evalstate HF Staff commited on
Commit
729e46f
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1 Parent(s): cf50911

Refresh transformers dataset snapshot 20260515T180026Z

Browse files
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new-contributors-report.md CHANGED
@@ -1,9 +1,9 @@
1
  # New Contributor Report: huggingface/transformers
2
 
3
- - Snapshot: `20260515T120027Z`
4
- - Generated: `2026-05-15T12:01:28Z`
5
  - Activity window: `60d`
6
- - Contributors: `354`
7
 
8
  ## Summary
9
 
@@ -21,7 +21,7 @@
21
  | `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3961d | `2023-02-27T14:00:41Z` | 43 | 0 | strong | low | low | targets high-star repos |
22
  | `harshaljanjani` | [profile](https://github.com/harshaljanjani) | no | CONTRIBUTOR | 1961d | `2025-09-17T20:29:13Z` | 32 | 20 | strong | low | low | targets high-star repos |
23
  | `itazap` | [profile](https://github.com/itazap) | no | MEMBER | 3139d | `2024-10-21T07:08:47Z` | 30 | 0 | mixed | low | low | no visible non-self stars; targets high-star repos |
24
- | `yonigozlan` | [profile](https://github.com/yonigozlan) | no | MEMBER | 1978d | `2025-10-03T15:26:01Z` | 28 | 0 | strong | low | low | targets high-star repos |
25
  | `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1813d | `2026-01-13T09:15:18Z` | 26 | 0 | strong | low | low | targets high-star repos |
26
  | `jiqing-feng` | [profile](https://github.com/jiqing-feng) | no | CONTRIBUTOR | 1396d | `2024-03-21T04:37:45Z` | 22 | 4 | strong | moderate | low | high recent PR volume |
27
  | `qgallouedec` | [profile](https://github.com/qgallouedec) | no | MEMBER | 2692d | `2024-12-13T13:39:10Z` | 20 | 13 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
@@ -47,13 +47,11 @@
47
  | `hkc5` | [profile](https://github.com/hkc5) | no | NONE | 973d | `2026-03-19T12:33:00Z` | 7 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
48
  | `JJJYmmm` | [profile](https://github.com/JJJYmmm) | no | CONTRIBUTOR | 1648d | `2026-01-27T10:34:17Z` | 7 | 0 | mixed | moderate | low | targets high-star repos |
49
  | `Qubitium` | [profile](https://github.com/Qubitium) | no | CONTRIBUTOR | 5681d | `2025-10-03T18:23:49Z` | 7 | 0 | strong | moderate | low | extremely high recent PR volume |
50
- | `LysandreJik` | [profile](https://github.com/LysandreJik) | no | MEMBER | 3177d | `2021-08-30T15:40:15Z` | 6 | 2 | mixed | low | low | targets high-star repos |
51
  | `Charly21r` | [profile](https://github.com/Charly21r) | no | CONTRIBUTOR | 359d | `2026-03-13T09:00:25Z` | 6 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
52
  | `kchpp940` | [profile](https://github.com/kchpp940) | no | NONE | 375d | `2026-04-18T01:12:45Z` | 6 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
53
  | `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 |
54
  | `jamesbraza` | [profile](https://github.com/jamesbraza) | no | CONTRIBUTOR | 4221d | `2026-04-23T00:37:54Z` | 5 | 5 | strong | moderate | low | high recent PR volume |
55
  | `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 |
56
- | `juliendenize` | [profile](https://github.com/juliendenize) | no | CONTRIBUTOR | 2852d | `2026-03-13T10:24:11Z` | 5 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
57
  | `Krishnachaitanyakc` | [profile](https://github.com/Krishnachaitanyakc) | no | CONTRIBUTOR | 3498d | `2026-03-25T02:14:38Z` | 5 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
58
  | `RyanMullins` | [profile](https://github.com/RyanMullins) | no | CONTRIBUTOR | 5413d | `2026-03-12T13:32:25Z` | 5 | 0 | mixed | low | low | high open PR share; targets high-star repos |
59
  | `paulinebm` | [profile](https://github.com/paulinebm) | no | MEMBER | 830d | `2026-03-25T14:55:10Z` | 4 | 1 | strong | very high | medium | extremely high recent PR volume; very broad repo spread; no visible non-self stars |
@@ -63,13 +61,15 @@
63
  | `RudrenduPaul` | [profile](https://github.com/RudrenduPaul) | no | CONTRIBUTOR | 2913d | `2026-04-09T09:34:42Z` | 4 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
64
  | `sergiopaniego` | [profile](https://github.com/sergiopaniego) | no | MEMBER | 3718d | `2026-03-19T10:22:40Z` | 4 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
65
  | `sirzechs66` | [profile](https://github.com/sirzechs66) | no | CONTRIBUTOR | 1246d | `2026-03-30T12:18:41Z` | 4 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
66
- | `TheShreyanshiDwivedi` | [profile](https://github.com/TheShreyanshiDwivedi) | yes | FIRST_TIME_CONTRIBUTOR | 87d | `2026-05-15T10:01:57Z` | 4 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
67
  | `Abineshabee` | [profile](https://github.com/Abineshabee) | no | CONTRIBUTOR | 1453d | `2026-04-13T08:59:27Z` | 3 | 2 | mixed | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
68
  | `Cursx` | [profile](https://github.com/Cursx) | no | NONE | 3073d | `2026-03-31T01:44:52Z` | 3 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
69
  | `Lidang-Jiang` | [profile](https://github.com/Lidang-Jiang) | no | CONTRIBUTOR | 1230d | `2026-03-27T02:44:21Z` | 3 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
70
  | `rigen1048` | [profile](https://github.com/rigen1048) | no | CONTRIBUTOR | 92d | `2026-04-28T15:23:48Z` | 3 | 0 | weak | moderate | medium | young account; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
71
  | `NielsRogge` | [profile](https://github.com/NielsRogge) | no | MEMBER | 2598d | `2022-02-21T10:02:38Z` | 15 | 3 | mixed | moderate | low | high recent PR volume |
 
72
  | `albertvillanova` | [profile](https://github.com/albertvillanova) | no | MEMBER | 4257d | `2026-01-17T10:42:01Z` | 5 | 3 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
 
73
  | `lashahub` | [profile](https://github.com/lashahub) | no | CONTRIBUTOR | 3339d | `2026-01-08T16:47:50Z` | 5 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
74
  | `jw9603` | [profile](https://github.com/jw9603) | no | CONTRIBUTOR | 2050d | `2026-03-04T00:51:26Z` | 4 | 3 | weak | low | low | targets high-star repos |
75
  | `KoichiYasuoka` | [profile](https://github.com/KoichiYasuoka) | no | CONTRIBUTOR | 3839d | `2026-01-21T06:14:39Z` | 4 | 3 | weak | low | low | targets high-star repos |
@@ -89,7 +89,7 @@
89
  | `asuryateja` | [profile](https://github.com/asuryateja) | no | CONTRIBUTOR | 1716d | `2026-03-26T21:05:17Z` | 2 | 0 | mixed | moderate | low | high open PR share |
90
  | `Brianzhengca` | [profile](https://github.com/Brianzhengca) | no | FIRST_TIME_CONTRIBUTOR | 3170d | `2026-04-11T21:41:32Z` | 2 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
91
  | `catwell` | [profile](https://github.com/catwell) | no | FIRST_TIME_CONTRIBUTOR | 5907d | `2026-05-14T17:00:06Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
92
- | `Chao1Han` | [profile](https://github.com/Chao1Han) | no | FIRST_TIME_CONTRIBUTOR | 1422d | `2026-05-14T09:13:18Z` | 2 | 0 | mixed | moderate | low | high open PR share |
93
  | `curnane-lab` | [profile](https://github.com/curnane-lab) | no | FIRST_TIME_CONTRIBUTOR | 248d | `2026-04-24T15:14:11Z` | 2 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
94
  | `dagecko` | [profile](https://github.com/dagecko) | no | FIRST_TIME_CONTRIBUTOR | 4479d | `2026-03-26T06:19:29Z` | 2 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
95
  | `DatLe203` | [profile](https://github.com/DatLe203) | no | NONE | 766d | `2026-04-07T14:30:38Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
@@ -131,13 +131,10 @@
131
  | `voodoovampire` | [profile](https://github.com/voodoovampire) | no | FIRST_TIME_CONTRIBUTOR | 512d | `2026-04-25T19:30:01Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
132
  | `cyyever` | [profile](https://github.com/cyyever) | no | CONTRIBUTOR | 3697d | `2025-08-10T08:43:09Z` | 25 | 0 | mixed | moderate | low | extremely high recent PR volume |
133
  | `omkar-334` | [profile](https://github.com/omkar-334) | no | CONTRIBUTOR | 2888d | `2025-12-12T17:57:18Z` | 15 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
134
- | `gambletan` | [profile](https://github.com/gambletan) | no | NONE | 40d | `2026-03-13T05:22:03Z` | 8 | 0 | weak | very high | high | very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
135
  | `CodersAcademy006` | [profile](https://github.com/CodersAcademy006) | no | CONTRIBUTOR | 1448d | `2025-10-15T09:44:53Z` | 6 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
136
- | `dacorvo` | [profile](https://github.com/dacorvo) | no | MEMBER | 5038d | `2026-03-13T14:45:22Z` | 4 | 6 | mixed | moderate | low | — |
137
  | `sbucaille` | [profile](https://github.com/sbucaille) | no | CONTRIBUTOR | 3451d | `2025-03-21T09:38:40Z` | 4 | 4 | weak | low | low | high open PR share; targets high-star repos |
138
  | `JaredforReal` | [profile](https://github.com/JaredforReal) | no | CONTRIBUTOR | 977d | `2026-01-19T05:05:55Z` | 4 | 0 | strong | moderate | low | high recent PR volume |
139
  | `SangbumChoi` | [profile](https://github.com/SangbumChoi) | no | CONTRIBUTOR | 3079d | `2024-06-07T00:26:26Z` | 4 | 0 | weak | low | low | high open PR share; targets high-star repos |
140
- | `xenova` | [profile](https://github.com/xenova) | no | MEMBER | 3317d | `2025-11-18T16:26:23Z` | 3 | 3 | strong | moderate | low | high recent PR volume; targets high-star repos |
141
  | `Aravind-11` | [profile](https://github.com/Aravind-11) | no | CONTRIBUTOR | 2804d | `2025-11-10T23:38:23Z` | 3 | 0 | mixed | moderate | low | — |
142
  | `githubnemo` | [profile](https://github.com/githubnemo) | no | MEMBER | 5827d | `2026-01-26T11:34:05Z` | 3 | 0 | strong | moderate | low | targets high-star repos |
143
  | `khushali9` | [profile](https://github.com/khushali9) | no | CONTRIBUTOR | 4226d | `2025-11-26T16:41:09Z` | 3 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
@@ -211,14 +208,14 @@
211
  | `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 |
212
  | `aliyevaladddin` | [profile](https://github.com/aliyevaladddin) | no | FIRST_TIME_CONTRIBUTOR | 334d | `2026-04-23T20:22:49Z` | 1 | 0 | weak | low | low | young account; many recent closed-unmerged PRs; targets high-star repos |
213
  | `AlrIsmail` | [profile](https://github.com/AlrIsmail) | no | FIRST_TIME_CONTRIBUTOR | 1299d | `2026-04-26T14:26:23Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
214
- | `amanv0007` | [profile](https://github.com/amanv0007) | yes | FIRST_TIME_CONTRIBUTOR | 549d | `2026-05-15T06:25:42Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
215
  | `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 |
216
  | `Anai-Guo` | [profile](https://github.com/Anai-Guo) | no | NONE | 9d | `2026-04-22T13:14:19Z` | 1 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
217
  | `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 |
218
  | `andrewor14` | [profile](https://github.com/andrewor14) | no | CONTRIBUTOR | 4996d | `2026-04-08T15:42:16Z` | 1 | 0 | strong | moderate | low | — |
219
  | `anshuS1310` | [profile](https://github.com/anshuS1310) | no | CONTRIBUTOR | 149d | `2026-03-21T09:59:07Z` | 1 | 0 | mixed | low | low | young account; no visible non-self stars |
220
  | `ansley` | [profile](https://github.com/ansley) | no | NONE | 2296d | `2026-04-09T14:31:40Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
221
- | `ArjunSrivastava1` | [profile](https://github.com/ArjunSrivastava1) | yes | FIRST_TIME_CONTRIBUTOR | 430d | `2026-05-07T18:36:08Z` | 1 | 0 | weak | moderate | low | high open PR share |
222
  | `ArkaD171717` | [profile](https://github.com/ArkaD171717) | no | FIRST_TIME_CONTRIBUTOR | 1206d | `2026-05-02T09:31:22Z` | 1 | 0 | weak | moderate | low | high open PR share; no visible non-self stars; targets high-star repos |
223
  | `aryanp2107` | [profile](https://github.com/aryanp2107) | no | NONE | 1390d | `2026-04-25T21:44:39Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
224
  | `avarga1` | [profile](https://github.com/avarga1) | no | NONE | 2176d | `2026-04-07T02:22:26Z` | 1 | 0 | mixed | moderate | low | high recent PR volume |
@@ -356,7 +353,7 @@
356
  | `xu-song` | [profile](https://github.com/xu-song) | no | CONTRIBUTOR | 3895d | `2026-04-01T14:50:33Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
357
  | `yacinemebarki` | [profile](https://github.com/yacinemebarki) | no | CONTRIBUTOR | 482d | `2026-03-30T21:18:47Z` | 1 | 0 | mixed | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
358
  | `Yanis01682` | [profile](https://github.com/Yanis01682) | no | NONE | 606d | `2026-04-14T01:47:54Z` | 1 | 0 | strong | low | low | — |
359
- | `Yeuvoir` | [profile](https://github.com/Yeuvoir) | no | FIRST_TIME_CONTRIBUTOR | 639d | `2026-05-13T05:45:38Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
360
  | `yileld` | [profile](https://github.com/yileld) | no | FIRST_TIME_CONTRIBUTOR | 3958d | `2026-04-30T02:17:34Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
361
  | `YousefZahran1` | [profile](https://github.com/YousefZahran1) | no | NONE | 870d | `2026-05-07T16:00:57Z` | 1 | 0 | weak | moderate | low | high open PR share |
362
  | `zendy199x` | [profile](https://github.com/zendy199x) | no | NONE | 2543d | `2026-03-29T15:50:04Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
@@ -519,12 +516,12 @@ Example artifacts:
519
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Astevhliu)
520
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Astevhliu)
521
  - repo first seen: `2024-02-08T22:19:09Z`
522
- - repo last seen: `2026-05-13T17:40:26Z`
523
  - first seen in snapshot: **no**
524
  - repo association: **MEMBER**
525
  - repo primary artifacts: **51**
526
  - snapshot authored PRs/issues: **49 PRs / 2 issues**
527
- - snapshot discussion activity: **27 comments / 132 reviews / 232 review comments**
528
  - account age: **2296 days**
529
  - recent public PR activity: **30 PRs** (25 merged / 0 closed-unmerged / 5 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**)
530
  - public orgs: `huggingface`
@@ -569,12 +566,12 @@ Example artifacts:
569
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avasqu)
570
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avasqu)
571
  - repo first seen: `2025-08-26T12:13:50Z`
572
- - repo last seen: `2026-05-13T18:48:46Z`
573
  - first seen in snapshot: **no**
574
  - repo association: **MEMBER**
575
  - repo primary artifacts: **44**
576
  - snapshot authored PRs/issues: **43 PRs / 1 issues**
577
- - snapshot discussion activity: **528 comments / 940 reviews / 4031 review comments**
578
  - account age: **1991 days**
579
  - recent public PR activity: **21 PRs** (12 merged / 3 closed-unmerged / 6 open; merged rate **57%**, closed-unmerged rate **14%**, open rate **29%**)
580
  - public orgs: none visible
@@ -593,12 +590,12 @@ Example artifacts:
593
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARocketknight1)
594
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARocketknight1)
595
  - repo first seen: `2023-02-27T14:00:41Z`
596
- - repo last seen: `2026-05-14T14:35:10Z`
597
  - first seen in snapshot: **no**
598
  - repo association: **MEMBER**
599
  - repo primary artifacts: **43**
600
  - snapshot authored PRs/issues: **43 PRs / 0 issues**
601
- - snapshot discussion activity: **633 comments / 225 reviews / 123 review comments**
602
  - account age: **3961 days**
603
  - recent public PR activity: **17 PRs** (16 merged / 1 closed-unmerged / 0 open; merged rate **94%**, closed-unmerged rate **6%**, open rate **0%**)
604
  - public orgs: `huggingface`
@@ -608,7 +605,7 @@ Example artifacts:
608
  Example artifacts:
609
  - [PR #45942: Revert 45777](https://github.com/huggingface/transformers/pull/45942) — closed, merged
610
  - [PR #45916: Fix TAPAS tokenizer crash on pandas 3.x string-dtype tables](https://github.com/huggingface/transformers/pull/45916) — open
611
- - [PR #45914: Block image_start/end_token_id in generation test sampling](https://github.com/huggingface/transformers/pull/45914) — open
612
 
