot discussion activity: **19 comments / 34 reviews / 34 review comments**
1214
  - account age: **1648 days**
1215
  - recent public PR activity: **11 PRs** (9 merged / 2 closed-unmerged / 0 open; merged rate **82%**, closed-unmerged rate **18%**, open rate **0%**)
1216
  - public orgs: none visible
 
1457
  - [PR #45328: Update Gemma4 weight conversion script](https://github.com/huggingface/transformers/pull/45328) — closed, merged
1458
  - [PR #45192: casually dropping the most capable open weights on the planet](https://github.com/huggingface/transformers/pull/45192) — closed, merged
1459
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1460
  ### `paulinebm`
1461
 
1462
  - profile: [github.com/paulinebm](https://github.com/paulinebm)
 
1626
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAbineshabee)
1627
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAbineshabee)
1628
  - repo first seen: `2026-04-13T08:59:27Z`
1629
+ - repo last seen: `2026-05-12T13:17:26Z`
1630
  - first seen in snapshot: **no**
1631
  - repo association: **CONTRIBUTOR**
1632
  - repo primary artifacts: **4**
1633
  - snapshot authored PRs/issues: **3 PRs / 1 issues**
1634
+ - snapshot discussion activity: **14 comments / 0 reviews / 0 review comments**
1635
  - account age: **1453 days**
1636
  - recent public PR activity: **7 PRs** (3 merged / 3 closed-unmerged / 1 open; merged rate **43%**, closed-unmerged rate **43%**, open rate **14%**)
1637
  - public orgs: none visible
 
1639
  - heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
1640
 
1641
  Example artifacts:
1642
+ - [PR #45860: fix(text-generation): use token-level slicing for return_full_text=Fa…](https://github.com/huggingface/transformers/pull/45860) — closed, merged
1643
  - [PR #45808: 🚨 [Fuyu] Remove FuyuBatchFeature subclass, use BatchFeature with skip_tensor_conversion](https://github.com/huggingface/transformers/pull/45808) — closed, merged
1644
  - [PR #45601: fix: compute auxiliary losses when denoising is disabled in D-FINE](https://github.com/huggingface/transformers/pull/45601) — closed, merged
1645
  - [Issue #45803: [Bug] Bare `except:` in FuyuBatchFeature.convert_to_tensors() swallows KeyboardInterrupt and hides real errors](https://github.com/huggingface/transformers/issues/45803) — closed
 
2057
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aqflen)
2058
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aqflen)
2059
  - repo first seen: `2026-04-25T02:09:42Z`
2060
+ - repo last seen: `2026-05-12T14:22:23Z`
2061
  - first seen in snapshot: **no**
2062
+ - repo association: **CONTRIBUTOR**
2063
  - repo primary artifacts: **3**
2064
  - snapshot authored PRs/issues: **2 PRs / 1 issues**
2065
+ - snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
2066
  - account age: **479 days**
2067
  - recent public PR activity: **49 PRs** (12 merged / 6 closed-unmerged / 31 open; merged rate **24%**, closed-unmerged rate **12%**, open rate **63%**)
2068
  - public orgs: none visible
 
2070
  - heuristic read: **high recent PR volume; broad repo spread; high open PR share; targets high-star repos**
2071
 
2072
  Example artifacts:
2073
+ - [PR #45852: Fix slow Trainer path with 4D attention mask](https://github.com/huggingface/transformers/pull/45852) — closed, merged
2074
  - [PR #45822: Fix added-token prefix space in SentencePiece fast tokenizers](https://github.com/huggingface/transformers/pull/45822) — open
2075
  - [Issue #45644: mps: test_eager_matches_sdpa_inference tests fail with PyTorch MPS backend](https://github.com/huggingface/transformers/issues/45644) — closed
2076
 
 
2542
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajonghwanhyeon)
2543
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajonghwanhyeon)
2544
  - repo first seen: `2026-04-21T11:42:03Z`
2545
+ - repo last seen: `2026-05-12T14:46:16Z`
2546
  - first seen in snapshot: **no**
2547
  - repo association: **CONTRIBUTOR**
2548
  - repo primary artifacts: **2**
2549
  - snapshot authored PRs/issues: **2 PRs / 0 issues**
2550
+ - snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
2551
  - account age: **5135 days**
2552
  - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
2553
  - public orgs: none visible
 
