evalstate HF Staff commited on
Commit
886a95b
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1 Parent(s): 69abe55

Refresh transformers dataset snapshot 20260625T180018Z

Browse files
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  Notes:
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1
  # New Contributor Report: huggingface/transformers
2
 
3
- - Snapshot: `20260625T120018Z`
4
- - Generated: `2026-06-25T12:02:13Z`
5
  - Activity window: `60d`
6
- - Contributors: `349`
7
 
8
  ## Summary
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@@ -15,8 +15,8 @@
15
  | `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 97 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
16
  | `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-09-26T09:23:39Z` | 97 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
17
  | `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 70 | 3 | mixed | moderate | low | high recent PR volume; targets high-star repos |
18
- | `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2024-02-08T22:19:09Z` | 68 | 2 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
19
- | `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 54 | 2 | mixed | low | low | targets high-star repos |
20
  | `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2360d | `2024-09-02T13:41:47Z` | 50 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
21
  | `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3961d | `2023-02-27T14:00:41Z` | 46 | 0 | strong | low | low | targets high-star repos |
22
  | `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1813d | `2025-09-11T21:27:59Z` | 45 | 1 | strong | low | low | targets high-star repos |
@@ -34,8 +34,8 @@
34
  | `Abdennacer-Badaoui` | [profile](https://github.com/Abdennacer-Badaoui) | no | MEMBER | 1414d | `2026-01-08T18:13:10Z` | 21 | 0 | strong | moderate | low | — |
35
  | `kashif` | [profile](https://github.com/kashif) | no | MEMBER | 6569d | `2025-09-08T13:05:54Z` | 20 | 0 | mixed | high | low | high recent PR volume; broad repo spread; targets high-star repos |
36
  | `YangKai0616` | [profile](https://github.com/YangKai0616) | no | CONTRIBUTOR | 1497d | `2025-12-24T11:54:53Z` | 20 | 0 | mixed | moderate | low | — |
37
- | `michaelbenayoun` | [profile](https://github.com/michaelbenayoun) | no | MEMBER | 3365d | `2024-10-24T15:39:49Z` | 18 | 0 | strong | moderate | low | targets high-star repos |
38
- | `LinZiyuu` | [profile](https://github.com/LinZiyuu) | no | CONTRIBUTOR | 1483d | `2026-05-13T14:52:41Z` | 15 | 1 | weak | moderate | low | high open PR share |
39
  | `AI-Safeter` | [profile](https://github.com/AI-Safeter) | no | NONE | 0d | `2026-05-19T04:38:35Z` | 14 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
40
  | `Rohan5commit` | [profile](https://github.com/Rohan5commit) | no | FIRST_TIME_CONTRIBUTOR | 636d | `2026-06-12T06:11:19Z` | 13 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; no visible non-self stars |
41
  | `molbap` | [profile](https://github.com/molbap) | no | MEMBER | 2914d | `2024-06-13T14:13:17Z` | 11 | 1 | weak | low | low | high open PR share; targets high-star repos |
@@ -47,16 +47,16 @@
47
  | `Sunt-ing` | [profile](https://github.com/Sunt-ing) | no | CONTRIBUTOR | 2841d | `2026-06-18T09:58:22Z` | 9 | 0 | weak | moderate | medium | high recent PR volume; high open PR share; targets high-star repos |
48
  | `Charly21r` | [profile](https://github.com/Charly21r) | no | CONTRIBUTOR | 359d | `2026-03-13T09:00:25Z` | 8 | 1 | weak | low | low | young account; high open PR share; targets high-star repos |
49
  | `Incheonkirin` | [profile](https://github.com/Incheonkirin) | no | CONTRIBUTOR | 2854d | `2026-06-09T11:35:01Z` | 7 | 2 | weak | moderate | low | high open PR share; targets high-star repos |
 
50
  | `guarin` | [profile](https://github.com/guarin) | no | MEMBER | 2794d | `2026-05-12T18:20:58Z` | 7 | 0 | strong | low | low | — |
51
  | `juliendenize` | [profile](https://github.com/juliendenize) | no | CONTRIBUTOR | 2852d | `2026-03-13T10:24:11Z` | 7 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
52
  | `kpal002` | [profile](https://github.com/kpal002) | no | CONTRIBUTOR | 2595d | `2026-05-30T07:56:05Z` | 7 | 0 | strong | moderate | low | high recent PR volume |
53
- | `BenjaminBossan` | [profile](https://github.com/BenjaminBossan) | no | MEMBER | 4501d | `2024-10-17T11:56:32Z` | 6 | 0 | strong | moderate | low | high recent PR volume; targets high-star repos |
54
  | `KirtiRamchandani` | [profile](https://github.com/KirtiRamchandani) | no | NONE | 3143d | `2026-06-13T17:53:25Z` | 6 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
55
  | `leaderofARS` | [profile](https://github.com/leaderofARS) | no | CONTRIBUTOR | 660d | `2025-12-04T12:38:46Z` | 6 | 0 | strong | moderate | low | — |
56
  | `XciD` | [profile](https://github.com/XciD) | no | MEMBER | 4481d | `2026-05-14T05:53:53Z` | 6 | 0 | mixed | high | low | extremely high recent PR volume; broad repo spread |
57
  | `jamesbraza` | [profile](https://github.com/jamesbraza) | no | CONTRIBUTOR | 4221d | `2026-04-23T00:37:54Z` | 5 | 5 | strong | moderate | low | high recent PR volume |
58
  | `CharlieKerfoot` | [profile](https://github.com/CharlieKerfoot) | no | CONTRIBUTOR | 1583d | `2026-05-03T18:22:43Z` | 5 | 0 | weak | moderate | low | high recent PR volume; targets high-star repos |
59
- | `dependabot[bot]` | [profile](https://github.com/dependabot[bot]) | no | CONTRIBUTOR | ?d | `2024-08-30T13:24:23Z` | 5 | 0 | n/a | n/a | n/a | summary unavailable |
60
  | `filipinescu` | [profile](https://github.com/filipinescu) | no | CONTRIBUTOR | 953d | `2026-05-22T20:20:49Z` | 5 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
61
  | `kamran-nizamani` | [profile](https://github.com/kamran-nizamani) | no | CONTRIBUTOR | 622d | `2026-06-11T21:16:42Z` | 5 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
62
  | `McPatate` | [profile](https://github.com/McPatate) | no | MEMBER | 4207d | `2025-09-05T15:52:11Z` | 5 | 0 | strong | moderate | low | high recent PR volume |
@@ -114,6 +114,7 @@
114
  | `Goutam16-Withcode` | [profile](https://github.com/Goutam16-Withcode) | no | FIRST_TIME_CONTRIBUTOR | 666d | `2026-06-08T11:27:05Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
115
  | `hf-dependantbot-rollout[bot]` | [profile](https://github.com/hf-dependantbot-rollout[bot]) | no | CONTRIBUTOR | ?d | `2026-05-22T09:25:47Z` | 2 | 0 | n/a | n/a | n/a | summary unavailable |
116
  | `Jaeyo314` | [profile](https://github.com/Jaeyo314) | no | FIRST_TIMER | 289d | `2026-05-26T16:18:11Z` | 2 | 0 | weak | low | low | young account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 
117
  | `joerowell` | [profile](https://github.com/joerowell) | no | CONTRIBUTOR | 3394d | `2026-04-28T08:24:28Z` | 2 | 0 | strong | low | low | targets high-star repos |
118
  | `JulietChinenyeDuru` | [profile](https://github.com/JulietChinenyeDuru) | no | NONE | 357d | `2026-06-05T04:17:33Z` | 2 | 0 | weak | low | low | young account; high open PR share |
119
  | `Kaz-scr` | [profile](https://github.com/Kaz-scr) | no | FIRST_TIME_CONTRIBUTOR | 1941d | `2026-04-30T15:39:40Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
@@ -154,6 +155,7 @@
154
  | `bzantium` | [profile](https://github.com/bzantium) | no | CONTRIBUTOR | 3641d | `2025-09-24T07:07:47Z` | 2 | 1 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share |
155
  | `Wauplin` | [profile](https://github.com/Wauplin) | no | MEMBER | 4075d | `2025-12-02T12:54:40Z` | 2 | 1 | strong | moderate | low | high recent PR volume |
156
  | `adil-a` | [profile](https://github.com/adil-a) | no | CONTRIBUTOR | 2704d | `2026-02-26T17:57:16Z` | 2 | 0 | mixed | moderate | low | high recent PR volume |
 
157
  | `hanouticelina` | [profile](https://github.com/hanouticelina) | no | MEMBER | 3037d | `2026-04-10T11:59:37Z` | 2 | 0 | strong | high | low | high recent PR volume; broad repo spread |
158
  | `humanprojectceo` | [profile](https://github.com/humanprojectceo) | no | NONE | 279d | `2025-12-21T23:21:38Z` | 2 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
159
  | `Jeevang1-epic` | [profile](https://github.com/Jeevang1-epic) | no | CONTRIBUTOR | 207d | `2026-04-24T19:22:05Z` | 2 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
@@ -205,7 +207,6 @@
205
  | `akoumpa` | [profile](https://github.com/akoumpa) | no | FIRST_TIME_CONTRIBUTOR | 917d | `2026-06-10T19:31:49Z` | 1 | 0 | mixed | low | low | high recent PR volume |
206
  | `Aktharnvdv` | [profile](https://github.com/Aktharnvdv) | no | NONE | 1965d | `2026-05-05T15:06:46Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
207
  | `AlexWortega` | [profile](https://github.com/AlexWortega) | no | NONE | 3256d | `2026-05-28T12:43:05Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
208
- | `AlrIsmail` | [profile](https://github.com/AlrIsmail) | no | NONE | 1299d | `2026-04-26T14:26:23Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
209
  | `amanv0007` | [profile](https://github.com/amanv0007) | no | NONE | 549d | `2026-05-15T06:25:42Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
210
  | `anagnorisis2peripeteia` | [profile](https://github.com/anagnorisis2peripeteia) | no | FIRST_TIME_CONTRIBUTOR | 1130d | `2026-05-07T07:28:52Z` | 1 | 0 | weak | high | low | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
211
  | `andreay99` | [profile](https://github.com/andreay99) | no | NONE | 1374d | `2026-05-09T02:34:44Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
@@ -226,6 +227,7 @@
226
  | `bojanstef` | [profile](https://github.com/bojanstef) | no | NONE | 4629d | `2026-06-16T20:50:26Z` | 1 | 0 | strong | moderate | low | — |
227
  | `botbikamordehai2-sketch` | [profile](https://github.com/botbikamordehai2-sketch) | no | NONE | 51d | `2026-06-15T15:18:04Z` | 1 | 0 | weak | very high | high | very new account; extremely high recent PR volume; very broad repo spread; high open PR share |
228
  | `butterwecksolutions` | [profile](https://github.com/butterwecksolutions) | no | NONE | 4479d | `2026-05-03T23:41:12Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 
229
  | `calliec-1223` | [profile](https://github.com/calliec-1223) | no | CONTRIBUTOR | 68d | `2026-06-02T02:20:39Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
230
  | `Caromisc` | [profile](https://github.com/Caromisc) | no | CONTRIBUTOR | 2207d | `2026-05-07T11:04:43Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
231
  | `Charansripadi` | [profile](https://github.com/Charansripadi) | no | FIRST_TIMER | 1422d | `2026-06-19T19:17:29Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
@@ -268,7 +270,6 @@
268
  | `jacopopper` | [profile](https://github.com/jacopopper) | no | NONE | 1686d | `2026-05-31T20:04:47Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
269
  | `JAE0Y2N` | [profile](https://github.com/JAE0Y2N) | no | NONE | 877d | `2026-05-20T11:02:07Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
270
  | `jankipatel20` | [profile](https://github.com/jankipatel20) | no | NONE | 1001d | `2026-05-25T08:25:28Z` | 1 | 0 | strong | low | low | — |
271
- | `JemmaUZH` | [profile](https://github.com/JemmaUZH) | no | CONTRIBUTOR | 837d | `2026-06-09T15:51:29Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
272
  | `jmayank1511` | [profile](https://github.com/jmayank1511) | no | FIRST_TIME_CONTRIBUTOR | 2753d | `2026-05-20T18:13:18Z` | 1 | 0 | strong | moderate | low | no visible non-self stars |
273
  | `joaopedroassad` | [profile](https://github.com/joaopedroassad) | no | CONTRIBUTOR | 341d | `2026-06-02T19:08:14Z` | 1 | 0 | weak | moderate | low | young account; high open PR share; targets high-star repos |
274
  | `JohnnyWilson-Portfolio` | [profile](https://github.com/JohnnyWilson-Portfolio) | no | NONE | 532d | `2026-06-11T18:13:12Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
@@ -321,7 +322,7 @@
321
  | `rraghavkaushik` | [profile](https://github.com/rraghavkaushik) | no | CONTRIBUTOR | 1057d | `2026-05-06T10:53:47Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
322
  | `ruixiang63` | [profile](https://github.com/ruixiang63) | no | CONTRIBUTOR | 3277d | `2026-04-27T21:19:22Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
323
  | `saadkhaleeq610` | [profile](https://github.com/saadkhaleeq610) | no | NONE | 2359d | `2026-05-17T07:52:23Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
324
- | `saitejabandaru-in` | [profile](https://github.com/saitejabandaru-in) | no | FIRST_TIME_CONTRIBUTOR | 564d | `2026-06-25T00:20:31Z` | 1 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share |
325
  | `Sanjays2402` | [profile](https://github.com/Sanjays2402) | no | FIRST_TIME_CONTRIBUTOR | 2554d | `2026-05-23T19:26:01Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
326
  | `Saurav-Gupta-13` | [profile](https://github.com/Saurav-Gupta-13) | no | NONE | 1717d | `2026-06-05T16:58:41Z` | 1 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
327
  | `savirpatil` | [profile](https://github.com/savirpatil) | no | NONE | 2041d | `2026-06-12T19:13:53Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars |
@@ -342,6 +343,7 @@
342
  | `someaka` | [profile](https://github.com/someaka) | no | NONE | 1845d | `2026-06-07T17:49:40Z` | 1 | 0 | weak | moderate | medium | high recent PR volume; many recent closed-unmerged PRs; targets high-star repos |
343
  | `srinjoy356` | [profile](https://github.com/srinjoy356) | no | FIRST_TIME_CONTRIBUTOR | 992d | `2026-05-26T18:36:12Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
344
  | `srishtiii28` | [profile](https://github.com/srishtiii28) | no | NONE | 1008d | `2026-06-09T09:34:02Z` | 1 | 0 | mixed | low | low | — |
 
345
  | `ted-mosi` | [profile](https://github.com/ted-mosi) | no | FIRST_TIME_CONTRIBUTOR | 3d | `2026-06-05T13:30:42Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
346
  | `Ternura143` | [profile](https://github.com/Ternura143) | no | FIRST_TIME_CONTRIBUTOR | 1583d | `2026-05-31T14:17:55Z` | 1 | 0 | strong | moderate | low | — |
347
  | `trducng` | [profile](https://github.com/trducng) | no | CONTRIBUTOR | 3050d | `2026-05-18T04:44:13Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -367,12 +369,12 @@
367
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aydshieh)
368
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aydshieh)
369
  - repo first seen: `2025-02-05T12:51:57Z`
370
- - repo last seen: `2026-06-25T11:21:39Z`
371
  - first seen in snapshot: **no**
372
  - repo association: **MEMBER**
373
  - repo primary artifacts: **129**
374
  - snapshot authored PRs/issues: **129 PRs / 0 issues**
375
- - snapshot discussion activity: **137 comments / 243 reviews / 166 review comments**
376
  - account age: **4938 days**
377
  - recent public PR activity: **52 PRs** (40 merged / 4 closed-unmerged / 8 open; merged rate **77%**, closed-unmerged rate **8%**, open rate **15%**)
378
  - public orgs: none visible
@@ -465,12 +467,12 @@ Example artifacts:
465
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azucchini-nlp)
466
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azucchini-nlp)
467
  - repo first seen: `2024-09-26T09:23:39Z`
468
- - repo last seen: `2026-06-25T11:59:48Z`
469
  - first seen in snapshot: **no**
470
  - repo association: **MEMBER**
471
  - repo primary artifacts: **97**
472
  - snapshot authored PRs/issues: **97 PRs / 0 issues**
473
- - snapshot discussion activity: **671 comments / 1043 reviews / 2231 review comments**
474
  - account age: **1508 days**
475
  - recent public PR activity: **50 PRs** (33 merged / 6 closed-unmerged / 11 open; merged rate **66%**, closed-unmerged rate **12%**, open rate **22%**)
476
  - public orgs: `huggingface`, `deeppavlov`
@@ -514,12 +516,12 @@ Example artifacts:
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: `2024-02-08T22:19:09Z`
517
- - repo last seen: `2026-06-24T18:11:45Z`
518
  - first seen in snapshot: **no**
519
  - repo association: **MEMBER**
520
- - repo primary artifacts: **70**
521
- - snapshot authored PRs/issues: **68 PRs / 2 issues**
522
- - snapshot discussion activity: **40 comments / 177 reviews / 309 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`
@@ -527,9 +529,9 @@ Example artifacts:
527
  - heuristic read: **high recent PR volume; no visible non-self stars; targets high-star repos**
528
 
529
  Example artifacts:
530
- - [PR #46871: [docs] AITER kernels](https://github.com/huggingface/transformers/pull/46871) — open
 
531
  - [PR #46698: [docs] clarify initialization module usage](https://github.com/huggingface/transformers/pull/46698) — closed, merged
532
- - [PR #46677: [docs] require trust_remote_code for custom_generate](https://github.com/huggingface/transformers/pull/46677) — closed, merged
533
  - [Issue #36979: [Community contributions] Model cards](https://github.com/huggingface/transformers/issues/36979) — closed
534
  - [Issue #28936: [i18n-es] Translating docs to Spanish](https://github.com/huggingface/transformers/issues/28936) — open
535
 
@@ -539,12 +541,12 @@ Example artifacts:
539
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avasqu)
540
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avasqu)
541
  - repo first seen: `2025-08-26T12:13:50Z`
542
- - repo last seen: `2026-06-25T10:27:08Z`
543
  - first seen in snapshot: **no**
544
  - repo association: **MEMBER**
545
- - repo primary artifacts: **56**
546
- - snapshot authored PRs/issues: **54 PRs / 2 issues**
547
- - snapshot discussion activity: **726 comments / 1338 reviews / 5384 review comments**
548
  - account age: **1991 days**
549
  - recent public PR activity: **21 PRs** (12 merged / 3 closed-unmerged / 6 open; merged rate **57%**, closed-unmerged rate **14%**, open rate **29%**)
550
  - public orgs: none visible
@@ -552,9 +554,9 @@ Example artifacts:
552
  - heuristic read: **targets high-star repos**
553
 
554
  Example artifacts:
 
555
  - [PR #46755: [`Kernels`] Trigger proper kernelization on `use_kernels=True`](https://github.com/huggingface/transformers/pull/46755) — closed, merged
556
  - [PR #46751: [`CI`] Fix some failures introduced by myself :grimacing: ](https://github.com/huggingface/transformers/pull/46751) — closed, merged
557
- - [PR #46729: [`CB`] Add FA2 to the fast path](https://github.com/huggingface/transformers/pull/46729) — closed, merged
558
  - [Issue #46245: [`Layer Types`] Split keys across MLP and Attentions](https://github.com/huggingface/transformers/issues/46245) — open
559
  - [Issue #40827: [`Cache`] Proper support for Linear Attention (related) caches](https://github.com/huggingface/transformers/issues/40827) — closed
560
 
@@ -589,12 +591,12 @@ Example artifacts:
589
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARocketknight1)
590
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARocketknight1)
591
  - repo first seen: `2023-02-27T14:00:41Z`
592
- - repo last seen: `2026-06-24T13:53:03Z`
593
  - first seen in snapshot: **no**
594
  - repo association: **MEMBER**
595
  - repo primary artifacts: **46**
596
  - snapshot authored PRs/issues: **46 PRs / 0 issues**
597
- - snapshot discussion activity: **828 comments / 312 reviews / 180 review comments**
598
  - account age: **3961 days**
599
  - recent public PR activity: **17 PRs** (16 merged / 1 closed-unmerged / 0 open; merged rate **94%**, closed-unmerged rate **6%**, open rate **0%**)
600
  - public orgs: `huggingface`
@@ -868,7 +870,7 @@ Example artifacts:
868
  - heuristic read: **—**
869
 
870
  Example artifacts:
871
- - [PR #46818: 🚨 EP: fix EP router contract for many models + honor FP8 scale format](https://github.com/huggingface/transformers/pull/46818) — open
872
  - [PR #46742: finegrained v3](https://github.com/huggingface/transformers/pull/46742) — closed, merged
873
  - [PR #46738: 🚨 Modeling changes for export, compile, and hybrid-attention standardization](https://github.com/huggingface/transformers/pull/46738) — open
874
  - [Issue #46443: Vision RoPE refactor](https://github.com/huggingface/transformers/issues/46443) — open
@@ -975,12 +977,12 @@ Example artifacts:
975
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amichaelbenayoun)
976
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amichaelbenayoun)
977
  - repo first seen: `2024-10-24T15:39:49Z`
978
- - repo last seen: `2026-06-22T19:29:32Z`
979
  - first seen in snapshot: **no**
980
  - repo association: **MEMBER**
981
- - repo primary artifacts: **18**
982
- - snapshot authored PRs/issues: **18 PRs / 0 issues**
983
- - snapshot discussion activity: **8 comments / 14 reviews / 18 review comments**
984
  - account age: **3365 days**
985
  - recent public PR activity: **21 PRs** (18 merged / 0 closed-unmerged / 3 open; merged rate **86%**, closed-unmerged rate **0%**, open rate **14%**)
986
  - public orgs: `huggingface`
@@ -988,9 +990,9 @@ Example artifacts:
988
  - heuristic read: **targets high-star repos**
989
 
990
  Example artifacts:
 
991
  - [PR #46754: Documentation for the kernel API](https://github.com/huggingface/transformers/pull/46754) — closed, merged
992
  - [PR #46520: Kernelize refactor](https://github.com/huggingface/transformers/pull/46520) — closed, merged
993
- - [PR #46339: Extended & simplified n-to-1 kernel fusion via KernelConfig](https://github.com/huggingface/transformers/pull/46339) — closed, merged
994
 
995
  ### `LinZiyuu`
996
 
@@ -998,12 +1000,12 @@ Example artifacts:
998
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ALinZiyuu)
999
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ALinZiyuu)
1000
  - repo first seen: `2026-05-13T14:52:41Z`
1001
- - repo last seen: `2026-06-11T14:10:56Z`
1002
  - first seen in snapshot: **no**
1003
  - repo association: **CONTRIBUTOR**
1004
- - repo primary artifacts: **16**
1005
- - snapshot authored PRs/issues: **15 PRs / 1 issues**
1006
- - snapshot discussion activity: **16 comments / 0 reviews / 0 review comments**
1007
  - account age: **1483 days**
1008
  - recent public PR activity: **9 PRs** (1 merged / 1 closed-unmerged / 7 open; merged rate **11%**, closed-unmerged rate **11%**, open rate **78%**)
1009
  - public orgs: none visible
@@ -1011,9 +1013,9 @@ Example artifacts:
1011
  - heuristic read: **high open PR share**
1012
 