613
  ### `harshaljanjani`
614
 
@@ -665,12 +662,12 @@ Example artifacts:
665
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ayonigozlan)
666
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ayonigozlan)
667
  - repo first seen: `2025-10-03T15:26:01Z`
668
- - repo last seen: `2026-05-13T21:14:18Z`
669
  - first seen in snapshot: **no**
670
  - repo association: **MEMBER**
671
- - repo primary artifacts: **28**
672
- - snapshot authored PRs/issues: **28 PRs / 0 issues**
673
- - snapshot discussion activity: **58 comments / 191 reviews / 371 review comments**
674
  - account age: **1978 days**
675
  - recent public PR activity: **15 PRs** (11 merged / 0 closed-unmerged / 4 open; merged rate **73%**, closed-unmerged rate **0%**, open rate **27%**)
676
  - public orgs: `huggingface`
@@ -678,9 +675,9 @@ Example artifacts:
678
  - heuristic read: **targets high-star repos**
679
 
680
  Example artifacts:
681
- - [PR #45922: Fix memory leaks caused by lru decorators in vision models](https://github.com/huggingface/transformers/pull/45922) — open
 
682
  - [PR #45828: [Weight converter] Revert unnecessary changes to `rename_source_key`](https://github.com/huggingface/transformers/pull/45828) — closed, merged
683
- - [PR #45692: [Fix Phi4 test] Fall back to model config for image processor when `trust_remote_code` is False](https://github.com/huggingface/transformers/pull/45692) — closed, merged
684
 
685
  ### `remi-or`
686
 
@@ -825,7 +822,7 @@ Example artifacts:
825
  - heuristic read: **—**
826
 
827
  Example artifacts:
828
- - [PR #45981: Fix colqwen2 test](https://github.com/huggingface/transformers/pull/45981) — open
829
  - [PR #45634: DeepGEMM BF16 + mixed FP8/FP4 + MegaMoE + refactor](https://github.com/huggingface/transformers/pull/45634) — open
830
  - [PR #45621: Better Grouped GEMM + EP](https://github.com/huggingface/transformers/pull/45621) — closed, merged
831
  - [Issue #45571: A nice UX for generating dynamic tensors that break torch.compile/torch.export](https://github.com/huggingface/transformers/issues/45571) — open
@@ -1189,12 +1186,12 @@ Example artifacts:
1189
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAmineDiro)
1190
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAmineDiro)
1191
  - repo first seen: `2026-04-14T15:35:56Z`
1192
- - repo last seen: `2026-05-15T10:07:41Z`
1193
  - first seen in snapshot: **no**
1194
  - repo association: **MEMBER**
1195
  - repo primary artifacts: **7**
1196
  - snapshot authored PRs/issues: **7 PRs / 0 issues**
1197
- - snapshot discussion activity: **15 comments / 10 reviews / 10 review comments**
1198
  - account age: **3865 days**
1199
  - recent public PR activity: **17 PRs** (8 merged / 1 closed-unmerged / 8 open; merged rate **47%**, closed-unmerged rate **6%**, open rate **47%**)
1200
  - public orgs: `huggingface`
@@ -1275,31 +1272,6 @@ Example artifacts:
1275
  - [PR #45202: Fix gemma4 has flash-attention incompatbile head-dim=512](https://github.com/huggingface/transformers/pull/45202) — open
1276
  - [PR #45157: [WIP] PrismML Bonsai model support](https://github.com/huggingface/transformers/pull/45157) — open, draft
1277
 
1278
- ### `LysandreJik`
1279
-
1280
- - profile: [github.com/LysandreJik](https://github.com/LysandreJik)
1281
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ALysandreJik)
1282
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ALysandreJik)
1283
- - repo first seen: `2021-08-30T15:40:15Z`
1284
- - repo last seen: `2026-04-27T08:33:33Z`
1285
- - first seen in snapshot: **no**
1286
- - repo association: **MEMBER**
1287
- - repo primary artifacts: **8**
1288
- - snapshot authored PRs/issues: **6 PRs / 2 issues**
1289
- - snapshot discussion activity: **15 comments / 29 reviews / 42 review comments**
1290
- - account age: **3177 days**
1291
- - recent public PR activity: **7 PRs** (5 merged / 1 closed-unmerged / 1 open; merged rate **71%**, closed-unmerged rate **14%**, open rate **14%**)
1292
- - public orgs: `conda-forge`, `huggingface`, `ProjectBlackFalcon`, `PyTorch-Community-Voices`, `PyTorch-GitHub-Badge-Ecosystem-Day`, `Hugging-Face-Supporter`, `Hugging-Face-Helping-Hand`
1293
- - compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
1294
- - heuristic read: **targets high-star repos**
1295
-
1296
- Example artifacts:
1297
- - [PR #45604: Agent first cli with skill](https://github.com/huggingface/transformers/pull/45604) — open, draft
1298
- - [PR #45218: Proposal: Agent-first CLI](https://github.com/huggingface/transformers/pull/45218) — open, draft
1299
- - [PR #44758: Propagate the model loading from transformers serve to chat](https://github.com/huggingface/transformers/pull/44758) — closed, merged
1300
- - [Issue #43489: Transformers' version 5 is out!](https://github.com/huggingface/transformers/issues/43489) — closed
1301
- - [Issue #40822: Welcome v5](https://github.com/huggingface/transformers/issues/40822) — closed
1302
-
1303
  ### `Charly21r`
1304
 
1305
  - profile: [github.com/Charly21r](https://github.com/Charly21r)
@@ -1375,12 +1347,12 @@ Example artifacts:
1375
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajamesbraza)
1376
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajamesbraza)
1377
  - repo first seen: `2026-04-23T00:37:54Z`
1378
- - repo last seen: `2026-05-14T00:51:47Z`
1379
  - first seen in snapshot: **no**
1380
  - repo association: **CONTRIBUTOR**
1381
  - repo primary artifacts: **10**
1382
  - snapshot authored PRs/issues: **5 PRs / 5 issues**
1383
- - snapshot discussion activity: **8 comments / 3 reviews / 3 review comments**
1384
  - account age: **4221 days**
1385
  - recent public PR activity: **36 PRs** (32 merged / 2 closed-unmerged / 2 open; merged rate **89%**, closed-unmerged rate **6%**, open rate **6%**)
1386
  - public orgs: none visible
@@ -1418,29 +1390,6 @@ Example artifacts:
1418
  - [PR #45791: fix: validate special token ids against attribute values](https://github.com/huggingface/transformers/pull/45791) — closed, merged
1419
  - [PR #45757: fix: align attention_mask padding with appended eos token in clvp](https://github.com/huggingface/transformers/pull/45757) — closed
1420
 
1421
- ### `juliendenize`
1422
-
1423
- - profile: [github.com/juliendenize](https://github.com/juliendenize)
1424
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajuliendenize)
1425
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajuliendenize)
1426
- - repo first seen: `2026-03-13T10:24:11Z`
1427
- - repo last seen: `2026-05-03T17:40:06Z`
1428
- - first seen in snapshot: **no**
1429
- - repo association: **CONTRIBUTOR**
1430
- - repo primary artifacts: **5**
1431
- - snapshot authored PRs/issues: **5 PRs / 0 issues**
1432
- - snapshot discussion activity: **5 comments / 4 reviews / 4 review comments**
1433
- - account age: **2852 days**
1434
- - recent public PR activity: **26 PRs** (20 merged / 5 closed-unmerged / 1 open; merged rate **77%**, closed-unmerged rate **19%**, open rate **4%**)
1435
- - public orgs: none visible
1436
- - compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
1437
- - heuristic read: **high recent PR volume; targets high-star repos**
1438
-
1439
- Example artifacts:
1440
- - [PR #45744: [MINISTRAL3] Fix conversion script yarn's apply_scale support.](https://github.com/huggingface/transformers/pull/45744) — closed, merged
1441
- - [PR #45628: [MistralCommonBackend] Soften validation mode and apply_chat_template arguments check](https://github.com/huggingface/transformers/pull/45628) — closed, merged
1442
- - [PR #44760: Add Mistral 4](https://github.com/huggingface/transformers/pull/44760) — closed, merged
1443
-
1444
  ### `Krishnachaitanyakc`
1445
 
1446
  - profile: [github.com/Krishnachaitanyakc](https://github.com/Krishnachaitanyakc)
@@ -1655,12 +1604,12 @@ Example artifacts:
1655
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ATheShreyanshiDwivedi)
1656
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ATheShreyanshiDwivedi)
1657
  - repo first seen: `2026-05-15T10:01:57Z`
1658
- - repo last seen: `2026-05-15T10:02:34Z`
1659
- - first seen in snapshot: **yes**
1660
- - repo association: **FIRST_TIME_CONTRIBUTOR**
1661
  - repo primary artifacts: **4**
1662
  - snapshot authored PRs/issues: **4 PRs / 0 issues**
1663
- - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
1664
  - account age: **87 days**
1665
  - recent public PR activity: **4 PRs** (0 merged / 0 closed-unmerged / 4 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
1666
  - public orgs: none visible
@@ -1668,9 +1617,9 @@ Example artifacts:
1668
  - heuristic read: **very new account; high open PR share; no visible non-self stars; targets high-star repos**
1669
 
1670
  Example artifacts:
1671
- - [PR #45993: fix: enable _supports_flash_attn_2 for EOMT](https://github.com/huggingface/transformers/pull/45993) — open
1672
- - [PR #45992: perf: replace degenerate Conv3d with Linear in Qwen VL patch embedding](https://github.com/huggingface/transformers/pull/45992) — open
1673
- - [PR #45991: feat: enable Flash Attention 2 for T5Gemma2](https://github.com/huggingface/transformers/pull/45991) — open
1674
 
1675
  ### `Abineshabee`
1676
 
@@ -1678,12 +1627,12 @@ Example artifacts:
1678
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAbineshabee)
1679
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAbineshabee)
1680
  - repo first seen: `2026-04-13T08:59:27Z`
1681
- - repo last seen: `2026-05-15T07:13:16Z`
1682
  - first seen in snapshot: **no**
1683
  - repo association: **CONTRIBUTOR**
1684
  - repo primary artifacts: **5**
1685
  - snapshot authored PRs/issues: **3 PRs / 2 issues**
1686
- - snapshot discussion activity: **16 comments / 0 reviews / 0 review comments**
1687
  - account age: **1453 days**
1688
  - recent public PR activity: **7 PRs** (3 merged / 3 closed-unmerged / 1 open; merged rate **43%**, closed-unmerged rate **43%**, open rate **14%**)
1689
  - public orgs: none visible
@@ -1792,6 +1741,31 @@ Example artifacts:
1792
  - [Issue #30525: Support align_corners=True in image_transforms module](https://github.com/huggingface/transformers/issues/30525) — closed
1793
  - [Issue #21110: Add support for BLIP and GIT in image-to-text and VQA pipelines](https://github.com/huggingface/transformers/issues/21110) — closed
1794
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1795
  ### `albertvillanova`
1796
 
1797
  - profile: [github.com/albertvillanova](https://github.com/albertvillanova)
@@ -1818,6 +1792,29 @@ Example artifacts:
1818
  - [Issue #44273: Lazy loading is not working properly](https://github.com/huggingface/transformers/issues/44273) — open
1819
  - [Issue #43334: Qwen3-VL can't be loaded in transformers dev: AttributeError: 'Qwen3VLTextConfig' object has no attribute 'pad_token_id'](https://github.com/huggingface/transformers/issues/43334) — closed
1820
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1821
  ### `lashahub`
1822
 
1823
  - profile: [github.com/lashahub](https://github.com/lashahub)
@@ -2264,7 +2261,7 @@ Example artifacts:
2264
  - repo first seen: `2026-05-14T09:13:18Z`
2265
  - repo last seen: `2026-05-15T09:05:30Z`
2266
  - first seen in snapshot: **no**
2267
- - repo association: **FIRST_TIME_CONTRIBUTOR**
2268
  - repo primary artifacts: **2**
2269
  - snapshot authored PRs/issues: **2 PRs / 0 issues**
2270
  - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
@@ -2275,8 +2272,8 @@ Example artifacts:
2275
  - heuristic read: **high open PR share**
2276
 
2277
  Example artifacts:
2278
- - [PR #45989: [Llama4] Adopt `@use_experts_implementation` standard interface](https://github.com/huggingface/transformers/pull/45989) — open
2279
- - [PR #45976: Fix `MoeTensorParalellExperts` crash for Llama4 pre-weighted MoE experts (EP support)](https://github.com/huggingface/transformers/pull/45976) — open
2280
 
2281
  ### `curnane-lab`
2282
 
@@ -3182,29 +3179,6 @@ Example artifacts:
3182
  - [PR #44030: refactor output tracing in `dpr`](https://github.com/huggingface/transformers/pull/44030) — open
3183
  - [PR #44029: refactor output tracing in `rwkv`](https://github.com/huggingface/transformers/pull/44029) — open
3184
 
3185
- ### `gambletan`
3186
-
3187
- - profile: [github.com/gambletan](https://github.com/gambletan)
3188
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Agambletan)
3189
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Agambletan)
3190
- - repo first seen: `2026-03-13T05:22:03Z`
3191
- - repo last seen: `2026-03-16T14:01:08Z`
3192
- - first seen in snapshot: **no**
3193
- - repo association: **NONE**
3194
- - repo primary artifacts: **8**
3195
- - snapshot authored PRs/issues: **8 PRs / 0 issues**
3196
- - snapshot discussion activity: **0 comments / 5 reviews / 0 review comments**
3197
- - account age: **40 days**
3198
- - recent public PR activity: **357 PRs** (22 merged / 230 closed-unmerged / 105 open; merged rate **6%**, closed-unmerged rate **64%**, open rate **29%**)
3199
- - public orgs: none visible
3200
- - compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
3201
- - heuristic read: **very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**
3202
-
3203
- Example artifacts:
3204
- - [PR #44753: fix: add device= to torch.arange in XLNet relative_positional_encoding](https://github.com/huggingface/transformers/pull/44753) — closed
3205
- - [PR #44692: fix: handle ragged input_ids in Qwen2_5_VLProcessor.apply_chat_template](https://github.com/huggingface/transformers/pull/44692) — closed
3206
- - [PR #44691: Fix Qwen3.5 num_labels not propagated to text_config](https://github.com/huggingface/transformers/pull/44691) — closed
3207
-
3208
  ### `CodersAcademy006`
3209
 
3210
  - profile: [github.com/CodersAcademy006](https://github.com/CodersAcademy006)
@@ -3228,32 +3202,6 @@ Example artifacts:
3228
  - [PR #43047: fix: prevent accelerate from splitting vision encoder by setting _no_…](https://github.com/huggingface/transformers/pull/43047) — closed, merged
3229
  - [PR #43044: [SAM3] Enable single-scale input support in Mask Decoder](https://github.com/huggingface/transformers/pull/43044) — open
3230
 
3231
- ### `dacorvo`
3232
-
3233
- - profile: [github.com/dacorvo](https://github.com/dacorvo)
3234
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adacorvo)
3235
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adacorvo)
3236
- - repo first seen: `2026-03-13T14:45:22Z`
3237
- - repo last seen: `2026-05-07T14:58:18Z`
3238
- - first seen in snapshot: **no**
3239
- - repo association: **MEMBER**
3240
- - repo primary artifacts: **10**
3241
- - snapshot authored PRs/issues: **4 PRs / 6 issues**
3242
- - snapshot discussion activity: **14 comments / 6 reviews / 6 review comments**
3243
- - account age: **5038 days**
3244
- - recent public PR activity: **21 PRs** (10 merged / 7 closed-unmerged / 4 open; merged rate **48%**, closed-unmerged rate **33%**, open rate **19%**)
3245
- - public orgs: none visible
3246
- - compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
3247
- - heuristic read: **—**
3248
-
3249
- Example artifacts:
3250
- - [PR #44757: Add Neuron to auto-compile hardware list](https://github.com/huggingface/transformers/pull/44757) — closed, merged
3251
- - [PR #44680: Allow kernel modules to declare their preferred mask function](https://github.com/huggingface/transformers/pull/44680) — open
3252
- - [PR #44669: Use `index_select` instead of advanced indexing in `batched_mm_experts_forward`](https://github.com/huggingface/transformers/pull/44669) — closed
3253
- - [Issue #44748: [Neuron] Auto-select StaticCache when device is Neuron](https://github.com/huggingface/transformers/issues/44748) — open
3254
- - [Issue #44742: [Neuron] Compilation-friendly generation loop](https://github.com/huggingface/transformers/issues/44742) — open
3255
- - [Issue #44741: [Neuron] Improve transformers compatibility with AWS Neuron devices](https://github.com/huggingface/transformers/issues/44741) — closed
3256
-
3257
  ### `sbucaille`
3258
 
3259
  - profile: [github.com/sbucaille](https://github.com/sbucaille)
@@ -3326,32 +3274,6 @@ Example artifacts:
3326
  - [PR #43451: Add Molmo2](https://github.com/huggingface/transformers/pull/43451) — open
3327
  - [PR #43448: Add Molmo](https://github.com/huggingface/transformers/pull/43448) — open
3328
 