3155
  - [PR #43047: fix: prevent accelerate from splitting vision encoder by setting _no_…](https://github.com/huggingface/transformers/pull/43047) — closed, merged
3156
  - [PR #43044: [SAM3] Enable single-scale input support in Mask Decoder](https://github.com/huggingface/transformers/pull/43044) — open
3157
 
3158
+ ### `dacorvo`
3159
+
3160
+ - profile: [github.com/dacorvo](https://github.com/dacorvo)
3161
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adacorvo)
3162
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adacorvo)
3163
+ - repo first seen: `2026-03-13T14:45:22Z`
3164
+ - repo last seen: `2026-05-07T14:58:18Z`
3165
+ - first seen in snapshot: **no**
3166
+ - repo association: **MEMBER**
3167
+ - repo primary artifacts: **10**
3168
+ - snapshot authored PRs/issues: **4 PRs / 6 issues**
3169
+ - snapshot discussion activity: **14 comments / 6 reviews / 6 review comments**
3170
+ - account age: **5038 days**
3171
+ - recent public PR activity: **21 PRs** (10 merged / 7 closed-unmerged / 4 open; merged rate **48%**, closed-unmerged rate **33%**, open rate **19%**)
3172
+ - public orgs: none visible
3173
+ - compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
3174
+ - heuristic read: **—**
3175
+
3176
+ Example artifacts:
3177
+ - [PR #44757: Add Neuron to auto-compile hardware list](https://github.com/huggingface/transformers/pull/44757) — closed, merged
3178
+ - [PR #44680: Allow kernel modules to declare their preferred mask function](https://github.com/huggingface/transformers/pull/44680) — open
3179
+ - [PR #44669: Use `index_select` instead of advanced indexing in `batched_mm_experts_forward`](https://github.com/huggingface/transformers/pull/44669) — closed
3180
+ - [Issue #44748: [Neuron] Auto-select StaticCache when device is Neuron](https://github.com/huggingface/transformers/issues/44748) — open
3181
+ - [Issue #44742: [Neuron] Compilation-friendly generation loop](https://github.com/huggingface/transformers/issues/44742) — open
3182
+ - [Issue #44741: [Neuron] Improve transformers compatibility with AWS Neuron devices](https://github.com/huggingface/transformers/issues/44741) — closed
3183
+
3184
  ### `JaredforReal`
3185
 
3186
  - profile: [github.com/JaredforReal](https://github.com/JaredforReal)
 
3279
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akhushali9)
3280
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akhushali9)
3281
  - repo first seen: `2025-11-26T16:41:09Z`
3282
+ - repo last seen: `2026-05-12T13:44:42Z`
3283
  - first seen in snapshot: **no**
3284
  - repo association: **CONTRIBUTOR**
3285
  - repo primary artifacts: **3**
3286
  - snapshot authored PRs/issues: **3 PRs / 0 issues**
3287
+ - snapshot discussion activity: **25 comments / 15 reviews / 15 review comments**
3288
  - account age: **4226 days**
3289
  - recent public PR activity: **9 PRs** (1 merged / 5 closed-unmerged / 3 open; merged rate **11%**, closed-unmerged rate **56%**, open rate **33%**)
3290
  - public orgs: `systers`, `crowdresearch`
 
3292
  - heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
3293
 
3294
  Example artifacts:
3295
+ - [PR #45777: torch.backends.fp32_precision cascade conv/rnn so removing the temp fix](https://github.com/huggingface/transformers/pull/45777) — closed, merged
3296
  - [PR #44146: Ensure final evaluation runs with step-based evaluation strategy](https://github.com/huggingface/transformers/pull/44146) — closed, merged
3297
  - [PR #42428: logic to select tf32 API as per Pytorch version](https://github.com/huggingface/transformers/pull/42428) — closed, merged
3298
 
 
3968
  - [PR #45497: Add V-JEPA 2.1 inference support](https://github.com/huggingface/transformers/pull/45497) — open
3969
  - [Issue #45496: Add V-JEPA 2.1 inference support](https://github.com/huggingface/transformers/issues/45496) — open
3970
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3971
  ### `dvdimitrov13`
3972
 
3973
  - profile: [github.com/dvdimitrov13](https://github.com/dvdimitrov13)
 