1013
  Example artifacts:
 
1014
  - [PR #46486: Bound image-processor resize/crop output to prevent unbounded allocation](https://github.com/huggingface/transformers/pull/46486) — closed
1015
  - [PR #46485: Bound causal-attention mask to prevent unbounded allocation](https://github.com/huggingface/transformers/pull/46485) — closed
1016
- - [PR #46484: Bound sinusoidal positional embedding table to prevent unbounded allocation](https://github.com/huggingface/transformers/pull/46484) — closed
1017
  - [Issue #45998: Security Vulnerability](https://github.com/huggingface/transformers/issues/45998) — closed
1018
 
1019
  ### `AI-Safeter`
@@ -1068,12 +1070,12 @@ Example artifacts:
1068
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amolbap)
1069
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amolbap)
1070
  - repo first seen: `2024-06-13T14:13:17Z`
1071
- - repo last seen: `2026-06-25T11:04:08Z`
1072
  - first seen in snapshot: **no**
1073
  - repo association: **MEMBER**
1074
  - repo primary artifacts: **12**
1075
  - snapshot authored PRs/issues: **11 PRs / 1 issues**
1076
- - snapshot discussion activity: **47 comments / 228 reviews / 660 review comments**
1077
  - account age: **2914 days**
1078
  - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
1079
  - public orgs: none visible
@@ -1207,12 +1209,12 @@ Example artifacts:
1207
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASunt-ing)
1208
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASunt-ing)
1209
  - repo first seen: `2026-06-18T09:58:22Z`
1210
- - repo last seen: `2026-06-23T05:00:10Z`
1211
  - first seen in snapshot: **no**
1212
  - repo association: **CONTRIBUTOR**
1213
  - repo primary artifacts: **9**
1214
  - snapshot authored PRs/issues: **9 PRs / 0 issues**
1215
- - snapshot discussion activity: **5 comments / 3 reviews / 3 review comments**
1216
  - account age: **2841 days**
1217
  - recent public PR activity: **52 PRs** (17 merged / 6 closed-unmerged / 29 open; merged rate **33%**, closed-unmerged rate **12%**, open rate **56%**)
1218
  - public orgs: none visible
@@ -1273,18 +1275,41 @@ Example artifacts:
1273
  - [Issue #46731: LabelSmoother ignores num_items_in_batch, inflating gradients by ~gradient_accumulation_steps with label smoothing](https://github.com/huggingface/transformers/issues/46731) — open
1274
  - [Issue #46519: StopStringCriteria misses CJK stop strings on byte-level tokenizers when a character splits into byte-fragment tokens](https://github.com/huggingface/transformers/issues/46519) — closed
1275
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1276
  ### `guarin`
1277
 
1278
  - profile: [github.com/guarin](https://github.com/guarin)
1279
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aguarin)
1280
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aguarin)
1281
  - repo first seen: `2026-05-12T18:20:58Z`
1282
- - repo last seen: `2026-06-25T09:41:11Z`
1283
  - first seen in snapshot: **no**
1284
  - repo association: **MEMBER**
1285
  - repo primary artifacts: **7**
1286
  - snapshot authored PRs/issues: **7 PRs / 0 issues**
1287
- - snapshot discussion activity: **34 comments / 116 reviews / 149 review comments**
1288
  - account age: **2794 days**
1289
  - recent public PR activity: **21 PRs** (19 merged / 0 closed-unmerged / 2 open; merged rate **90%**, closed-unmerged rate **0%**, open rate **10%**)
1290
  - public orgs: `huggingface`
@@ -1292,7 +1317,7 @@ Example artifacts:
1292
  - heuristic read: **—**
1293
 
1294
  Example artifacts:
1295
- - [PR #46836: Add Unlimited OCR](https://github.com/huggingface/transformers/pull/46836) — open, draft
1296
  - [PR #46674: Sapiens2: Remove modeling imports in image processing](https://github.com/huggingface/transformers/pull/46674) — closed, merged
1297
  - [PR #46438: Speed up modular conversion by reusing process pool](https://github.com/huggingface/transformers/pull/46438) — closed, merged
1298
 
@@ -1342,28 +1367,29 @@ Example artifacts:
1342
  - [PR #46580: Fix DeepSeek-Coder v1 / DeepSeek-LLM v1 loading as wrong tokenizer class (#46489)](https://github.com/huggingface/transformers/pull/46580) — open
1343
  - [PR #46574: Fix CodeLlama tokenizer stripping real leading spaces on decode (#46491)](https://github.com/huggingface/transformers/pull/46574) — open
1344
 
1345
- ### `BenjaminBossan`
1346
 
1347
- - profile: [github.com/BenjaminBossan](https://github.com/BenjaminBossan)
1348
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ABenjaminBossan)
1349
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ABenjaminBossan)
1350
- - repo first seen: `2024-10-17T11:56:32Z`
1351
- - repo last seen: `2026-06-24T09:48:10Z`
1352
  - first seen in snapshot: **no**
1353
- - repo association: **MEMBER**
1354
  - repo primary artifacts: **6**
1355
  - snapshot authored PRs/issues: **6 PRs / 0 issues**
1356
- - snapshot discussion activity: **35 comments / 13 reviews / 15 review comments**
1357
- - account age: **4501 days**
1358
- - recent public PR activity: **49 PRs** (45 merged / 1 closed-unmerged / 3 open; merged rate **92%**, closed-unmerged rate **2%**, open rate **6%**)
1359
- - public orgs: `huggingface`
1360
- - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
1361
- - heuristic read: **high recent PR volume; targets high-star repos**
 
1362
 
1363
  Example artifacts:
1364
- - [PR #46442: Bump min peft 0.19.1 remove weight conversion duplicate code](https://github.com/huggingface/transformers/pull/46442) — open
1365
- - [PR #45682: FIX Restore LoRA hotswapping functionality](https://github.com/huggingface/transformers/pull/45682) — open
1366
- - [PR #45679: TST Run fast PEFT tests in normal CI](https://github.com/huggingface/transformers/pull/45679) — open
1367
 
1368
  ### `KirtiRamchandani`
1369
 
@@ -1483,30 +1509,6 @@ Example artifacts:
1483
  - [PR #45791: fix: validate special token ids against attribute values](https://github.com/huggingface/transformers/pull/45791) — closed, merged
1484
  - [PR #45757: fix: align attention_mask padding with appended eos token in clvp](https://github.com/huggingface/transformers/pull/45757) — closed
1485
 
1486
- ### `dependabot[bot]`
1487
-
1488
- - profile: [github.com/dependabot[bot]](https://github.com/dependabot[bot])
1489
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adependabot%5Bbot%5D)
1490
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adependabot%5Bbot%5D)
1491
- - repo first seen: `2024-08-30T13:24:23Z`
1492
- - repo last seen: `2026-06-11T13:22:34Z`
1493
- - first seen in snapshot: **no**
1494
- - repo association: **CONTRIBUTOR**
1495
- - repo primary artifacts: **5**
1496
- - snapshot authored PRs/issues: **5 PRs / 0 issues**
1497
- - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
1498
- - account age: **? days**
1499
- - recent public PR activity: **? PRs** (? merged / ? closed-unmerged / ? open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
1500
- - public orgs: none visible
1501
- - compact scores: follow-through **n/a**, breadth **n/a**, automation risk **n/a**
1502
- - heuristic read: **summary unavailable**
1503
- - enrichment fetch error: `[{"type": "NOT_FOUND", "path": ["user"], "locations": [{"line": 13, "column": 3}], "message": "Could not resolve to a User with the login of 'dependabot[bot]'."}]`
1504
-
1505
- Example artifacts:
1506
- - [PR #46564: Bump the actions group across 1 directory with 4 updates](https://github.com/huggingface/transformers/pull/46564) — open
1507
- - [PR #46414: Bump the actions group across 1 directory with 19 updates](https://github.com/huggingface/transformers/pull/46414) — closed, merged
1508
- - [PR #46264: Bump the actions group across 1 directory with 20 updates](https://github.com/huggingface/transformers/pull/46264) — closed
1509
-
1510
  ### `filipinescu`
1511
 
1512
  - profile: [github.com/filipinescu](https://github.com/filipinescu)
@@ -1595,7 +1597,7 @@ Example artifacts:
1595
  - heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
1596
 
1597
  Example artifacts:
1598
- - [PR #46879: fix(mps): remove float64 casts in MusicFlamingo and UDOP that break Apple Silicon MPS](https://github.com/huggingface/transformers/pull/46879) — open
1599
  - [PR #46211: fix(llama): allow explicit head_dim when hidden_size not divisible by num_attention_heads](https://github.com/huggingface/transformers/pull/46211) — open
1600
  - [PR #46176: [Gemma4] Replace one-hot matmul with F.embedding in position embeddings](https://github.com/huggingface/transformers/pull/46176) — closed, merged
1601
 
@@ -1816,12 +1818,12 @@ Example artifacts:
1816
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apcuenca)
1817
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apcuenca)
1818
  - repo first seen: `2024-04-23T13:23:10Z`
1819
- - repo last seen: `2026-06-24T17:42:20Z`
1820
  - first seen in snapshot: **no**
1821
  - repo association: **MEMBER**
1822
  - repo primary artifacts: **4**
1823
  - snapshot authored PRs/issues: **3 PRs / 1 issues**
1824
- - snapshot discussion activity: **8 comments / 25 reviews / 38 review comments**
1825
  - account age: **5316 days**
1826
  - recent public PR activity: **31 PRs** (20 merged / 3 closed-unmerged / 8 open; merged rate **65%**, closed-unmerged rate **10%**, open rate **26%**)
1827
  - public orgs: `huggingface`
@@ -2096,12 +2098,12 @@ Example artifacts:
2096
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASangbumChoi)
2097
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASangbumChoi)
2098
  - repo first seen: `2024-06-07T00:26:26Z`
2099
- - repo last seen: `2026-06-24T00:57:05Z`
2100
  - first seen in snapshot: **no**
2101
  - repo association: **CONTRIBUTOR**
2102
  - repo primary artifacts: **6**
2103
  - snapshot authored PRs/issues: **6 PRs / 0 issues**
2104
- - snapshot discussion activity: **8 comments / 102 reviews / 121 review comments**
2105
  - account age: **3079 days**
2106
  - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
2107
  - public orgs: none visible
@@ -2132,7 +2134,7 @@ Example artifacts:
2132
  - heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**
2133
 
2134
  Example artifacts:
2135
- - [PR #46873: Fix GatedDeltaNet torch fallback prefill vs decode divergence (#46190)](https://github.com/huggingface/transformers/pull/46873) — open
2136
  - [PR #46872: Fix RT-DETR extra feature-level projection indexing (#46832)](https://github.com/huggingface/transformers/pull/46872) — closed
2137
  - [PR #45073: Refactor OwlViT to modular Transformers](https://github.com/huggingface/transformers/pull/45073) — open
2138
 
@@ -2298,7 +2300,7 @@ Example artifacts:
2298
  - heuristic read: **high open PR share; targets high-star repos**
2299
 
2300
  Example artifacts:
2301
- - [PR #45945: Fix OLMo 3 scaled RoPE handling for sliding attention](https://github.com/huggingface/transformers/pull/45945) — open, draft
2302
  - [PR #45686: Fix custom-module copies inheriting read-only permissions](https://github.com/huggingface/transformers/pull/45686) — closed, merged
2303
  - [Issue #45698: from_pretrained loads wrong custom module after save_pretrained](https://github.com/huggingface/transformers/issues/45698) — open
2304
  - [Issue #45684: save_pretrained` (with `register_for_auto_class`) propagates read-only permissions from custom-model source files](https://github.com/huggingface/transformers/issues/45684) — closed
@@ -2821,6 +2823,28 @@ Example artifacts:
2821
  - [PR #46225: Add rio2 model](https://github.com/huggingface/transformers/pull/46225) — closed
2822
  - [PR #46223: Add files via upload](https://github.com/huggingface/transformers/pull/46223) — closed
2823
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2824
  ### `joerowell`
2825
 
2826
  - profile: [github.com/joerowell](https://github.com/joerowell)
@@ -3339,12 +3363,12 @@ Example artifacts:
3339
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aebezzam)
3340
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aebezzam)
3341
  - repo first seen: `2025-07-25T12:59:52Z`
3342
- - repo last seen: `2026-06-25T10:25:27Z`
3343
  - first seen in snapshot: **no**
3344
  - repo association: **MEMBER**
3345
  - repo primary artifacts: **10**
3346
  - snapshot authored PRs/issues: **10 PRs / 0 issues**
3347
- - snapshot discussion activity: **74 comments / 346 reviews / 913 review comments**
3348
  - account age: **4714 days**
3349
  - recent public PR activity: **6 PRs** (3 merged / 0 closed-unmerged / 3 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
3350
  - public orgs: `LCAV`
@@ -3737,6 +3761,28 @@ Example artifacts:
3737
  - [PR #46857: docs: Update NeMo AutoModel doc examples](https://github.com/huggingface/transformers/pull/46857) — closed, merged
3738
  - [PR #44304: docs: Add NeMo Automodel community integration docs](https://github.com/huggingface/transformers/pull/44304) — closed, merged
3739
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3740
  ### `hanouticelina`
3741
 
3742
  - profile: [github.com/hanouticelina](https://github.com/hanouticelina)
@@ -4508,8 +4554,8 @@ Example artifacts:
4508
  - heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
4509
 
4510
  Example artifacts:
4511
- - [PR #46863: fix: convert past_length to int in _prefill for static cache compatib…](https://github.com/huggingface/transformers/pull/46863) — open
4512
- - [Issue #46858: _prefill: cache.get_seq_length() returns device tensor, breaks slice arithmetic for static cache + torch.compile on non-CUDA backends](https://github.com/huggingface/transformers/issues/46858) — open
4513
 
4514
  ### `sisaman`
4515
 
@@ -4848,27 +4894,6 @@ Example artifacts:
4848
  Example artifacts:
4849
  - [PR #46261: feat(distributed): Ulysses Context Parallelism for attention](https://github.com/huggingface/transformers/pull/46261) — closed
4850
 
4851
- ### `AlrIsmail`
4852
-
4853
- - profile: [github.com/AlrIsmail](https://github.com/AlrIsmail)
4854
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAlrIsmail)
4855
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAlrIsmail)
4856
- - repo first seen: `2026-04-26T14:26:23Z`
4857
- - repo last seen: `2026-04-26T14:26:23Z`
4858
- - first seen in snapshot: **no**
4859
- - repo association: **NONE**
4860
- - repo primary artifacts: **1**
4861
- - snapshot authored PRs/issues: **1 PRs / 0 issues**
4862
- - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
4863
- - account age: **1299 days**
4864
- - recent public PR activity: **9 PRs** (1 merged / 3 closed-unmerged / 5 open; merged rate **11%**, closed-unmerged rate **33%**, open rate **56%**)
4865
- - public orgs: none visible
4866
- - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
4867
- - heuristic read: **high open PR share; targets high-star repos**
4868
-
4869
- Example artifacts:
4870
- - [PR #45651: [Trainer] Optimize LengthGroupedSampler computation with select_columns and tqdm](https://github.com/huggingface/transformers/pull/45651) — closed
4871
-
4872
  ### `amanv0007`
4873
 
4874
  - profile: [github.com/amanv0007](https://github.com/amanv0007)
@@ -5289,6 +5314,27 @@ Example artifacts:
5289
  Example artifacts:
5290
  - [PR #45769: feat: add bf16_loss training argument for VRAM-efficient QLoRA by keeping loss in BF16 during training to save ~1.4 GB VRAM](https://github.com/huggingface/transformers/pull/45769) — closed
5291
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
5292
  ### `calliec-1223`
5293
 
5294
  - profile: [github.com/calliec-1223](https://github.com/calliec-1223)
@@ -6171,27 +6217,6 @@ Example artifacts:
6171
  Example artifacts:
6172
  - [PR #46194: [docs] Add beginner-friendly "Transformers in Your First 15 Minutes" guide](https://github.com/huggingface/transformers/pull/46194) — closed
6173
 
6174
- ### `JemmaUZH`
6175
-
6176
- - profile: [github.com/JemmaUZH](https://github.com/JemmaUZH)
6177
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AJemmaUZH)
6178
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AJemmaUZH)
6179
- - repo first seen: `2026-06-09T15:51:29Z`
6180
- - repo last seen: `2026-06-09T15:51:29Z`
6181
- - first seen in snapshot: **no**
6182
- - repo association: **CONTRIBUTOR**
6183
- - repo primary artifacts: **1**
6184
- - snapshot authored PRs/issues: **1 PRs / 0 issues**
6185
- - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
6186
- - account age: **837 days**
6187
- - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
6188
- - public orgs: none visible
6189
- - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
6190
- - heuristic read: **high open PR share; targets high-star repos**
6191
-
6192
- Example artifacts:
6193
- - [PR #46527: Fix trailing comma bug in DataCollatorForLanguageModeling example](https://github.com/huggingface/transformers/pull/46527) — closed, merged
6194
-
6195
  ### `jmayank1511`
6196
 
6197
  - profile: [github.com/jmayank1511](https://github.com/jmayank1511)
@@ -6828,12 +6853,12 @@ Example artifacts:
6828
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Andvbd)
6829
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Andvbd)
6830
  - repo first seen: `2026-06-16T08:24:44Z`
6831
- - repo last seen: `2026-06-24T17:52:15Z`
6832
  - first seen in snapshot: **no**
6833
  - repo association: **FIRST_TIME_CONTRIBUTOR**
6834
  - repo primary artifacts: **1**
6835
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
6836
- - snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
6837
  - account age: **5482 days**
6838
  - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
6839
  - public orgs: none visible
@@ -7292,7 +7317,7 @@ Example artifacts:
7292
  - repo first seen: `2026-06-25T00:20:31Z`
7293
  - repo last seen: `2026-06-25T00:20:32Z`
7294
  - first seen in snapshot: **no**
7295
- - repo association: **FIRST_TIME_CONTRIBUTOR**
7296
  - repo primary artifacts: **1**
7297
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
7298
  - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
@@ -7303,7 +7328,7 @@ Example artifacts:
7303
  - heuristic read: **high recent PR volume; broad repo spread; high open PR share**
7304
 
7305
  Example artifacts:
7306
- - [PR #46874: [RT-DETR] Fix misplaced [-1] index in decoder projection when num_feature_levels > backbone outputs](https://github.com/huggingface/transformers/pull/46874) — open
7307
 
7308
  ### `Sanjays2402`
7309
 
@@ -7725,6 +7750,27 @@ Example artifacts:
7725
  Example artifacts:
7726
  - [PR #46542: Vision RoPE refactor](https://github.com/huggingface/transformers/pull/46542) — closed
7727
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
7728
  ### `ted-mosi`
7729
 
7730
  - profile: [github.com/ted-mosi](https://github.com/ted-mosi)
 
1
  # New Contributor Report: huggingface/transformers
2
 
3
+ - Snapshot: `20260625T180018Z`
4
+ - Generated: `2026-06-25T18:02:53Z`
5
  - Activity window: `60d`
6
+ - Contributors: `351`
7
 
8
  ## Summary
9
 
 
15
  | `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 97 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
16
  | `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-09-26T09:23:39Z` | 97 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
17
  | `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 70 | 3 | mixed | moderate | low | high recent PR volume; targets high-star repos |
18
+ | `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2024-02-08T22:19:09Z` | 69 | 2 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
19
+ | `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 55 | 2 | mixed | low | low | targets high-star repos |
20
  | `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2360d | `2024-09-02T13:41:47Z` | 50 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
21
  | `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3961d | `2023-02-27T14:00:41Z` | 46 | 0 | strong | low | low | targets high-star repos |
22
  | `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1813d | `2025-09-11T21:27:59Z` | 45 | 1 | strong | low | low | targets high-star repos |
 
34
  | `Abdennacer-Badaoui` | [profile](https://github.com/Abdennacer-Badaoui) | no | MEMBER | 1414d | `2026-01-08T18:13:10Z` | 21 | 0 | strong | moderate | low | — |
35
  | `kashif` | [profile](https://github.com/kashif) | no | MEMBER | 6569d | `2025-09-08T13:05:54Z` | 20 | 0 | mixed | high | low | high recent PR volume; broad repo spread; targets high-star repos |
36
  | `YangKai0616` | [profile](https://github.com/YangKai0616) | no | CONTRIBUTOR | 1497d | `2025-12-24T11:54:53Z` | 20 | 0 | mixed | moderate | low | — |
37
+ | `michaelbenayoun` | [profile](https://github.com/michaelbenayoun) | no | MEMBER | 3365d | `2024-10-24T15:39:49Z` | 19 | 0 | strong | moderate | low | targets high-star repos |
38
+ | `LinZiyuu` | [profile](https://github.com/LinZiyuu) | no | CONTRIBUTOR | 1483d | `2026-05-13T14:52:41Z` | 16 | 1 | weak | moderate | low | high open PR share |
39
  | `AI-Safeter` | [profile](https://github.com/AI-Safeter) | no | NONE | 0d | `2026-05-19T04:38:35Z` | 14 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
40
  | `Rohan5commit` | [profile](https://github.com/Rohan5commit) | no | FIRST_TIME_CONTRIBUTOR | 636d | `2026-06-12T06:11:19Z` | 13 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; no visible non-self stars |
41
  | `molbap` | [profile](https://github.com/molbap) | no | MEMBER | 2914d | `2024-06-13T14:13:17Z` | 11 | 1 | weak | low | low | high open PR share; targets high-star repos |
 