3329
- ### `xenova`
3330
-
3331
- - profile: [github.com/xenova](https://github.com/xenova)
3332
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Axenova)
3333
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Axenova)
3334
- - repo first seen: `2025-11-18T16:26:23Z`
3335
- - repo last seen: `2026-04-24T14:23:25Z`
3336
- - first seen in snapshot: **no**
3337
- - repo association: **MEMBER**
3338
- - repo primary artifacts: **6**
3339
- - snapshot authored PRs/issues: **3 PRs / 3 issues**
3340
- - snapshot discussion activity: **11 comments / 16 reviews / 17 review comments**
3341
- - account age: **3317 days**
3342
- - recent public PR activity: **61 PRs** (52 merged / 1 closed-unmerged / 8 open; merged rate **85%**, closed-unmerged rate **2%**, open rate **13%**)
3343
- - public orgs: none visible
3344
- - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
3345
- - heuristic read: **high recent PR volume; targets high-star repos**
3346
-
3347
- Example artifacts:
3348
- - [PR #44763: [nemotron_h] Add support for MLP mixers](https://github.com/huggingface/transformers/pull/44763) — closed, merged
3349
- - [PR #44729: Avoid floating point math for ceil operations](https://github.com/huggingface/transformers/pull/44729) — open
3350
- - [PR #43473: Fix Apertus model loading (NotImplementedError: Cannot copy out of meta tensor; no data!)](https://github.com/huggingface/transformers/pull/43473) — closed, merged
3351
- - [Issue #44779: Deepseek tokenizer produces incorrect results as of v5 (works in v4)](https://github.com/huggingface/transformers/issues/44779) — closed
3352
- - [Issue #44496: ValueError: Unrecognized model in allenai/Olmo-Hybrid-Instruct-SFT-7B. Should have a `model_type` key in its config.json.](https://github.com/huggingface/transformers/issues/44496) — closed
3353
- - [Issue #43452: gguf_file breaks for AutoTokenizer.from_pretrained and AutoModelForCausalLM.from_pretrained](https://github.com/huggingface/transformers/issues/43452) — closed
3354
-
3355
  ### `Aravind-11`
3356
 
3357
  - profile: [github.com/Aravind-11](https://github.com/Aravind-11)
@@ -4963,8 +4885,8 @@ Example artifacts:
4963
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aamanv0007)
4964
  - repo first seen: `2026-05-15T06:25:42Z`
4965
  - repo last seen: `2026-05-15T06:25:42Z`
4966
- - first seen in snapshot: **yes**
4967
- - repo association: **FIRST_TIME_CONTRIBUTOR**
4968
  - repo primary artifacts: **1**
4969
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
4970
  - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
@@ -4975,7 +4897,7 @@ Example artifacts:
4975
  - heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
4976
 
4977
  Example artifacts:
4978
- - [PR #45986: Fix MLX backend detection to respect HF_USE_MLX environment variable](https://github.com/huggingface/transformers/pull/45986) — open
4979
 
4980
  ### `anagnorisis2peripeteia`
4981
 
@@ -5110,8 +5032,8 @@ Example artifacts:
5110
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArjunSrivastava1)
5111
  - repo first seen: `2026-05-07T18:36:08Z`
5112
  - repo last seen: `2026-05-15T08:43:02Z`
5113
- - first seen in snapshot: **yes**
5114
- - repo association: **FIRST_TIME_CONTRIBUTOR**
5115
  - repo primary artifacts: **1**
5116
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
5117
  - snapshot discussion activity: **20 comments / 0 reviews / 0 review comments**
@@ -5122,7 +5044,7 @@ Example artifacts:
5122
  - heuristic read: **high open PR share**
5123
 
5124
  Example artifacts:
5125
- - [PR #45988: docs: Fix formatting issues in weightconverter.md](https://github.com/huggingface/transformers/pull/45988) — open
5126
 
5127
  ### `ArkaD171717`
5128
 
@@ -5424,12 +5346,12 @@ Example artifacts:
5424
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adamodharg6)
5425
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adamodharg6)
5426
  - repo first seen: `2026-05-15T03:01:55Z`
5427
- - repo last seen: `2026-05-15T03:01:55Z`
5428
  - first seen in snapshot: **no**
5429
  - repo association: **FIRST_TIME_CONTRIBUTOR**
5430
  - repo primary artifacts: **1**
5431
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
5432
- - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
5433
  - account age: **407 days**
5434
  - recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
5435
  - public orgs: none visible
@@ -6517,12 +6439,12 @@ Example artifacts:
6517
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ALinZiyuu)
6518
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ALinZiyuu)
6519
  - repo first seen: `2026-05-13T14:52:41Z`
6520
- - repo last seen: `2026-05-14T15:08:21Z`
6521
  - first seen in snapshot: **no**
6522
  - repo association: **NONE**
6523
  - repo primary artifacts: **1**
6524
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
6525
- - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
6526
  - account age: **1483 days**
6527
  - recent public PR activity: **9 PRs** (1 merged / 1 closed-unmerged / 7 open; merged rate **11%**, closed-unmerged rate **11%**, open rate **78%**)
6528
  - public orgs: none visible
@@ -8008,12 +7930,12 @@ Example artifacts:
8008
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AYeuvoir)
8009
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AYeuvoir)
8010
  - repo first seen: `2026-05-13T05:45:38Z`
8011
- - repo last seen: `2026-05-13T05:45:38Z`
8012
  - first seen in snapshot: **no**
8013
- - repo association: **FIRST_TIME_CONTRIBUTOR**
8014
  - repo primary artifacts: **1**
8015
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
8016
- - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
8017
  - account age: **639 days**
8018
  - recent public PR activity: **0 PRs** (0 merged / 0 closed-unmerged / 0 open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
8019
  - public orgs: none visible
@@ -8021,7 +7943,7 @@ Example artifacts:
8021
  - heuristic read: **no visible non-self stars**
8022
 
8023
  Example artifacts:
8024
- - [PR #45931: Add TurboQuant KV cache backend](https://github.com/huggingface/transformers/pull/45931) — open
8025
 
8026
  ### `yileld`
8027
 
 
1
  # New Contributor Report: huggingface/transformers
2
 
3
+ - Snapshot: `20260515T180026Z`
4
+ - Generated: `2026-05-15T18:01:58Z`
5
  - Activity window: `60d`
6
+ - Contributors: `351`
7
 
8
  ## Summary
9
 
 
21
  | `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3961d | `2023-02-27T14:00:41Z` | 43 | 0 | strong | low | low | targets high-star repos |
22
  | `harshaljanjani` | [profile](https://github.com/harshaljanjani) | no | CONTRIBUTOR | 1961d | `2025-09-17T20:29:13Z` | 32 | 20 | strong | low | low | targets high-star repos |
23
  | `itazap` | [profile](https://github.com/itazap) | no | MEMBER | 3139d | `2024-10-21T07:08:47Z` | 30 | 0 | mixed | low | low | no visible non-self stars; targets high-star repos |
24
+ | `yonigozlan` | [profile](https://github.com/yonigozlan) | no | MEMBER | 1978d | `2025-10-03T15:26:01Z` | 29 | 0 | strong | low | low | targets high-star repos |
25
  | `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1813d | `2026-01-13T09:15:18Z` | 26 | 0 | strong | low | low | targets high-star repos |
26
  | `jiqing-feng` | [profile](https://github.com/jiqing-feng) | no | CONTRIBUTOR | 1396d | `2024-03-21T04:37:45Z` | 22 | 4 | strong | moderate | low | high recent PR volume |
27
  | `qgallouedec` | [profile](https://github.com/qgallouedec) | no | MEMBER | 2692d | `2024-12-13T13:39:10Z` | 20 | 13 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
 
47
  | `hkc5` | [profile](https://github.com/hkc5) | no | NONE | 973d | `2026-03-19T12:33:00Z` | 7 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
48
  | `JJJYmmm` | [profile](https://github.com/JJJYmmm) | no | CONTRIBUTOR | 1648d | `2026-01-27T10:34:17Z` | 7 | 0 | mixed | moderate | low | targets high-star repos |
49
  | `Qubitium` | [profile](https://github.com/Qubitium) | no | CONTRIBUTOR | 5681d | `2025-10-03T18:23:49Z` | 7 | 0 | strong | moderate | low | extremely high recent PR volume |
 
50
  | `Charly21r` | [profile](https://github.com/Charly21r) | no | CONTRIBUTOR | 359d | `2026-03-13T09:00:25Z` | 6 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
51
  | `kchpp940` | [profile](https://github.com/kchpp940) | no | NONE | 375d | `2026-04-18T01:12:45Z` | 6 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
52
  | `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 |
53
  | `jamesbraza` | [profile](https://github.com/jamesbraza) | no | CONTRIBUTOR | 4221d | `2026-04-23T00:37:54Z` | 5 | 5 | strong | moderate | low | high recent PR volume |
54
  | `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 |
 
55
  | `Krishnachaitanyakc` | [profile](https://github.com/Krishnachaitanyakc) | no | CONTRIBUTOR | 3498d | `2026-03-25T02:14:38Z` | 5 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
56
  | `RyanMullins` | [profile](https://github.com/RyanMullins) | no | CONTRIBUTOR | 5413d | `2026-03-12T13:32:25Z` | 5 | 0 | mixed | low | low | high open PR share; targets high-star repos |
57
  | `paulinebm` | [profile](https://github.com/paulinebm) | no | MEMBER | 830d | `2026-03-25T14:55:10Z` | 4 | 1 | strong | very high | medium | extremely high recent PR volume; very broad repo spread; no visible non-self stars |
 
61
  | `RudrenduPaul` | [profile](https://github.com/RudrenduPaul) | no | CONTRIBUTOR | 2913d | `2026-04-09T09:34:42Z` | 4 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
62
  | `sergiopaniego` | [profile](https://github.com/sergiopaniego) | no | MEMBER | 3718d | `2026-03-19T10:22:40Z` | 4 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
63
  | `sirzechs66` | [profile](https://github.com/sirzechs66) | no | CONTRIBUTOR | 1246d | `2026-03-30T12:18:41Z` | 4 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
64
+ | `TheShreyanshiDwivedi` | [profile](https://github.com/TheShreyanshiDwivedi) | no | NONE | 87d | `2026-05-15T10:01:57Z` | 4 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
65
  | `Abineshabee` | [profile](https://github.com/Abineshabee) | no | CONTRIBUTOR | 1453d | `2026-04-13T08:59:27Z` | 3 | 2 | mixed | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
66
  | `Cursx` | [profile](https://github.com/Cursx) | no | NONE | 3073d | `2026-03-31T01:44:52Z` | 3 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
67
  | `Lidang-Jiang` | [profile](https://github.com/Lidang-Jiang) | no | CONTRIBUTOR | 1230d | `2026-03-27T02:44:21Z` | 3 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
68
  | `rigen1048` | [profile](https://github.com/rigen1048) | no | CONTRIBUTOR | 92d | `2026-04-28T15:23:48Z` | 3 | 0 | weak | moderate | medium | young account; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
69
  | `NielsRogge` | [profile](https://github.com/NielsRogge) | no | MEMBER | 2598d | `2022-02-21T10:02:38Z` | 15 | 3 | mixed | moderate | low | high recent PR volume |
70
+ | `LysandreJik` | [profile](https://github.com/LysandreJik) | no | MEMBER | 3177d | `2021-08-30T15:40:15Z` | 6 | 2 | mixed | low | low | targets high-star repos |
71
  | `albertvillanova` | [profile](https://github.com/albertvillanova) | no | MEMBER | 4257d | `2026-01-17T10:42:01Z` | 5 | 3 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
72
+ | `juliendenize` | [profile](https://github.com/juliendenize) | no | CONTRIBUTOR | 2852d | `2026-03-13T10:24:11Z` | 5 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
73
  | `lashahub` | [profile](https://github.com/lashahub) | no | CONTRIBUTOR | 3339d | `2026-01-08T16:47:50Z` | 5 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
74
  | `jw9603` | [profile](https://github.com/jw9603) | no | CONTRIBUTOR | 2050d | `2026-03-04T00:51:26Z` | 4 | 3 | weak | low | low | targets high-star repos |
75
  | `KoichiYasuoka` | [profile](https://github.com/KoichiYasuoka) | no | CONTRIBUTOR | 3839d | `2026-01-21T06:14:39Z` | 4 | 3 | weak | low | low | targets high-star repos |
 
89
  | `asuryateja` | [profile](https://github.com/asuryateja) | no | CONTRIBUTOR | 1716d | `2026-03-26T21:05:17Z` | 2 | 0 | mixed | moderate | low | high open PR share |
90
  | `Brianzhengca` | [profile](https://github.com/Brianzhengca) | no | FIRST_TIME_CONTRIBUTOR | 3170d | `2026-04-11T21:41:32Z` | 2 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
91
  | `catwell` | [profile](https://github.com/catwell) | no | FIRST_TIME_CONTRIBUTOR | 5907d | `2026-05-14T17:00:06Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
92
+ | `Chao1Han` | [profile](https://github.com/Chao1Han) | no | NONE | 1422d | `2026-05-14T09:13:18Z` | 2 | 0 | mixed | moderate | low | high open PR share |
93
  | `curnane-lab` | [profile](https://github.com/curnane-lab) | no | FIRST_TIME_CONTRIBUTOR | 248d | `2026-04-24T15:14:11Z` | 2 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
94
  | `dagecko` | [profile](https://github.com/dagecko) | no | FIRST_TIME_CONTRIBUTOR | 4479d | `2026-03-26T06:19:29Z` | 2 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
95
  | `DatLe203` | [profile](https://github.com/DatLe203) | no | NONE | 766d | `2026-04-07T14:30:38Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 
131
  | `voodoovampire` | [profile](https://github.com/voodoovampire) | no | FIRST_TIME_CONTRIBUTOR | 512d | `2026-04-25T19:30:01Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
132
  | `cyyever` | [profile](https://github.com/cyyever) | no | CONTRIBUTOR | 3697d | `2025-08-10T08:43:09Z` | 25 | 0 | mixed | moderate | low | extremely high recent PR volume |
133
  | `omkar-334` | [profile](https://github.com/omkar-334) | no | CONTRIBUTOR | 2888d | `2025-12-12T17:57:18Z` | 15 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
 
134
  | `CodersAcademy006` | [profile](https://github.com/CodersAcademy006) | no | CONTRIBUTOR | 1448d | `2025-10-15T09:44:53Z` | 6 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 
135
  | `sbucaille` | [profile](https://github.com/sbucaille) | no | CONTRIBUTOR | 3451d | `2025-03-21T09:38:40Z` | 4 | 4 | weak | low | low | high open PR share; targets high-star repos |
136
  | `JaredforReal` | [profile](https://github.com/JaredforReal) | no | CONTRIBUTOR | 977d | `2026-01-19T05:05:55Z` | 4 | 0 | strong | moderate | low | high recent PR volume |
137
  | `SangbumChoi` | [profile](https://github.com/SangbumChoi) | no | CONTRIBUTOR | 3079d | `2024-06-07T00:26:26Z` | 4 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
138
  | `Aravind-11` | [profile](https://github.com/Aravind-11) | no | CONTRIBUTOR | 2804d | `2025-11-10T23:38:23Z` | 3 | 0 | mixed | moderate | low | — |
139
  | `githubnemo` | [profile](https://github.com/githubnemo) | no | MEMBER | 5827d | `2026-01-26T11:34:05Z` | 3 | 0 | strong | moderate | low | targets high-star repos |
140
  | `khushali9` | [profile](https://github.com/khushali9) | no | CONTRIBUTOR | 4226d | `2025-11-26T16:41:09Z` | 3 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 
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
  | `aliyevaladddin` | [profile](https://github.com/aliyevaladddin) | no | FIRST_TIME_CONTRIBUTOR | 334d | `2026-04-23T20:22:49Z` | 1 | 0 | weak | low | low | young account; many recent closed-unmerged PRs; targets high-star repos |
210
  | `AlrIsmail` | [profile](https://github.com/AlrIsmail) | no | FIRST_TIME_CONTRIBUTOR | 1299d | `2026-04-26T14:26:23Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
211
+ | `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 |
212
  | `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 |
213
  | `Anai-Guo` | [profile](https://github.com/Anai-Guo) | no | NONE | 9d | `2026-04-22T13:14:19Z` | 1 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
214
  | `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 |
215
  | `andrewor14` | [profile](https://github.com/andrewor14) | no | CONTRIBUTOR | 4996d | `2026-04-08T15:42:16Z` | 1 | 0 | strong | moderate | low | — |
216
  | `anshuS1310` | [profile](https://github.com/anshuS1310) | no | CONTRIBUTOR | 149d | `2026-03-21T09:59:07Z` | 1 | 0 | mixed | low | low | young account; no visible non-self stars |
217
  | `ansley` | [profile](https://github.com/ansley) | no | NONE | 2296d | `2026-04-09T14:31:40Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
218
+ | `ArjunSrivastava1` | [profile](https://github.com/ArjunSrivastava1) | no | CONTRIBUTOR | 430d | `2026-05-07T18:36:08Z` | 1 | 0 | weak | moderate | low | high open PR share |
219
  | `ArkaD171717` | [profile](https://github.com/ArkaD171717) | no | FIRST_TIME_CONTRIBUTOR | 1206d | `2026-05-02T09:31:22Z` | 1 | 0 | weak | moderate | low | high open PR share; no visible non-self stars; targets high-star repos |
220
  | `aryanp2107` | [profile](https://github.com/aryanp2107) | no | NONE | 1390d | `2026-04-25T21:44:39Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
221
  | `avarga1` | [profile](https://github.com/avarga1) | no | NONE | 2176d | `2026-04-07T02:22:26Z` | 1 | 0 | mixed | moderate | low | high recent PR volume |
 