4518
  - [PR #45445: Update Torch version check for flex attention](https://github.com/huggingface/transformers/pull/45445) — closed
4519
  - [Issue #45446: Incorrect PyTorch version check for AuxRequest import in flex_attention](https://github.com/huggingface/transformers/issues/45446) — closed
4520
 
4521
+ ### `1fanwang`
4522
+
4523
+ - profile: [github.com/1fanwang](https://github.com/1fanwang)
4524
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3A1fanwang)
4525
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3A1fanwang)
4526
+ - repo first seen: `2026-05-12T13:51:52Z`
4527
+ - repo last seen: `2026-05-12T13:51:52Z`
4528
+ - first seen in snapshot: **yes**
4529
+ - repo association: **FIRST_TIME_CONTRIBUTOR**
4530
+ - repo primary artifacts: **1**
4531
+ - snapshot authored PRs/issues: **1 PRs / 0 issues**
4532
+ - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
4533
+ - account age: **3545 days**
4534
+ - recent public PR activity: **123 PRs** (23 merged / 12 closed-unmerged / 88 open; merged rate **19%**, closed-unmerged rate **10%**, open rate **72%**)
4535
+ - public orgs: `linkedin`
4536
+ - compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
4537
+ - heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
4538
+
4539
+ Example artifacts:
4540
+ - [PR #45917: Stop align_special_tokens from rewriting eos_token_id when no alignment is needed](https://github.com/huggingface/transformers/pull/45917) — open
4541
+
4542
  ### `aaronmjz`
4543
 
4544
  - profile: [github.com/aaronmjz](https://github.com/aaronmjz)
 
5358
  Example artifacts:
5359
  - [PR #45100: Update accelerator_selection.md](https://github.com/huggingface/transformers/pull/45100) — closed
5360
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
5361
  ### `DavidSolanas`
5362
 
5363
  - profile: [github.com/DavidSolanas](https://github.com/DavidSolanas)
 
5827
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aharryfrzz)
5828
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aharryfrzz)
5829
  - repo first seen: `2026-05-09T15:53:39Z`
5830
+ - repo last seen: `2026-05-12T13:08:38Z`
5831
  - first seen in snapshot: **no**
5832
  - repo association: **FIRST_TIME_CONTRIBUTOR**
5833
  - repo primary artifacts: **1**
5834
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
5835
+ - snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
5836
  - account age: **735 days**
5837
  - recent public PR activity: **6 PRs** (1 merged / 4 closed-unmerged / 1 open; merged rate **17%**, closed-unmerged rate **67%**, open rate **17%**)
5838
  - public orgs: none visible
 
6199
  Example artifacts:
6200
  - [PR #45673: Laguna XS.2 implementation](https://github.com/huggingface/transformers/pull/45673) — closed, merged
6201
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
6202
  ### `JonusClapshaw`
6203
 
6204
  - profile: [github.com/JonusClapshaw](https://github.com/JonusClapshaw)
 
6304
  Example artifacts:
6305
  - [PR #45277: Fix AttributeError in Gemma3ForConditionalGeneration and Gemma3ForSequenceClassification when config.return_dict=False](https://github.com/huggingface/transformers/pull/45277) — closed, merged
6306
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
6307
  ### `kevinmalana`
6308
 
6309
  - profile: [github.com/kevinmalana](https://github.com/kevinmalana)
 
6808
  Example artifacts:
6809
  - [PR #45057: [serving] Fix continuous batching JSON response serialization](https://github.com/huggingface/transformers/pull/45057) — closed, merged
6810
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
6811
  ### `NicoleRobin`
6812
 
6813
  - profile: [github.com/NicoleRobin](https://github.com/NicoleRobin)
 
7627
  Example artifacts:
7628
  - [PR #44686: Use safe_load in convert marian to pytorch](https://github.com/huggingface/transformers/pull/44686) — closed
7629
 