47
  | `Sunt-ing` | [profile](https://github.com/Sunt-ing) | no | CONTRIBUTOR | 2841d | `2026-06-18T09:58:22Z` | 9 | 0 | weak | moderate | medium | high recent PR volume; high open PR share; targets high-star repos |
48
  | `Charly21r` | [profile](https://github.com/Charly21r) | no | CONTRIBUTOR | 359d | `2026-03-13T09:00:25Z` | 8 | 1 | weak | low | low | young account; high open PR share; targets high-star repos |
49
  | `Incheonkirin` | [profile](https://github.com/Incheonkirin) | no | CONTRIBUTOR | 2854d | `2026-06-09T11:35:01Z` | 7 | 2 | weak | moderate | low | high open PR share; targets high-star repos |
50
+ | `BenjaminBossan` | [profile](https://github.com/BenjaminBossan) | no | MEMBER | 4501d | `2024-10-17T11:56:32Z` | 7 | 0 | strong | moderate | low | high recent PR volume; targets high-star repos |
51
  | `guarin` | [profile](https://github.com/guarin) | no | MEMBER | 2794d | `2026-05-12T18:20:58Z` | 7 | 0 | strong | low | low | — |
52
  | `juliendenize` | [profile](https://github.com/juliendenize) | no | CONTRIBUTOR | 2852d | `2026-03-13T10:24:11Z` | 7 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
53
  | `kpal002` | [profile](https://github.com/kpal002) | no | CONTRIBUTOR | 2595d | `2026-05-30T07:56:05Z` | 7 | 0 | strong | moderate | low | high recent PR volume |
54
+ | `dependabot[bot]` | [profile](https://github.com/dependabot[bot]) | no | CONTRIBUTOR | ?d | `2024-08-30T13:24:23Z` | 6 | 0 | n/a | n/a | n/a | summary unavailable |
55
  | `KirtiRamchandani` | [profile](https://github.com/KirtiRamchandani) | no | NONE | 3143d | `2026-06-13T17:53:25Z` | 6 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
56
  | `leaderofARS` | [profile](https://github.com/leaderofARS) | no | CONTRIBUTOR | 660d | `2025-12-04T12:38:46Z` | 6 | 0 | strong | moderate | low | — |
57
  | `XciD` | [profile](https://github.com/XciD) | no | MEMBER | 4481d | `2026-05-14T05:53:53Z` | 6 | 0 | mixed | high | low | extremely high recent PR volume; broad repo spread |
58
  | `jamesbraza` | [profile](https://github.com/jamesbraza) | no | CONTRIBUTOR | 4221d | `2026-04-23T00:37:54Z` | 5 | 5 | strong | moderate | low | high recent PR volume |
59
  | `CharlieKerfoot` | [profile](https://github.com/CharlieKerfoot) | no | CONTRIBUTOR | 1583d | `2026-05-03T18:22:43Z` | 5 | 0 | weak | moderate | low | high recent PR volume; targets high-star repos |
 
60
  | `filipinescu` | [profile](https://github.com/filipinescu) | no | CONTRIBUTOR | 953d | `2026-05-22T20:20:49Z` | 5 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
61
  | `kamran-nizamani` | [profile](https://github.com/kamran-nizamani) | no | CONTRIBUTOR | 622d | `2026-06-11T21:16:42Z` | 5 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
62
  | `McPatate` | [profile](https://github.com/McPatate) | no | MEMBER | 4207d | `2025-09-05T15:52:11Z` | 5 | 0 | strong | moderate | low | high recent PR volume |
 
114
  | `Goutam16-Withcode` | [profile](https://github.com/Goutam16-Withcode) | no | FIRST_TIME_CONTRIBUTOR | 666d | `2026-06-08T11:27:05Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
115
  | `hf-dependantbot-rollout[bot]` | [profile](https://github.com/hf-dependantbot-rollout[bot]) | no | CONTRIBUTOR | ?d | `2026-05-22T09:25:47Z` | 2 | 0 | n/a | n/a | n/a | summary unavailable |
116
  | `Jaeyo314` | [profile](https://github.com/Jaeyo314) | no | FIRST_TIMER | 289d | `2026-05-26T16:18:11Z` | 2 | 0 | weak | low | low | young account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
117
+ | `JemmaUZH` | [profile](https://github.com/JemmaUZH) | no | CONTRIBUTOR | 837d | `2026-06-09T15:51:29Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
118
  | `joerowell` | [profile](https://github.com/joerowell) | no | CONTRIBUTOR | 3394d | `2026-04-28T08:24:28Z` | 2 | 0 | strong | low | low | targets high-star repos |
119
  | `JulietChinenyeDuru` | [profile](https://github.com/JulietChinenyeDuru) | no | NONE | 357d | `2026-06-05T04:17:33Z` | 2 | 0 | weak | low | low | young account; high open PR share |
120
  | `Kaz-scr` | [profile](https://github.com/Kaz-scr) | no | FIRST_TIME_CONTRIBUTOR | 1941d | `2026-04-30T15:39:40Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 
155
  | `bzantium` | [profile](https://github.com/bzantium) | no | CONTRIBUTOR | 3641d | `2025-09-24T07:07:47Z` | 2 | 1 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share |
156
  | `Wauplin` | [profile](https://github.com/Wauplin) | no | MEMBER | 4075d | `2025-12-02T12:54:40Z` | 2 | 1 | strong | moderate | low | high recent PR volume |
157
  | `adil-a` | [profile](https://github.com/adil-a) | no | CONTRIBUTOR | 2704d | `2026-02-26T17:57:16Z` | 2 | 0 | mixed | moderate | low | high recent PR volume |
158
+ | `glegendre01` | [profile](https://github.com/glegendre01) | no | MEMBER | 1347d | `2026-04-21T12:37:31Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
159
  | `hanouticelina` | [profile](https://github.com/hanouticelina) | no | MEMBER | 3037d | `2026-04-10T11:59:37Z` | 2 | 0 | strong | high | low | high recent PR volume; broad repo spread |
160
  | `humanprojectceo` | [profile](https://github.com/humanprojectceo) | no | NONE | 279d | `2025-12-21T23:21:38Z` | 2 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
161
  | `Jeevang1-epic` | [profile](https://github.com/Jeevang1-epic) | no | CONTRIBUTOR | 207d | `2026-04-24T19:22:05Z` | 2 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
 
207
  | `akoumpa` | [profile](https://github.com/akoumpa) | no | FIRST_TIME_CONTRIBUTOR | 917d | `2026-06-10T19:31:49Z` | 1 | 0 | mixed | low | low | high recent PR volume |
208
  | `Aktharnvdv` | [profile](https://github.com/Aktharnvdv) | no | NONE | 1965d | `2026-05-05T15:06:46Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
209
  | `AlexWortega` | [profile](https://github.com/AlexWortega) | no | NONE | 3256d | `2026-05-28T12:43:05Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 
210
  | `amanv0007` | [profile](https://github.com/amanv0007) | no | NONE | 549d | `2026-05-15T06:25:42Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
211
  | `anagnorisis2peripeteia` | [profile](https://github.com/anagnorisis2peripeteia) | no | FIRST_TIME_CONTRIBUTOR | 1130d | `2026-05-07T07:28:52Z` | 1 | 0 | weak | high | low | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
212
  | `andreay99` | [profile](https://github.com/andreay99) | no | NONE | 1374d | `2026-05-09T02:34:44Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 
227
  | `bojanstef` | [profile](https://github.com/bojanstef) | no | NONE | 4629d | `2026-06-16T20:50:26Z` | 1 | 0 | strong | moderate | low | — |
228
  | `botbikamordehai2-sketch` | [profile](https://github.com/botbikamordehai2-sketch) | no | NONE | 51d | `2026-06-15T15:18:04Z` | 1 | 0 | weak | very high | high | very new account; extremely high recent PR volume; very broad repo spread; high open PR share |
229
  | `butterwecksolutions` | [profile](https://github.com/butterwecksolutions) | no | NONE | 4479d | `2026-05-03T23:41:12Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
230
+ | `C1-BA-B1-F3` | [profile](https://github.com/C1-BA-B1-F3) | yes | NONE | 3300d | `2026-06-25T12:57:12Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
231
  | `calliec-1223` | [profile](https://github.com/calliec-1223) | no | CONTRIBUTOR | 68d | `2026-06-02T02:20:39Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
232
  | `Caromisc` | [profile](https://github.com/Caromisc) | no | CONTRIBUTOR | 2207d | `2026-05-07T11:04:43Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
233
  | `Charansripadi` | [profile](https://github.com/Charansripadi) | no | FIRST_TIMER | 1422d | `2026-06-19T19:17:29Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 
270
  | `jacopopper` | [profile](https://github.com/jacopopper) | no | NONE | 1686d | `2026-05-31T20:04:47Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
271
  | `JAE0Y2N` | [profile](https://github.com/JAE0Y2N) | no | NONE | 877d | `2026-05-20T11:02:07Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
272
  | `jankipatel20` | [profile](https://github.com/jankipatel20) | no | NONE | 1001d | `2026-05-25T08:25:28Z` | 1 | 0 | strong | low | low | — |
 
273
  | `jmayank1511` | [profile](https://github.com/jmayank1511) | no | FIRST_TIME_CONTRIBUTOR | 2753d | `2026-05-20T18:13:18Z` | 1 | 0 | strong | moderate | low | no visible non-self stars |
274
  | `joaopedroassad` | [profile](https://github.com/joaopedroassad) | no | CONTRIBUTOR | 341d | `2026-06-02T19:08:14Z` | 1 | 0 | weak | moderate | low | young account; high open PR share; targets high-star repos |
275
  | `JohnnyWilson-Portfolio` | [profile](https://github.com/JohnnyWilson-Portfolio) | no | NONE | 532d | `2026-06-11T18:13:12Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
 
322
  | `rraghavkaushik` | [profile](https://github.com/rraghavkaushik) | no | CONTRIBUTOR | 1057d | `2026-05-06T10:53:47Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
323
  | `ruixiang63` | [profile](https://github.com/ruixiang63) | no | CONTRIBUTOR | 3277d | `2026-04-27T21:19:22Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
324
  | `saadkhaleeq610` | [profile](https://github.com/saadkhaleeq610) | no | NONE | 2359d | `2026-05-17T07:52:23Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
325
+ | `saitejabandaru-in` | [profile](https://github.com/saitejabandaru-in) | no | NONE | 564d | `2026-06-25T00:20:31Z` | 1 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share |
326
  | `Sanjays2402` | [profile](https://github.com/Sanjays2402) | no | FIRST_TIME_CONTRIBUTOR | 2554d | `2026-05-23T19:26:01Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
327
  | `Saurav-Gupta-13` | [profile](https://github.com/Saurav-Gupta-13) | no | NONE | 1717d | `2026-06-05T16:58:41Z` | 1 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
328
  | `savirpatil` | [profile](https://github.com/savirpatil) | no | NONE | 2041d | `2026-06-12T19:13:53Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars |
 
343
  | `someaka` | [profile](https://github.com/someaka) | no | NONE | 1845d | `2026-06-07T17:49:40Z` | 1 | 0 | weak | moderate | medium | high recent PR volume; many recent closed-unmerged PRs; targets high-star repos |
344
  | `srinjoy356` | [profile](https://github.com/srinjoy356) | no | FIRST_TIME_CONTRIBUTOR | 992d | `2026-05-26T18:36:12Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
345
  | `srishtiii28` | [profile](https://github.com/srishtiii28) | no | NONE | 1008d | `2026-06-09T09:34:02Z` | 1 | 0 | mixed | low | low | — |
346
+ | `swankystark` | [profile](https://github.com/swankystark) | yes | FIRST_TIME_CONTRIBUTOR | 978d | `2026-06-04T20:30:30Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
347
  | `ted-mosi` | [profile](https://github.com/ted-mosi) | no | FIRST_TIME_CONTRIBUTOR | 3d | `2026-06-05T13:30:42Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
348
  | `Ternura143` | [profile](https://github.com/Ternura143) | no | FIRST_TIME_CONTRIBUTOR | 1583d | `2026-05-31T14:17:55Z` | 1 | 0 | strong | moderate | low | — |
349
  | `trducng` | [profile](https://github.com/trducng) | no | CONTRIBUTOR | 3050d | `2026-05-18T04:44:13Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
369
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aydshieh)
370
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aydshieh)
371
  - repo first seen: `2025-02-05T12:51:57Z`
372
+ - repo last seen: `2026-06-25T14:56:33Z`
373
  - first seen in snapshot: **no**
374
  - repo association: **MEMBER**
375
  - repo primary artifacts: **129**
376
  - snapshot authored PRs/issues: **129 PRs / 0 issues**
377
+ - snapshot discussion activity: **137 comments / 247 reviews / 168 review comments**
378
  - account age: **4938 days**
379
  - recent public PR activity: **52 PRs** (40 merged / 4 closed-unmerged / 8 open; merged rate **77%**, closed-unmerged rate **8%**, open rate **15%**)
380
  - public orgs: none visible
 
467
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azucchini-nlp)
468
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azucchini-nlp)
469
  - repo first seen: `2024-09-26T09:23:39Z`
470
+ - repo last seen: `2026-06-25T15:44:44Z`
471
  - first seen in snapshot: **no**
472
  - repo association: **MEMBER**
473
  - repo primary artifacts: **97**
474
  - snapshot authored PRs/issues: **97 PRs / 0 issues**
475
+ - snapshot discussion activity: **675 comments / 1044 reviews / 2232 review comments**
476
  - account age: **1508 days**
477
  - recent public PR activity: **50 PRs** (33 merged / 6 closed-unmerged / 11 open; merged rate **66%**, closed-unmerged rate **12%**, open rate **22%**)
478
  - public orgs: `huggingface`, `deeppavlov`
 
516
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Astevhliu)
517
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Astevhliu)
518
  - repo first seen: `2024-02-08T22:19:09Z`
519
+ - repo last seen: `2026-06-25T17:32:43Z`
520
  - first seen in snapshot: **no**
521
  - repo association: **MEMBER**
522
+ - repo primary artifacts: **71**
523
+ - snapshot authored PRs/issues: **69 PRs / 2 issues**
524
+ - snapshot discussion activity: **40 comments / 179 reviews / 314 review comments**
525
  - account age: **2296 days**
526
  - recent public PR activity: **30 PRs** (25 merged / 0 closed-unmerged / 5 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**)
527
  - public orgs: `huggingface`
 
529
  - heuristic read: **high recent PR volume; no visible non-self stars; targets high-star repos**
530
 
531
  Example artifacts:
532
+ - [PR #46892: [docs] update cache apis](https://github.com/huggingface/transformers/pull/46892) — open
533
+ - [PR #46871: [docs] AITER kernels](https://github.com/huggingface/transformers/pull/46871) — closed, merged
534
  - [PR #46698: [docs] clarify initialization module usage](https://github.com/huggingface/transformers/pull/46698) — closed, merged
 
535
  - [Issue #36979: [Community contributions] Model cards](https://github.com/huggingface/transformers/issues/36979) — closed
536
  - [Issue #28936: [i18n-es] Translating docs to Spanish](https://github.com/huggingface/transformers/issues/28936) — open
537
 
 
541
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avasqu)
542
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avasqu)
543
  - repo first seen: `2025-08-26T12:13:50Z`
544
+ - repo last seen: `2026-06-25T17:13:25Z`
545
  - first seen in snapshot: **no**
546
  - repo association: **MEMBER**
547
+ - repo primary artifacts: **57**
548
+ - snapshot authored PRs/issues: **55 PRs / 2 issues**
549
+ - snapshot discussion activity: **727 comments / 1342 reviews / 5478 review comments**
550
  - account age: **1991 days**
551
  - recent public PR activity: **21 PRs** (12 merged / 3 closed-unmerged / 6 open; merged rate **57%**, closed-unmerged rate **14%**, open rate **29%**)
552
  - public orgs: none visible
 
554
  - heuristic read: **targets high-star repos**
555
 
556
  Example artifacts:
557
+ - [PR #46883: [`Kernels`] Refactor function handling](https://github.com/huggingface/transformers/pull/46883) — open, draft
558
  - [PR #46755: [`Kernels`] Trigger proper kernelization on `use_kernels=True`](https://github.com/huggingface/transformers/pull/46755) — closed, merged
559
  - [PR #46751: [`CI`] Fix some failures introduced by myself :grimacing: ](https://github.com/huggingface/transformers/pull/46751) — closed, merged
 
560
  - [Issue #46245: [`Layer Types`] Split keys across MLP and Attentions](https://github.com/huggingface/transformers/issues/46245) — open
561
  - [Issue #40827: [`Cache`] Proper support for Linear Attention (related) caches](https://github.com/huggingface/transformers/issues/40827) — closed
562
 
 
591
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARocketknight1)
592
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARocketknight1)
593
  - repo first seen: `2023-02-27T14:00:41Z`
594
+ - repo last seen: `2026-06-25T17:57:36Z`
595
  - first seen in snapshot: **no**
596
  - repo association: **MEMBER**
597
  - repo primary artifacts: **46**
598
  - snapshot authored PRs/issues: **46 PRs / 0 issues**
599
+ - snapshot discussion activity: **830 comments / 324 reviews / 217 review comments**
600
  - account age: **3961 days**
601
  - recent public PR activity: **17 PRs** (16 merged / 1 closed-unmerged / 0 open; merged rate **94%**, closed-unmerged rate **6%**, open rate **0%**)
602
  - public orgs: `huggingface`
 
870
  - heuristic read: **—**
871
 
872
  Example artifacts:
873
+ - [PR #46818: 🚨 EP: fix EP router contract for many models + honor FP8 scale format](https://github.com/huggingface/transformers/pull/46818) — closed, merged
874
  - [PR #46742: finegrained v3](https://github.com/huggingface/transformers/pull/46742) — closed, merged
875
  - [PR #46738: 🚨 Modeling changes for export, compile, and hybrid-attention standardization](https://github.com/huggingface/transformers/pull/46738) — open
876
  - [Issue #46443: Vision RoPE refactor](https://github.com/huggingface/transformers/issues/46443) — open
 
977
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amichaelbenayoun)
978
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amichaelbenayoun)
979
  - repo first seen: `2024-10-24T15:39:49Z`
980
+ - repo last seen: `2026-06-25T15:01:32Z`
981
  - first seen in snapshot: **no**
982
  - repo association: **MEMBER**
983
+ - repo primary artifacts: **19**
984
+ - snapshot authored PRs/issues: **19 PRs / 0 issues**
985
+ - snapshot discussion activity: **9 comments / 14 reviews / 18 review comments**
986
  - account age: **3365 days**
987
  - recent public PR activity: **21 PRs** (18 merged / 0 closed-unmerged / 3 open; merged rate **86%**, closed-unmerged rate **0%**, open rate **14%**)
988
  - public orgs: `huggingface`
 
990
  - heuristic read: **targets high-star repos**
991
 
992
  Example artifacts:
993
+ - [PR #46889: Kernel api doc, part 2](https://github.com/huggingface/transformers/pull/46889) — open
994
  - [PR #46754: Documentation for the kernel API](https://github.com/huggingface/transformers/pull/46754) — closed, merged
995
  - [PR #46520: Kernelize refactor](https://github.com/huggingface/transformers/pull/46520) — closed, merged
 
996
 
997
  ### `LinZiyuu`
998
 
 
1000
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ALinZiyuu)
1001
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ALinZiyuu)
1002
  - repo first seen: `2026-05-13T14:52:41Z`
1003
+ - repo last seen: `2026-06-25T15:20:58Z`
1004
  - first seen in snapshot: **no**
1005
  - repo association: **CONTRIBUTOR**
1006
+ - repo primary artifacts: **17**
1007
+ - snapshot authored PRs/issues: **16 PRs / 1 issues**
1008
+ - snapshot discussion activity: **17 comments / 0 reviews / 0 review comments**
1009
  - account age: **1483 days**
1010
  - recent public PR activity: **9 PRs** (1 merged / 1 closed-unmerged / 7 open; merged rate **11%**, closed-unmerged rate **11%**, open rate **78%**)
1011
  - public orgs: none visible
 
1013
  - heuristic read: **high open PR share**
1014
 
1015
  Example artifacts:
1016
+ - [PR #46890: Reject path traversal in the `transformers_weights` config field](https://github.com/huggingface/transformers/pull/46890) — open
1017
  - [PR #46486: Bound image-processor resize/crop output to prevent unbounded allocation](https://github.com/huggingface/transformers/pull/46486) — closed
1018
  - [PR #46485: Bound causal-attention mask to prevent unbounded allocation](https://github.com/huggingface/transformers/pull/46485) — closed
 
1019
  - [Issue #45998: Security Vulnerability](https://github.com/huggingface/transformers/issues/45998) — closed
1020
 
1021
  ### `AI-Safeter`
 
1070
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amolbap)
1071
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amolbap)
1072
  - repo first seen: `2024-06-13T14:13:17Z`
1073
+ - repo last seen: `2026-06-25T16:18:16Z`
1074
  - first seen in snapshot: **no**
1075
  - repo association: **MEMBER**
1076
  - repo primary artifacts: **12**
1077
  - snapshot authored PRs/issues: **11 PRs / 1 issues**
1078
+ - snapshot discussion activity: **47 comments / 232 reviews / 667 review comments**
1079
  - account age: **2914 days**
1080
  - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
1081
  - public orgs: none visible
 
1209
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASunt-ing)
1210
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASunt-ing)
1211
  - repo first seen: `2026-06-18T09:58:22Z`
1212
+ - repo last seen: `2026-06-25T17:31:09Z`
1213
  - first seen in snapshot: **no**
1214
  - repo association: **CONTRIBUTOR**
1215
  - repo primary artifacts: **9**
1216
  - snapshot authored PRs/issues: **9 PRs / 0 issues**
1217
+ - snapshot discussion activity: **6 comments / 3 reviews / 3 review comments**
1218
  - account age: **2841 days**
1219
  - recent public PR activity: **52 PRs** (17 merged / 6 closed-unmerged / 29 open; merged rate **33%**, closed-unmerged rate **12%**, open rate **56%**)
1220
  - public orgs: none visible
 
1275
  - [Issue #46731: LabelSmoother ignores num_items_in_batch, inflating gradients by ~gradient_accumulation_steps with label smoothing](https://github.com/huggingface/transformers/issues/46731) — open
1276
  - [Issue #46519: StopStringCriteria misses CJK stop strings on byte-level tokenizers when a character splits into byte-fragment tokens](https://github.com/huggingface/transformers/issues/46519) — closed
1277
 
1278
+ ### `BenjaminBossan`
1279
+
1280
+ - profile: [github.com/BenjaminBossan](https://github.com/BenjaminBossan)
1281
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ABenjaminBossan)
1282
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ABenjaminBossan)
1283
+ - repo first seen: `2024-10-17T11:56:32Z`
1284
+ - repo last seen: `2026-06-25T15:37:05Z`
1285
+ - first seen in snapshot: **no**
1286
+ - repo association: **MEMBER**
1287
+ - repo primary artifacts: **7**
1288
+ - snapshot authored PRs/issues: **7 PRs / 0 issues**
1289
+ - snapshot discussion activity: **35 comments / 13 reviews / 15 review comments**
1290
+ - account age: **4501 days**
1291
+ - recent public PR activity: **49 PRs** (45 merged / 1 closed-unmerged / 3 open; merged rate **92%**, closed-unmerged rate **2%**, open rate **6%**)
1292
+ - public orgs: `huggingface`
1293
+ - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
1294
+ - heuristic read: **high recent PR volume; targets high-star repos**
1295
+
1296
+ Example artifacts:
1297
+ - [PR #46891: CI Test PEFT integration CI](https://github.com/huggingface/transformers/pull/46891) — open, draft
1298
+ - [PR #46442: Bump min peft 0.19.1 remove weight conversion duplicate code](https://github.com/huggingface/transformers/pull/46442) — open
1299
+ - [PR #45682: FIX Restore LoRA hotswapping functionality](https://github.com/huggingface/transformers/pull/45682) — open
1300
+
1301
  ### `guarin`
1302
 