353
  | `xu-song` | [profile](https://github.com/xu-song) | no | CONTRIBUTOR | 3895d | `2026-04-01T14:50:33Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
354
  | `yacinemebarki` | [profile](https://github.com/yacinemebarki) | no | CONTRIBUTOR | 482d | `2026-03-30T21:18:47Z` | 1 | 0 | mixed | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
355
  | `Yanis01682` | [profile](https://github.com/Yanis01682) | no | NONE | 606d | `2026-04-14T01:47:54Z` | 1 | 0 | strong | low | low | — |
356
+ | `Yeuvoir` | [profile](https://github.com/Yeuvoir) | no | NONE | 639d | `2026-05-13T05:45:38Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
357
  | `yileld` | [profile](https://github.com/yileld) | no | FIRST_TIME_CONTRIBUTOR | 3958d | `2026-04-30T02:17:34Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
358
  | `YousefZahran1` | [profile](https://github.com/YousefZahran1) | no | NONE | 870d | `2026-05-07T16:00:57Z` | 1 | 0 | weak | moderate | low | high open PR share |
359
  | `zendy199x` | [profile](https://github.com/zendy199x) | no | NONE | 2543d | `2026-03-29T15:50:04Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
 
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: `2026-05-15T16:05:40Z`
520
  - first seen in snapshot: **no**
521
  - repo association: **MEMBER**
522
  - repo primary artifacts: **51**
523
  - snapshot authored PRs/issues: **49 PRs / 2 issues**
524
+ - snapshot discussion activity: **27 comments / 133 reviews / 232 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`
 
566
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avasqu)
567
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avasqu)
568
  - repo first seen: `2025-08-26T12:13:50Z`
569
+ - repo last seen: `2026-05-15T17:40:05Z`
570
  - first seen in snapshot: **no**
571
  - repo association: **MEMBER**
572
  - repo primary artifacts: **44**
573
  - snapshot authored PRs/issues: **43 PRs / 1 issues**
574
+ - snapshot discussion activity: **533 comments / 946 reviews / 4082 review comments**
575
  - account age: **1991 days**
576
  - recent public PR activity: **21 PRs** (12 merged / 3 closed-unmerged / 6 open; merged rate **57%**, closed-unmerged rate **14%**, open rate **29%**)
577
  - public orgs: none visible
 
590
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARocketknight1)
591
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARocketknight1)
592
  - repo first seen: `2023-02-27T14:00:41Z`
593
+ - repo last seen: `2026-05-15T16:24:43Z`
594
  - first seen in snapshot: **no**
595
  - repo association: **MEMBER**
596
  - repo primary artifacts: **43**
597
  - snapshot authored PRs/issues: **43 PRs / 0 issues**
598
+ - snapshot discussion activity: **643 comments / 225 reviews / 123 review comments**
599
  - account age: **3961 days**
600
  - recent public PR activity: **17 PRs** (16 merged / 1 closed-unmerged / 0 open; merged rate **94%**, closed-unmerged rate **6%**, open rate **0%**)
601
  - public orgs: `huggingface`
 
605
  Example artifacts:
606
  - [PR #45942: Revert 45777](https://github.com/huggingface/transformers/pull/45942) — closed, merged
607
  - [PR #45916: Fix TAPAS tokenizer crash on pandas 3.x string-dtype tables](https://github.com/huggingface/transformers/pull/45916) — open
608
+ - [PR #45914: Block image_start/end_token_id in generation test sampling](https://github.com/huggingface/transformers/pull/45914) — closed, merged
609
 
610
  ### `harshaljanjani`
611
 
 
662
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ayonigozlan)
663
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ayonigozlan)
664
  - repo first seen: `2025-10-03T15:26:01Z`
665
+ - repo last seen: `2026-05-15T15:44:31Z`
666
  - first seen in snapshot: **no**
667
  - repo association: **MEMBER**
668
+ - repo primary artifacts: **29**
669
+ - snapshot authored PRs/issues: **29 PRs / 0 issues**
670
+ - snapshot discussion activity: **60 comments / 191 reviews / 371 review comments**
671
  - account age: **1978 days**
672
  - recent public PR activity: **15 PRs** (11 merged / 0 closed-unmerged / 4 open; merged rate **73%**, closed-unmerged rate **0%**, open rate **27%**)
673
  - public orgs: `huggingface`
 
675
  - heuristic read: **targets high-star repos**
676
 
677
  Example artifacts:
678
+ - [PR #45996: [Weight converter] Account for base model prefix in scoped weight conversion](https://github.com/huggingface/transformers/pull/45996) — open
679
+ - [PR #45922: 🚨Fix memory leaks caused by lru decorators in vision models](https://github.com/huggingface/transformers/pull/45922) — open
680
  - [PR #45828: [Weight converter] Revert unnecessary changes to `rename_source_key`](https://github.com/huggingface/transformers/pull/45828) — closed, merged
 
681
 
682
  ### `remi-or`
683
 
 
822
  - heuristic read: **—**
823
 
824
  Example artifacts:
825
+ - [PR #45981: Fix colqwen2 test](https://github.com/huggingface/transformers/pull/45981) — closed, merged
826
  - [PR #45634: DeepGEMM BF16 + mixed FP8/FP4 + MegaMoE + refactor](https://github.com/huggingface/transformers/pull/45634) — open
827
  - [PR #45621: Better Grouped GEMM + EP](https://github.com/huggingface/transformers/pull/45621) — closed, merged
828
  - [Issue #45571: A nice UX for generating dynamic tensors that break torch.compile/torch.export](https://github.com/huggingface/transformers/issues/45571) — open
 
1186
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAmineDiro)
1187
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAmineDiro)
1188
  - repo first seen: `2026-04-14T15:35:56Z`
1189
+ - repo last seen: `2026-05-15T16:24:43Z`
1190
  - first seen in snapshot: **no**
1191
  - repo association: **MEMBER**
1192
  - repo primary artifacts: **7**
1193
  - snapshot authored PRs/issues: **7 PRs / 0 issues**
1194
+ - snapshot discussion activity: **16 comments / 10 reviews / 10 review comments**
1195
  - account age: **3865 days**
1196
  - recent public PR activity: **17 PRs** (8 merged / 1 closed-unmerged / 8 open; merged rate **47%**, closed-unmerged rate **6%**, open rate **47%**)
1197
  - public orgs: `huggingface`
 
1272
  - [PR #45202: Fix gemma4 has flash-attention incompatbile head-dim=512](https://github.com/huggingface/transformers/pull/45202) — open
1273
  - [PR #45157: [WIP] PrismML Bonsai model support](https://github.com/huggingface/transformers/pull/45157) — open, draft
1274
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1275
  ### `Charly21r`
1276
 
1277
  - profile: [github.com/Charly21r](https://github.com/Charly21r)
 
1347
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajamesbraza)
1348
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajamesbraza)
1349
  - repo first seen: `2026-04-23T00:37:54Z`
1350
+ - repo last seen: `2026-05-15T16:21:46Z`
1351
  - first seen in snapshot: **no**
1352
  - repo association: **CONTRIBUTOR**
1353
  - repo primary artifacts: **10**
1354
  - snapshot authored PRs/issues: **5 PRs / 5 issues**
1355
+ - snapshot discussion activity: **9 comments / 3 reviews / 3 review comments**
1356
  - account age: **4221 days**
1357
  - recent public PR activity: **36 PRs** (32 merged / 2 closed-unmerged / 2 open; merged rate **89%**, closed-unmerged rate **6%**, open rate **6%**)
1358
  - public orgs: none visible
 
1390
  - [PR #45791: fix: validate special token ids against attribute values](https://github.com/huggingface/transformers/pull/45791) — closed, merged
1391
  - [PR #45757: fix: align attention_mask padding with appended eos token in clvp](https://github.com/huggingface/transformers/pull/45757) — closed
1392
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1393
  ### `Krishnachaitanyakc`
1394
 
1395
  - profile: [github.com/Krishnachaitanyakc](https://github.com/Krishnachaitanyakc)
 
1604
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ATheShreyanshiDwivedi)
1605
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ATheShreyanshiDwivedi)
1606
  - repo first seen: `2026-05-15T10:01:57Z`
1607
+ - repo last seen: `2026-05-15T12:28:33Z`
1608
+ - first seen in snapshot: **no**
1609
+ - repo association: **NONE**
1610
  - repo primary artifacts: **4**
1611
  - snapshot authored PRs/issues: **4 PRs / 0 issues**
1612
+ - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
1613
  - account age: **87 days**
1614
  - recent public PR activity: **4 PRs** (0 merged / 0 closed-unmerged / 4 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
1615
  - public orgs: none visible
 
1617
  - heuristic read: **very new account; high open PR share; no visible non-self stars; targets high-star repos**
1618
 
1619
  Example artifacts:
1620
+ - [PR #45993: fix: enable _supports_flash_attn_2 for EOMT](https://github.com/huggingface/transformers/pull/45993) — closed
1621
+ - [PR #45992: perf: replace degenerate Conv3d with Linear in Qwen VL patch embedding](https://github.com/huggingface/transformers/pull/45992) — closed
1622
+ - [PR #45991: feat: enable Flash Attention 2 for T5Gemma2](https://github.com/huggingface/transformers/pull/45991) — closed
1623
 
1624
  ### `Abineshabee`
1625
 
 
1627
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAbineshabee)
1628
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAbineshabee)
1629
  - repo first seen: `2026-04-13T08:59:27Z`
1630
+ - repo last seen: `2026-05-15T15:28:44Z`
1631
  - first seen in snapshot: **no**
1632
  - repo association: **CONTRIBUTOR**
1633
  - repo primary artifacts: **5**
1634
  - snapshot authored PRs/issues: **3 PRs / 2 issues**
1635
+ - snapshot discussion activity: **17 comments / 0 reviews / 0 review comments**
1636
  - account age: **1453 days**
1637
  - recent public PR activity: **7 PRs** (3 merged / 3 closed-unmerged / 1 open; merged rate **43%**, closed-unmerged rate **43%**, open rate **14%**)
1638
  - public orgs: none visible
 
1741
  - [Issue #30525: Support align_corners=True in image_transforms module](https://github.com/huggingface/transformers/issues/30525) — closed
1742
  - [Issue #21110: Add support for BLIP and GIT in image-to-text and VQA pipelines](https://github.com/huggingface/transformers/issues/21110) — closed
1743
 
1744
+ ### `LysandreJik`
1745
+
1746
+ - profile: [github.com/LysandreJik](https://github.com/LysandreJik)
1747
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ALysandreJik)
1748
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ALysandreJik)
1749
+ - repo first seen: `2021-08-30T15:40:15Z`
1750
+ - repo last seen: `2026-04-27T08:33:33Z`
1751
+ - first seen in snapshot: **no**
1752
+ - repo association: **MEMBER**
1753
+ - repo primary artifacts: **8**
1754
+ - snapshot authored PRs/issues: **6 PRs / 2 issues**
1755
+ - snapshot discussion activity: **15 comments / 29 reviews / 42 review comments**
1756
+ - account age: **3177 days**
1757
+ - recent public PR activity: **7 PRs** (5 merged / 1 closed-unmerged / 1 open; merged rate **71%**, closed-unmerged rate **14%**, open rate **14%**)
1758
+ - public orgs: `conda-forge`, `huggingface`, `ProjectBlackFalcon`, `PyTorch-Community-Voices`, `PyTorch-GitHub-Badge-Ecosystem-Day`, `Hugging-Face-Supporter`, `Hugging-Face-Helping-Hand`
1759
+ - compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
1760
+ - heuristic read: **targets high-star repos**
1761
+
1762
+ Example artifacts:
1763
+ - [PR #45604: Agent first cli with skill](https://github.com/huggingface/transformers/pull/45604) — open, draft
1764
+ - [PR #45218: Proposal: Agent-first CLI](https://github.com/huggingface/transformers/pull/45218) — open, draft
1765
+ - [PR #44758: Propagate the model loading from transformers serve to chat](https://github.com/huggingface/transformers/pull/44758) — closed, merged
1766
+ - [Issue #43489: Transformers' version 5 is out!](https://github.com/huggingface/transformers/issues/43489) — closed
1767
+ - [Issue #40822: Welcome v5](https://github.com/huggingface/transformers/issues/40822) — closed
1768
+
1769
  ### `albertvillanova`
1770
 
1771
  - profile: [github.com/albertvillanova](https://github.com/albertvillanova)
 
1792
  - [Issue #44273: Lazy loading is not working properly](https://github.com/huggingface/transformers/issues/44273) — open
1793
  - [Issue #43334: Qwen3-VL can't be loaded in transformers dev: AttributeError: 'Qwen3VLTextConfig' object has no attribute 'pad_token_id'](https://github.com/huggingface/transformers/issues/43334) — closed
1794
 
1795
+ ### `juliendenize`
1796
+
1797
+ - profile: [github.com/juliendenize](https://github.com/juliendenize)
1798
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajuliendenize)
1799
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajuliendenize)
1800
+ - repo first seen: `2026-03-13T10:24:11Z`
1801
+ - repo last seen: `2026-05-03T17:40:06Z`
1802
+ - first seen in snapshot: **no**
1803
+ - repo association: **CONTRIBUTOR**
1804
+ - repo primary artifacts: **5**
1805
+ - snapshot authored PRs/issues: **5 PRs / 0 issues**
1806
+ - snapshot discussion activity: **5 comments / 4 reviews / 4 review comments**
1807
+ - account age: **2852 days**
1808
+ - recent public PR activity: **26 PRs** (20 merged / 5 closed-unmerged / 1 open; merged rate **77%**, closed-unmerged rate **19%**, open rate **4%**)
1809
+ - public orgs: none visible
1810
+ - compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
1811
+ - heuristic read: **high recent PR volume; targets high-star repos**
1812
+
1813
+ Example artifacts:
1814
+ - [PR #45744: [MINISTRAL3] Fix conversion script yarn's apply_scale support.](https://github.com/huggingface/transformers/pull/45744) — closed, merged
1815
+ - [PR #45628: [MistralCommonBackend] Soften validation mode and apply_chat_template arguments check](https://github.com/huggingface/transformers/pull/45628) — closed, merged
1816
+ - [PR #44760: Add Mistral 4](https://github.com/huggingface/transformers/pull/44760) — closed, merged
1817
+
1818
  ### `lashahub`
1819
 
1820
  - profile: [github.com/lashahub](https://github.com/lashahub)
 
2261
  - repo first seen: `2026-05-14T09:13:18Z`
2262
  - repo last seen: `2026-05-15T09:05:30Z`
2263
  - first seen in snapshot: **no**
2264
+ - repo association: **NONE**
2265
  - repo primary artifacts: **2**
2266
  - snapshot authored PRs/issues: **2 PRs / 0 issues**
2267
  - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
 
2272
  - heuristic read: **high open PR share**
2273
 
2274
  Example artifacts:
2275
+ - [PR #45989: [Llama4] Adopt `@use_experts_implementation` standard interface](https://github.com/huggingface/transformers/pull/45989) — closed
2276
+ - [PR #45976: Fix `MoeTensorParalellExperts` crash for Llama4 pre-weighted MoE experts (EP support)](https://github.com/huggingface/transformers/pull/45976) — closed
2277
 
2278
  ### `curnane-lab`
2279
 
 
3179
  - [PR #44030: refactor output tracing in `dpr`](https://github.com/huggingface/transformers/pull/44030) — open
3180
  - [PR #44029: refactor output tracing in `rwkv`](https://github.com/huggingface/transformers/pull/44029) — open
3181
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3182
  ### `CodersAcademy006`
3183
 
3184
  - profile: [github.com/CodersAcademy006](https://github.com/CodersAcademy006)
 
3202
  - [PR #43047: fix: prevent accelerate from splitting vision encoder by setting _no_…](https://github.com/huggingface/transformers/pull/43047) — closed, merged
3203
  - [PR #43044: [SAM3] Enable single-scale input support in Mask Decoder](https://github.com/huggingface/transformers/pull/43044) — open
3204
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3205
  ### `sbucaille`
3206
 
3207
  - profile: [github.com/sbucaille](https://github.com/sbucaille)
 
3274
  - [PR #43451: Add Molmo2](https://github.com/huggingface/transformers/pull/43451) — open
3275
  - [PR #43448: Add Molmo](https://github.com/huggingface/transformers/pull/43448) — open
3276
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3277
  ### `Aravind-11`
3278
 
3279
  - profile: [github.com/Aravind-11](https://github.com/Aravind-11)
 
4885
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aamanv0007)
4886
  - repo first seen: `2026-05-15T06:25:42Z`
4887
  - repo last seen: `2026-05-15T06:25:42Z`
4888
+ - first seen in snapshot: **no**
4889
+ - repo association: **NONE**
4890
  - repo primary artifacts: **1**
4891
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
4892
  - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
 