7630
+ ### `tengomucho`
7631
+
7632
+ - profile: [github.com/tengomucho](https://github.com/tengomucho)
7633
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atengomucho)
7634
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atengomucho)
7635
+ - repo first seen: `2026-04-29T09:26:52Z`
7636
+ - repo last seen: `2026-05-12T14:58:11Z`
7637
+ - first seen in snapshot: **yes**
7638
+ - repo association: **MEMBER**
7639
+ - repo primary artifacts: **1**
7640
+ - snapshot authored PRs/issues: **1 PRs / 0 issues**
7641
+ - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
7642
+ - account age: **4442 days**
7643
+ - recent public PR activity: **8 PRs** (5 merged / 2 closed-unmerged / 1 open; merged rate **62%**, closed-unmerged rate **25%**, open rate **12%**)
7644
+ - public orgs: none visible
7645
+ - compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
7646
+ - heuristic read: **—**
7647
+
7648
+ Example artifacts:
7649
+ - [PR #45918: Add initial torch_tpu backend support](https://github.com/huggingface/transformers/pull/45918) — open
7650
+
7651
  ### `tianhaocui`
7652
 
7653
  - profile: [github.com/tianhaocui](https://github.com/tianhaocui)
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@@ -2403,7 +2403,7 @@
2403
  44872
2404
  ],
2405
  "representative_pr_number": 34667,
2406
- "average_similarity": 0.468,
2407
  "summary": "3 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #34667.",
2408
  "shared_filenames": [
2409
  "src/transformers/generation/utils.py"
@@ -2417,8 +2417,8 @@
2417
  {
2418
  "left_pr_number": 34667,
2419
  "right_pr_number": 39683,
2420
- "similarity": 0.534,
2421
- "content_similarity": 0.446,
2422
  "size_similarity": 0.478,
2423
  "breadth_similarity": 1.0,
2424
  "concentration_similarity": 1.0,
@@ -2434,8 +2434,8 @@
2434
  {
2435
  "left_pr_number": 34667,
2436
  "right_pr_number": 44872,
2437
- "similarity": 0.443,
2438
- "content_similarity": 0.36,
2439
  "size_similarity": 0.273,
2440
  "breadth_similarity": 1.0,
2441
  "concentration_similarity": 1.0,
@@ -2451,8 +2451,8 @@
2451
  {
2452
  "left_pr_number": 39683,
2453
  "right_pr_number": 44872,
2454
- "similarity": 0.428,
2455
- "content_similarity": 0.369,
2456
  "size_similarity": 0.13,
2457
  "breadth_similarity": 1.0,
2458
  "concentration_similarity": 1.0,
@@ -2617,7 +2617,7 @@
2617
  45524
2618
  ],
2619
  "representative_pr_number": 44615,
2620
- "average_similarity": 0.399,
2621
  "summary": "3 open PRs share weighted file overlap around `src/transformers/utils/import_utils.py`; representative PR #44615.",
2622
  "shared_filenames": [
2623
  "src/transformers/utils/import_utils.py"
@@ -2631,8 +2631,8 @@
2631
  {
2632
  "left_pr_number": 44615,
2633
  "right_pr_number": 45524,
2634
- "similarity": 0.415,
2635
- "content_similarity": 0.33,
2636
  "size_similarity": 0.229,
2637
  "breadth_similarity": 1.0,
2638
  "concentration_similarity": 1.0,
@@ -2648,8 +2648,8 @@
2648
  {
2649
  "left_pr_number": 44385,
2650
  "right_pr_number": 44615,
2651
- "similarity": 0.403,
2652
- "content_similarity": 0.329,
2653
  "size_similarity": 0.371,
2654
  "breadth_similarity": 0.667,
2655
  "concentration_similarity": 1.0,
@@ -2665,8 +2665,8 @@
2665
  {
2666
  "left_pr_number": 44385,
2667
  "right_pr_number": 45524,
2668
- "similarity": 0.379,
2669
- "content_similarity": 0.243,
2670
  "size_similarity": 0.615,
2671
  "breadth_similarity": 0.667,
2672
  "concentration_similarity": 1.0,
@@ -2681,6 +2681,78 @@
2681
  }
2682
  ]
2683
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2684
  {
2685
  "cluster_id": "pr-scope-44018-2",
2686
  "pr_numbers": [
@@ -3072,7 +3144,7 @@
3072
  45645
3073
  ],
3074
  "representative_pr_number": 45639,
3075
- "average_similarity": 0.783,
3076