1303
  - profile: [github.com/guarin](https://github.com/guarin)
1304
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aguarin)
1305
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aguarin)
1306
  - repo first seen: `2026-05-12T18:20:58Z`
1307
+ - repo last seen: `2026-06-25T17:02:49Z`
1308
  - first seen in snapshot: **no**
1309
  - repo association: **MEMBER**
1310
  - repo primary artifacts: **7**
1311
  - snapshot authored PRs/issues: **7 PRs / 0 issues**
1312
+ - snapshot discussion activity: **34 comments / 120 reviews / 153 review comments**
1313
  - account age: **2794 days**
1314
  - recent public PR activity: **21 PRs** (19 merged / 0 closed-unmerged / 2 open; merged rate **90%**, closed-unmerged rate **0%**, open rate **10%**)
1315
  - public orgs: `huggingface`
 
1317
  - heuristic read: **—**
1318
 
1319
  Example artifacts:
1320
+ - [PR #46836: Add Unlimited OCR](https://github.com/huggingface/transformers/pull/46836) — open
1321
  - [PR #46674: Sapiens2: Remove modeling imports in image processing](https://github.com/huggingface/transformers/pull/46674) — closed, merged
1322
  - [PR #46438: Speed up modular conversion by reusing process pool](https://github.com/huggingface/transformers/pull/46438) — closed, merged
1323
 
 
1367
  - [PR #46580: Fix DeepSeek-Coder v1 / DeepSeek-LLM v1 loading as wrong tokenizer class (#46489)](https://github.com/huggingface/transformers/pull/46580) — open
1368
  - [PR #46574: Fix CodeLlama tokenizer stripping real leading spaces on decode (#46491)](https://github.com/huggingface/transformers/pull/46574) — open
1369
 
1370
+ ### `dependabot[bot]`
1371
 
1372
+ - profile: [github.com/dependabot[bot]](https://github.com/dependabot[bot])
1373
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adependabot%5Bbot%5D)
1374
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adependabot%5Bbot%5D)
1375
+ - repo first seen: `2024-08-30T13:24:23Z`
1376
+ - repo last seen: `2026-06-25T13:20:58Z`
1377
  - first seen in snapshot: **no**
1378
+ - repo association: **CONTRIBUTOR**
1379
  - repo primary artifacts: **6**
1380
  - snapshot authored PRs/issues: **6 PRs / 0 issues**
1381
+ - snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
1382
+ - account age: **? days**
1383
+ - recent public PR activity: **? PRs** (? merged / ? closed-unmerged / ? open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
1384
+ - public orgs: none visible
1385
+ - compact scores: follow-through **n/a**, breadth **n/a**, automation risk **n/a**
1386
+ - heuristic read: **summary unavailable**
1387
+ - enrichment fetch error: `[{"type": "NOT_FOUND", "path": ["user"], "locations": [{"line": 13, "column": 3}], "message": "Could not resolve to a User with the login of 'dependabot[bot]'."}]`
1388
 
1389
  Example artifacts:
1390
+ - [PR #46885: Bump the actions group across 1 directory with 6 updates](https://github.com/huggingface/transformers/pull/46885) — open
1391
+ - [PR #46564: Bump the actions group across 1 directory with 4 updates](https://github.com/huggingface/transformers/pull/46564) — closed
1392
+ - [PR #46414: Bump the actions group across 1 directory with 19 updates](https://github.com/huggingface/transformers/pull/46414) — closed, merged
1393
 
1394
  ### `KirtiRamchandani`
1395
 
 
1509
  - [PR #45791: fix: validate special token ids against attribute values](https://github.com/huggingface/transformers/pull/45791) — closed, merged
1510
  - [PR #45757: fix: align attention_mask padding with appended eos token in clvp](https://github.com/huggingface/transformers/pull/45757) — closed
1511
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1512
  ### `filipinescu`
1513
 
1514
  - profile: [github.com/filipinescu](https://github.com/filipinescu)
 
1597
  - heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
1598
 
1599
  Example artifacts:
1600
+ - [PR #46879: fix(mps): remove float64 casts in MusicFlamingo and UDOP that break Apple Silicon MPS](https://github.com/huggingface/transformers/pull/46879) — closed
1601
  - [PR #46211: fix(llama): allow explicit head_dim when hidden_size not divisible by num_attention_heads](https://github.com/huggingface/transformers/pull/46211) — open
1602
  - [PR #46176: [Gemma4] Replace one-hot matmul with F.embedding in position embeddings](https://github.com/huggingface/transformers/pull/46176) — closed, merged
1603
 
 
1818
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apcuenca)
1819
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apcuenca)
1820
  - repo first seen: `2024-04-23T13:23:10Z`
1821
+ - repo last seen: `2026-06-25T17:18:07Z`
1822
  - first seen in snapshot: **no**
1823
  - repo association: **MEMBER**
1824
  - repo primary artifacts: **4**
1825
  - snapshot authored PRs/issues: **3 PRs / 1 issues**
1826
+ - snapshot discussion activity: **9 comments / 25 reviews / 38 review comments**
1827
  - account age: **5316 days**
1828
  - recent public PR activity: **31 PRs** (20 merged / 3 closed-unmerged / 8 open; merged rate **65%**, closed-unmerged rate **10%**, open rate **26%**)
1829
  - public orgs: `huggingface`
 
2098
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASangbumChoi)
2099
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASangbumChoi)
2100
  - repo first seen: `2024-06-07T00:26:26Z`
2101
+ - repo last seen: `2026-06-25T14:54:23Z`
2102
  - first seen in snapshot: **no**
2103
  - repo association: **CONTRIBUTOR**
2104
  - repo primary artifacts: **6**
2105
  - snapshot authored PRs/issues: **6 PRs / 0 issues**
2106
+ - snapshot discussion activity: **9 comments / 103 reviews / 122 review comments**
2107
  - account age: **3079 days**
2108
  - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
2109
  - public orgs: none visible
 
2134
  - heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**
2135
 
2136
  Example artifacts:
2137
+ - [PR #46873: Fix GatedDeltaNet torch fallback prefill vs decode divergence (#46190)](https://github.com/huggingface/transformers/pull/46873) — closed
2138
  - [PR #46872: Fix RT-DETR extra feature-level projection indexing (#46832)](https://github.com/huggingface/transformers/pull/46872) — closed
2139
  - [PR #45073: Refactor OwlViT to modular Transformers](https://github.com/huggingface/transformers/pull/45073) — open
2140
 
 
2300
  - heuristic read: **high open PR share; targets high-star repos**
2301
 
2302
  Example artifacts:
2303
+ - [PR #45945: Fix OLMo 3 scaled RoPE handling for sliding attention](https://github.com/huggingface/transformers/pull/45945) — closed
2304
  - [PR #45686: Fix custom-module copies inheriting read-only permissions](https://github.com/huggingface/transformers/pull/45686) — closed, merged
2305
  - [Issue #45698: from_pretrained loads wrong custom module after save_pretrained](https://github.com/huggingface/transformers/issues/45698) — open
2306
  - [Issue #45684: save_pretrained` (with `register_for_auto_class`) propagates read-only permissions from custom-model source files](https://github.com/huggingface/transformers/issues/45684) — closed
 
2823
  - [PR #46225: Add rio2 model](https://github.com/huggingface/transformers/pull/46225) — closed
2824
  - [PR #46223: Add files via upload](https://github.com/huggingface/transformers/pull/46223) — closed
2825
 
2826
+ ### `JemmaUZH`
2827
+
2828
+ - profile: [github.com/JemmaUZH](https://github.com/JemmaUZH)
2829
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AJemmaUZH)
2830
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AJemmaUZH)
2831
+ - repo first seen: `2026-06-09T15:51:29Z`
2832
+ - repo last seen: `2026-06-25T14:39:15Z`
2833
+ - first seen in snapshot: **no**
2834
+ - repo association: **CONTRIBUTOR**
2835
+ - repo primary artifacts: **2**
2836
+ - snapshot authored PRs/issues: **2 PRs / 0 issues**
2837
+ - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
2838
+ - account age: **837 days**
2839
+ - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
2840
+ - public orgs: none visible
2841
+ - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
2842
+ - heuristic read: **high open PR share; targets high-star repos**
2843
+
2844
+ Example artifacts:
2845
+ - [PR #46888: Fix Gemma4 closed thinking block detection in serve](https://github.com/huggingface/transformers/pull/46888) — open
2846
+ - [PR #46527: Fix trailing comma bug in DataCollatorForLanguageModeling example](https://github.com/huggingface/transformers/pull/46527) — closed, merged
2847
+
2848
  ### `joerowell`
2849
 
2850
  - profile: [github.com/joerowell](https://github.com/joerowell)
 
3363
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aebezzam)
3364
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aebezzam)
3365
  - repo first seen: `2025-07-25T12:59:52Z`
3366
+ - repo last seen: `2026-06-25T16:42:27Z`
3367
  - first seen in snapshot: **no**
3368
  - repo association: **MEMBER**
3369
  - repo primary artifacts: **10**
3370
  - snapshot authored PRs/issues: **10 PRs / 0 issues**
3371
+ - snapshot discussion activity: **76 comments / 350 reviews / 933 review comments**
3372
  - account age: **4714 days**
3373
  - recent public PR activity: **6 PRs** (3 merged / 0 closed-unmerged / 3 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
3374
  - public orgs: `LCAV`
 
3761
  - [PR #46857: docs: Update NeMo AutoModel doc examples](https://github.com/huggingface/transformers/pull/46857) — closed, merged
3762
  - [PR #44304: docs: Add NeMo Automodel community integration docs](https://github.com/huggingface/transformers/pull/44304) — closed, merged
3763
 
3764
+ ### `glegendre01`
3765
+
3766
+ - profile: [github.com/glegendre01](https://github.com/glegendre01)
3767
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aglegendre01)
3768
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aglegendre01)
3769
+ - repo first seen: `2026-04-21T12:37:31Z`
3770
+ - repo last seen: `2026-06-25T14:26:37Z`
3771
+ - first seen in snapshot: **no**
3772
+ - repo association: **MEMBER**
3773
+ - repo primary artifacts: **2**
3774
+ - snapshot authored PRs/issues: **2 PRs / 0 issues**
3775
+ - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
3776
+ - account age: **1347 days**
3777
+ - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
3778
+ - public orgs: none visible
3779
+ - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
3780
+ - heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
3781
+
3782
+ Example artifacts:
3783
+ - [PR #46887: feat: build CI docker images for linux/arm64 (Graviton)](https://github.com/huggingface/transformers/pull/46887) — open
3784
+ - [PR #45550: Add runner selection for mi325 GPU type](https://github.com/huggingface/transformers/pull/45550) — open, draft
3785
+
3786
  ### `hanouticelina`
3787
 
3788
  - profile: [github.com/hanouticelina](https://github.com/hanouticelina)
 
4554
  - heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
4555
 
4556
  Example artifacts:
4557
+ - [PR #46863: fix: convert past_length to int in _prefill for static cache compatib…](https://github.com/huggingface/transformers/pull/46863) — closed
4558
+ - [Issue #46858: _prefill: cache.get_seq_length() returns device tensor, breaks slice arithmetic for static cache + torch.compile on non-CUDA backends](https://github.com/huggingface/transformers/issues/46858) — closed
4559
 
4560
  ### `sisaman`
4561
 
 
4894
  Example artifacts:
4895
  - [PR #46261: feat(distributed): Ulysses Context Parallelism for attention](https://github.com/huggingface/transformers/pull/46261) — closed
4896
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
4897
  ### `amanv0007`
4898
 
4899
  - profile: [github.com/amanv0007](https://github.com/amanv0007)
 
5314
  Example artifacts:
5315
  - [PR #45769: feat: add bf16_loss training argument for VRAM-efficient QLoRA by keeping loss in BF16 during training to save ~1.4 GB VRAM](https://github.com/huggingface/transformers/pull/45769) — closed
5316
 
5317
+ ### `C1-BA-B1-F3`
5318
+
5319
+ - profile: [github.com/C1-BA-B1-F3](https://github.com/C1-BA-B1-F3)
5320
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AC1-BA-B1-F3)
5321
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AC1-BA-B1-F3)
5322
+ - repo first seen: `2026-06-25T12:57:12Z`
5323
+ - repo last seen: `2026-06-25T12:57:12Z`
5324
+ - first seen in snapshot: **yes**
5325
+ - repo association: **NONE**
5326
+ - repo primary artifacts: **1**
5327
+ - snapshot authored PRs/issues: **1 PRs / 0 issues**
5328
+ - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
5329
+ - account age: **3300 days**
5330
+ - recent public PR activity: **55 PRs** (3 merged / 14 closed-unmerged / 38 open; merged rate **5%**, closed-unmerged rate **25%**, open rate **69%**)
5331
+ - public orgs: none visible
5332
+ - compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
5333
+ - heuristic read: **high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
5334
+
5335
+ Example artifacts:
5336
+ - [PR #46884: fix: redirect auto_docstring diagnostics from stdout to stderr (#46877)](https://github.com/huggingface/transformers/pull/46884) — closed
5337
+
5338
  ### `calliec-1223`
5339
 
5340
  - profile: [github.com/calliec-1223](https://github.com/calliec-1223)
 
6217
  Example artifacts:
6218
  - [PR #46194: [docs] Add beginner-friendly "Transformers in Your First 15 Minutes" guide](https://github.com/huggingface/transformers/pull/46194) — closed
6219
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
6220
  ### `jmayank1511`
6221
 
6222
  - profile: [github.com/jmayank1511](https://github.com/jmayank1511)
 
6853
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Andvbd)
6854
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Andvbd)
6855
  - repo first seen: `2026-06-16T08:24:44Z`
6856
+ - repo last seen: `2026-06-25T12:52:12Z`
6857
  - first seen in snapshot: **no**
6858
  - repo association: **FIRST_TIME_CONTRIBUTOR**
6859
  - repo primary artifacts: **1**
6860
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
6861
+ - snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
6862
  - account age: **5482 days**
6863
  - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
6864
  - public orgs: none visible
 
7317
  - repo first seen: `2026-06-25T00:20:31Z`
7318
  - repo last seen: `2026-06-25T00:20:32Z`
7319
  - first seen in snapshot: **no**
7320
+ - repo association: **NONE**
7321
  - repo primary artifacts: **1**
7322
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
7323
  - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
 
7328
  - heuristic read: **high recent PR volume; broad repo spread; high open PR share**
7329
 
7330
  Example artifacts:
7331
+ - [PR #46874: [RT-DETR] Fix misplaced [-1] index in decoder projection when num_feature_levels > backbone outputs](https://github.com/huggingface/transformers/pull/46874) — closed
7332
 
7333
  ### `Sanjays2402`
7334
 
 
7750
  Example artifacts:
7751
  - [PR #46542: Vision RoPE refactor](https://github.com/huggingface/transformers/pull/46542) — closed
7752
 
7753
+ ### `swankystark`
7754
+
7755
+ - profile: [github.com/swankystark](https://github.com/swankystark)
7756
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aswankystark)
7757
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aswankystark)
7758
+ - repo first seen: `2026-06-04T20:30:30Z`
7759
+ - repo last seen: `2026-06-25T13:21:28Z`
7760
+ - first seen in snapshot: **yes**
7761
+ - repo association: **FIRST_TIME_CONTRIBUTOR**
7762
+ - repo primary artifacts: **1**
7763
+ - snapshot authored PRs/issues: **1 PRs / 0 issues**
7764
+ - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
7765
+ - account age: **978 days**
7766
+ - recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
7767
+ - public orgs: none visible
7768
+ - compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
7769
+ - heuristic read: **high open PR share; targets high-star repos**
7770
+
7771
+ Example artifacts:
7772
+ - [PR #46886: Fix YOLOS device mismatch with device_map="auto"](https://github.com/huggingface/transformers/pull/46886) — open
7773
+
7774
  ### `ted-mosi`
7775
 
7776
  - profile: [github.com/ted-mosi](https://github.com/ted-mosi)
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2772
- "tests/generation/test_utils.py"
 
 
 
2773
  ],
2774
  "shared_directories": [
2775
- "src/transformers/generation",
 
 
 
2776
  "src/transformers",
2777
- "tests/generation",
2778
- "src",
2779
- "tests"
2780
  ]
2781
  },
2782
  {
2783
- "left_pr_number": 32189,
2784
- "right_pr_number": 42655,
2785
- "similarity": 0.463,
2786
- "content_similarity": 0.499,
2787
- "size_similarity": 0.231,
2788
- "breadth_similarity": 0.5,
2789
- "concentration_similarity": 0.568,
2790
  "shared_filenames": [
2791
- "src/transformers/generation/candidate_generator.py",
2792
- "src/transformers/generation/utils.py"
 
 
2793
  ],
2794
  "shared_directories": [
2795
- "src/transformers/generation",
 
 
 
2796
  "src/transformers",
2797
  "src"
2798
  ]
2799
  },
2800
  {
2801
- "left_pr_number": 46124,
2802
- "right_pr_number": 46863,
2803
- "similarity": 0.454,
2804
- "content_similarity": 0.239,
2805
- "size_similarity": 0.929,
2806
- "breadth_similarity": 1.0,
2807
- "concentration_similarity": 0.942,
2808
  "shared_filenames": [
2809
- "tests/generation/test_utils.py"
 
 
 
2810
  ],
2811
  "shared_directories": [
2812
- "src/transformers/generation",
 
 
 
2813
  "src/transformers",
2814
- "tests/generation",
2815
- "src",
2816
- "tests"
2817
  ]
2818
  },
2819
  {
2820
- "left_pr_number": 42655,
2821
- "right_pr_number": 46124,
2822
- "similarity": 0.406,
2823
- "content_similarity": 0.459,
2824
- "size_similarity": 0.038,
2825
- "breadth_similarity": 0.417,
2826
- "concentration_similarity": 0.753,
2827
  "shared_filenames": [
2828
- "src/transformers/generation/candidate_generator.py",
2829
- "tests/generation/test_utils.py"
2830
  ],
2831
  "shared_directories": [
2832
- "src/transformers/generation",
 
2833
  "src/transformers",
2834
- "tests/generation",
2835
- "src",
2836
- "tests"
2837
  ]
2838
  },
2839
  {
2840
- "left_pr_number": 32189,
2841
- "right_pr_number": 46124,
2842
- "similarity": 0.397,
2843
- "content_similarity": 0.355,
2844
- "size_similarity": 0.165,
2845
- "breadth_similarity": 0.833,
2846
- "concentration_similarity": 0.815,
2847
  "shared_filenames": [
2848
- "src/transformers/generation/candidate_generator.py"
 
 
 
 
2849
  ],
2850
  "shared_directories": [
2851
- "src/transformers/generation",
 
 
 
 
2852
  "src/transformers",
2853
  "src"
2854
  ]
2855
  },
2856
  {
2857
- "left_pr_number": 46124,
2858
- "right_pr_number": 46735,
2859
- "similarity": 0.381,
2860
- "content_similarity": 0.236,
2861
- "size_similarity": 0.467,
2862
- "breadth_similarity": 1.0,
2863
- "concentration_similarity": 0.917,
2864
  "shared_filenames": [
2865
- "tests/generation/test_utils.py"
 
 
 
 
2866
  ],
2867
  "shared_directories": [
2868
- "src/transformers/generation",
 
 
 
 
2869
  "src/transformers",
2870
- "tests/generation",
2871
- "src",
2872
- "tests"
2873
  ]
2874
  },
2875
  {
2876
- "left_pr_number": 42655,
2877
- "right_pr_number": 46863,
2878
- "similarity": 0.359,
2879
- "content_similarity": 0.396,
2880
- "size_similarity": 0.035,
2881
- "breadth_similarity": 0.417,
2882
- "concentration_similarity": 0.696,
2883
  "shared_filenames": [
2884
- "src/transformers/generation/utils.py",
2885
- "tests/generation/test_utils.py"
 
 
 
 
2886
  ],
2887
  "shared_directories": [
2888
- "src/transformers/generation",
 
 
 
 
2889
  "src/transformers",
2890
- "tests/generation",
2891
- "src",
2892
- "tests"
2893
  ]
2894
  },
2895
  {
2896
- "left_pr_number": 42655,
2897
- "right_pr_number": 46735,
2898
- "similarity": 0.318,
2899
- "content_similarity": 0.318,
2900
- "size_similarity": 0.082,
2901
- "breadth_similarity": 0.417,
2902
- "concentration_similarity": 0.837,
2903
  "shared_filenames": [
2904
- "src/transformers/generation/utils.py",
2905
- "tests/generation/test_utils.py"
2906
  ],
2907
  "shared_directories": [
2908
- "src/transformers/generation",
 
2909
  "src/transformers",
2910
- "tests/generation",
2911
- "src",
2912
- "tests"
2913
  ]
2914
  },
2915
  {
2916
- "left_pr_number": 32189,
2917
- "right_pr_number": 46735,
2918
- "similarity": 0.294,
2919
- "content_similarity": 0.174,
2920
- "size_similarity": 0.353,
2921
- "breadth_similarity": 0.833,
2922
- "concentration_similarity": 0.731,
2923
  "shared_filenames": [
2924
- "src/transformers/generation/utils.py"
2925
  ],
2926
  "shared_directories": [
2927
- "src/transformers/generation",
 
2928
  "src/transformers",
2929
  "src"
2930
  ]
2931
  },
2932
  {
2933
- "left_pr_number": 32189,
2934
- "right_pr_number": 46863,
2935
- "similarity": 0.24,
2936
- "content_similarity": 0.129,
2937
- "size_similarity": 0.153,
2938
- "breadth_similarity": 0.833,
2939
- "concentration_similarity": 0.872,
2940
  "shared_filenames": [
2941
- "src/transformers/generation/utils.py"
2942
  ],
2943
  "shared_directories": [
2944
- "src/transformers/generation",
 