4897
  - heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
4898
 
4899
  Example artifacts:
4900
+ - [PR #45986: Fix MLX backend detection to respect HF_USE_MLX environment variable](https://github.com/huggingface/transformers/pull/45986) — closed
4901
 
4902
  ### `anagnorisis2peripeteia`
4903
 
 
5032
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArjunSrivastava1)
5033
  - repo first seen: `2026-05-07T18:36:08Z`
5034
  - repo last seen: `2026-05-15T08:43:02Z`
5035
+ - first seen in snapshot: **no**
5036
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5037
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5038
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
5039
  - snapshot discussion activity: **20 comments / 0 reviews / 0 review comments**
 
5044
  - heuristic read: **high open PR share**
5045
 
5046
  Example artifacts:
5047
+ - [PR #45988: docs: Fix formatting issues in weightconverter.md](https://github.com/huggingface/transformers/pull/45988) — closed, merged
5048
 
5049
  ### `ArkaD171717`
5050
 
 
5346
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adamodharg6)
5347
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adamodharg6)
5348
  - repo first seen: `2026-05-15T03:01:55Z`
5349
+ - repo last seen: `2026-05-15T16:37:22Z`
5350
  - first seen in snapshot: **no**
5351
  - repo association: **FIRST_TIME_CONTRIBUTOR**
5352
  - repo primary artifacts: **1**
5353
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
5354
+ - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
5355
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5356
  - recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
5357
  - public orgs: none visible
 
6439
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ALinZiyuu)
6440
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ALinZiyuu)
6441
  - repo first seen: `2026-05-13T14:52:41Z`
6442
+ - repo last seen: `2026-05-15T13:11:43Z`
6443
  - first seen in snapshot: **no**
6444
  - repo association: **NONE**
6445
  - repo primary artifacts: **1**
6446
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
6447
+ - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
6448
  - account age: **1483 days**
6449
  - recent public PR activity: **9 PRs** (1 merged / 1 closed-unmerged / 7 open; merged rate **11%**, closed-unmerged rate **11%**, open rate **78%**)
6450
  - public orgs: none visible
 
7930
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AYeuvoir)
7931
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AYeuvoir)
7932
  - repo first seen: `2026-05-13T05:45:38Z`
7933
+ - repo last seen: `2026-05-15T12:48:36Z`
7934
  - first seen in snapshot: **no**
7935
+ - repo association: **NONE**
7936
  - repo primary artifacts: **1**
7937
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
7938
+ - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
7939
  - account age: **639 days**
7940
  - recent public PR activity: **0 PRs** (0 merged / 0 closed-unmerged / 0 open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
7941
  - public orgs: none visible
 
7943
  - heuristic read: **no visible non-self stars**
7944
 
7945
  Example artifacts:
7946
+ - [PR #45931: Add TurboQuant KV cache backend](https://github.com/huggingface/transformers/pull/45931) — closed
7947
 
7948
  ### `yileld`
7949
 
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660
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661
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662
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664
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@@ -673,8 +673,8 @@
673
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674
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675
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676
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677
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678
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680
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@@ -690,7 +690,7 @@
690
  "left_pr_number": 44123,
691
  "right_pr_number": 44189,
692
  "similarity": 0.374,
693
- "content_similarity": 0.305,
694
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695
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696
  "concentration_similarity": 1.0,
@@ -705,8 +705,8 @@
705
  {
706
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707
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@@ -737,8 +737,8 @@
737
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738
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740
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742
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@@ -753,8 +753,8 @@
753
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754
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756
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757
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@@ -769,7 +769,7 @@
769
  {
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771
  "right_pr_number": 44257,
772
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@@ -785,8 +785,8 @@
785
  {
786
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787
  "right_pr_number": 45055,
788
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790
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@@ -801,8 +801,8 @@
801
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  "right_pr_number": 45994,
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@@ -817,7 +817,7 @@
817
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821
  "content_similarity": 0.261,
822
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@@ -833,7 +833,7 @@
833
  {
834
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  "right_pr_number": 45055,
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837
  "content_similarity": 0.263,
838
  "size_similarity": 0.055,
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  "breadth_similarity": 1.0,
@@ -849,8 +849,8 @@
849
  {
850
  "left_pr_number": 44257,
851
  "right_pr_number": 45273,
852
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- "content_similarity": 0.197,
854
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  "concentration_similarity": 1.0,
@@ -865,8 +865,8 @@
865
  {
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- "content_similarity": 0.235,
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  "concentration_similarity": 1.0,
@@ -879,11 +879,11 @@
879
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881
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  "right_pr_number": 45273,
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@@ -895,11 +895,11 @@
895
  ]
896
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897
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  "right_pr_number": 45273,
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  "concentration_similarity": 1.0,
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@@ -913,194 +913,216 @@
913
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914
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915
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916
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917
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- "representative_pr_number": 45985,
925
- "average_similarity": 0.469,
926
- "summary": "5 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #45985.",
927
  "shared_filenames": [
928
- "src/transformers/generation/utils.py"
 
 
 
929
  ],
930
  "shared_directories": [
931
- "src/transformers/generation",
932
  "src/transformers",
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- "src"
 
 
 
934
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946
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947
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948
- "src/transformers/generation",
949
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950
- "src"
 
 
951
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963
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964
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965
- "src/transformers/generation",
966
  "src/transformers",
967
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968
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980
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983
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997
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1000
  "src/transformers",
1001
- "src"
 
1002
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1003
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1005
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1007
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1012
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1013
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1014
  ],
1015
  "shared_directories": [
1016
- "src/transformers/generation",
1017
  "src/transformers",
1018
- "src"
 
 
1019
  ]
1020
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1021
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1022
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1029
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1030
- "src/transformers/generation/utils.py"
1031
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1032
  "shared_directories": [
1033
- "src/transformers/generation",
1034
  "src/transformers",
1035
- "src"
 
1036
  ]
1037
  },
1038
  {
1039
- "left_pr_number": 34667,
1040
- "right_pr_number": 44872,
1041
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1045
- "concentration_similarity": 1.0,
1046
  "shared_filenames": [
1047
- "src/transformers/generation/utils.py"
 
1048
  ],
1049
  "shared_directories": [
1050
- "src/transformers/generation",
1051
  "src/transformers",
1052
- "src"
 
 
1053
  ]
1054
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1055
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1056
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1063
  "shared_filenames": [
1064
- "src/transformers/generation/utils.py"
 
1065
  ],
1066
  "shared_directories": [
1067
- "src/transformers/generation",
1068
  "src/transformers",
1069
- "src"
 
 
1070
  ]
1071
  },
1072
  {
1073
- "left_pr_number": 34667,
1074
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1075
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1077
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1079
- "concentration_similarity": 1.0,
1080
  "shared_filenames": [
1081
- "src/transformers/generation/utils.py"
1082
  ],
1083
  "shared_directories": [
1084
- "src/transformers/generation",
1085
  "src/transformers",
1086
- "src"
 
1087
  ]
1088
  },
1089
  {
1090
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1091
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1092
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- "breadth_similarity": 0.75,
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- "concentration_similarity": 1.0,
1097
  "shared_filenames": [
1098
- "src/transformers/generation/utils.py"
1099
  ],
1100
  "shared_directories": [
1101
- "src/transformers/generation",
1102
  "src/transformers",
1103
- "src"
 
1104
  ]
1105
  }
1106
  ]
@@ -1155,8 +1177,8 @@
1155
  {
1156
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1157
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1158
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1159
- "content_similarity": 0.782,
1160
  "size_similarity": 0.42,
1161
  "breadth_similarity": 1.0,
1162
  "concentration_similarity": 0.989,
@@ -1293,7 +1315,7 @@
1293
  "left_pr_number": 45438,
1294
  "right_pr_number": 45606,
1295
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1296
- "content_similarity": 0.328,
1297
  "size_similarity": 0.126,
1298
  "breadth_similarity": 0.55,
1299
  "concentration_similarity": 0.858,
@@ -1357,7 +1379,7 @@
1357
  45668
1358
  ],
1359
  "representative_pr_number": 45546,
1360
- "average_similarity": 0.749,
1361
  "summary": "4 open PRs share weighted file overlap around `src/transformers/integrations/ggml.py`, `tests/quantization/ggml/test_ggml.py`, `src/transformers/modeling_gguf_pytorch_utils.py`; representative PR #45546.",
1362
  "shared_filenames": [
1363
  "src/transformers/integrations/ggml.py",
@@ -1399,7 +1421,7 @@
1399
  "left_pr_number": 45546,
1400
  "right_pr_number": 45668,
1401
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1402
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1403
  "size_similarity": 0.773,
1404
  "breadth_similarity": 1.0,
1405
  "concentration_similarity": 0.903,
@@ -1421,7 +1443,7 @@
1421
  "left_pr_number": 45296,
1422
  "right_pr_number": 45546,
1423
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1424
- "content_similarity": 0.788,
1425
  "size_similarity": 0.576,
1426
  "breadth_similarity": 1.0,
1427
  "concentration_similarity": 0.859,
@@ -1464,7 +1486,7 @@
1464
  {
1465
  "left_pr_number": 45296,
1466
  "right_pr_number": 45668,
1467
- "similarity": 0.658,
1468
  "content_similarity": 0.633,
1469
  "size_similarity": 0.445,
1470
  "breadth_similarity": 1.0,
@@ -1547,8 +1569,8 @@
1547
  {
1548
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1549
  "right_pr_number": 43842,
1550
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1551
- "content_similarity": 0.644,
1552
  "size_similarity": 0.027,
1553
  "breadth_similarity": 1.0,
1554
  "concentration_similarity": 1.0,
@@ -1564,8 +1586,8 @@
1564
  {
1565
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1566
  "right_pr_number": 44682,
1567
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1568
- "content_similarity": 0.638,
1569
  "size_similarity": 0.398,
1570
  "breadth_similarity": 0.5,
1571
  "concentration_similarity": 0.802,
@@ -1598,8 +1620,8 @@
1598
  {
1599
  "left_pr_number": 43656,
1600
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1601
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1602
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1603
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1604
  "breadth_similarity": 0.5,
1605
  "concentration_similarity": 0.802,
@@ -1615,7 +1637,7 @@
1615
  {
1616
  "left_pr_number": 43842,
1617
  "right_pr_number": 44682,
1618
- "similarity": 0.403,
1619
  "content_similarity": 0.444,
1620
  "size_similarity": 0.011,
1621
  "breadth_similarity": 0.5,
@@ -1632,261 +1654,123 @@
1632
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1633
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1634
  {
1635
- "cluster_id": "pr-scope-44974-4",
1636
- "pr_numbers": [
1637
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1638
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1639
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1640
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1641
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1642
- "representative_pr_number": 44974,
1643
- "average_similarity": 0.453,
1644
- "summary": "4 open PRs share weighted file overlap around `src/transformers/core_model_loading.py`, `tests/utils/test_core_model_loading.py`, `tests/test_modeling_common.py`; representative PR #44974.",
1645
- "shared_filenames": [
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1647
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1648
- "tests/test_modeling_common.py",
1649
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1650
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1652
- "src/transformers",
1653
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1654
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1655
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1656
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1657
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1661
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1662
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1663
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1665
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1666
- "concentration_similarity": 0.929,
1667
- "shared_filenames": [
1668
- "src/transformers/core_model_loading.py",
1669
- "tests/utils/test_core_model_loading.py"
1670
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1671
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1672
- "src/transformers",
1673
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1674
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1675
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1676
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1678
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1679
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1680
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1683
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1684
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1685
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1686
- "shared_filenames": [
1687
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1688
- "tests/test_modeling_common.py"
1689
- ],
1690
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1691
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1692
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1693
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1694
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1695
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1696
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1697
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1698
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1701
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1702
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1703
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1704
- "shared_filenames": [
1705
- "src/transformers/core_model_loading.py",
1706
- "src/transformers/modeling_utils.py",
1707
- "tests/utils/test_core_model_loading.py"
1708
- ],
1709
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1710
- "src/transformers/integrations",
1711
- "src/transformers",
1712
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1713
- "src",
1714
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1715
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1716
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1717
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1718
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1719
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1720
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1721
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1722
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1723
- "breadth_similarity": 0.667,
1724
- "concentration_similarity": 0.657,
1725
- "shared_filenames": [
1726
- "src/transformers/core_model_loading.py"
1727
- ],
1728
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1729
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1730
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1731
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1732
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1733
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1734
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1735
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1736
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1737
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1738
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1739
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1740
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1741
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1742
- "shared_filenames": [
1743
- "src/transformers/core_model_loading.py",
1744
- "tests/utils/test_core_model_loading.py"
1745
- ],
1746
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1747
- "src/transformers",
1748
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1749
- "src",
1750
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1751
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1752
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1753
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1754
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1755
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1756
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1757
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1758
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1759
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1760
- "concentration_similarity": 0.902,
1761
- "shared_filenames": [
1762
- "src/transformers/core_model_loading.py"
1763
- ],
1764
- "shared_directories": [
1765
- "src/transformers",
1766
- "src",
1767
- "tests"
1768
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1769
- }
1770
- ]
1771
- },
1772
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1773
- "cluster_id": "pr-scope-44385-4",
1774
  "pr_numbers": [
1775
- 44385,
1776
- 44615,
1777
- 45524,
1778
- 45986
1779
  ],
1780
- "representative_pr_number": 44615,
1781
- "average_similarity": 0.373,
1782
- "summary": "4 open PRs share weighted file overlap around `src/transformers/utils/import_utils.py`; representative PR #44615.",
1783
  "shared_filenames": [
1784
- "src/transformers/utils/import_utils.py"
1785
  ],
1786
  "shared_directories": [
1787
- "src/transformers/utils",
1788
  "src/transformers",
1789
  "src"
1790
  ],
1791
  "pairwise": [
1792
  {
1793
- "left_pr_number": 44615,
1794
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1795
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1796
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1797
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1798
  "breadth_similarity": 1.0,
1799
  "concentration_similarity": 1.0,
1800
  "shared_filenames": [
1801
- "src/transformers/utils/import_utils.py"
1802
  ],
1803
  "shared_directories": [
1804
- "src/transformers/utils",
1805
  "src/transformers",
1806
  "src"
1807
  ]
1808
  },
1809
  {
1810
- "left_pr_number": 44385,
1811
- "right_pr_number": 44615,
1812
- "similarity": 0.402,
1813
- "content_similarity": 0.328,
1814
- "size_similarity": 0.371,
1815
- "breadth_similarity": 0.667,
1816
  "concentration_similarity": 1.0,
1817
  "shared_filenames": [
1818
- "src/transformers/utils/import_utils.py"
1819
  ],
1820
  "shared_directories": [
1821
- "src/transformers/utils",
1822
  "src/transformers",
1823
  "src"
1824
  ]
1825
  },
1826
  {
1827
- "left_pr_number": 44615,
1828
- "right_pr_number": 45986,
1829
- "similarity": 0.383,
1830
- "content_similarity": 0.32,
1831
- "size_similarity": 0.057,
1832
  "breadth_similarity": 1.0,
1833
  "concentration_similarity": 1.0,
1834
  "shared_filenames": [
1835
- "src/transformers/utils/import_utils.py"
1836
  ],
1837
  "shared_directories": [
1838
- "src/transformers/utils",
1839
  "src/transformers",
1840
  "src"
1841
  ]
1842
  },
1843
  {
1844
- "left_pr_number": 44385,
1845
- "right_pr_number": 45524,
1846
- "similarity": 0.379,
1847
- "content_similarity": 0.243,
1848
- "size_similarity": 0.615,
1849
- "breadth_similarity": 0.667,
1850
  "concentration_similarity": 1.0,
1851
  "shared_filenames": [
1852
- "src/transformers/utils/import_utils.py"
1853
  ],
1854
  "shared_directories": [
1855
- "src/transformers/utils",
1856
  "src/transformers",
1857
  "src"
1858
  ]
1859
  },
1860
  {
1861
- "left_pr_number": 45524,
1862
- "right_pr_number": 45986,
1863
- "similarity": 0.353,
1864
- "content_similarity": 0.237,
1865
- "size_similarity": 0.25,
1866
  "breadth_similarity": 1.0,
1867
  "concentration_similarity": 1.0,
1868
  "shared_filenames": [
1869
- "src/transformers/utils/import_utils.py"
1870
  ],
1871
  "shared_directories": [
1872
- "src/transformers/utils",
1873
  "src/transformers",
1874
  "src"
1875
  ]
1876
  },
1877
  {
1878
- "left_pr_number": 44385,
1879
- "right_pr_number": 45986,
1880
- "similarity": 0.307,
1881
- "content_similarity": 0.238,
1882
- "size_similarity": 0.154,
1883
- "breadth_similarity": 0.667,
1884
  "concentration_similarity": 1.0,
1885
  "shared_filenames": [
1886
- "src/transformers/utils/import_utils.py"
1887
  ],
1888
  "shared_directories": [
1889
- "src/transformers/utils",
1890
  "src/transformers",
1891
  "src"
1892
  ]
@@ -1997,7 +1881,7 @@
1997
  "left_pr_number": 44059,
1998
  "right_pr_number": 44676,
1999
  "similarity": 0.683,
2000
- "content_similarity": 0.749,
2001
  "size_similarity": 0.062,
2002
  "breadth_similarity": 1.0,
2003
  "concentration_similarity": 1.0,
@@ -2057,7 +1941,7 @@
2057
  45422
2058
  ],
2059
  "representative_pr_number": 41606,
2060
- "average_similarity": 0.558,
2061
  "summary": "3 open PRs share weighted file overlap around `tests/test_processing_common.py`, `src/transformers/processing_utils.py`; representative PR #41606.",
2062
  "shared_filenames": [
2063
  "tests/test_processing_common.py",
@@ -2072,7 +1956,7 @@
2072
  {
2073
  "left_pr_number": 41606,
2074
  "right_pr_number": 44543,
2075
- "similarity": 0.687,
2076
  "content_similarity": 0.664,
2077
  "size_similarity": 0.583,
2078
  "breadth_similarity": 1.0,
@@ -2090,8 +1974,8 @@
2090
  {
2091
  "left_pr_number": 41606,
2092
  "right_pr_number": 45422,
2093
- "similarity": 0.5,
2094
- "content_similarity": 0.422,
2095
  "size_similarity": 0.569,
2096
  "breadth_similarity": 0.75,
2097
  "concentration_similarity": 0.881,
@@ -2108,8 +1992,8 @@
2108
  {
2109
  "left_pr_number": 44543,
2110
  "right_pr_number": 45422,
2111
- "similarity": 0.486,
2112
- "content_similarity": 0.459,
2113
  "size_similarity": 0.331,
2114
  "breadth_similarity": 0.75,
2115
  "concentration_similarity": 0.802,
@@ -2182,7 +2066,7 @@
2182
  "left_pr_number": 44375,
2183
  "right_pr_number": 45946,
2184
  "similarity": 0.47,
2185
- "content_similarity": 0.572,
2186
  "size_similarity": 0.009,
2187
  "breadth_similarity": 0.31,
2188
  "concentration_similarity": 0.755,
@@ -2336,7 +2220,7 @@
2336
  {
2337
  "left_pr_number": 42975,
2338
  "right_pr_number": 45077,
2339
- "similarity": 0.676,
2340
  "content_similarity": 0.618,
2341
  "size_similarity": 0.731,
2342
  "breadth_similarity": 0.833,
@@ -2424,7 +2308,7 @@
2424
  "left_pr_number": 41097,
2425
  "right_pr_number": 43549,
2426
  "similarity": 0.548,
2427
- "content_similarity": 0.44,
2428
  "size_similarity": 0.6,
2429
  "breadth_similarity": 1.0,
2430
  "concentration_similarity": 1.0,
@@ -2437,121 +2321,33 @@
2437
  ]
2438
  },
2439
  {
2440
- "left_pr_number": 43549,
2441
- "right_pr_number": 44547,
2442
- "similarity": 0.437,
2443
- "content_similarity": 0.352,
2444
- "size_similarity": 0.267,
2445
- "breadth_similarity": 1.0,
2446
- "concentration_similarity": 1.0,
2447
- "shared_filenames": [
2448
- "src/transformers/modeling_flash_attention_utils.py"
2449
- ],
2450
- "shared_directories": [
2451
- "src/transformers",
2452
- "src"
2453
- ]
2454
- },
2455
- {
2456
- "left_pr_number": 41097,
2457
- "right_pr_number": 44547,
2458
- "similarity": 0.404,
2459
- "content_similarity": 0.329,
2460
- "size_similarity": 0.16,
2461
- "breadth_similarity": 1.0,
2462
- "concentration_similarity": 1.0,
2463
- "shared_filenames": [
2464
- "src/transformers/modeling_flash_attention_utils.py"
2465
- ],
2466
- "shared_directories": [
2467
- "src/transformers",
2468
- "src"
2469
- ]
2470
- }
2471
- ]
2472
- },
2473
- {
2474
- "cluster_id": "pr-scope-45540-3",
2475
- "pr_numbers": [
2476
- 45540,
2477
- 45868,
2478
- 45991
2479
- ],
2480
- "representative_pr_number": 45868,
2481
- "average_similarity": 0.456,
2482
- "summary": "3 open PRs share weighted file overlap around `src/transformers/models/t5gemma2/modular_t5gemma2.py`, `src/transformers/models/t5gemma2/modeling_t5gemma2.py`, `tests/models/t5gemma2/test_modeling_t5gemma2.py`; representative PR #45868.",
2483
- "shared_filenames": [
2484
- "src/transformers/models/t5gemma2/modular_t5gemma2.py",
2485
- "src/transformers/models/t5gemma2/modeling_t5gemma2.py",
2486
- "tests/models/t5gemma2/test_modeling_t5gemma2.py"
2487
- ],
2488
- "shared_directories": [
2489
- "src/transformers/models/t5gemma2",
2490
- "src/transformers/models",
2491
- "src/transformers",
2492
- "src",
2493
- "tests/models/t5gemma2",
2494
- "tests/models",
2495
- "tests"
2496
- ],
2497
- "pairwise": [
2498
- {
2499
- "left_pr_number": 45868,
2500
- "right_pr_number": 45991,
2501
- "similarity": 0.623,
2502
- "content_similarity": 0.68,
2503
- "size_similarity": 0.29,
2504
- "breadth_similarity": 0.583,
2505
- "concentration_similarity": 0.907,
2506
- "shared_filenames": [
2507
- "src/transformers/models/t5gemma2/modeling_t5gemma2.py",
2508
- "src/transformers/models/t5gemma2/modular_t5gemma2.py"
2509
- ],
2510
- "shared_directories": [
2511
- "src/transformers/models/t5gemma2",
2512
- "src/transformers/models",
2513
- "src/transformers",
2514
- "src"
2515
- ]
2516
- },
2517
- {
2518
- "left_pr_number": 45540,
2519
- "right_pr_number": 45868,
2520
- "similarity": 0.485,
2521
- "content_similarity": 0.356,
2522
- "size_similarity": 0.593,
2523
  "breadth_similarity": 1.0,
2524
- "concentration_similarity": 0.936,
2525
  "shared_filenames": [
2526
- "src/transformers/models/t5gemma2/modeling_t5gemma2.py",
2527
- "src/transformers/models/t5gemma2/modular_t5gemma2.py",
2528
- "tests/models/t5gemma2/test_modeling_t5gemma2.py"
2529
  ],
2530
  "shared_directories": [
2531
- "src/transformers/models/t5gemma2",
2532
- "src/transformers/models",
2533
- "tests/models/t5gemma2",
2534
  "src/transformers",
2535
- "tests/models",
2536
- "src",
2537
- "tests"
2538
  ]
2539
  },
2540
  {
2541
- "left_pr_number": 45540,
2542
- "right_pr_number": 45991,
2543
- "similarity": 0.261,
2544
- "content_similarity": 0.192,
2545
- "size_similarity": 0.172,
2546
- "breadth_similarity": 0.583,
2547
- "concentration_similarity": 0.843,
2548
  "shared_filenames": [
2549
- "src/transformers/models/t5gemma2/modeling_t5gemma2.py",
2550
- "src/transformers/models/t5gemma2/modular_t5gemma2.py"
2551
  ],
2552
  "shared_directories": [
2553
- "src/transformers/models/t5gemma2",
2554
- "src/transformers/models",
2555
  "src/transformers",
2556
  "src"
2557
  ]
@@ -2664,17 +2460,17 @@
2664
  45827
2665
  ],
2666
  "representative_pr_number": 45783,
2667
- "average_similarity": 0.424,
2668
  "summary": "3 open PRs share weighted file overlap around `src/transformers/models/glm46v/modeling_glm46v.py`, `src/transformers/models/glm4v/modeling_glm4v.py`, `src/transformers/models/glm_ocr/modeling_glm_ocr.py`; representative PR #45783.",
2669
  "shared_filenames": [
2670
  "src/transformers/models/glm46v/modeling_glm46v.py",
2671
  "src/transformers/models/glm4v/modeling_glm4v.py",
2672
  "src/transformers/models/glm_ocr/modeling_glm_ocr.py",
2673
  "src/transformers/models/paddleocr_vl/modular_paddleocr_vl.py",
2674
- "src/transformers/models/paddleocr_vl/modeling_paddleocr_vl.py",
2675
  "src/transformers/models/qwen3_vl/modeling_qwen3_vl.py",
2676
- "src/transformers/models/ernie4_5_vl_moe/modeling_ernie4_5_vl_moe.py",
2677
- "src/transformers/models/glm4v/modular_glm4v.py"
 