  "summary": "2 open PRs share weighted file overlap around `tests/utils/test_testing_utils.py`, `src/transformers/testing_utils.py`; representative PR #45639.",
3077
  "shared_filenames": [
3078
  "tests/utils/test_testing_utils.py",
@@ -3088,7 +3160,7 @@
3088
  {
3089
  "left_pr_number": 45639,
3090
  "right_pr_number": 45645,
3091
- "similarity": 0.783,
3092
  "content_similarity": 0.844,
3093
  "size_similarity": 0.646,
3094
  "breadth_similarity": 0.5,
@@ -3113,7 +3185,7 @@
3113
  45523
3114
  ],
3115
  "representative_pr_number": 41901,
3116
- "average_similarity": 0.719,
3117
  "summary": "2 open PRs share weighted file overlap around `src/transformers/integrations/executorch.py`; representative PR #41901.",
3118
  "shared_filenames": [
3119
  "src/transformers/integrations/executorch.py"
@@ -3127,7 +3199,7 @@
3127
  {
3128
  "left_pr_number": 41901,
3129
  "right_pr_number": 45523,
3130
- "similarity": 0.719,
3131
  "content_similarity": 0.778,
3132
  "size_similarity": 0.158,
3133
  "breadth_similarity": 1.0,
@@ -3298,7 +3370,7 @@
3298
  "left_pr_number": 43779,
3299
  "right_pr_number": 43816,
3300
  "similarity": 0.667,
3301
- "content_similarity": 0.686,
3302
  "size_similarity": 0.25,
3303
  "breadth_similarity": 1.0,
3304
  "concentration_similarity": 1.0,
@@ -3389,7 +3461,7 @@
3389
  "left_pr_number": 45034,
3390
  "right_pr_number": 45513,
3391
  "similarity": 0.592,
3392
- "content_similarity": 0.584,
3393
  "size_similarity": 0.358,
3394
  "breadth_similarity": 0.892,
3395
  "concentration_similarity": 0.796,
@@ -3424,7 +3496,7 @@
3424
  44116
3425
  ],
3426
  "representative_pr_number": 44101,
3427
- "average_similarity": 0.554,
3428
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/flaubert/modeling_flaubert.py`; representative PR #44101.",
3429
  "shared_filenames": [
3430
  "src/transformers/models/flaubert/modeling_flaubert.py"
@@ -3439,7 +3511,7 @@
3439
  {
3440
  "left_pr_number": 44101,
3441
  "right_pr_number": 44116,
3442
- "similarity": 0.554,
3443
  "content_similarity": 0.615,
3444
  "size_similarity": 0.319,
3445
  "breadth_similarity": 0.5,
@@ -3456,35 +3528,6 @@
3456
  }
3457
  ]
3458
  },
3459
- {
3460
- "cluster_id": "pr-scope-45777-2",
3461
- "pr_numbers": [
3462
- 45777,
3463
- 45840
3464
- ],
3465
- "representative_pr_number": 45777,
3466
- "average_similarity": 0.537,
3467
- "summary": "2 open PRs share weighted file overlap around `conftest.py`; representative PR #45777.",
3468
- "shared_filenames": [
3469
- "conftest.py"
3470
- ],
3471
- "shared_directories": [],
3472
- "pairwise": [
3473
- {
3474
- "left_pr_number": 45777,
3475
- "right_pr_number": 45840,
3476
- "similarity": 0.537,
3477
- "content_similarity": 0.478,
3478
- "size_similarity": 0.353,
3479
- "breadth_similarity": 1.0,
3480
- "concentration_similarity": 1.0,
3481
- "shared_filenames": [
3482
- "conftest.py"
3483
- ],
3484
- "shared_directories": []
3485
- }
3486
- ]
3487
- },
3488
  {
3489
  "cluster_id": "pr-scope-43363-2",
3490
  "pr_numbers": [
@@ -3576,7 +3619,7 @@
3576
  45720
3577
  ],
3578
  "representative_pr_number": 44114,
3579
- "average_similarity": 0.516,
3580
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/data2vec/modeling_data2vec_audio.py`, `src/transformers/models/hubert/modeling_hubert.py`, `src/transformers/models/unispeech/modeling_unispeech.py`; representative PR #44114.",
3581
  "shared_filenames": [
3582
  "src/transformers/models/data2vec/modeling_data2vec_audio.py",
@@ -3602,8 +3645,8 @@
3602
  {
3603
  "left_pr_number": 44114,
3604
  "right_pr_number": 45720,
3605
- "similarity": 0.516,
3606
- "content_similarity": 0.444,
3607
  "size_similarity": 0.549,
3608
  "breadth_similarity": 0.727,
3609
  "concentration_similarity": 0.999,
@@ -3682,7 +3725,7 @@
3682
  45128
3683