2945
  "src/transformers",
2946
  "src"
2947
  ]
@@ -2954,10 +2623,10 @@
2954
  42975,
2955
  42976,
2956
  45077,
2957
- 46564
2958
  ],
2959
  "representative_pr_number": 42975,
2960
- "average_similarity": 0.538,
2961
  "summary": "4 open PRs share weighted file overlap around `.github/workflows/build-docker-images.yml`, `.github/workflows/build-nightly-ci-docker-images.yml`, `.github/workflows/build-past-ci-docker-images.yml`; representative PR #42975.",
2962
  "shared_filenames": [
2963
  ".github/workflows/build-docker-images.yml",
@@ -2976,11 +2645,11 @@
2976
  "pairwise": [
2977
  {
2978
  "left_pr_number": 42975,
2979
- "right_pr_number": 46564,
2980
- "similarity": 0.668,
2981
- "content_similarity": 0.705,
2982
- "size_similarity": 0.202,
2983
- "breadth_similarity": 0.939,
2984
  "concentration_similarity": 1.0,
2985
  "shared_filenames": [
2986
  ".github/workflows/add-model-like.yml",
@@ -3002,8 +2671,8 @@
3002
  {
3003
  "left_pr_number": 42975,
3004
  "right_pr_number": 45077,
3005
- "similarity": 0.659,
3006
- "content_similarity": 0.594,
3007
  "size_similarity": 0.731,
3008
  "breadth_similarity": 0.833,
3009
  "concentration_similarity": 1.0,
@@ -3026,11 +2695,11 @@
3026
  },
3027
  {
3028
  "left_pr_number": 42976,
3029
- "right_pr_number": 46564,
3030
- "similarity": 0.563,
3031
- "content_similarity": 0.537,
3032
- "size_similarity": 0.5,
3033
- "breadth_similarity": 0.621,
3034
  "concentration_similarity": 1.0,
3035
  "shared_filenames": [
3036
  ".github/workflows/build-ci-docker-images.yml",
@@ -3048,11 +2717,11 @@
3048
  },
3049
  {
3050
  "left_pr_number": 45077,
3051
- "right_pr_number": 46564,
3052
- "similarity": 0.476,
3053
- "content_similarity": 0.451,
3054
- "size_similarity": 0.147,
3055
- "breadth_similarity": 0.879,
3056
  "concentration_similarity": 1.0,
3057
  "shared_filenames": [
3058
  ".github/workflows/benchmark.yml",
@@ -3061,10 +2730,10 @@
3061
  ".github/workflows/build-nightly-ci-docker-images.yml",
3062
  ".github/workflows/build-past-ci-docker-images.yml",
3063
  ".github/workflows/check_tiny_models.yml",
 
3064
  ".github/workflows/release-conda.yml",
3065
  ".github/workflows/release.yml",
3066
- ".github/workflows/ssh-runner.yml",
3067
- ".github/workflows/trufflehog.yml"
3068
  ],
3069
  "shared_directories": [
3070
  ".github/workflows",
@@ -3074,8 +2743,8 @@
3074
  {
3075
  "left_pr_number": 42976,
3076
  "right_pr_number": 45077,
3077
- "similarity": 0.471,
3078
- "content_similarity": 0.491,
3079
  "size_similarity": 0.074,
3080
  "breadth_similarity": 0.659,
3081
  "concentration_similarity": 1.0,
@@ -3094,8 +2763,8 @@
3094
  {
3095
  "left_pr_number": 42975,
3096
  "right_pr_number": 42976,
3097
- "similarity": 0.394,
3098
- "content_similarity": 0.383,
3099
  "size_similarity": 0.101,
3100
  "breadth_similarity": 0.606,
3101
  "concentration_similarity": 1.0,
@@ -3124,7 +2793,7 @@
3124
  45985
3125
  ],
3126
  "representative_pr_number": 45985,
3127
- "average_similarity": 0.501,
3128
  "summary": "4 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #45985.",
3129
  "shared_filenames": [
3130
  "src/transformers/generation/utils.py"
@@ -3138,8 +2807,8 @@
3138
  {
3139
  "left_pr_number": 34667,
3140
  "right_pr_number": 45985,
3141
- "similarity": 0.594,
3142
- "content_similarity": 0.477,
3143
  "size_similarity": 0.733,
3144
  "breadth_similarity": 1.0,
3145
  "concentration_similarity": 1.0,
@@ -3155,8 +2824,8 @@
3155
  {
3156
  "left_pr_number": 39683,
3157
  "right_pr_number": 45985,
3158
- "similarity": 0.593,
3159
- "content_similarity": 0.493,
3160
  "size_similarity": 0.652,
3161
  "breadth_similarity": 1.0,
3162
  "concentration_similarity": 1.0,
@@ -3172,8 +2841,8 @@
3172
  {
3173
  "left_pr_number": 34667,
3174
  "right_pr_number": 39683,
3175
- "similarity": 0.521,
3176
- "content_similarity": 0.428,
3177
  "size_similarity": 0.478,
3178
  "breadth_similarity": 1.0,
3179
  "concentration_similarity": 1.0,
@@ -3189,8 +2858,8 @@
3189
  {
3190
  "left_pr_number": 44872,
3191
  "right_pr_number": 45985,
3192
- "similarity": 0.453,
3193
- "content_similarity": 0.391,
3194
  "size_similarity": 0.2,
3195
  "breadth_similarity": 1.0,
3196
  "concentration_similarity": 1.0,
@@ -3206,8 +2875,8 @@
3206
  {
3207
  "left_pr_number": 34667,
3208
  "right_pr_number": 44872,
3209
- "similarity": 0.429,
3210
- "content_similarity": 0.34,
3211
  "size_similarity": 0.273,
3212
  "breadth_similarity": 1.0,
3213
  "concentration_similarity": 1.0,
@@ -3223,8 +2892,8 @@
3223
  {
3224
  "left_pr_number": 39683,
3225
  "right_pr_number": 44872,
3226
- "similarity": 0.415,
3227
- "content_similarity": 0.35,
3228
  "size_similarity": 0.13,
3229
  "breadth_similarity": 1.0,
3230
  "concentration_similarity": 1.0,
@@ -3372,7 +3041,7 @@
3372
  46766
3373
  ],
3374
  "representative_pr_number": 45682,
3375
- "average_similarity": 0.367,
3376
  "summary": "4 open PRs share weighted file overlap around `tests/peft_integration/test_peft_integration.py`, `src/transformers/integrations/peft.py`; representative PR #45682.",
3377
  "shared_filenames": [
3378
  "tests/peft_integration/test_peft_integration.py",
@@ -3390,7 +3059,7 @@
3390
  "left_pr_number": 45682,
3391
  "right_pr_number": 46442,
3392
  "similarity": 0.609,
3393
- "content_similarity": 0.677,
3394
  "size_similarity": 0.435,
3395
  "breadth_similarity": 0.31,
3396
  "concentration_similarity": 0.773,
@@ -3409,8 +3078,8 @@
3409
  {
3410
  "left_pr_number": 45682,
3411
  "right_pr_number": 46766,
3412
- "similarity": 0.468,
3413
- "content_similarity": 0.437,
3414
  "size_similarity": 0.134,
3415
  "breadth_similarity": 1.0,
3416
  "concentration_similarity": 0.849,
@@ -3429,8 +3098,8 @@
3429
  {
3430
  "left_pr_number": 45679,
3431
  "right_pr_number": 46766,
3432
- "similarity": 0.423,
3433
- "content_similarity": 0.438,
3434
  "size_similarity": 0.143,
3435
  "breadth_similarity": 0.5,
3436
  "concentration_similarity": 0.893,
@@ -3442,6 +3111,22 @@
3442
  "tests"
3443
  ]
3444
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3445
  {
3446
  "left_pr_number": 46442,
3447
  "right_pr_number": 46766,
@@ -3462,27 +3147,11 @@
3462
  "tests"
3463
  ]
3464
  },
3465
- {
3466
- "left_pr_number": 45679,
3467
- "right_pr_number": 45682,
3468
- "similarity": 0.269,
3469
- "content_similarity": 0.256,
3470
- "size_similarity": 0.019,
3471
- "breadth_similarity": 0.5,
3472
- "concentration_similarity": 0.742,
3473
- "shared_filenames": [
3474
- "tests/peft_integration/test_peft_integration.py"
3475
- ],
3476
- "shared_directories": [
3477
- "tests/peft_integration",
3478
- "tests"
3479
- ]
3480
- },
3481
  {
3482
  "left_pr_number": 45679,
3483
  "right_pr_number": 46442,
3484
- "similarity": 0.154,
3485
- "content_similarity": 0.126,
3486
  "size_similarity": 0.008,
3487
  "breadth_similarity": 0.155,
3488
  "concentration_similarity": 0.969,
@@ -3584,7 +3253,7 @@
3584
  46780
3585
  ],
3586
  "representative_pr_number": 46780,
3587
- "average_similarity": 0.721,
3588
  "summary": "3 open PRs share weighted file overlap around `src/transformers/models/vit_mae/modeling_vit_mae.py`, `src/transformers/models/vit_mae/modular_vit_mae.py`, `src/transformers/models/aimv2/modeling_aimv2.py`; representative PR #46780.",
3589
  "shared_filenames": [
3590
  "src/transformers/models/vit_mae/modeling_vit_mae.py",
@@ -3594,7 +3263,7 @@
3594
  "src/transformers/models/pp_doclayout_v3/modeling_pp_doclayout_v3.py",
3595
  "src/transformers/models/d_fine/modeling_d_fine.py",
3596
  "src/transformers/models/pp_doclayout_v2/modeling_pp_doclayout_v2.py",
3597
- "src/transformers/models/rt_detr_v2/modeling_rt_detr_v2.py"
3598
  ],
3599
  "shared_directories": [
3600
  "src/transformers/models/vit_mae",
@@ -3674,8 +3343,8 @@
3674
  {
3675
  "left_pr_number": 45932,
3676
  "right_pr_number": 46174,
3677
- "similarity": 0.592,
3678
- "content_similarity": 0.63,
3679
  "size_similarity": 0.248,
3680
  "breadth_similarity": 0.679,
3681
  "concentration_similarity": 0.916,
@@ -3849,6 +3518,86 @@
3849
  }
3850
  ]
3851
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3852
  {
3853
  "cluster_id": "pr-scope-43997-3",
3854
  "pr_numbers": [
@@ -3910,7 +3659,7 @@
3910
  {
3911
  "left_pr_number": 43997,
3912
  "right_pr_number": 44019,
3913
- "similarity": 0.275,
3914
  "content_similarity": 0.025,
3915
  "size_similarity": 0.722,
3916
  "breadth_similarity": 1.0,
@@ -4025,7 +3774,7 @@
4025
  "left_pr_number": 45720,
4026
  "right_pr_number": 46196,
4027
  "similarity": 0.393,
4028
- "content_similarity": 0.321,
4029
  "size_similarity": 0.243,
4030
  "breadth_similarity": 0.821,
4031
  "concentration_similarity": 0.995,
@@ -4146,7 +3895,7 @@
4146
  44682
4147
  ],
4148
  "representative_pr_number": 43656,
4149
- "average_similarity": 0.474,
4150
  "summary": "3 open PRs share weighted file overlap around `src/transformers/cli/serve.py`; representative PR #43656.",
4151
  "shared_filenames": [
4152
  "src/transformers/cli/serve.py"
@@ -4160,8 +3909,8 @@
4160
  {
4161
  "left_pr_number": 43656,
4162
  "right_pr_number": 43842,
4163
- "similarity": 0.579,
4164
- "content_similarity": 0.565,
4165
  "size_similarity": 0.222,
4166
  "breadth_similarity": 1.0,
4167
  "concentration_similarity": 1.0,
@@ -4177,8 +3926,8 @@
4177
  {
4178
  "left_pr_number": 43656,
4179
  "right_pr_number": 44682,
4180
- "similarity": 0.438,
4181
- "content_similarity": 0.487,
4182
  "size_similarity": 0.048,
4183
  "breadth_similarity": 0.5,
4184
  "concentration_similarity": 0.802,
@@ -4194,8 +3943,8 @@
4194
  {
4195
  "left_pr_number": 43842,
4196
  "right_pr_number": 44682,
4197
- "similarity": 0.404,
4198
- "content_similarity": 0.447,
4199
  "size_similarity": 0.011,
4200
  "breadth_similarity": 0.5,
4201
  "concentration_similarity": 0.802,
@@ -4325,7 +4074,7 @@
4325
  {
4326
  "left_pr_number": 45649,
4327
  "right_pr_number": 45655,
4328
- "similarity": 0.512,
4329
  "content_similarity": 0.351,
4330
  "size_similarity": 0.778,
4331
  "breadth_similarity": 1.0,
@@ -4383,8 +4132,8 @@
4383
  {
4384
  "left_pr_number": 45293,
4385
  "right_pr_number": 46580,
4386
- "similarity": 0.546,
4387
- "content_similarity": 0.501,
4388
  "size_similarity": 0.714,
4389
  "breadth_similarity": 0.5,
4390
  "concentration_similarity": 0.75,
@@ -4401,8 +4150,8 @@
4401
  {
4402
  "left_pr_number": 45293,
4403
  "right_pr_number": 45317,
4404
- "similarity": 0.506,
4405
- "content_similarity": 0.352,
4406
  "size_similarity": 0.741,
4407
  "breadth_similarity": 1.0,
4408
  "concentration_similarity": 0.972,
@@ -4433,6 +4182,86 @@
4433
  }
4434
  ]
4435
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
4436
  {
4437
  "cluster_id": "pr-scope-45709-3",
4438
  "pr_numbers": [
@@ -4461,8 +4290,8 @@
4461
  {
4462
  "left_pr_number": 45742,
4463
  "right_pr_number": 46211,
4464
- "similarity": 0.561,
4465
- "content_similarity": 0.498,
4466
  "size_similarity": 0.963,
4467
  "breadth_similarity": 0.25,
4468
  "concentration_similarity": 0.852,
@@ -4561,7 +4390,7 @@
4561
  {
4562
  "left_pr_number": 44889,
4563
  "right_pr_number": 44981,
4564
- "similarity": 0.394,
4565
  "content_similarity": 0.15,
4566
  "size_similarity": 0.991,
4567
  "breadth_similarity": 1.0,
@@ -4604,7 +4433,7 @@
4604
  44550
4605
  ],
4606
  "representative_pr_number": 44550,
4607
- "average_similarity": 0.368,
4608
  "summary": "3 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
4609
  "shared_filenames": [],
4610
  "shared_directories": [
@@ -4617,8 +4446,8 @@
4617
  {
4618
  "left_pr_number": 33686,
4619
  "right_pr_number": 44550,
4620
- "similarity": 0.391,
4621
- "content_similarity": 0.13,
4622
  "size_similarity": 1.0,
4623
  "breadth_similarity": 1.0,
4624
  "concentration_similarity": 1.0,
@@ -4633,8 +4462,8 @@
4633
  {
4634
  "left_pr_number": 44407,
4635
  "right_pr_number": 44550,
4636
- "similarity": 0.361,
4637
- "content_similarity": 0.096,
4638
  "size_similarity": 0.957,
4639
  "breadth_similarity": 1.0,
4640
  "concentration_similarity": 1.0,
@@ -4648,8 +4477,8 @@
4648
  {
4649
  "left_pr_number": 33686,
4650
  "right_pr_number": 44407,
4651
- "similarity": 0.352,
4652
- "content_similarity": 0.083,
4653
  "size_similarity": 0.957,
4654
  "breadth_similarity": 1.0,
4655
  "concentration_similarity": 1.0,
@@ -4753,7 +4582,7 @@
4753
  45645
4754
  ],
4755
  "representative_pr_number": 45639,
4756
- "average_similarity": 0.883,
4757
  "summary": "2 open PRs share weighted file overlap around `tests/utils/test_testing_utils.py`, `utils/notification_service.py`, `src/transformers/testing_utils.py`; representative PR #45639.",
4758
  "shared_filenames": [
4759
  "tests/utils/test_testing_utils.py",
@@ -4771,8 +4600,8 @@
4771
  {
4772
  "left_pr_number": 45639,
4773
  "right_pr_number": 45645,
4774
- "similarity": 0.883,
4775
- "content_similarity": 0.894,
4776
  "size_similarity": 0.918,
4777
  "breadth_similarity": 0.75,
4778
  "concentration_similarity": 0.898,
@@ -4850,26 +4679,26 @@
4850
  ],
4851
  "representative_pr_number": 43543,
4852
  "average_similarity": 0.774,
4853
- "summary": "2 open PRs share weighted file overlap around `src/transformers/models/jetmoe/modeling_jetmoe.py`, `src/transformers/models/minimax_m2/modeling_minimax_m2.py`, `src/transformers/models/dbrx/modeling_dbrx.py`; representative PR #43543.",
4854
  "shared_filenames": [
4855
  "src/transformers/models/jetmoe/modeling_jetmoe.py",
 
4856
  "src/transformers/models/minimax_m2/modeling_minimax_m2.py",
 
4857
  "src/transformers/models/dbrx/modeling_dbrx.py",
4858
- "src/transformers/models/ernie4_5_moe/modeling_ernie4_5_moe.py",
4859
  "src/transformers/models/flex_olmo/modeling_flex_olmo.py",
4860
  "src/transformers/models/gpt_oss/modeling_gpt_oss.py",
4861
- "src/transformers/models/mixtral/modeling_mixtral.py",
4862
- "src/transformers/models/mixtral/modular_mixtral.py"
4863
  ],
4864
  "shared_directories": [
4865
  "src/transformers/models/jetmoe",
4866
- "src/transformers/models/dbrx",
4867
  "src/transformers/models/ernie4_5_moe",
4868
  "src/transformers/models/phimoe",
 