2678
  ],
2679
  "shared_directories": [
2680
  "src/transformers/models/glm46v",
@@ -2683,15 +2479,15 @@
2683
  "src/transformers/models/paddleocr_vl",
2684
  "src/transformers/models/qwen2_5_omni",
2685
  "src/transformers/models/qwen3_5_moe",
2686
- "src/transformers/models/glm4v_moe",
2687
- "src/transformers/models/qwen3_5"
2688
  ],
2689
  "pairwise": [
2690
  {
2691
  "left_pr_number": 44907,
2692
  "right_pr_number": 45783,
2693
  "similarity": 0.484,
2694
- "content_similarity": 0.484,
2695
  "size_similarity": 0.078,
2696
  "breadth_similarity": 0.836,
2697
  "concentration_similarity": 0.986,
@@ -2723,8 +2519,8 @@
2723
  {
2724
  "left_pr_number": 45783,
2725
  "right_pr_number": 45827,
2726
- "similarity": 0.436,
2727
- "content_similarity": 0.479,
2728
  "size_similarity": 0.174,
2729
  "breadth_similarity": 0.285,
2730
  "concentration_similarity": 0.929,
@@ -2757,7 +2553,7 @@
2757
  "left_pr_number": 44907,
2758
  "right_pr_number": 45827,
2759
  "similarity": 0.352,
2760
- "content_similarity": 0.292,
2761
  "size_similarity": 0.446,
2762
  "breadth_similarity": 0.345,
2763
  "concentration_similarity": 0.915,
@@ -2809,8 +2605,8 @@
2809
  {
2810
  "left_pr_number": 45649,
2811
  "right_pr_number": 45655,
2812
- "similarity": 0.505,
2813
- "content_similarity": 0.341,
2814
  "size_similarity": 0.778,
2815
  "breadth_similarity": 1.0,
2816
  "concentration_similarity": 1.0,
@@ -2825,8 +2621,8 @@
2825
  {
2826
  "left_pr_number": 45548,
2827
  "right_pr_number": 45649,
2828
- "similarity": 0.388,
2829
- "content_similarity": 0.344,
2830
  "size_similarity": 0.149,
2831
  "breadth_similarity": 0.75,
2832
  "concentration_similarity": 1.0,
@@ -2842,7 +2638,7 @@
2842
  "left_pr_number": 45548,
2843
  "right_pr_number": 45655,
2844
  "similarity": 0.349,
2845
- "content_similarity": 0.28,
2846
  "size_similarity": 0.191,
2847
  "breadth_similarity": 0.75,
2848
  "concentration_similarity": 1.0,
@@ -2857,81 +2653,73 @@
2857
  ]
2858
  },
2859
  {
2860
- "cluster_id": "pr-scope-35381-3",
2861
  "pr_numbers": [
2862
- 35381,
2863
- 42655,
2864
- 45931
2865
  ],
2866
- "representative_pr_number": 45931,
2867
- "average_similarity": 0.394,
2868
- "summary": "3 open PRs share weighted file overlap around `src/transformers/cache_utils.py`, `tests/utils/test_cache_utils.py`, `src/transformers/generation/utils.py`; representative PR #45931.",
2869
  "shared_filenames": [
2870
- "src/transformers/cache_utils.py",
2871
- "tests/utils/test_cache_utils.py",
2872
- "src/transformers/generation/utils.py"
2873
  ],
2874
  "shared_directories": [
 
2875
  "src/transformers",
2876
- "tests",
2877
- "src",
2878
- "src/transformers/generation",
2879
- "tests/utils"
2880
  ],
2881
  "pairwise": [
2882
  {
2883
- "left_pr_number": 42655,
2884
- "right_pr_number": 45931,
2885
- "similarity": 0.499,
2886
- "content_similarity": 0.393,
2887
- "size_similarity": 0.728,
2888
- "breadth_similarity": 0.762,
2889
- "concentration_similarity": 0.784,
2890
  "shared_filenames": [
2891
- "src/transformers/cache_utils.py",
2892
- "src/transformers/generation/utils.py",
2893
- "tests/utils/test_cache_utils.py"
2894
  ],
2895
  "shared_directories": [
2896
- "src/transformers/generation",
2897
  "src/transformers",
2898
- "tests/utils",
2899
- "src",
2900
- "tests"
2901
  ]
2902
  },
2903
  {
2904
- "left_pr_number": 35381,
2905
- "right_pr_number": 45931,
2906
- "similarity": 0.378,
2907
- "content_similarity": 0.193,
2908
- "size_similarity": 0.947,
2909
- "breadth_similarity": 0.592,
2910
- "concentration_similarity": 0.843,
2911
  "shared_filenames": [
2912
- "src/transformers/cache_utils.py"
2913
  ],
2914
  "shared_directories": [
 
2915
  "src/transformers",
2916
- "src",
2917
- "tests"
2918
  ]
2919
  },
2920
  {
2921
- "left_pr_number": 35381,
2922
- "right_pr_number": 42655,
2923
- "similarity": 0.304,
2924
- "content_similarity": 0.138,
2925
- "size_similarity": 0.769,
2926
- "breadth_similarity": 0.45,
2927
- "concentration_similarity": 0.941,
2928
  "shared_filenames": [
2929
- "src/transformers/cache_utils.py"
2930
  ],
2931
  "shared_directories": [
 