  ],
3684
  "representative_pr_number": 45056,
3685
- "average_similarity": 0.498,
3686
  "summary": "2 open PRs share weighted file overlap around `src/transformers/utils/auto_docstring.py`; representative PR #45056.",
3687
  "shared_filenames": [
3688
  "src/transformers/utils/auto_docstring.py"
@@ -3696,8 +3739,8 @@
3696
  {
3697
  "left_pr_number": 45056,
3698
  "right_pr_number": 45128,
3699
- "similarity": 0.498,
3700
- "content_similarity": 0.391,
3701
  "size_similarity": 0.669,
3702
  "breadth_similarity": 0.875,
3703
  "concentration_similarity": 0.724,
@@ -4058,7 +4101,7 @@
4058
  45413
4059
  ],
4060
  "representative_pr_number": 42112,
4061
- "average_similarity": 0.422,
4062
  "summary": "2 open PRs share weighted file overlap around `src/transformers/generation/logits_process.py`, `tests/generation/test_logits_process.py`; representative PR #42112.",
4063
  "shared_filenames": [
4064
  "src/transformers/generation/logits_process.py",
@@ -4075,8 +4118,8 @@
4075
  {
4076
  "left_pr_number": 42112,
4077
  "right_pr_number": 45413,
4078
- "similarity": 0.422,
4079
- "content_similarity": 0.464,
4080
  "size_similarity": 0.017,
4081
  "breadth_similarity": 0.458,
4082
  "concentration_similarity": 0.981,
@@ -4094,6 +4137,49 @@
4094
  }
4095
  ]
4096
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
4097
  {
4098
  "cluster_id": "pr-scope-44606-2",
4099
  "pr_numbers": [
@@ -4136,7 +4222,7 @@
4136
  45618
4137
  ],
4138
  "representative_pr_number": 42655,
4139
- "average_similarity": 0.376,
4140
  "summary": "2 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #42655.",
4141
  "shared_filenames": [
4142
  "src/transformers/generation/utils.py"
@@ -4152,8 +4238,8 @@
4152
  {
4153
  "left_pr_number": 42655,
4154
  "right_pr_number": 45618,
4155
- "similarity": 0.376,
4156
- "content_similarity": 0.209,
4157
  "size_similarity": 0.974,
4158
  "breadth_similarity": 0.389,
4159
  "concentration_similarity": 0.878,
@@ -4170,45 +4256,6 @@
4170
  }
4171
  ]
4172
  },
4173
- {
4174
- "cluster_id": "pr-scope-43654-2",
4175
- "pr_numbers": [
4176
- 43654,
4177
- 45822
4178
- ],
4179
- "representative_pr_number": 43654,
4180
- "average_similarity": 0.37,
4181
- "summary": "2 open PRs share weighted file overlap around `src/transformers/tokenization_utils_tokenizers.py`; representative PR #43654.",
4182
- "shared_filenames": [
4183
- "src/transformers/tokenization_utils_tokenizers.py"
4184
- ],
4185
- "shared_directories": [
4186
- "tests/tokenization",
4187
- "src/transformers",
4188
- "tests",
4189
- "src"
4190
- ],
4191
- "pairwise": [
4192
- {
4193
- "left_pr_number": 43654,
4194
- "right_pr_number": 45822,
4195
- "similarity": 0.37,
4196
- "content_similarity": 0.204,
4197
- "size_similarity": 0.596,
4198
- "breadth_similarity": 1.0,
4199
- "concentration_similarity": 0.76,
4200
- "shared_filenames": [
4201
- "src/transformers/tokenization_utils_tokenizers.py"
4202
- ],
4203
- "shared_directories": [
4204
- "src/transformers",
4205
- "tests/tokenization",
4206
- "src",
4207
- "tests"
4208
- ]
4209
- }
4210
- ]
4211
- },
4212
  {
4213
  "cluster_id": "pr-scope-44642-2",
4214
  "pr_numbers": [
@@ -4216,7 +4263,7 @@
4216
  45552
4217
  ],
4218
  "representative_pr_number": 44642,
4219
- "average_similarity": 0.354,
4220
  "summary": "2 open PRs share weighted file overlap around `src/transformers/utils/auto_docstring.py`; representative PR #44642.",
4221
  "shared_filenames": [
4222
  "src/transformers/utils/auto_docstring.py"
@@ -4230,8 +4277,8 @@
4230
  {
4231
  "left_pr_number": 44642,
4232
  "right_pr_number": 45552,
4233
- "similarity": 0.354,
4234
- "content_similarity": 0.256,
4235
  "size_similarity": 0.167,
4236
  "breadth_similarity": 1.0,
4237
  "concentration_similarity": 1.0,
 