4869
  "src/transformers/models/flex_olmo",
4870
  "src/transformers/models/minimax_m2",
4871
- "src/transformers/models/gpt_oss",
4872
- "src/transformers/models/jamba"
4873
  ],
4874
  "pairwise": [
4875
  {
@@ -4944,39 +4773,6 @@
4944
  }
4945
  ]
4946
  },
4947
- {
4948
- "cluster_id": "pr-scope-46845-2",
4949
- "pr_numbers": [
4950
- 46845,
4951
- 46882
4952
- ],
4953
- "representative_pr_number": 46845,
4954
- "average_similarity": 0.749,
4955
- "summary": "2 open PRs share weighted file overlap around `tests/test_image_processing_common.py`; representative PR #46845.",
4956
- "shared_filenames": [
4957
- "tests/test_image_processing_common.py"
4958
- ],
4959
- "shared_directories": [
4960
- "tests"
4961
- ],
4962
- "pairwise": [
4963
- {
4964
- "left_pr_number": 46845,
4965
- "right_pr_number": 46882,
4966
- "similarity": 0.749,
4967
- "content_similarity": 0.875,
4968
- "size_similarity": 0.426,
4969
- "breadth_similarity": 0.25,
4970
- "concentration_similarity": 0.953,
4971
- "shared_filenames": [
4972
- "tests/test_image_processing_common.py"
4973
- ],
4974
- "shared_directories": [
4975
- "tests"
4976
- ]
4977
- }
4978
- ]
4979
- },
4980
  {
4981
  "cluster_id": "pr-scope-44893-2",
4982
  "pr_numbers": [
@@ -4984,7 +4780,7 @@
4984
  46173
4985
  ],
4986
  "representative_pr_number": 44893,
4987
- "average_similarity": 0.738,
4988
  "summary": "2 open PRs share weighted file overlap around `src/transformers/cache_utils.py`; representative PR #44893.",
4989
  "shared_filenames": [
4990
  "src/transformers/cache_utils.py"
@@ -4997,8 +4793,8 @@
4997
  {
4998
  "left_pr_number": 44893,
4999
  "right_pr_number": 46173,
5000
- "similarity": 0.738,
5001
- "content_similarity": 0.792,
5002
  "size_similarity": 0.222,
5003
  "breadth_similarity": 1.0,
5004
  "concentration_similarity": 1.0,
@@ -5175,7 +4971,7 @@
5175
  "left_pr_number": 43747,
5176
  "right_pr_number": 45480,
5177
  "similarity": 0.674,
5178
- "content_similarity": 0.625,
5179
  "size_similarity": 0.664,
5180
  "breadth_similarity": 1.0,
5181
  "concentration_similarity": 0.751,
@@ -5277,7 +5073,7 @@
5277
  "left_pr_number": 43779,
5278
  "right_pr_number": 43816,
5279
  "similarity": 0.663,
5280
- "content_similarity": 0.679,
5281
  "size_similarity": 0.25,
5282
  "breadth_similarity": 1.0,
5283
  "concentration_similarity": 1.0,
@@ -5299,7 +5095,7 @@
5299
  46781
5300
  ],
5301
  "representative_pr_number": 43875,
5302
- "average_similarity": 0.638,
5303
  "summary": "2 open PRs share weighted file overlap around `tests/utils/test_cache_utils.py`, `src/transformers/cache_utils.py`; representative PR #43875.",
5304
  "shared_filenames": [
5305
  "tests/utils/test_cache_utils.py",
@@ -5315,8 +5111,8 @@
5315
  {
5316
  "left_pr_number": 43875,
5317
  "right_pr_number": 46781,
5318
- "similarity": 0.638,
5319
- "content_similarity": 0.538,
5320
  "size_similarity": 0.756,
5321
  "breadth_similarity": 1.0,
5322
  "concentration_similarity": 0.971,
@@ -5405,10 +5201,10 @@
5405
  "left_pr_number": 45332,
5406
  "right_pr_number": 45333,
5407
  "similarity": 0.609,
5408
- "content_similarity": 0.646,
5409
- "size_similarity": 0.341,
5410
  "breadth_similarity": 0.594,
5411
- "concentration_similarity": 0.926,
5412
  "shared_filenames": [
5413
  "docs/source/en/_toctree.yml",
5414
  "docs/source/en/heterogeneous_configurations.md",
@@ -5510,47 +5306,6 @@
5510
  }
5511
  ]
5512
  },
5513
- {
5514
- "cluster_id": "pr-scope-44940-2",
5515
- "pr_numbers": [
5516
- 44940,
5517
- 46207
5518
- ],
5519
- "representative_pr_number": 44940,
5520
- "average_similarity": 0.55,
5521
- "summary": "2 open PRs share weighted file overlap around `tests/utils/test_modeling_utils.py`, `src/transformers/modeling_utils.py`; representative PR #44940.",
5522
- "shared_filenames": [
5523
- "tests/utils/test_modeling_utils.py",
5524
- "src/transformers/modeling_utils.py"
5525
- ],
5526
- "shared_directories": [
5527
- "tests/utils",
5528
- "src/transformers",
5529
- "tests",
5530
- "src"
5531
- ],
5532
- "pairwise": [
5533
- {
5534
- "left_pr_number": 44940,
5535
- "right_pr_number": 46207,
5536
- "similarity": 0.55,
5537
- "content_similarity": 0.465,
5538
- "size_similarity": 0.662,
5539
- "breadth_similarity": 0.833,
5540
- "concentration_similarity": 0.839,
5541
- "shared_filenames": [
5542
- "src/transformers/modeling_utils.py",
5543
- "tests/utils/test_modeling_utils.py"
5544
- ],
5545
- "shared_directories": [
5546
- "src/transformers",
5547
- "tests/utils",
5548
- "src",
5549
- "tests"
5550
- ]
5551
- }
5552
- ]
5553
- },
5554
  {
5555
  "cluster_id": "pr-scope-45541-2",
5556
  "pr_numbers": [
@@ -5586,51 +5341,6 @@
5586
  }
5587
  ]
5588
  },
5589
- {
5590
- "cluster_id": "pr-scope-46730-2",
5591
- "pr_numbers": [
5592
- 46730,
5593
- 46879
5594
- ],
5595
- "representative_pr_number": 46730,
5596
- "average_similarity": 0.51,
5597
- "summary": "2 open PRs share weighted file overlap around `src/transformers/models/musicflamingo/modeling_musicflamingo.py`, `src/transformers/models/musicflamingo/modular_musicflamingo.py`, `src/transformers/models/udop/modeling_udop.py`; representative PR #46730.",
5598
- "shared_filenames": [
5599
- "src/transformers/models/musicflamingo/modeling_musicflamingo.py",
5600
- "src/transformers/models/musicflamingo/modular_musicflamingo.py",
5601
- "src/transformers/models/udop/modeling_udop.py"
5602
- ],
5603
- "shared_directories": [
5604
- "src/transformers/models/musicflamingo",
5605
- "src/transformers/models/udop",
5606
- "src/transformers/models",
5607
- "src/transformers",
5608
- "src"
5609
- ],
5610
- "pairwise": [
5611
- {
5612
- "left_pr_number": 46730,
5613
- "right_pr_number": 46879,
5614
- "similarity": 0.51,
5615
- "content_similarity": 0.547,
5616
- "size_similarity": 0.243,
5617
- "breadth_similarity": 0.55,
5618
- "concentration_similarity": 0.712,
5619
- "shared_filenames": [
5620
- "src/transformers/models/musicflamingo/modeling_musicflamingo.py",
5621
- "src/transformers/models/musicflamingo/modular_musicflamingo.py",
5622
- "src/transformers/models/udop/modeling_udop.py"
5623
- ],
5624
- "shared_directories": [
5625
- "src/transformers/models/musicflamingo",
5626
- "src/transformers/models/udop",
5627
- "src/transformers/models",
5628
- "src/transformers",
5629
- "src"
5630
- ]
5631
- }
5632
- ]
5633
- },
5634
  {
5635
  "cluster_id": "pr-scope-45056-2",
5636
  "pr_numbers": [
@@ -5675,7 +5385,7 @@
5675
  46128
5676
  ],
5677
  "representative_pr_number": 45110,
5678
- "average_similarity": 0.5,
5679
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/sam3_1_video/__init__.py`, `src/transformers/models/sam3_1_video/configuration_sam3_1_video.py`, `src/transformers/models/sam3_1_video/convert_sam3_1_video_to_hf.py`; representative PR #45110.",
5680
  "shared_filenames": [
5681
  "src/transformers/models/sam3_1_video/__init__.py",
@@ -5700,7 +5410,7 @@
5700
  {
5701
  "left_pr_number": 45110,
5702
  "right_pr_number": 46128,
5703
- "similarity": 0.5,
5704
  "content_similarity": 0.439,
5705
  "size_similarity": 0.443,
5706
  "breadth_similarity": 0.84,
@@ -6237,7 +5947,7 @@
6237
  46526
6238
  ],
6239
  "representative_pr_number": 41458,
6240
- "average_similarity": 0.43,
6241
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/granitemoe/modular_granitemoe.py`, `src/transformers/models/granitemoe/modeling_granitemoe.py`, `src/transformers/models/granitemoeshared/modeling_granitemoeshared.py`; representative PR #41458.",
6242
  "shared_filenames": [
6243
  "src/transformers/models/granitemoe/modular_granitemoe.py",
@@ -6257,7 +5967,7 @@
6257
  {
6258
  "left_pr_number": 41458,
6259
  "right_pr_number": 46526,
6260
- "similarity": 0.43,
6261
  "content_similarity": 0.465,
6262
  "size_similarity": 0.024,
6263
  "breadth_similarity": 0.646,
@@ -6286,7 +5996,7 @@
6286
  46643
6287
  ],
6288
  "representative_pr_number": 42112,
6289
- "average_similarity": 0.427,
6290
  "summary": "2 open PRs share weighted file overlap around `src/transformers/generation/logits_process.py`, `tests/generation/test_logits_process.py`, `src/transformers/generation/utils.py`; representative PR #42112.",
6291
  "shared_filenames": [
6292
  "src/transformers/generation/logits_process.py",
@@ -6304,8 +6014,8 @@
6304
  {
6305
  "left_pr_number": 42112,
6306
  "right_pr_number": 46643,
6307
- "similarity": 0.427,
6308
- "content_similarity": 0.47,
6309
  "size_similarity": 0.029,
6310
  "breadth_similarity": 0.521,
6311
  "concentration_similarity": 0.841,
@@ -6331,7 +6041,7 @@
6331
  46269
6332
  ],
6333
  "representative_pr_number": 46099,
6334
- "average_similarity": 0.413,
6335
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/apertus/configuration_apertus.py`, `src/transformers/models/apertus/modular_apertus.py`, `src/transformers/models/arcee/modular_arcee.py`; representative PR #46099.",
6336
  "shared_filenames": [
6337
  "src/transformers/models/apertus/configuration_apertus.py",
@@ -6340,8 +6050,8 @@
6340
  "src/transformers/models/cohere/configuration_cohere.py",
6341
  "src/transformers/models/cohere2/configuration_cohere2.py",
6342
  "src/transformers/models/cohere2/modular_cohere2.py",
6343
- "src/transformers/models/ernie4_5/configuration_ernie4_5.py",
6344
- "src/transformers/models/exaone4/configuration_exaone4.py"
6345
  ],
6346
  "shared_directories": [
6347
  "src/transformers/models/hyperclovax",
@@ -6357,8 +6067,8 @@
6357
  {
6358
  "left_pr_number": 46099,
6359
  "right_pr_number": 46269,
6360
- "similarity": 0.413,
6361
- "content_similarity": 0.49,
6362
  "size_similarity": 0.013,
6363
  "breadth_similarity": 0.284,
6364
  "concentration_similarity": 0.805,
@@ -6486,7 +6196,7 @@
6486
  45783
6487
  ],
6488
  "representative_pr_number": 43446,
6489
- "average_similarity": 0.402,
6490
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/deepseek_vl/modeling_deepseek_vl.py`, `src/transformers/models/fast_vlm/modeling_fast_vlm.py`, `src/transformers/models/fast_vlm/modular_fast_vlm.py`; representative PR #43446.",
6491
  "shared_filenames": [
6492
  "src/transformers/models/deepseek_vl/modeling_deepseek_vl.py",
@@ -6512,7 +6222,7 @@
6512
  {
6513
  "left_pr_number": 43446,
6514
  "right_pr_number": 45783,
6515
- "similarity": 0.402,
6516
  "content_similarity": 0.379,
6517
  "size_similarity": 0.344,
6518
  "breadth_similarity": 0.4,
@@ -6544,37 +6254,6 @@
6544
  }
6545
  ]
6546
  },
6547
- {
6548
- "cluster_id": "pr-scope-46501-2",
6549
- "pr_numbers": [
6550
- 46501,
6551
- 46503
6552
- ],
6553
- "representative_pr_number": 46501,
6554
- "average_similarity": 0.362,
6555
- "summary": "2 open PRs cluster in `.github/workflows`, `.github` with similar change breadth; representative PR #46501.",
6556
- "shared_filenames": [],
6557
- "shared_directories": [
6558
- ".github/workflows",
6559
- ".github"
6560
- ],
6561
- "pairwise": [
6562
- {
6563
- "left_pr_number": 46501,
6564
- "right_pr_number": 46503,
6565
- "similarity": 0.362,
6566
- "content_similarity": 0.089,
6567
- "size_similarity": 1.0,
6568
- "breadth_similarity": 1.0,
6569
- "concentration_similarity": 1.0,
6570
- "shared_filenames": [],
6571
- "shared_directories": [
6572
- ".github/workflows",
6573
- ".github"
6574
- ]
6575
- }
6576
- ]
6577
- },
6578
  {
6579
  "cluster_id": "pr-scope-44642-2",
6580
  "pr_numbers": [
@@ -6612,6 +6291,37 @@
6612
  }
6613
  ]
6614
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
6615
  {
6616
  "cluster_id": "pr-scope-43826-2",
6617
  "pr_numbers": [
@@ -6645,6 +6355,39 @@
6645
  }
6646
  ]
6647
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
6648
  {
6649
  "cluster_id": "pr-scope-45975-2",
6650
  "pr_numbers": [
@@ -6652,7 +6395,7 @@
6652
  46792
6653
  ],
6654
  "representative_pr_number": 45975,
6655
- "average_similarity": 0.347,
6656
  "summary": "2 open PRs share weighted file overlap around `src/transformers/cli/serving/model_manager.py`, `src/transformers/cli/serve.py`; representative PR #45975.",
6657
  "shared_filenames": [
6658
  "src/transformers/cli/serving/model_manager.py",
@@ -6668,8 +6411,8 @@
6668
  {
6669
  "left_pr_number": 45975,
6670
  "right_pr_number": 46792,
6671
- "similarity": 0.347,
6672
- "content_similarity": 0.25,
6673
  "size_similarity": 0.429,
6674
  "breadth_similarity": 0.75,
6675
  "concentration_similarity": 0.659,
@@ -6693,7 +6436,7 @@
6693
  46357
6694
  ],
6695
  "representative_pr_number": 45851,
6696
- "average_similarity": 0.342,
6697
  "summary": "2 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #45851.",
6698
  "shared_filenames": [],
6699
  "shared_directories": [
@@ -6705,8 +6448,8 @@
6705
  {
6706
  "left_pr_number": 45851,
6707
  "right_pr_number": 46357,
6708
- "similarity": 0.342,
6709
- "content_similarity": 0.111,
6710
  "size_similarity": 0.761,
6711
  "breadth_similarity": 1.0,
6712
  "concentration_similarity": 1.0,
 
1
  {
2
  "repo": "huggingface/transformers",
3
+ "snapshot_id": "20260625T180018Z",
4
+ "generated_at": "2026-06-25T18:02:38Z",
5
+ "cluster_count": 72,
6
  "pr_scope_clusters": [
7
  {
8
  "cluster_id": "pr-scope-43636-10",
 
48
  {
49
  "left_pr_number": 43663,
50
  "right_pr_number": 45067,
51
+ "similarity": 0.623,
52
  "content_similarity": 0.461,
53
  "size_similarity": 1.0,
54
  "breadth_similarity": 1.0,
 
289
  "left_pr_number": 43636,
290
  "right_pr_number": 44660,
291
  "similarity": 0.419,
292
+ "content_similarity": 0.268,
293
  "size_similarity": 0.545,
294
  "breadth_similarity": 1.0,
295
  "concentration_similarity": 1.0,
 
497
  "left_pr_number": 44123,
498
  "right_pr_number": 44660,
499
  "similarity": 0.381,
500
+ "content_similarity": 0.307,
501
  "size_similarity": 0.109,
502
  "breadth_similarity": 1.0,
503
  "concentration_similarity": 1.0,
 
593
  "left_pr_number": 43651,
594
  "right_pr_number": 45055,
595
  "similarity": 0.36,
596
+ "content_similarity": 0.265,
597
  "size_similarity": 0.167,
598
  "breadth_similarity": 1.0,
599
  "concentration_similarity": 1.0,
 
935
  {
936
  "left_pr_number": 46504,
937
  "right_pr_number": 46716,
938
+ "similarity": 0.388,
939
+ "content_similarity": 0.126,
940
  "size_similarity": 1.0,
941
  "breadth_similarity": 1.0,
942
  "concentration_similarity": 1.0,
 
949
  {
950
  "left_pr_number": 46504,
951
  "right_pr_number": 46747,
952
+ "similarity": 0.376,
953
+ "content_similarity": 0.109,
954
  "size_similarity": 1.0,
955
  "breadth_similarity": 1.0,
956
  "concentration_similarity": 1.0,
 
964
  "left_pr_number": 46504,
965
  "right_pr_number": 46558,
966
  "similarity": 0.36,
967
+ "content_similarity": 0.086,
968
  "size_similarity": 1.0,
969
  "breadth_similarity": 1.0,
970
  "concentration_similarity": 1.0,
 
977
  {
978
  "left_pr_number": 46504,
979
  "right_pr_number": 46563,
980
+ "similarity": 0.335,
981
+ "content_similarity": 0.121,
982
  "size_similarity": 0.667,
983
  "breadth_similarity": 1.0,
984
  "concentration_similarity": 1.0,
 
991
  {
992
  "left_pr_number": 46504,
993
  "right_pr_number": 46554,
994
+ "similarity": 0.258,
995
+ "content_similarity": 0.131,
996
  "size_similarity": 0.111,
997
  "breadth_similarity": 1.0,
998
  "concentration_similarity": 1.0,
 
1362
  {
1363
  "left_pr_number": 44974,
1364
  "right_pr_number": 45635,
1365
+ "similarity": 0.715,
1366
+ "content_similarity": 0.714,
1367
  "size_similarity": 0.59,
1368
  "breadth_similarity": 0.8,
1369
  "concentration_similarity": 0.929,
 
1401
  "left_pr_number": 44974,
1402
  "right_pr_number": 45996,
1403
  "similarity": 0.579,
1404
+ "content_similarity": 0.55,
1405
  "size_similarity": 0.422,
1406
  "breadth_similarity": 0.9,
1407
  "concentration_similarity": 0.829,
 
1439
  {
1440
  "left_pr_number": 45996,
1441
  "right_pr_number": 46651,
1442
+ "similarity": 0.477,
1443
  "content_similarity": 0.486,
1444
  "size_similarity": 0.265,
1445
  "breadth_similarity": 0.583,
 
1496
  "left_pr_number": 45635,
1497
  "right_pr_number": 46717,
1498
  "similarity": 0.418,
1499
+ "content_similarity": 0.336,
1500
  "size_similarity": 0.375,
1501
  "breadth_similarity": 0.875,
1502
  "concentration_similarity": 0.763,
 
1514
  {
1515
  "left_pr_number": 44974,
1516
  "right_pr_number": 45421,
1517
+ "similarity": 0.417,
1518
+ "content_similarity": 0.296,
1519
  "size_similarity": 0.735,
1520
  "breadth_similarity": 0.667,
1521
  "concentration_similarity": 0.657,
 
1550
  {
1551
  "left_pr_number": 45996,
1552
  "right_pr_number": 46717,
1553
+ "similarity": 0.379,
1554
  "content_similarity": 0.271,
1555
  "size_similarity": 0.268,
1556
  "breadth_similarity": 1.0,
 
1623
  "left_pr_number": 45421,
1624
  "right_pr_number": 46651,
1625
  "similarity": 0.171,
1626
+ "content_similarity": 0.121,
1627
  "size_similarity": 0.152,
1628
  "breadth_similarity": 0.333,
1629
  "concentration_similarity": 0.611,
 
1667
  {
1668
  "left_pr_number": 41606,
1669
  "right_pr_number": 44543,
1670
+ "similarity": 0.679,
1671
+ "content_similarity": 0.654,
1672
  "size_similarity": 0.583,
1673
  "breadth_similarity": 1.0,
1674
  "concentration_similarity": 0.683,
 
1745
  {
1746
  "left_pr_number": 41606,
1747
  "right_pr_number": 45422,
1748
+ "similarity": 0.496,
1749
+ "content_similarity": 0.417,
1750
  "size_similarity": 0.569,
1751
  "breadth_similarity": 0.75,
1752
  "concentration_similarity": 0.881,
 
1763
  {
1764
  "left_pr_number": 44543,
1765
  "right_pr_number": 45422,
1766
+ "similarity": 0.479,
1767
+ "content_similarity": 0.449,
1768
  "size_similarity": 0.331,
1769
  "breadth_similarity": 0.75,
1770
  "concentration_similarity": 0.802,
 
1781
  {
1782
  "left_pr_number": 44543,
1783
  "right_pr_number": 46161,
1784
+ "similarity": 0.387,
1785
+ "content_similarity": 0.219,
1786
  "size_similarity": 0.566,
1787
  "breadth_similarity": 1.0,
1788
  "concentration_similarity": 0.97,
 
1798
  {
1799
  "left_pr_number": 41606,
1800
  "right_pr_number": 46161,
1801
+ "similarity": 0.364,
1802
+ "content_similarity": 0.119,
1803
  "size_similarity": 0.971,
1804
  "breadth_similarity": 1.0,
1805
  "concentration_similarity": 0.712,
 
1815
  {
1816
  "left_pr_number": 44543,
1817
  "right_pr_number": 45627,
1818
+ "similarity": 0.359,
1819
+ "content_similarity": 0.209,
1820
  "size_similarity": 0.423,
1821
  "breadth_similarity": 1.0,
1822
  "concentration_similarity": 0.985,
 
1832
  {
1833
  "left_pr_number": 42668,
1834
  "right_pr_number": 44543,
1835
+ "similarity": 0.348,
1836
+ "content_similarity": 0.302,
1837
  "size_similarity": 0.446,
1838
  "breadth_similarity": 0.216,
1839
  "concentration_similarity": 0.967,
 
1850
  {
1851
  "left_pr_number": 41606,
1852
  "right_pr_number": 45627,
1853
+ "similarity": 0.322,
1854
+ "content_similarity": 0.113,
1855
  "size_similarity": 0.725,
1856
  "breadth_similarity": 1.0,
1857
  "concentration_similarity": 0.697,
 
1884
  {
1885
  "left_pr_number": 45422,
1886
  "right_pr_number": 46161,
1887
+ "similarity": 0.277,
1888
  "content_similarity": 0.103,
1889
  "size_similarity": 0.586,
1890
  "breadth_similarity": 0.75,
 
1901
  {
1902
  "left_pr_number": 41606,
1903
  "right_pr_number": 42668,
1904
+ "similarity": 0.27,
1905
+ "content_similarity": 0.253,
1906
  "size_similarity": 0.26,
1907
  "breadth_similarity": 0.216,
1908
  "concentration_similarity": 0.649,
 
1919
  {
1920
  "left_pr_number": 42668,
1921
  "right_pr_number": 45422,
1922
+ "similarity": 0.198,
1923
+ "content_similarity": 0.152,
1924
  "size_similarity": 0.148,
1925
  "breadth_similarity": 0.307,
1926
  "concentration_similarity": 0.768,
 
1937
  ]
1938
  },
1939
  {
1940
+ "cluster_id": "pr-scope-41097-5",
1941
  "pr_numbers": [
1942
+ 41097,
1943
+ 43549,
1944
+ 44547,
1945
+ 46013,
1946
+ 46696
 
1947
  ],
1948
+ "representative_pr_number": 43549,
1949
+ "average_similarity": 0.496,
1950
+ "summary": "5 open PRs share weighted file overlap around `src/transformers/modeling_flash_attention_utils.py`; representative PR #43549.",
1951
  "shared_filenames": [
1952
+ "src/transformers/modeling_flash_attention_utils.py"
 
 
 
 
 
 
1953
  ],
1954
  "shared_directories": [
 
 
1955
  "src/transformers",
1956
+ "src"
 
 
 
1957
  ],
1958
  "pairwise": [
1959
  {
1960
+ "left_pr_number": 43549,
1961
+ "right_pr_number": 46013,
1962
+ "similarity": 0.885,
1963
+ "content_similarity": 0.993,
1964
+ "size_similarity": 0.267,
1965
  "breadth_similarity": 1.0,
1966
+ "concentration_similarity": 1.0,
1967
  "shared_filenames": [
1968
+ "src/transformers/modeling_flash_attention_utils.py"
 
 
 
 
1969
  ],
1970
  "shared_directories": [
 
 
 
 
 
1971
  "src/transformers",
1972
  "src"
1973
  ]
1974
  },
1975
  {
1976
+ "left_pr_number": 41097,
1977
+ "right_pr_number": 43549,
1978
+ "similarity": 0.54,
1979
+ "content_similarity": 0.429,
1980
+ "size_similarity": 0.6,
1981
+ "breadth_similarity": 1.0,
1982
+ "concentration_similarity": 1.0,
1983
  "shared_filenames": [
1984
+ "src/transformers/modeling_flash_attention_utils.py"
 
 
 
 
1985
  ],
1986
  "shared_directories": [
 
 
 
 
 
1987
  "src/transformers",
1988
  "src"
1989
  ]
1990
  },
1991
  {
1992
+ "left_pr_number": 43549,
1993
+ "right_pr_number": 46696,
1994
+ "similarity": 0.511,
1995
+ "content_similarity": 0.372,
1996
+ "size_similarity": 0.667,
1997
+ "breadth_similarity": 1.0,
1998
+ "concentration_similarity": 1.0,
1999
  "shared_filenames": [
2000
+ "src/transformers/modeling_flash_attention_utils.py"
 
 
 
 
2001
  ],
2002
  "shared_directories": [
 
 
 
 
2003
  "src/transformers",
2004
  "src"
2005
  ]
2006
  },
2007
  {
2008
+ "left_pr_number": 44547,
2009
+ "right_pr_number": 46013,
2010
+ "similarity": 0.503,
2011
+ "content_similarity": 0.29,
2012
+ "size_similarity": 1.0,
2013
+ "breadth_similarity": 1.0,
2014
+ "concentration_similarity": 1.0,
2015
  "shared_filenames": [
2016
+ "src/transformers/modeling_flash_attention_utils.py"
 
 
 
2017
  ],
2018
  "shared_directories": [
 
 
 
 
2019
  "src/transformers",
2020
  "src"
2021
  ]
2022
  },
2023
  {
2024
+ "left_pr_number": 41097,
2025
+ "right_pr_number": 46696,
2026
+ "similarity": 0.448,
2027
+ "content_similarity": 0.34,
2028
+ "size_similarity": 0.4,
2029
+ "breadth_similarity": 1.0,
2030
+ "concentration_similarity": 1.0,
2031
  "shared_filenames": [
2032
+ "src/transformers/modeling_flash_attention_utils.py"
 
 
 
2033
  ],
2034
  "shared_directories": [
 
 
 
 
2035
  "src/transformers",
2036
  "src"
2037
  ]
2038
  },
2039
  {
2040
+ "left_pr_number": 46013,
2041
+ "right_pr_number": 46696,
2042
+ "similarity": 0.437,
2043
+ "content_similarity": 0.324,
2044
+ "size_similarity": 0.4,
2045
+ "breadth_similarity": 1.0,
2046
  "concentration_similarity": 1.0,
2047
  "shared_filenames": [
2048
+ "src/transformers/modeling_flash_attention_utils.py"
 
 
 
2049
  ],
2050
  "shared_directories": [
 
 
 
 
2051
  "src/transformers",
2052
  "src"
2053
  ]
2054
  },
2055
  {
2056
+ "left_pr_number": 41097,
2057
+ "right_pr_number": 46013,
2058
+ "similarity": 0.435,
2059
+ "content_similarity": 0.373,
2060
+ "size_similarity": 0.16,
2061
+ "breadth_similarity": 1.0,
2062
+ "concentration_similarity": 1.0,
2063
  "shared_filenames": [
2064
+ "src/transformers/modeling_flash_attention_utils.py"
 
 
 
 
2065
  ],
2066
  "shared_directories": [
 
 
 
 
 
2067
  "src/transformers",
2068
  "src"
2069
  ]
2070
  },
2071
  {
2072
+ "left_pr_number": 43549,
2073
+ "right_pr_number": 44547,
2074
+ "similarity": 0.424,
2075
+ "content_similarity": 0.334,
2076
+ "size_similarity": 0.267,
2077
+ "breadth_similarity": 1.0,
2078
+ "concentration_similarity": 1.0,
2079
  "shared_filenames": [
2080
+ "src/transformers/modeling_flash_attention_utils.py"
2081
  ],
2082
  "shared_directories": [
 