2932
  "src/transformers",
2933
- "src",
2934
- "tests"
2935
  ]
2936
  }
2937
  ]
@@ -2957,7 +2745,7 @@
2957
  {
2958
  "left_pr_number": 33686,
2959
  "right_pr_number": 44550,
2960
- "similarity": 0.393,
2961
  "content_similarity": 0.132,
2962
  "size_similarity": 1.0,
2963
  "breadth_similarity": 1.0,
@@ -3025,7 +2813,7 @@
3025
  {
3026
  "left_pr_number": 44889,
3027
  "right_pr_number": 44981,
3028
- "similarity": 0.399,
3029
  "content_similarity": 0.156,
3030
  "size_similarity": 0.991,
3031
  "breadth_similarity": 1.0,
@@ -3060,7 +2848,7 @@
3060
  "left_pr_number": 44889,
3061
  "right_pr_number": 45917,
3062
  "similarity": 0.33,
3063
- "content_similarity": 0.08,
3064
  "size_similarity": 0.879,
3065
  "breadth_similarity": 1.0,
3066
  "concentration_similarity": 0.852,
@@ -3074,57 +2862,6 @@
3074
  }
3075
  ]
3076
  },
3077
- {
3078
- "cluster_id": "pr-scope-43044-2",
3079
- "pr_numbers": [
3080
- 43044,
3081
- 45990
3082
- ],
3083
- "representative_pr_number": 43044,
3084
- "average_similarity": 1.0,
3085
- "summary": "2 open PRs share weighted file overlap around `src/transformers/models/sam3_lite_text/modeling_sam3_lite_text.py`, `src/transformers/models/sam3/modeling_sam3.py`, `tests/models/sam3/test_modeling_sam3.py`; representative PR #43044.",
3086
- "shared_filenames": [
3087
- "src/transformers/models/sam3_lite_text/modeling_sam3_lite_text.py",
3088
- "src/transformers/models/sam3/modeling_sam3.py",
3089
- "tests/models/sam3/test_modeling_sam3.py"
3090
- ],
3091
- "shared_directories": [
3092
- "src/transformers/models/sam3_lite_text",
3093
- "src/transformers/models/sam3",
3094
- "tests/models/sam3",
3095
- "src/transformers/models",
3096
- "tests/models",
3097
- "src/transformers",
3098
- "tests",
3099
- "src"
3100
- ],
3101
- "pairwise": [
3102
- {
3103
- "left_pr_number": 43044,
3104
- "right_pr_number": 45990,
3105
- "similarity": 1.0,
3106
- "content_similarity": 1.0,
3107
- "size_similarity": 1.0,
3108
- "breadth_similarity": 1.0,
3109
- "concentration_similarity": 1.0,
3110
- "shared_filenames": [
3111
- "src/transformers/models/sam3/modeling_sam3.py",
3112
- "src/transformers/models/sam3_lite_text/modeling_sam3_lite_text.py",
3113
- "tests/models/sam3/test_modeling_sam3.py"
3114
- ],
3115
- "shared_directories": [
3116
- "src/transformers/models/sam3",
3117
- "src/transformers/models/sam3_lite_text",
3118
- "src/transformers/models",
3119
- "tests/models/sam3",
3120
- "src/transformers",
3121
- "tests/models",
3122
- "src",
3123
- "tests"
3124
- ]
3125
- }
3126
- ]
3127
- },
3128
  {
3129
  "cluster_id": "pr-scope-44018-2",
3130
  "pr_numbers": [
@@ -3429,7 +3166,7 @@
3429
  "left_pr_number": 45683,
3430
  "right_pr_number": 45734,
3431
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3432
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3433
  "size_similarity": 0.456,
3434
  "breadth_similarity": 1.0,
3435
  "concentration_similarity": 0.871,
@@ -3721,7 +3458,7 @@
3721
  "left_pr_number": 42668,
3722
  "right_pr_number": 45627,
3723
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3724
- "content_similarity": 0.807,
3725
  "size_similarity": 0.189,
3726
  "breadth_similarity": 0.216,
3727
  "concentration_similarity": 0.952,
@@ -3902,7 +3639,7 @@
3902
  "left_pr_number": 43363,
3903
  "right_pr_number": 45651,
3904
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3905
- "content_similarity": 0.576,
3906
  "size_similarity": 0.245,
3907
  "breadth_similarity": 0.5,
3908
  "concentration_similarity": 0.53,
@@ -3965,6 +3702,47 @@
3965
  }
3966
  ]
3967
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3968
  {
3969
  "cluster_id": "pr-scope-44114-2",
3970
  "pr_numbers": [
@@ -4030,47 +3808,6 @@
4030
  }
4031
  ]
4032
  },
4033
- {
4034
- "cluster_id": "pr-scope-45293-2",
4035
- "pr_numbers": [
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- 45293,
4037
- 45317
4038
- ],
4039
- "representative_pr_number": 45293,
4040
- "average_similarity": 0.508,
4041
- "summary": "2 open PRs share weighted file overlap around `tests/models/auto/test_tokenization_auto.py`; representative PR #45293.",
4042
- "shared_filenames": [
4043
- "tests/models/auto/test_tokenization_auto.py"
4044
- ],
4045
- "shared_directories": [
4046
- "tests/models/auto",
4047
- "tests/models",
4048
- "src/transformers",
4049
- "tests",
4050
- "src"
4051
- ],
4052
- "pairwise": [
4053
- {
4054
- "left_pr_number": 45293,
4055
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4056
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4057
- "content_similarity": 0.355,
4058
- "size_similarity": 0.741,
4059
- "breadth_similarity": 1.0,
4060
- "concentration_similarity": 0.972,
4061
- "shared_filenames": [
4062
- "tests/models/auto/test_tokenization_auto.py"
4063
- ],
4064
- "shared_directories": [
4065
- "tests/models/auto",
4066
- "src/transformers",
4067
- "tests/models",
4068
- "src",
4069
- "tests"
4070
- ]
4071
- }
4072
- ]
4073
- },
4074
  {
4075
  "cluster_id": "pr-scope-45056-2",
4076
  "pr_numbers": [
@@ -4131,7 +3868,7 @@
4131
  "left_pr_number": 45709,
4132
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4133
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- "content_similarity": 0.367,
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  "size_similarity": 0.782,
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  "breadth_similarity": 0.833,
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  "concentration_similarity": 0.72,
@@ -4196,6 +3933,55 @@
4196
  }
4197
  ]
4198
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
4199
  {
4200
  "cluster_id": "pr-scope-40755-2",
4201
  "pr_numbers": [
@@ -4203,7 +3989,7 @@
4203
  45233
4204
  ],
4205
  "representative_pr_number": 40755,
4206
- "average_similarity": 0.484,
4207
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/timesfm/modeling_timesfm.py`, `src/transformers/models/timesfm/modular_timesfm.py`, `tests/models/timesfm/test_modeling_timesfm.py`; representative PR #40755.",
4208
  "shared_filenames": [
4209
  "src/transformers/models/timesfm/modeling_timesfm.py",
@@ -4223,8 +4009,8 @@
4223
  {
4224
  "left_pr_number": 40755,
4225
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4226
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4227
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  "breadth_similarity": 0.792,
4230
  "concentration_similarity": 0.928,
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4269
  "left_pr_number": 45202,
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4271
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  "concentration_similarity": 1.0,
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4311
  "left_pr_number": 42112,
4312
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4313
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4314
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4315
  "size_similarity": 0.017,
4316
  "breadth_similarity": 0.458,
4317
  "concentration_similarity": 0.981,
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4354
  "left_pr_number": 45634,
4355
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4356
  "similarity": 0.418,
4357
- "content_similarity": 0.456,
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  "size_similarity": 0.121,
4359
  "breadth_similarity": 0.365,
4360
  "concentration_similarity": 0.887,
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4408
  ]
4409
  },
4410
  {
4411
- "cluster_id": "pr-scope-43875-2",
4412
  "pr_numbers": [
4413
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4414
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4415
  ],
4416
- "representative_pr_number": 43875,
4417
- "average_similarity": 0.358,
4418
- "summary": "2 open PRs share weighted file overlap around `src/transformers/cache_utils.py`; representative PR #43875.",
4419
  "shared_filenames": [
4420
- "src/transformers/cache_utils.py"
4421
  ],
4422
  "shared_directories": [
 
 
4423
  "src/transformers",
 
4424
  "src"
4425
  ],
4426
  "pairwise": [
4427
  {
4428
- "left_pr_number": 43875,
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4430
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4431
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4435
  "shared_filenames": [
4436
- "src/transformers/cache_utils.py"
4437
  ],
4438
  "shared_directories": [
 
4439
  "src/transformers",
4440
- "src"
 
 
4441
  ]
4442
  }
4443
  ]
 
1
  {
2
  "repo": "huggingface/transformers",
3
+ "snapshot_id": "20260515T180026Z",
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+ "generated_at": "2026-05-15T18:01:57Z",
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  "pr_scope_clusters": [
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8
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20
  45994
21
  ],
22
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  "summary": "11 open PRs share weighted file overlap around `src/transformers/trainer.py`; representative PR #45067.",
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  "shared_filenames": [
26
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  ]
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  ]
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661
+ "content_similarity": 0.22,
662
  "size_similarity": 0.5,
663
  "breadth_similarity": 1.0,
664
  "concentration_similarity": 1.0,
 
673
  {
674
  "left_pr_number": 43636,
675
  "right_pr_number": 44123,
676
+ "similarity": 0.375,
677
+ "content_similarity": 0.278,
678
  "size_similarity": 0.2,
679
  "breadth_similarity": 1.0,
680
  "concentration_similarity": 1.0,
 
690
  "left_pr_number": 44123,
691
  "right_pr_number": 44189,
692
  "similarity": 0.374,
693
+ "content_similarity": 0.304,
694
  "size_similarity": 0.073,
695
  "breadth_similarity": 1.0,
696
  "concentration_similarity": 1.0,
 
705
  {
706
  "left_pr_number": 45055,
707
  "right_pr_number": 45067,
708
+ "similarity": 0.373,
709
+ "content_similarity": 0.293,
710
  "size_similarity": 0.12,
711
  "breadth_similarity": 1.0,
712
  "concentration_similarity": 1.0,
 
737
  {
738
  "left_pr_number": 44660,
739
  "right_pr_number": 45273,
740
+ "similarity": 0.36,
741
+ "content_similarity": 0.229,
742
  "size_similarity": 0.333,
743
  "breadth_similarity": 1.0,
744
  "concentration_similarity": 1.0,
 
753
  {
754
  "left_pr_number": 43651,
755
  "right_pr_number": 45055,
756
+ "similarity": 0.359,
757
+ "content_similarity": 0.263,
758
  "size_similarity": 0.167,
759
  "breadth_similarity": 1.0,
760
  "concentration_similarity": 1.0,
 
769
  {
770
  "left_pr_number": 44123,
771
  "right_pr_number": 44257,
772
+ "similarity": 0.355,
773
  "content_similarity": 0.27,
774
  "size_similarity": 0.109,
775
  "breadth_similarity": 1.0,
 
785
  {
786
  "left_pr_number": 43636,
787
  "right_pr_number": 45055,
788
+ "similarity": 0.35,
789
+ "content_similarity": 0.227,
790
  "size_similarity": 0.273,
791
  "breadth_similarity": 1.0,
792
  "concentration_similarity": 1.0,
 
801
  {
802
  "left_pr_number": 45273,
803
  "right_pr_number": 45994,
804
+ "similarity": 0.349,
805
+ "content_similarity": 0.224,
806
  "size_similarity": 0.286,
807
  "breadth_similarity": 1.0,
808
  "concentration_similarity": 1.0,
 
817
  {
818
  "left_pr_number": 45067,
819
  "right_pr_number": 45273,
820
+ "similarity": 0.344,
821
  "content_similarity": 0.261,
822
  "size_similarity": 0.08,
823
  "breadth_similarity": 1.0,
 
833
  {
834
  "left_pr_number": 44123,
835
  "right_pr_number": 45055,
836
+ "similarity": 0.342,
837
  "content_similarity": 0.263,
838
  "size_similarity": 0.055,
839
  "breadth_similarity": 1.0,
 
849
  {
850
  "left_pr_number": 44257,
851
  "right_pr_number": 45273,
852
+ "similarity": 0.337,
853
+ "content_similarity": 0.196,
854
  "size_similarity": 0.333,
855
  "breadth_similarity": 1.0,
856
  "concentration_similarity": 1.0,
 
865
  {
866
  "left_pr_number": 43651,
867
  "right_pr_number": 45273,
868
+ "similarity": 0.33,
869
+ "content_similarity": 0.234,
870
  "size_similarity": 0.111,
871
  "breadth_similarity": 1.0,
872
  "concentration_similarity": 1.0,
 
879
  ]
880
  },
881
  {
882
+ "left_pr_number": 43636,
883
  "right_pr_number": 45273,
884
+ "similarity": 0.319,
885
+ "content_similarity": 0.202,
886
+ "size_similarity": 0.182,
887
  "breadth_similarity": 1.0,
888
  "concentration_similarity": 1.0,
889
  "shared_filenames": [
 
895
  ]
896
  },
897
  {
898
+ "left_pr_number": 44123,
899
  "right_pr_number": 45273,
900
  "similarity": 0.319,
901
+ "content_similarity": 0.234,
902
+ "size_similarity": 0.036,
903
  "breadth_similarity": 1.0,
904
  "concentration_similarity": 1.0,
905
  "shared_filenames": [
 
913
  ]
914
  },
915
  {
916
+ "cluster_id": "pr-scope-44974-5",
917
  "pr_numbers": [
918
+ 44974,
919
+ 45421,
920
+ 45635,
921
+ 45666,
922
+ 45996
923
  ],
924
+ "representative_pr_number": 45635,
925
+ "average_similarity": 0.465,
926
+ "summary": "5 open PRs share weighted file overlap around `src/transformers/core_model_loading.py`, `tests/utils/test_core_model_loading.py`, `tests/test_modeling_common.py`; representative PR #45635.",
927
  "shared_filenames": [
928
+ "src/transformers/core_model_loading.py",
929
+ "tests/utils/test_core_model_loading.py",
930
+ "tests/test_modeling_common.py",
931
+ "src/transformers/modeling_utils.py"
932
  ],
933
  "shared_directories": [
 
934
  "src/transformers",
935
+ "tests",
936
+ "src",
937
+ "tests/utils",
938
+ "src/transformers/integrations"
939
  ],
940
  "pairwise": [
941
  {
942
+ "left_pr_number": 44974,
943
+ "right_pr_number": 45635,
944
+ "similarity": 0.718,
945
+ "content_similarity": 0.718,
946
+ "size_similarity": 0.59,
947
+ "breadth_similarity": 0.8,
948
+ "concentration_similarity": 0.929,
949
  "shared_filenames": [
950
+ "src/transformers/core_model_loading.py",
951
+ "tests/utils/test_core_model_loading.py"
952
  ],
953
  "shared_directories": [
 
954
  "src/transformers",
955
+ "tests/utils",
956
+ "src",
957
+ "tests"
958
  ]
959
  },
960
  {
961
+ "left_pr_number": 45635,
962
+ "right_pr_number": 45996,
963
+ "similarity": 0.651,
964
+ "content_similarity": 0.597,
965
+ "size_similarity": 0.714,
966
+ "breadth_similarity": 0.875,
967
+ "concentration_similarity": 0.758,
968
  "shared_filenames": [
969
+ "src/transformers/core_model_loading.py",
970
+ "tests/utils/test_core_model_loading.py"
971
  ],
972
  "shared_directories": [
 
973
  "src/transformers",
974
+ "tests/utils",
975
+ "src",
976
+ "tests"
977
  ]
978
  },
979
  {
980
+ "left_pr_number": 44974,
981
+ "right_pr_number": 45996,
982
+ "similarity": 0.584,
983
+ "content_similarity": 0.556,
984
+ "size_similarity": 0.422,
985
+ "breadth_similarity": 0.9,
986
+ "concentration_similarity": 0.829,
987
  "shared_filenames": [
988
+ "src/transformers/core_model_loading.py",
989
+ "tests/utils/test_core_model_loading.py"
990
  ],
991
  "shared_directories": [
992
+ "src/transformers/integrations",
993
  "src/transformers",
994
+ "tests/utils",
995
+ "src",
996
+ "tests"
997
  ]
998
  },
999
  {
1000
+ "left_pr_number": 45421,
1001
+ "right_pr_number": 45635,
1002
+ "similarity": 0.464,
1003
+ "content_similarity": 0.378,
1004
+ "size_similarity": 0.803,
1005
+ "breadth_similarity": 0.5,
1006
+ "concentration_similarity": 0.586,
1007
  "shared_filenames": [
1008
+ "src/transformers/core_model_loading.py",
1009
+ "tests/test_modeling_common.py"
1010
  ],
1011
  "shared_directories": [
 
1012
  "src/transformers",
1013
+ "src",
1014
+ "tests"
1015
  ]
1016
  },
1017
  {
1018
+ "left_pr_number": 44974,
1019
+ "right_pr_number": 45666,
1020
+ "similarity": 0.457,
1021
+ "content_similarity": 0.424,
1022
+ "size_similarity": 0.442,
1023
+ "breadth_similarity": 0.657,
1024
+ "concentration_similarity": 0.558,
1025
  "shared_filenames": [
1026
+ "src/transformers/core_model_loading.py",
1027
+ "src/transformers/modeling_utils.py",
1028
+ "tests/utils/test_core_model_loading.py"
1029
  ],
1030
  "shared_directories": [
1031
+ "src/transformers/integrations",
1032
  "src/transformers",
1033
+ "tests/utils",
1034
+ "src",
1035
+ "tests"
1036
  ]
1037
  },
1038
  {
1039
+ "left_pr_number": 44974,
1040
+ "right_pr_number": 45421,
1041
+ "similarity": 0.42,
1042
+ "content_similarity": 0.301,
1043
+ "size_similarity": 0.735,
1044
+ "breadth_similarity": 0.667,
1045
+ "concentration_similarity": 0.657,
1046
+ "shared_filenames": [
1047
+ "src/transformers/core_model_loading.py"
1048
+ ],
1049
  "shared_directories": [
 
1050
  "src/transformers",
1051
+ "src",
1052
+ "tests"
1053
  ]
1054
  },
1055
  {
1056
+ "left_pr_number": 45666,
1057
+ "right_pr_number": 45996,
1058
+ "similarity": 0.386,
1059
+ "content_similarity": 0.375,
1060
+ "size_similarity": 0.186,
1061
+ "breadth_similarity": 0.586,
1062
+ "concentration_similarity": 0.729,
1063
  "shared_filenames": [
1064
+ "src/transformers/core_model_loading.py",
1065
+ "tests/utils/test_core_model_loading.py"
1066
  ],
1067
  "shared_directories": [
1068
+ "src/transformers/integrations",
1069
  "src/transformers",
1070
+ "tests/utils",
1071
+ "src",
1072
+ "tests"
1073
  ]
1074
  },
1075
  {
1076
+ "left_pr_number": 45635,
1077
+ "right_pr_number": 45666,
1078
+ "similarity": 0.357,
1079
+ "content_similarity": 0.346,
1080
+ "size_similarity": 0.261,
1081
+ "breadth_similarity": 0.514,
1082
+ "concentration_similarity": 0.488,
1083
  "shared_filenames": [
1084
+ "src/transformers/core_model_loading.py",
1085
+ "tests/utils/test_core_model_loading.py"
1086
  ],
1087
  "shared_directories": [
 
1088
  "src/transformers",
1089
+ "tests/utils",
1090
+ "src",
1091
+ "tests"
1092
  ]
1093
  },
1094
  {
1095
+ "left_pr_number": 45421,
1096
+ "right_pr_number": 45996,
1097
+ "similarity": 0.322,
1098
+ "content_similarity": 0.195,
1099
+ "size_similarity": 0.573,
1100
+ "breadth_similarity": 0.583,
1101
+ "concentration_similarity": 0.828,
1102
  "shared_filenames": [
1103
+ "src/transformers/core_model_loading.py"
1104
  ],
1105
  "shared_directories": [
 
1106
  "src/transformers",
1107
+ "src",
1108
+ "tests"
1109
  ]
1110
  },
1111
  {
1112
+ "left_pr_number": 45421,
1113
+ "right_pr_number": 45666,
1114
+ "similarity": 0.287,
1115
+ "content_similarity": 0.156,
1116
+ "size_similarity": 0.325,
1117
+ "breadth_similarity": 0.845,
1118
+ "concentration_similarity": 0.902,
1119
  "shared_filenames": [
1120
+ "src/transformers/core_model_loading.py"
1121
  ],
1122
  "shared_directories": [
 