1
  {
2
  "repo": "huggingface/transformers",
3
+ "snapshot_id": "20260512T180027Z",
4
+ "generated_at": "2026-05-12T18:02:20Z",
5
  "cluster_count": 51,
6
  "pr_scope_clusters": [
7
  {
 
238
  ]
239
  },
240
  {
241
+ "left_pr_number": 43636,
242
  "right_pr_number": 45067,
243
+ "similarity": 0.435,
244
+ "content_similarity": 0.312,
245
+ "size_similarity": 0.44,
246
  "breadth_similarity": 1.0,
247
  "concentration_similarity": 1.0,
248
  "shared_filenames": [
 
254
  ]
255
  },
256
  {
257
+ "left_pr_number": 44660,
258
  "right_pr_number": 45067,
259
  "similarity": 0.435,
260
+ "content_similarity": 0.356,
261
+ "size_similarity": 0.24,
262
  "breadth_similarity": 1.0,
263
  "concentration_similarity": 1.0,
264
  "shared_filenames": [
 
417
  "left_pr_number": 43636,
418
  "right_pr_number": 44257,
419
  "similarity": 0.397,
420
+ "content_similarity": 0.235,
421
  "size_similarity": 0.545,
422
  "breadth_similarity": 1.0,
423
  "concentration_similarity": 1.0,
 
529
  "left_pr_number": 44123,
530
  "right_pr_number": 44189,
531
  "similarity": 0.377,
532
+ "content_similarity": 0.308,
533
  "size_similarity": 0.073,
534
  "breadth_similarity": 1.0,
535
  "concentration_similarity": 1.0,
 
545
  "left_pr_number": 43636,
546
  "right_pr_number": 44123,
547
  "similarity": 0.376,
548
+ "content_similarity": 0.28,
549
  "size_similarity": 0.2,
550
  "breadth_similarity": 1.0,
551
  "concentration_similarity": 1.0,
 
801
  {
802
  "left_pr_number": 45294,
803
  "right_pr_number": 45438,
804
+ "similarity": 0.757,
805
  "content_similarity": 0.779,
806
  "size_similarity": 0.42,
807
  "breadth_similarity": 1.0,
 
1031
  "left_pr_number": 45396,
1032
  "right_pr_number": 45827,
1033
  "similarity": 0.552,
1034
+ "content_similarity": 0.578,
1035
  "size_similarity": 0.232,
1036
  "breadth_similarity": 0.633,
1037
  "concentration_similarity": 0.987,
 
1096
  {
1097
  "left_pr_number": 41992,
1098
  "right_pr_number": 45396,
1099
+ "similarity": 0.505,
1100
  "content_similarity": 0.464,
1101
  "size_similarity": 0.564,
1102
  "breadth_similarity": 0.53,
 
1229
  "left_pr_number": 44973,
1230
  "right_pr_number": 45396,
1231
  "similarity": 0.4,
1232
+ "content_similarity": 0.426,
1233
  "size_similarity": 0.011,
1234
  "breadth_similarity": 0.5,
1235
  "concentration_similarity": 0.992,
 
1575
  {
1576
  "left_pr_number": 43836,
1577
  "right_pr_number": 44682,
1578
+ "similarity": 0.609,
1579
+ "content_similarity": 0.656,
1580
  "size_similarity": 0.398,
1581
  "breadth_similarity": 0.5,
1582
  "concentration_similarity": 0.802,
 