 
2083
  "src/transformers",
2084
  "src"
2085
  ]
2086
  },
2087
  {
2088
+ "left_pr_number": 44547,
2089
+ "right_pr_number": 46696,
2090
+ "similarity": 0.395,
2091
+ "content_similarity": 0.265,
2092
+ "size_similarity": 0.4,
2093
+ "breadth_similarity": 1.0,
2094
+ "concentration_similarity": 1.0,
2095
  "shared_filenames": [
2096
+ "src/transformers/modeling_flash_attention_utils.py"
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2097
  ],
2098
  "shared_directories": [
2099
  "src/transformers",
 
2200
  "left_pr_number": 45438,
2201
  "right_pr_number": 45883,
2202
  "similarity": 0.544,
2203
+ "content_similarity": 0.582,
2204
  "size_similarity": 0.392,
2205
  "breadth_similarity": 0.325,
2206
  "concentration_similarity": 0.92,
 
2309
  "left_pr_number": 45294,
2310
  "right_pr_number": 46642,
2311
  "similarity": 0.335,
2312
+ "content_similarity": 0.279,
2313
  "size_similarity": 0.318,
2314
  "breadth_similarity": 0.65,
2315
  "concentration_similarity": 0.54,
 
2367
  ]
2368
  },
2369
  {
2370
+ "cluster_id": "pr-scope-45513-5",
2371
  "pr_numbers": [
2372
+ 45513,
2373
+ 45707,
2374
+ 46148,
2375
+ 46817,
2376
+ 46831
2377
  ],
2378
+ "representative_pr_number": 46831,
2379
+ "average_similarity": 0.365,
2380
+ "summary": "5 open PRs share weighted file overlap around `src/transformers/models/qwen3_5/modeling_qwen3_5.py`, `src/transformers/models/qwen3_next/modular_qwen3_next.py`, `src/transformers/models/qwen3_5_moe/modeling_qwen3_5_moe.py`; representative PR #46831.",
2381
  "shared_filenames": [
2382
+ "src/transformers/models/qwen3_5/modeling_qwen3_5.py",
2383
+ "src/transformers/models/qwen3_next/modular_qwen3_next.py",
2384
+ "src/transformers/models/qwen3_5_moe/modeling_qwen3_5_moe.py",
2385
+ "src/transformers/models/qwen3_next/modeling_qwen3_next.py",
2386
+ "src/transformers/models/olmo_hybrid/modeling_olmo_hybrid.py",
2387
+ "src/transformers/models/olmo_hybrid/modular_olmo_hybrid.py",
2388
+ "src/transformers/models/qwen3_5/modular_qwen3_5.py"
2389
  ],
2390
  "shared_directories": [
2391
+ "src/transformers/models/qwen3_5",
2392
+ "src/transformers/models",
2393
  "src/transformers",
2394
  "src",
2395
+ "src/transformers/models/qwen3_5_moe",
2396
+ "src/transformers/models/qwen3_next",
2397
+ "src/transformers/models/olmo_hybrid"
2398
  ],
2399
  "pairwise": [
2400
  {
2401
+ "left_pr_number": 45513,
2402
+ "right_pr_number": 46831,
2403
+ "similarity": 0.489,
2404
+ "content_similarity": 0.565,
2405
+ "size_similarity": 0.043,
2406
+ "breadth_similarity": 0.464,
2407
+ "concentration_similarity": 0.812,
2408
  "shared_filenames": [
2409
+ "src/transformers/models/qwen3_5/modeling_qwen3_5.py",
2410
+ "src/transformers/models/qwen3_5/modular_qwen3_5.py",
2411
+ "src/transformers/models/qwen3_5_moe/modeling_qwen3_5_moe.py",
2412
+ "src/transformers/models/qwen3_next/modeling_qwen3_next.py",
2413
+ "src/transformers/models/qwen3_next/modular_qwen3_next.py"
2414
  ],
2415
  "shared_directories": [
2416
+ "src/transformers/models/qwen3_5",
2417
+ "src/transformers/models/qwen3_5_moe",
2418
+ "src/transformers/models/qwen3_next",
2419
+ "src/transformers/models",
2420
  "src/transformers",
2421
+ "src"
 
 
2422
  ]
2423
  },
2424
  {
2425
+ "left_pr_number": 46817,
2426
+ "right_pr_number": 46831,
2427
+ "similarity": 0.486,
2428
+ "content_similarity": 0.429,
2429
+ "size_similarity": 0.4,
2430
+ "breadth_similarity": 0.792,
2431
+ "concentration_similarity": 0.933,
2432
  "shared_filenames": [
2433
+ "src/transformers/models/qwen3_5/modeling_qwen3_5.py",
2434
+ "src/transformers/models/qwen3_5_moe/modeling_qwen3_5_moe.py",
2435
+ "src/transformers/models/qwen3_next/modeling_qwen3_next.py",
2436
+ "src/transformers/models/qwen3_next/modular_qwen3_next.py"
2437
  ],
2438
  "shared_directories": [
2439
+ "src/transformers/models/qwen3_5",
2440
+ "src/transformers/models/qwen3_5_moe",
2441
+ "src/transformers/models/qwen3_next",
2442
+ "src/transformers/models",
2443
  "src/transformers",
2444
  "src"
2445
  ]
2446
  },
2447
  {
2448
+ "left_pr_number": 46148,
2449
+ "right_pr_number": 46831,
2450
+ "similarity": 0.436,
2451
+ "content_similarity": 0.386,
2452
+ "size_similarity": 0.188,
2453
+ "breadth_similarity": 0.875,
2454
+ "concentration_similarity": 1.0,
2455
  "shared_filenames": [
2456
+ "src/transformers/models/qwen3_5/modeling_qwen3_5.py",
2457
+ "src/transformers/models/qwen3_5_moe/modeling_qwen3_5_moe.py",
2458
+ "src/transformers/models/qwen3_next/modeling_qwen3_next.py",
2459
+ "src/transformers/models/qwen3_next/modular_qwen3_next.py"
2460
  ],
2461
  "shared_directories": [
2462
+ "src/transformers/models/qwen3_5",
2463
+ "src/transformers/models/qwen3_5_moe",
2464
+ "src/transformers/models/qwen3_next",
2465
+ "src/transformers/models",
2466
  "src/transformers",
2467
+ "src"
 
 
2468
  ]
2469
  },
2470
  {
2471
+ "left_pr_number": 45707,
2472
+ "right_pr_number": 46831,
2473
+ "similarity": 0.382,
2474
+ "content_similarity": 0.45,
2475
+ "size_similarity": 0.133,
2476
+ "breadth_similarity": 0.267,
2477
+ "concentration_similarity": 0.4,
2478
  "shared_filenames": [
2479
+ "src/transformers/models/qwen3_5/modeling_qwen3_5.py"
 
2480
  ],
2481
  "shared_directories": [
2482
+ "src/transformers/models/qwen3_5",
2483
+ "src/transformers/models",
2484
  "src/transformers",
2485
+ "src"
 
 
2486
  ]
2487
  },
2488
  {
2489
+ "left_pr_number": 46148,
2490
+ "right_pr_number": 46817,
2491
+ "similarity": 0.381,
2492
+ "content_similarity": 0.331,
2493
+ "size_similarity": 0.075,
2494
+ "breadth_similarity": 0.917,
2495
+ "concentration_similarity": 0.933,
2496
  "shared_filenames": [
2497
+ "src/transformers/models/olmo_hybrid/modeling_olmo_hybrid.py",
2498
+ "src/transformers/models/qwen3_5/modeling_qwen3_5.py",
2499
+ "src/transformers/models/qwen3_5_moe/modeling_qwen3_5_moe.py",
2500
+ "src/transformers/models/qwen3_next/modeling_qwen3_next.py",
2501
+ "src/transformers/models/qwen3_next/modular_qwen3_next.py"
2502
  ],
2503
  "shared_directories": [
2504
+ "src/transformers/models/olmo_hybrid",
2505
+ "src/transformers/models/qwen3_5",
2506
+ "src/transformers/models/qwen3_5_moe",
2507
+ "src/transformers/models/qwen3_next",
2508
+ "src/transformers/models",
2509
  "src/transformers",
2510
  "src"
2511
  ]
2512
  },
2513
  {
2514
+ "left_pr_number": 45513,
2515
+ "right_pr_number": 46148,
2516
+ "similarity": 0.38,
2517
+ "content_similarity": 0.36,
2518
+ "size_similarity": 0.229,
2519
+ "breadth_similarity": 0.536,
2520
+ "concentration_similarity": 0.812,
2521
  "shared_filenames": [
2522
+ "src/transformers/models/olmo_hybrid/modeling_olmo_hybrid.py",
2523
+ "src/transformers/models/qwen3_5/modeling_qwen3_5.py",
2524
+ "src/transformers/models/qwen3_5_moe/modeling_qwen3_5_moe.py",
2525
+ "src/transformers/models/qwen3_next/modeling_qwen3_next.py",
2526
+ "src/transformers/models/qwen3_next/modular_qwen3_next.py"
2527
  ],
2528
  "shared_directories": [
2529
+ "src/transformers/models/olmo_hybrid",
2530
+ "src/transformers/models/qwen3_5",
2531
+ "src/transformers/models/qwen3_5_moe",
2532
+ "src/transformers/models/qwen3_next",
2533
+ "src/transformers/models",
2534
  "src/transformers",
2535
+ "src"
 
 
2536
  ]
2537
  },
2538
  {
2539
+ "left_pr_number": 45513,
2540
+ "right_pr_number": 46817,
2541
+ "similarity": 0.351,
2542
+ "content_similarity": 0.352,
2543
+ "size_similarity": 0.017,
2544
+ "breadth_similarity": 0.586,
2545
+ "concentration_similarity": 0.879,
2546
  "shared_filenames": [
2547
+ "src/transformers/models/olmo_hybrid/modeling_olmo_hybrid.py",
2548
+ "src/transformers/models/olmo_hybrid/modular_olmo_hybrid.py",
2549
+ "src/transformers/models/qwen3_5/modeling_qwen3_5.py",
2550
+ "src/transformers/models/qwen3_5_moe/modeling_qwen3_5_moe.py",
2551
+ "src/transformers/models/qwen3_next/modeling_qwen3_next.py",
2552
+ "src/transformers/models/qwen3_next/modular_qwen3_next.py"
2553
  ],
2554
  "shared_directories": [
2555
+ "src/transformers/models/olmo_hybrid",
2556
+ "src/transformers/models/qwen3_5",
2557
+ "src/transformers/models/qwen3_5_moe",
2558
+ "src/transformers/models/qwen3_next",
2559
+ "src/transformers/models",
2560
  "src/transformers",
2561
+ "src"
 
 
2562
  ]
2563
  },
2564
  {
2565
+ "left_pr_number": 45707,
2566
+ "right_pr_number": 46817,
2567
+ "similarity": 0.347,
2568
+ "content_similarity": 0.371,
2569
+ "size_similarity": 0.333,
2570
+ "breadth_similarity": 0.208,
2571
+ "concentration_similarity": 0.333,
2572
  "shared_filenames": [
2573
+ "src/transformers/models/qwen3_5/modeling_qwen3_5.py"
 
2574
  ],
2575
  "shared_directories": [
2576
+ "src/transformers/models/qwen3_5",
2577
+ "src/transformers/models",
2578
  "src/transformers",
2579
+ "src"
 
 
2580
  ]
2581
  },
2582
  {
2583
+ "left_pr_number": 45513,
2584
+ "right_pr_number": 45707,
2585
+ "similarity": 0.204,
2586
+ "content_similarity": 0.258,
2587
+ "size_similarity": 0.006,
2588
+ "breadth_similarity": 0.121,
2589
+ "concentration_similarity": 0.212,
2590
  "shared_filenames": [
2591
+ "src/transformers/models/qwen3_5/modeling_qwen3_5.py"
2592
  ],
2593
  "shared_directories": [
2594
+ "src/transformers/models/qwen3_5",
2595
+ "src/transformers/models",
2596
  "src/transformers",
2597
  "src"
2598
  ]
2599
  },
2600
  {
2601
+ "left_pr_number": 45707,
2602
+ "right_pr_number": 46148,
2603
+ "similarity": 0.192,
2604
+ "content_similarity": 0.209,
2605
+ "size_similarity": 0.025,
2606
+ "breadth_similarity": 0.225,
2607
+ "concentration_similarity": 0.4,
2608
  "shared_filenames": [
2609
+ "src/transformers/models/qwen3_5/modeling_qwen3_5.py"
2610
  ],
2611
  "shared_directories": [
2612
+ "src/transformers/models/qwen3_5",
2613
+ "src/transformers/models",
2614
  "src/transformers",
2615
  "src"
2616
  ]
 
2623
  42975,
2624
  42976,
2625
  45077,
2626
+ 46885
2627
  ],
2628
  "representative_pr_number": 42975,
2629
+ "average_similarity": 0.537,
2630
  "summary": "4 open PRs share weighted file overlap around `.github/workflows/build-docker-images.yml`, `.github/workflows/build-nightly-ci-docker-images.yml`, `.github/workflows/build-past-ci-docker-images.yml`; representative PR #42975.",
2631
  "shared_filenames": [
2632
  ".github/workflows/build-docker-images.yml",
 
2645
  "pairwise": [
2646
  {
2647
  "left_pr_number": 42975,
2648
+ "right_pr_number": 46885,
2649
+ "similarity": 0.672,
2650
+ "content_similarity": 0.707,
2651
+ "size_similarity": 0.211,
2652
+ "breadth_similarity": 0.955,
2653
  "concentration_similarity": 1.0,
2654
  "shared_filenames": [
2655
  ".github/workflows/add-model-like.yml",
 
2671
  {
2672
  "left_pr_number": 42975,
2673
  "right_pr_number": 45077,
2674
+ "similarity": 0.658,
2675
+ "content_similarity": 0.592,
2676
  "size_similarity": 0.731,
2677
  "breadth_similarity": 0.833,
2678
  "concentration_similarity": 1.0,
 
2695
  },
2696
  {
2697
  "left_pr_number": 42976,
2698
+ "right_pr_number": 46885,
2699
+ "similarity": 0.553,
2700
+ "content_similarity": 0.528,
2701
+ "size_similarity": 0.479,
2702
+ "breadth_similarity": 0.617,
2703
  "concentration_similarity": 1.0,
2704
  "shared_filenames": [
2705
  ".github/workflows/build-ci-docker-images.yml",
 
2717
  },
2718
  {
2719
  "left_pr_number": 45077,
2720
+ "right_pr_number": 46885,
2721
+ "similarity": 0.479,
2722
+ "content_similarity": 0.455,
2723
+ "size_similarity": 0.154,
2724
+ "breadth_similarity": 0.867,
2725
  "concentration_similarity": 1.0,
2726
  "shared_filenames": [
2727
  ".github/workflows/benchmark.yml",
 
2730
  ".github/workflows/build-nightly-ci-docker-images.yml",
2731
  ".github/workflows/build-past-ci-docker-images.yml",
2732
  ".github/workflows/check_tiny_models.yml",
2733
+ ".github/workflows/model_jobs.yml",
2734
  ".github/workflows/release-conda.yml",
2735
  ".github/workflows/release.yml",
2736
+ ".github/workflows/ssh-runner.yml"
 
2737
  ],
2738
  "shared_directories": [
2739
  ".github/workflows",
 
2743
  {
2744
  "left_pr_number": 42976,
2745
  "right_pr_number": 45077,
2746
+ "similarity": 0.47,
2747
+ "content_similarity": 0.489,
2748
  "size_similarity": 0.074,
2749
  "breadth_similarity": 0.659,
2750
  "concentration_similarity": 1.0,
 
2763
  {
2764
  "left_pr_number": 42975,
2765
  "right_pr_number": 42976,
2766
+ "similarity": 0.393,
2767
+ "content_similarity": 0.381,
2768
  "size_similarity": 0.101,
2769
  "breadth_similarity": 0.606,
2770
  "concentration_similarity": 1.0,
 
2793
  45985
2794
  ],
2795
  "representative_pr_number": 45985,
2796
+ "average_similarity": 0.505,
2797
  "summary": "4 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #45985.",
2798
  "shared_filenames": [
2799
  "src/transformers/generation/utils.py"
 
2807
  {
2808
  "left_pr_number": 34667,
2809
  "right_pr_number": 45985,
2810
+ "similarity": 0.598,
2811
+ "content_similarity": 0.483,
2812
  "size_similarity": 0.733,
2813
  "breadth_similarity": 1.0,
2814
  "concentration_similarity": 1.0,
 
2824
  {
2825
  "left_pr_number": 39683,
2826
  "right_pr_number": 45985,
2827
+ "similarity": 0.597,
2828
+ "content_similarity": 0.498,
2829
  "size_similarity": 0.652,
2830
  "breadth_similarity": 1.0,
2831
  "concentration_similarity": 1.0,
 
2841
  {
2842
  "left_pr_number": 34667,
2843
  "right_pr_number": 39683,
2844
+ "similarity": 0.525,
2845
+ "content_similarity": 0.434,
2846
  "size_similarity": 0.478,
2847
  "breadth_similarity": 1.0,
2848
  "concentration_similarity": 1.0,
 
2858
  {
2859
  "left_pr_number": 44872,
2860
  "right_pr_number": 45985,
2861
+ "similarity": 0.457,
2862
+ "content_similarity": 0.396,
2863
  "size_similarity": 0.2,
2864
  "breadth_similarity": 1.0,
2865
  "concentration_similarity": 1.0,
 
2875
  {
2876
  "left_pr_number": 34667,
2877
  "right_pr_number": 44872,
2878
+ "similarity": 0.432,
2879
+ "content_similarity": 0.344,
2880
  "size_similarity": 0.273,
2881
  "breadth_similarity": 1.0,
2882
  "concentration_similarity": 1.0,
 
2892
  {
2893
  "left_pr_number": 39683,
2894
  "right_pr_number": 44872,
2895
+ "similarity": 0.418,
2896
+ "content_similarity": 0.355,
2897
  "size_similarity": 0.13,
2898
  "breadth_similarity": 1.0,
2899
  "concentration_similarity": 1.0,
 
3041
  46766
3042
  ],
3043
  "representative_pr_number": 45682,
3044
+ "average_similarity": 0.388,
3045
  "summary": "4 open PRs share weighted file overlap around `tests/peft_integration/test_peft_integration.py`, `src/transformers/integrations/peft.py`; representative PR #45682.",
3046
  "shared_filenames": [
3047
  "tests/peft_integration/test_peft_integration.py",
 
3059
  "left_pr_number": 45682,
3060
  "right_pr_number": 46442,
3061
  "similarity": 0.609,
3062
+ "content_similarity": 0.678,
3063
  "size_similarity": 0.435,
3064
  "breadth_similarity": 0.31,
3065
  "concentration_similarity": 0.773,
 
3078
  {
3079
  "left_pr_number": 45682,
3080
  "right_pr_number": 46766,
3081
+ "similarity": 0.469,
3082
+ "content_similarity": 0.438,
3083
  "size_similarity": 0.134,
3084
  "breadth_similarity": 1.0,
3085
  "concentration_similarity": 0.849,
 
3098
  {
3099
  "left_pr_number": 45679,
3100
  "right_pr_number": 46766,
3101
+ "similarity": 0.434,
3102
+ "content_similarity": 0.455,
3103
  "size_similarity": 0.143,
3104
  "breadth_similarity": 0.5,
3105
  "concentration_similarity": 0.893,
 
3111
  "tests"
3112
  ]
3113
  },
3114
+ {
3115
+ "left_pr_number": 45679,
3116
+ "right_pr_number": 45682,
3117
+ "similarity": 0.345,
3118
+ "content_similarity": 0.364,
3119
+ "size_similarity": 0.019,
3120
+ "breadth_similarity": 0.5,
3121
+ "concentration_similarity": 0.742,
3122
+ "shared_filenames": [
3123
+ "tests/peft_integration/test_peft_integration.py"
3124
+ ],
3125
+ "shared_directories": [
3126
+ "tests/peft_integration",
3127
+ "tests"
3128
+ ]
3129
+ },
3130
  {
3131
  "left_pr_number": 46442,
3132
  "right_pr_number": 46766,
 
3147
  "tests"
3148
  ]
3149
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3150
  {
3151
  "left_pr_number": 45679,
3152
  "right_pr_number": 46442,
3153
+ "similarity": 0.187,
3154
+ "content_similarity": 0.175,
3155
  "size_similarity": 0.008,
3156
  "breadth_similarity": 0.155,
3157
  "concentration_similarity": 0.969,
 
3253
  46780
3254
  ],
3255
  "representative_pr_number": 46780,
3256
+ "average_similarity": 0.722,
3257
  "summary": "3 open PRs share weighted file overlap around `src/transformers/models/vit_mae/modeling_vit_mae.py`, `src/transformers/models/vit_mae/modular_vit_mae.py`, `src/transformers/models/aimv2/modeling_aimv2.py`; representative PR #46780.",
3258
  "shared_filenames": [
3259
  "src/transformers/models/vit_mae/modeling_vit_mae.py",
 
3263
  "src/transformers/models/pp_doclayout_v3/modeling_pp_doclayout_v3.py",
3264
  "src/transformers/models/d_fine/modeling_d_fine.py",
3265
  "src/transformers/models/pp_doclayout_v2/modeling_pp_doclayout_v2.py",
3266
+ "src/transformers/models/rt_detr/modeling_rt_detr.py"
3267
  ],
3268
  "shared_directories": [
3269
  "src/transformers/models/vit_mae",
 
3343
  {
3344
  "left_pr_number": 45932,
3345
  "right_pr_number": 46174,
3346
+ "similarity": 0.593,
3347
+ "content_similarity": 0.631,
3348
  "size_similarity": 0.248,
3349
  "breadth_similarity": 0.679,
3350
  "concentration_similarity": 0.916,
 