1610
  "left_pr_number": 43656,
1611
  "right_pr_number": 44682,
1612
  "similarity": 0.445,
1613
+ "content_similarity": 0.497,
1614
  "size_similarity": 0.048,
1615
  "breadth_similarity": 0.5,
1616
  "concentration_similarity": 0.802,
 
1626
  {
1627
  "left_pr_number": 43842,
1628
  "right_pr_number": 44682,
1629
+ "similarity": 0.415,
1630
+ "content_similarity": 0.462,
1631
  "size_similarity": 0.011,
1632
  "breadth_similarity": 0.5,
1633
  "concentration_similarity": 0.802,
 
1668
  "left_pr_number": 44974,
1669
  "right_pr_number": 45635,
1670
  "similarity": 0.724,
1671
+ "content_similarity": 0.728,
1672
  "size_similarity": 0.59,
1673
  "breadth_similarity": 0.8,
1674
  "concentration_similarity": 0.929,
 
1735
  "left_pr_number": 44974,
1736
  "right_pr_number": 45756,
1737
  "similarity": 0.319,
1738
+ "content_similarity": 0.363,
1739
  "size_similarity": 0.004,
1740
  "breadth_similarity": 0.267,
1741
  "concentration_similarity": 0.743,
 
1774
  45655
1775
  ],
1776
  "representative_pr_number": 45649,
1777
+ "average_similarity": 0.405,
1778
  "summary": "4 open PRs share weighted file overlap around `src/transformers/modeling_utils.py`; representative PR #45649.",
1779
  "shared_filenames": [
1780
  "src/transformers/modeling_utils.py"
 
1787
  {
1788
  "left_pr_number": 45649,
1789
  "right_pr_number": 45655,
1790
+ "similarity": 0.516,
1791
+ "content_similarity": 0.356,
1792
  "size_similarity": 0.778,
1793
  "breadth_similarity": 1.0,
1794
  "concentration_similarity": 1.0,
 
1803
  {
1804
  "left_pr_number": 45548,
1805
  "right_pr_number": 45649,
1806
+ "similarity": 0.508,
1807
+ "content_similarity": 0.515,
1808
  "size_similarity": 0.149,
1809
  "breadth_similarity": 0.75,
1810
  "concentration_similarity": 1.0,
 
1819
  {
1820
  "left_pr_number": 44228,
1821
  "right_pr_number": 45649,
1822
+ "similarity": 0.425,
1823
+ "content_similarity": 0.452,
1824
  "size_similarity": 0.167,
1825
  "breadth_similarity": 0.5,
1826
  "concentration_similarity": 0.667,
 
1851
  {
1852
  "left_pr_number": 45548,
1853
  "right_pr_number": 45655,
1854
+ "similarity": 0.348,
1855
+ "content_similarity": 0.278,
1856
  "size_similarity": 0.191,
1857
  "breadth_similarity": 0.75,
1858
  "concentration_similarity": 1.0,
 
1867
  {
1868
  "left_pr_number": 44228,
1869
  "right_pr_number": 45655,
1870
+ "similarity": 0.229,
1871
+ "content_similarity": 0.162,
1872
  "size_similarity": 0.214,
1873
  "breadth_similarity": 0.5,
1874
  "concentration_similarity": 0.667,
 
2403
  44872
2404
  ],
2405
  "representative_pr_number": 34667,
2406
+ "average_similarity": 0.464,
2407
  "summary": "3 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #34667.",
2408
  "shared_filenames": [
2409
  "src/transformers/generation/utils.py"
 
2417
  {
2418
  "left_pr_number": 34667,
2419
  "right_pr_number": 39683,
2420
+ "similarity": 0.529,
2421
+ "content_similarity": 0.439,
2422
  "size_similarity": 0.478,
2423
  "breadth_similarity": 1.0,
2424
  "concentration_similarity": 1.0,
 
2434
  {
2435
  "left_pr_number": 34667,
2436
  "right_pr_number": 44872,
2437
+ "similarity": 0.439,
2438
+ "content_similarity": 0.354,
2439
  "size_similarity": 0.273,
2440
  "breadth_similarity": 1.0,
2441
  "concentration_similarity": 1.0,
 
2451
  {
2452
  "left_pr_number": 39683,
2453
  "right_pr_number": 44872,
2454
+ "similarity": 0.424,
2455
+ "content_similarity": 0.363,
2456
  "size_similarity": 0.13,
2457
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3512
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