3518
  }
3519
  ]
3520
  },
3521
+ {
3522
+ "cluster_id": "pr-scope-44940-3",
3523
+ "pr_numbers": [
3524
+ 44940,
3525
+ 46207,
3526
+ 46890
3527
+ ],
3528
+ "representative_pr_number": 46207,
3529
+ "average_similarity": 0.541,
3530
+ "summary": "3 open PRs share weighted file overlap around `tests/utils/test_modeling_utils.py`, `src/transformers/modeling_utils.py`; representative PR #46207.",
3531
+ "shared_filenames": [
3532
+ "tests/utils/test_modeling_utils.py",
3533
+ "src/transformers/modeling_utils.py"
3534
+ ],
3535
+ "shared_directories": [
3536
+ "tests/utils",
3537
+ "src/transformers",
3538
+ "tests",
3539
+ "src"
3540
+ ],
3541
+ "pairwise": [
3542
+ {
3543
+ "left_pr_number": 46207,
3544
+ "right_pr_number": 46890,
3545
+ "similarity": 0.575,
3546
+ "content_similarity": 0.512,
3547
+ "size_similarity": 0.5,
3548
+ "breadth_similarity": 1.0,
3549
+ "concentration_similarity": 0.827,
3550
+ "shared_filenames": [
3551
+ "src/transformers/modeling_utils.py",
3552
+ "tests/utils/test_modeling_utils.py"
3553
+ ],
3554
+ "shared_directories": [
3555
+ "src/transformers",
3556
+ "tests/utils",
3557
+ "src",
3558
+ "tests"
3559
+ ]
3560
+ },
3561
+ {
3562
+ "left_pr_number": 44940,
3563
+ "right_pr_number": 46207,
3564
+ "similarity": 0.542,
3565
+ "content_similarity": 0.453,
3566
+ "size_similarity": 0.662,
3567
+ "breadth_similarity": 0.833,
3568
+ "concentration_similarity": 0.839,
3569
+ "shared_filenames": [
3570
+ "src/transformers/modeling_utils.py",
3571
+ "tests/utils/test_modeling_utils.py"
3572
+ ],
3573
+ "shared_directories": [
3574
+ "src/transformers",
3575
+ "tests/utils",
3576
+ "src",
3577
+ "tests"
3578
+ ]
3579
+ },
3580
+ {
3581
+ "left_pr_number": 44940,
3582
+ "right_pr_number": 46890,
3583
+ "similarity": 0.506,
3584
+ "content_similarity": 0.462,
3585
+ "size_similarity": 0.331,
3586
+ "breadth_similarity": 0.833,
3587
+ "concentration_similarity": 0.988,
3588
+ "shared_filenames": [
3589
+ "src/transformers/modeling_utils.py",
3590
+ "tests/utils/test_modeling_utils.py"
3591
+ ],
3592
+ "shared_directories": [
3593
+ "src/transformers",
3594
+ "tests/utils",
3595
+ "src",
3596
+ "tests"
3597
+ ]
3598
+ }
3599
+ ]
3600
+ },
3601
  {
3602
  "cluster_id": "pr-scope-43997-3",
3603
  "pr_numbers": [
 
3659
  {
3660
  "left_pr_number": 43997,
3661
  "right_pr_number": 44019,
3662
+ "similarity": 0.276,
3663
  "content_similarity": 0.025,
3664
  "size_similarity": 0.722,
3665
  "breadth_similarity": 1.0,
 
3774
  "left_pr_number": 45720,
3775
  "right_pr_number": 46196,
3776
  "similarity": 0.393,
3777
+ "content_similarity": 0.322,
3778
  "size_similarity": 0.243,
3779
  "breadth_similarity": 0.821,
3780
  "concentration_similarity": 0.995,
 
3895
  44682
3896
  ],
3897
  "representative_pr_number": 43656,
3898
+ "average_similarity": 0.473,
3899
  "summary": "3 open PRs share weighted file overlap around `src/transformers/cli/serve.py`; representative PR #43656.",
3900
  "shared_filenames": [
3901
  "src/transformers/cli/serve.py"
 
3909
  {
3910
  "left_pr_number": 43656,
3911
  "right_pr_number": 43842,
3912
+ "similarity": 0.578,
3913
+ "content_similarity": 0.564,
3914
  "size_similarity": 0.222,
3915
  "breadth_similarity": 1.0,
3916
  "concentration_similarity": 1.0,
 
3926
  {
3927
  "left_pr_number": 43656,
3928
  "right_pr_number": 44682,
3929
+ "similarity": 0.437,
3930
+ "content_similarity": 0.485,
3931
  "size_similarity": 0.048,
3932
  "breadth_similarity": 0.5,
3933
  "concentration_similarity": 0.802,
 
3943
  {
3944
  "left_pr_number": 43842,
3945
  "right_pr_number": 44682,
3946
+ "similarity": 0.403,
3947
+ "content_similarity": 0.445,
3948
  "size_similarity": 0.011,
3949
  "breadth_similarity": 0.5,
3950
  "concentration_similarity": 0.802,
 
4074
  {
4075
  "left_pr_number": 45649,
4076
  "right_pr_number": 45655,
4077
+ "similarity": 0.513,
4078
  "content_similarity": 0.351,
4079
  "size_similarity": 0.778,
4080
  "breadth_similarity": 1.0,
 
4132
  {
4133
  "left_pr_number": 45293,
4134
  "right_pr_number": 46580,
4135
+ "similarity": 0.543,
4136
+ "content_similarity": 0.498,
4137
  "size_similarity": 0.714,
4138
  "breadth_similarity": 0.5,
4139
  "concentration_similarity": 0.75,
 
4150
  {
4151
  "left_pr_number": 45293,
4152
  "right_pr_number": 45317,
4153
+ "similarity": 0.508,
4154
+ "content_similarity": 0.355,
4155
  "size_similarity": 0.741,
4156
  "breadth_similarity": 1.0,
4157
  "concentration_similarity": 0.972,
 
4182
  }
4183
  ]
4184
  },
4185
+ {
4186
+ "cluster_id": "pr-scope-32189-3",
4187
+ "pr_numbers": [
4188
+ 32189,
4189
+ 42655,
4190
+ 46124
4191
+ ],
4192
+ "representative_pr_number": 42655,
4193
+ "average_similarity": 0.423,
4194
+ "summary": "3 open PRs share weighted file overlap around `src/transformers/generation/candidate_generator.py`, `tests/generation/test_utils.py`, `src/transformers/generation/utils.py`; representative PR #42655.",
4195
+ "shared_filenames": [
4196
+ "src/transformers/generation/candidate_generator.py",
4197
+ "tests/generation/test_utils.py",
4198
+ "src/transformers/generation/utils.py"
4199
+ ],
4200
+ "shared_directories": [
4201
+ "src/transformers/generation",
4202
+ "src/transformers",
4203
+ "src",
4204
+ "tests/generation",
4205
+ "tests"
4206
+ ],
4207
+ "pairwise": [
4208
+ {
4209
+ "left_pr_number": 32189,
4210
+ "right_pr_number": 42655,
4211
+ "similarity": 0.463,
4212
+ "content_similarity": 0.501,
4213
+ "size_similarity": 0.231,
4214
+ "breadth_similarity": 0.5,
4215
+ "concentration_similarity": 0.568,
4216
+ "shared_filenames": [
4217
+ "src/transformers/generation/candidate_generator.py",
4218
+ "src/transformers/generation/utils.py"
4219
+ ],
4220
+ "shared_directories": [
4221
+ "src/transformers/generation",
4222
+ "src/transformers",
4223
+ "src"
4224
+ ]
4225
+ },
4226
+ {
4227
+ "left_pr_number": 42655,
4228
+ "right_pr_number": 46124,
4229
+ "similarity": 0.408,
4230
+ "content_similarity": 0.462,
4231
+ "size_similarity": 0.038,
4232
+ "breadth_similarity": 0.417,
4233
+ "concentration_similarity": 0.753,
4234
+ "shared_filenames": [
4235
+ "src/transformers/generation/candidate_generator.py",
4236
+ "tests/generation/test_utils.py"
4237
+ ],
4238
+ "shared_directories": [
4239
+ "src/transformers/generation",
4240
+ "src/transformers",
4241
+ "tests/generation",
4242
+ "src",
4243
+ "tests"
4244
+ ]
4245
+ },
4246
+ {
4247
+ "left_pr_number": 32189,
4248
+ "right_pr_number": 46124,
4249
+ "similarity": 0.397,
4250
+ "content_similarity": 0.354,
4251
+ "size_similarity": 0.165,
4252
+ "breadth_similarity": 0.833,
4253
+ "concentration_similarity": 0.815,
4254
+ "shared_filenames": [
4255
+ "src/transformers/generation/candidate_generator.py"
4256
+ ],
4257
+ "shared_directories": [
4258
+ "src/transformers/generation",
4259
+ "src/transformers",
4260
+ "src"
4261
+ ]
4262
+ }
4263
+ ]
4264
+ },
4265
  {
4266
  "cluster_id": "pr-scope-45709-3",
4267
  "pr_numbers": [
 
4290
  {
4291
  "left_pr_number": 45742,
4292
  "right_pr_number": 46211,
4293
+ "similarity": 0.56,
4294
+ "content_similarity": 0.497,
4295
  "size_similarity": 0.963,
4296
  "breadth_similarity": 0.25,
4297
  "concentration_similarity": 0.852,
 
4390
  {
4391
  "left_pr_number": 44889,
4392
  "right_pr_number": 44981,
4393
+ "similarity": 0.395,
4394
  "content_similarity": 0.15,
4395
  "size_similarity": 0.991,
4396
  "breadth_similarity": 1.0,
 
4433
  44550
4434
  ],
4435
  "representative_pr_number": 44550,
4436
+ "average_similarity": 0.367,
4437
  "summary": "3 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
4438
  "shared_filenames": [],
4439
  "shared_directories": [
 
4446
  {
4447
  "left_pr_number": 33686,
4448
  "right_pr_number": 44550,
4449
+ "similarity": 0.39,
4450
+ "content_similarity": 0.129,
4451
  "size_similarity": 1.0,
4452
  "breadth_similarity": 1.0,
4453
  "concentration_similarity": 1.0,
 
4462
  {
4463
  "left_pr_number": 44407,
4464
  "right_pr_number": 44550,
4465
+ "similarity": 0.36,
4466
+ "content_similarity": 0.095,
4467
  "size_similarity": 0.957,
4468
  "breadth_similarity": 1.0,
4469
  "concentration_similarity": 1.0,
 
4477
  {
4478
  "left_pr_number": 33686,
4479
  "right_pr_number": 44407,
4480
+ "similarity": 0.351,
4481
+ "content_similarity": 0.082,
4482
  "size_similarity": 0.957,
4483
  "breadth_similarity": 1.0,
4484
  "concentration_similarity": 1.0,
 
4582
  45645
4583
  ],
4584
  "representative_pr_number": 45639,
4585
+ "average_similarity": 0.884,
4586
  "summary": "2 open PRs share weighted file overlap around `tests/utils/test_testing_utils.py`, `utils/notification_service.py`, `src/transformers/testing_utils.py`; representative PR #45639.",
4587
  "shared_filenames": [
4588
  "tests/utils/test_testing_utils.py",
 
4600
  {
4601
  "left_pr_number": 45639,
4602
  "right_pr_number": 45645,
4603
+ "similarity": 0.884,
4604
+ "content_similarity": 0.895,
4605
  "size_similarity": 0.918,
4606
  "breadth_similarity": 0.75,
4607
  "concentration_similarity": 0.898,
 
4679
  ],
4680
  "representative_pr_number": 43543,
4681
  "average_similarity": 0.774,
4682
+ "summary": "2 open PRs share weighted file overlap around `src/transformers/models/jetmoe/modeling_jetmoe.py`, `src/transformers/models/ernie4_5_moe/modeling_ernie4_5_moe.py`, `src/transformers/models/minimax_m2/modeling_minimax_m2.py`; representative PR #43543.",
4683
  "shared_filenames": [
4684
  "src/transformers/models/jetmoe/modeling_jetmoe.py",
4685
+ "src/transformers/models/ernie4_5_moe/modeling_ernie4_5_moe.py",
4686
  "src/transformers/models/minimax_m2/modeling_minimax_m2.py",
4687
+ "src/transformers/models/phimoe/modeling_phimoe.py",
4688
  "src/transformers/models/dbrx/modeling_dbrx.py",
 
4689
  "src/transformers/models/flex_olmo/modeling_flex_olmo.py",
4690
  "src/transformers/models/gpt_oss/modeling_gpt_oss.py",
4691
+ "src/transformers/models/mixtral/modeling_mixtral.py"
 
4692
  ],
4693
  "shared_directories": [
4694
  "src/transformers/models/jetmoe",
 
4695
  "src/transformers/models/ernie4_5_moe",
4696
  "src/transformers/models/phimoe",
4697
+ "src/transformers/models/dbrx",
4698
  "src/transformers/models/flex_olmo",
4699
  "src/transformers/models/minimax_m2",
4700
+ "src/transformers/models/mixtral",
4701
+ "src/transformers/models/qwen2_moe"
4702
  ],
4703
  "pairwise": [
4704
  {
 
4773
  }
4774
  ]
4775
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
4776
  {
4777
  "cluster_id": "pr-scope-44893-2",
4778
  "pr_numbers": [
 
4780
  46173
4781
  ],
4782
  "representative_pr_number": 44893,
4783
+ "average_similarity": 0.737,
4784
  "summary": "2 open PRs share weighted file overlap around `src/transformers/cache_utils.py`; representative PR #44893.",
4785
  "shared_filenames": [
4786
  "src/transformers/cache_utils.py"
 
4793
  {
4794
  "left_pr_number": 44893,
4795
  "right_pr_number": 46173,
4796
+ "similarity": 0.737,
4797
+ "content_similarity": 0.79,
4798
  "size_similarity": 0.222,
4799
  "breadth_similarity": 1.0,
4800
  "concentration_similarity": 1.0,
 
4971
  "left_pr_number": 43747,
4972
  "right_pr_number": 45480,
4973
  "similarity": 0.674,
4974
+ "content_similarity": 0.624,
4975
  "size_similarity": 0.664,
4976
  "breadth_similarity": 1.0,
4977
  "concentration_similarity": 0.751,
 
5073
  "left_pr_number": 43779,
5074
  "right_pr_number": 43816,
5075
  "similarity": 0.663,
5076
+ "content_similarity": 0.68,
5077
  "size_similarity": 0.25,
5078
  "breadth_similarity": 1.0,
5079
  "concentration_similarity": 1.0,
 
5095
  46781
5096
  ],
5097
  "representative_pr_number": 43875,
5098
+ "average_similarity": 0.637,
5099
  "summary": "2 open PRs share weighted file overlap around `tests/utils/test_cache_utils.py`, `src/transformers/cache_utils.py`; representative PR #43875.",
5100
  "shared_filenames": [
5101
  "tests/utils/test_cache_utils.py",
 
5111
  {
5112
  "left_pr_number": 43875,
5113
  "right_pr_number": 46781,
5114
+ "similarity": 0.637,
5115
+ "content_similarity": 0.535,
5116
  "size_similarity": 0.756,
5117
  "breadth_similarity": 1.0,
5118
  "concentration_similarity": 0.971,
 
5201
  "left_pr_number": 45332,
5202
  "right_pr_number": 45333,
5203
  "similarity": 0.609,
5204
+ "content_similarity": 0.644,
5205
+ "size_similarity": 0.352,
5206
  "breadth_similarity": 0.594,
5207
+ "concentration_similarity": 0.923,
5208
  "shared_filenames": [
5209
  "docs/source/en/_toctree.yml",
5210
  "docs/source/en/heterogeneous_configurations.md",
 
5306
  }
5307
  ]
5308
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
5309
  {
5310
  "cluster_id": "pr-scope-45541-2",
5311
  "pr_numbers": [
 
5341
  }
5342
  ]
5343
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
5344
  {
5345
  "cluster_id": "pr-scope-45056-2",
5346
  "pr_numbers": [
 
5385
  46128
5386
  ],
5387
  "representative_pr_number": 45110,
5388
+ "average_similarity": 0.501,
5389
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/sam3_1_video/__init__.py`, `src/transformers/models/sam3_1_video/configuration_sam3_1_video.py`, `src/transformers/models/sam3_1_video/convert_sam3_1_video_to_hf.py`; representative PR #45110.",
5390
  "shared_filenames": [
5391
  "src/transformers/models/sam3_1_video/__init__.py",
 
5410
  {
5411
  "left_pr_number": 45110,
5412
  "right_pr_number": 46128,
5413
+ "similarity": 0.501,
5414
  "content_similarity": 0.439,
5415
  "size_similarity": 0.443,
5416
  "breadth_similarity": 0.84,
 
5947
  46526
5948
  ],
5949
  "representative_pr_number": 41458,
5950
+ "average_similarity": 0.429,
5951
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/granitemoe/modular_granitemoe.py`, `src/transformers/models/granitemoe/modeling_granitemoe.py`, `src/transformers/models/granitemoeshared/modeling_granitemoeshared.py`; representative PR #41458.",
5952
  "shared_filenames": [
5953
  "src/transformers/models/granitemoe/modular_granitemoe.py",
 
5967
  {
5968
  "left_pr_number": 41458,
5969
  "right_pr_number": 46526,
5970
+ "similarity": 0.429,
5971
  "content_similarity": 0.465,
5972
  "size_similarity": 0.024,
5973
  "breadth_similarity": 0.646,
 
5996
  46643
5997
  ],
5998
  "representative_pr_number": 42112,
5999
+ "average_similarity": 0.428,
6000
  "summary": "2 open PRs share weighted file overlap around `src/transformers/generation/logits_process.py`, `tests/generation/test_logits_process.py`, `src/transformers/generation/utils.py`; representative PR #42112.",
6001
  "shared_filenames": [
6002
  "src/transformers/generation/logits_process.py",
 
6014
  {
6015
  "left_pr_number": 42112,
6016
  "right_pr_number": 46643,
6017
+ "similarity": 0.428,
6018
+ "content_similarity": 0.471,
6019
  "size_similarity": 0.029,
6020
  "breadth_similarity": 0.521,
6021
  "concentration_similarity": 0.841,
 
6041
  46269
6042
  ],
6043
  "representative_pr_number": 46099,
6044
+ "average_similarity": 0.412,
6045
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/apertus/configuration_apertus.py`, `src/transformers/models/apertus/modular_apertus.py`, `src/transformers/models/arcee/modular_arcee.py`; representative PR #46099.",
6046
  "shared_filenames": [
6047
  "src/transformers/models/apertus/configuration_apertus.py",
 
6050
  "src/transformers/models/cohere/configuration_cohere.py",
6051
  "src/transformers/models/cohere2/configuration_cohere2.py",
6052
  "src/transformers/models/cohere2/modular_cohere2.py",
6053
+ "src/transformers/models/deepseek_v2/modular_deepseek_v2.py",
6054
+ "src/transformers/models/ernie4_5/configuration_ernie4_5.py"
6055
  ],
6056
  "shared_directories": [
6057
  "src/transformers/models/hyperclovax",
 
6067
  {
6068
  "left_pr_number": 46099,
6069
  "right_pr_number": 46269,
6070
+ "similarity": 0.412,
6071
+ "content_similarity": 0.487,
6072
  "size_similarity": 0.013,
6073
  "breadth_similarity": 0.284,
6074
  "concentration_similarity": 0.805,
 
6196
  45783
6197
  ],
6198
  "representative_pr_number": 43446,
6199
+ "average_similarity": 0.403,
6200
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/deepseek_vl/modeling_deepseek_vl.py`, `src/transformers/models/fast_vlm/modeling_fast_vlm.py`, `src/transformers/models/fast_vlm/modular_fast_vlm.py`; representative PR #43446.",
6201
  "shared_filenames": [
6202
  "src/transformers/models/deepseek_vl/modeling_deepseek_vl.py",
 
6222
  {
6223
  "left_pr_number": 43446,
6224
  "right_pr_number": 45783,
6225
+ "similarity": 0.403,
6226
  "content_similarity": 0.379,
6227
  "size_similarity": 0.344,
6228
  "breadth_similarity": 0.4,
 
6254
  }
6255
  ]
6256
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
6257
  {
6258
  "cluster_id": "pr-scope-44642-2",
6259
  "pr_numbers": [
 
6291
  }
6292
  ]
6293
  },
6294
+ {
6295
+ "cluster_id": "pr-scope-46501-2",
6296
+ "pr_numbers": [
6297
+ 46501,
6298
+ 46503
6299
+ ],
6300
+ "representative_pr_number": 46501,
6301
+ "average_similarity": 0.361,
6302
+ "summary": "2 open PRs cluster in `.github/workflows`, `.github` with similar change breadth; representative PR #46501.",
6303
+ "shared_filenames": [],
6304
+ "shared_directories": [
6305
+ ".github/workflows",
6306
+ ".github"
6307
+ ],
6308
+ "pairwise": [
6309
+ {
6310
+ "left_pr_number": 46501,
6311
+ "right_pr_number": 46503,
6312
+ "similarity": 0.361,
6313
+ "content_similarity": 0.088,
6314
+ "size_similarity": 1.0,
6315
+ "breadth_similarity": 1.0,
6316
+ "concentration_similarity": 1.0,
6317
+ "shared_filenames": [],
6318
+ "shared_directories": [
6319
+ ".github/workflows",
6320
+ ".github"
6321
+ ]
6322
+ }
6323
+ ]
6324
+ },
6325
  {
6326
  "cluster_id": "pr-scope-43826-2",
6327
  "pr_numbers": [
 
6355
  }
6356
  ]
6357
  },
6358
+ {
6359
+ "cluster_id": "pr-scope-46319-2",
6360
+ "pr_numbers": [
6361
+ 46319,
6362
+ 46889
6363
+ ],
6364
+ "representative_pr_number": 46319,
6365
+ "average_similarity": 0.351,
6366
+ "summary": "2 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #46319.",
6367
+ "shared_filenames": [],
6368
+ "shared_directories": [
6369
+ "docs/source/en",
6370
+ "docs/source",
6371
+ "docs"
6372
+ ],
6373
+ "pairwise": [
6374
+ {
6375
+ "left_pr_number": 46319,
6376
+ "right_pr_number": 46889,
6377
+ "similarity": 0.351,
6378
+ "content_similarity": 0.078,
6379
+ "size_similarity": 0.974,
6380
+ "breadth_similarity": 1.0,
6381
+ "concentration_similarity": 1.0,
6382
+ "shared_filenames": [],
6383
+ "shared_directories": [
6384
+ "docs/source/en",
6385
+ "docs/source",
6386
+ "docs"
6387
+ ]
6388
+ }
6389
+ ]
6390
+ },
6391
  {
6392
  "cluster_id": "pr-scope-45975-2",
6393
  "pr_numbers": [
 
6395
  46792
6396
  ],
6397
  "representative_pr_number": 45975,
6398
+ "average_similarity": 0.346,
6399
  "summary": "2 open PRs share weighted file overlap around `src/transformers/cli/serving/model_manager.py`, `src/transformers/cli/serve.py`; representative PR #45975.",
6400
  "shared_filenames": [
6401
  "src/transformers/cli/serving/model_manager.py",
 
6411
  {
6412
  "left_pr_number": 45975,
6413
  "right_pr_number": 46792,
6414
+ "similarity": 0.346,
6415
+ "content_similarity": 0.248,
6416
  "size_similarity": 0.429,
6417
  "breadth_similarity": 0.75,
6418
  "concentration_similarity": 0.659,
 
6436
  46357
6437
  ],
6438
  "representative_pr_number": 45851,
6439
+ "average_similarity": 0.341,
6440
  "summary": "2 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #45851.",
6441
  "shared_filenames": [],
6442
  "shared_directories": [
 
6448
  {
6449
  "left_pr_number": 45851,
6450
  "right_pr_number": 46357,
6451
+ "similarity": 0.341,
6452
+ "content_similarity": 0.109,
6453
  "size_similarity": 0.761,
6454
  "breadth_similarity": 1.0,
6455
  "concentration_similarity": 1.0,
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