1123
  "src/transformers",
1124
+ "src",
1125
+ "tests"
1126
  ]
1127
  }
1128
  ]
 
1177
  {
1178
  "left_pr_number": 45294,
1179
  "right_pr_number": 45438,
1180
+ "similarity": 0.759,
1181
+ "content_similarity": 0.781,
1182
  "size_similarity": 0.42,
1183
  "breadth_similarity": 1.0,
1184
  "concentration_similarity": 0.989,
 
1315
  "left_pr_number": 45438,
1316
  "right_pr_number": 45606,
1317
  "similarity": 0.346,
1318
+ "content_similarity": 0.327,
1319
  "size_similarity": 0.126,
1320
  "breadth_similarity": 0.55,
1321
  "concentration_similarity": 0.858,
 
1379
  45668
1380
  ],
1381
  "representative_pr_number": 45546,
1382
+ "average_similarity": 0.748,
1383
  "summary": "4 open PRs share weighted file overlap around `src/transformers/integrations/ggml.py`, `tests/quantization/ggml/test_ggml.py`, `src/transformers/modeling_gguf_pytorch_utils.py`; representative PR #45546.",
1384
  "shared_filenames": [
1385
  "src/transformers/integrations/ggml.py",
 
1421
  "left_pr_number": 45546,
1422
  "right_pr_number": 45668,
1423
  "similarity": 0.805,
1424
+ "content_similarity": 0.777,
1425
  "size_similarity": 0.773,
1426
  "breadth_similarity": 1.0,
1427
  "concentration_similarity": 0.903,
 
1443
  "left_pr_number": 45296,
1444
  "right_pr_number": 45546,
1445
  "similarity": 0.781,
1446
+ "content_similarity": 0.787,
1447
  "size_similarity": 0.576,
1448
  "breadth_similarity": 1.0,
1449
  "concentration_similarity": 0.859,
 
1486
  {
1487
  "left_pr_number": 45296,
1488
  "right_pr_number": 45668,
1489
+ "similarity": 0.657,
1490
  "content_similarity": 0.633,
1491
  "size_similarity": 0.445,
1492
  "breadth_similarity": 1.0,
 
1569
  {
1570
  "left_pr_number": 43836,
1571
  "right_pr_number": 43842,
1572
+ "similarity": 0.604,
1573
+ "content_similarity": 0.643,
1574
  "size_similarity": 0.027,
1575
  "breadth_similarity": 1.0,
1576
  "concentration_similarity": 1.0,
 
1586
  {
1587
  "left_pr_number": 43836,
1588
  "right_pr_number": 44682,
1589
+ "similarity": 0.596,
1590
+ "content_similarity": 0.637,
1591
  "size_similarity": 0.398,
1592
  "breadth_similarity": 0.5,
1593
  "concentration_similarity": 0.802,
 
1620
  {
1621
  "left_pr_number": 43656,
1622
  "right_pr_number": 44682,
1623
+ "similarity": 0.431,
1624
+ "content_similarity": 0.477,
1625
  "size_similarity": 0.048,
1626
  "breadth_similarity": 0.5,
1627
  "concentration_similarity": 0.802,
 
1637
  {
1638
  "left_pr_number": 43842,
1639
  "right_pr_number": 44682,
1640
+ "similarity": 0.402,
1641
  "content_similarity": 0.444,
1642
  "size_similarity": 0.011,
1643
  "breadth_similarity": 0.5,
 
1654
  ]
1655
  },
1656
  {
1657
+ "cluster_id": "pr-scope-34667-4",
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1658
  "pr_numbers": [
1659
+ 34667,
1660
+ 39683,
1661
+ 44872,
1662
+ 45985
1663
  ],
1664
+ "representative_pr_number": 45985,
1665
+ "average_similarity": 0.507,
1666
+ "summary": "4 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #45985.",
1667
  "shared_filenames": [
1668
+ "src/transformers/generation/utils.py"
1669
  ],
1670
  "shared_directories": [
1671
+ "src/transformers/generation",
1672
  "src/transformers",
1673
  "src"
1674
  ],
1675
  "pairwise": [
1676
  {
1677
+ "left_pr_number": 34667,
1678
+ "right_pr_number": 45985,
1679
+ "similarity": 0.601,
1680
+ "content_similarity": 0.488,
1681
+ "size_similarity": 0.733,
1682
  "breadth_similarity": 1.0,
1683
  "concentration_similarity": 1.0,
1684
  "shared_filenames": [
1685
+ "src/transformers/generation/utils.py"
1686
  ],
1687
  "shared_directories": [
1688
+ "src/transformers/generation",
1689
  "src/transformers",
1690
  "src"
1691
  ]
1692
  },
1693
  {
1694
+ "left_pr_number": 39683,
1695
+ "right_pr_number": 45985,
1696
+ "similarity": 0.598,
1697
+ "content_similarity": 0.5,
1698
+ "size_similarity": 0.652,
1699
+ "breadth_similarity": 1.0,
1700
  "concentration_similarity": 1.0,
1701
  "shared_filenames": [
1702
+ "src/transformers/generation/utils.py"
1703
  ],
1704
  "shared_directories": [
1705
+ "src/transformers/generation",
1706
  "src/transformers",
1707
  "src"
1708
  ]
1709
  },
1710
  {
1711
+ "left_pr_number": 34667,
1712
+ "right_pr_number": 39683,
1713
+ "similarity": 0.524,
1714
+ "content_similarity": 0.432,
1715
+ "size_similarity": 0.478,
1716
  "breadth_similarity": 1.0,
1717
  "concentration_similarity": 1.0,
1718
  "shared_filenames": [
1719
+ "src/transformers/generation/utils.py"
1720
  ],
1721
  "shared_directories": [
1722
+ "src/transformers/generation",
1723
  "src/transformers",
1724
  "src"
1725
  ]
1726
  },
1727
  {
1728
+ "left_pr_number": 44872,
1729
+ "right_pr_number": 45985,
1730
+ "similarity": 0.462,
1731
+ "content_similarity": 0.403,
1732
+ "size_similarity": 0.2,
1733
+ "breadth_similarity": 1.0,
1734
  "concentration_similarity": 1.0,
1735
  "shared_filenames": [
1736
+ "src/transformers/generation/utils.py"
1737
  ],
1738
  "shared_directories": [
1739
+ "src/transformers/generation",
1740
  "src/transformers",
1741
  "src"
1742
  ]
1743
  },
1744
  {
1745
+ "left_pr_number": 34667,
1746
+ "right_pr_number": 44872,
1747
+ "similarity": 0.434,
1748
+ "content_similarity": 0.348,
1749
+ "size_similarity": 0.273,
1750
  "breadth_similarity": 1.0,
1751
  "concentration_similarity": 1.0,
1752
  "shared_filenames": [
1753
+ "src/transformers/generation/utils.py"
1754
  ],
1755
  "shared_directories": [
1756
+ "src/transformers/generation",
1757
  "src/transformers",
1758
  "src"
1759
  ]
1760
  },
1761
  {
1762
+ "left_pr_number": 39683,
1763
+ "right_pr_number": 44872,
1764
+ "similarity": 0.419,
1765
+ "content_similarity": 0.357,
1766
+ "size_similarity": 0.13,
1767
+ "breadth_similarity": 1.0,
1768
  "concentration_similarity": 1.0,
1769
  "shared_filenames": [
1770
+ "src/transformers/generation/utils.py"
1771
  ],
1772
  "shared_directories": [
1773
+ "src/transformers/generation",
1774
  "src/transformers",
1775
  "src"
1776
  ]
 
1881
  "left_pr_number": 44059,
1882
  "right_pr_number": 44676,
1883
  "similarity": 0.683,
1884
+ "content_similarity": 0.748,
1885
  "size_similarity": 0.062,
1886
  "breadth_similarity": 1.0,
1887
  "concentration_similarity": 1.0,
 
1941
  45422
1942
  ],
1943
  "representative_pr_number": 41606,
1944
+ "average_similarity": 0.557,
1945
  "summary": "3 open PRs share weighted file overlap around `tests/test_processing_common.py`, `src/transformers/processing_utils.py`; representative PR #41606.",
1946
  "shared_filenames": [
1947
  "tests/test_processing_common.py",
 
1956
  {
1957
  "left_pr_number": 41606,
1958
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1959
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1960
  "content_similarity": 0.664,
1961
  "size_similarity": 0.583,
1962
  "breadth_similarity": 1.0,
 
1974
  {
1975
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1976
  "right_pr_number": 45422,
1977
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1978
+ "content_similarity": 0.421,
1979
  "size_similarity": 0.569,
1980
  "breadth_similarity": 0.75,
1981
  "concentration_similarity": 0.881,
 
1992
  {
1993
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1994
  "right_pr_number": 45422,
1995
+ "similarity": 0.485,
1996
+ "content_similarity": 0.458,
1997
  "size_similarity": 0.331,
1998
  "breadth_similarity": 0.75,
1999
  "concentration_similarity": 0.802,
 
2066
  "left_pr_number": 44375,
2067
  "right_pr_number": 45946,
2068
  "similarity": 0.47,
2069
+ "content_similarity": 0.571,
2070
  "size_similarity": 0.009,
2071
  "breadth_similarity": 0.31,
2072
  "concentration_similarity": 0.755,
 
2220
  {
2221
  "left_pr_number": 42975,
2222
  "right_pr_number": 45077,
2223
+ "similarity": 0.675,
2224
  "content_similarity": 0.618,
2225
  "size_similarity": 0.731,
2226
  "breadth_similarity": 0.833,
 
2308
  "left_pr_number": 41097,
2309
  "right_pr_number": 43549,
2310
  "similarity": 0.548,
2311
+ "content_similarity": 0.439,
2312
  "size_similarity": 0.6,
2313
  "breadth_similarity": 1.0,
2314
  "concentration_similarity": 1.0,
 
2321
  ]
2322
  },
2323
  {
2324
+ "left_pr_number": 43549,
2325
+ "right_pr_number": 44547,
2326
+ "similarity": 0.436,
2327
+ "content_similarity": 0.352,
2328
+ "size_similarity": 0.267,
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2329
  "breadth_similarity": 1.0,
2330
+ "concentration_similarity": 1.0,
2331
  "shared_filenames": [
2332
+ "src/transformers/modeling_flash_attention_utils.py"
 
 
2333
  ],
2334
  "shared_directories": [
 
 
 
2335
  "src/transformers",
2336
+ "src"
 
 
2337
  ]
2338
  },
2339
  {
2340
+ "left_pr_number": 41097,
2341
+ "right_pr_number": 44547,
2342
+ "similarity": 0.404,
2343
+ "content_similarity": 0.328,
2344
+ "size_similarity": 0.16,
2345
+ "breadth_similarity": 1.0,
2346
+ "concentration_similarity": 1.0,
2347
  "shared_filenames": [
2348
+ "src/transformers/modeling_flash_attention_utils.py"
 
2349
  ],
2350
  "shared_directories": [
 
 
2351
  "src/transformers",
2352
  "src"
2353
  ]
 
2460
  45827
2461
  ],
2462
  "representative_pr_number": 45783,
2463
+ "average_similarity": 0.425,
2464
  "summary": "3 open PRs share weighted file overlap around `src/transformers/models/glm46v/modeling_glm46v.py`, `src/transformers/models/glm4v/modeling_glm4v.py`, `src/transformers/models/glm_ocr/modeling_glm_ocr.py`; representative PR #45783.",
2465
  "shared_filenames": [
2466
  "src/transformers/models/glm46v/modeling_glm46v.py",
2467
  "src/transformers/models/glm4v/modeling_glm4v.py",
2468
  "src/transformers/models/glm_ocr/modeling_glm_ocr.py",
2469
  "src/transformers/models/paddleocr_vl/modular_paddleocr_vl.py",
 
2470
  "src/transformers/models/qwen3_vl/modeling_qwen3_vl.py",
2471
+ "src/transformers/models/paddleocr_vl/modeling_paddleocr_vl.py",
2472
+ "src/transformers/models/qwen2_5_vl/modeling_qwen2_5_vl.py",
2473
+ "src/transformers/models/qwen2_vl/modeling_qwen2_vl.py"
2474
  ],
2475
  "shared_directories": [
2476
  "src/transformers/models/glm46v",
 
2479
  "src/transformers/models/paddleocr_vl",
2480
  "src/transformers/models/qwen2_5_omni",
2481
  "src/transformers/models/qwen3_5_moe",
2482
+ "src/transformers/models/qwen3_vl",
2483
+ "src/transformers/models/glm4v_moe"
2484
  ],
2485
  "pairwise": [
2486
  {
2487
  "left_pr_number": 44907,
2488
  "right_pr_number": 45783,
2489
  "similarity": 0.484,
2490
+ "content_similarity": 0.486,
2491
  "size_similarity": 0.078,
2492
  "breadth_similarity": 0.836,
2493
  "concentration_similarity": 0.986,
 
2519
  {
2520
  "left_pr_number": 45783,
2521
  "right_pr_number": 45827,
2522
+ "similarity": 0.437,
2523
+ "content_similarity": 0.481,
2524
  "size_similarity": 0.174,
2525
  "breadth_similarity": 0.285,
2526
  "concentration_similarity": 0.929,
 
2553
  "left_pr_number": 44907,
2554
  "right_pr_number": 45827,
2555
  "similarity": 0.352,
2556
+ "content_similarity": 0.293,
2557
  "size_similarity": 0.446,
2558
  "breadth_similarity": 0.345,
2559
  "concentration_similarity": 0.915,
 
2605
  {
2606
  "left_pr_number": 45649,
2607
  "right_pr_number": 45655,
2608
+ "similarity": 0.504,
2609
+ "content_similarity": 0.34,
2610
  "size_similarity": 0.778,
2611
  "breadth_similarity": 1.0,
2612
  "concentration_similarity": 1.0,
 
2621
  {
2622
  "left_pr_number": 45548,
2623
  "right_pr_number": 45649,
2624
+ "similarity": 0.387,
2625
+ "content_similarity": 0.343,
2626
  "size_similarity": 0.149,
2627
  "breadth_similarity": 0.75,
2628
  "concentration_similarity": 1.0,
 
2638
  "left_pr_number": 45548,
2639
  "right_pr_number": 45655,
2640
  "similarity": 0.349,
2641
+ "content_similarity": 0.279,
2642
  "size_similarity": 0.191,
2643
  "breadth_similarity": 0.75,
2644
  "concentration_similarity": 1.0,
 
2653
  ]
2654
  },
2655
  {
2656
+ "cluster_id": "pr-scope-44385-3",
2657
  "pr_numbers": [
2658
+ 44385,
2659
+ 44615,
2660
+ 45524
2661
  ],
2662
+ "representative_pr_number": 44615,
2663
+ "average_similarity": 0.402,
2664
+ "summary": "3 open PRs share weighted file overlap around `src/transformers/utils/import_utils.py`; representative PR #44615.",
2665
  "shared_filenames": [
2666
+ "src/transformers/utils/import_utils.py"
 
 
2667
  ],
2668
  "shared_directories": [
2669
+ "src/transformers/utils",
2670
  "src/transformers",
2671
+ "src"
 
 
 
2672
  ],
2673
  "pairwise": [
2674
  {
2675
+ "left_pr_number": 44615,
2676
+ "right_pr_number": 45524,
2677
+ "similarity": 0.417,
2678
+ "content_similarity": 0.333,
2679
+ "size_similarity": 0.229,
2680
+ "breadth_similarity": 1.0,
2681
+ "concentration_similarity": 1.0,
2682
  "shared_filenames": [
2683
+ "src/transformers/utils/import_utils.py"
 
 
2684
  ],
2685
  "shared_directories": [
2686
+ "src/transformers/utils",
2687
  "src/transformers",
2688
+ "src"
 
 
2689
  ]
2690
  },
2691
  {
2692
+ "left_pr_number": 44385,
2693
+ "right_pr_number": 44615,
2694
+ "similarity": 0.406,
2695
+ "content_similarity": 0.334,
2696
+ "size_similarity": 0.371,
2697
+ "breadth_similarity": 0.667,
2698
+ "concentration_similarity": 1.0,
2699
  "shared_filenames": [
2700
+ "src/transformers/utils/import_utils.py"
2701
  ],
2702
  "shared_directories": [
2703
+ "src/transformers/utils",
2704
  "src/transformers",
2705
+ "src"
 
2706
  ]
2707
  },
2708
  {
2709
+ "left_pr_number": 44385,
2710
+ "right_pr_number": 45524,
2711
+ "similarity": 0.383,
2712
+ "content_similarity": 0.248,
2713
+ "size_similarity": 0.615,
2714
+ "breadth_similarity": 0.667,
2715
+ "concentration_similarity": 1.0,
2716
  "shared_filenames": [
2717
+ "src/transformers/utils/import_utils.py"
2718
  ],
2719
  "shared_directories": [
2720
+ "src/transformers/utils",
2721
  "src/transformers",
2722
+ "src"
 
2723
  ]
2724
  }
2725
  ]
 
2745
  {
2746
  "left_pr_number": 33686,
2747
  "right_pr_number": 44550,
2748
+ "similarity": 0.392,
2749
  "content_similarity": 0.132,
2750
  "size_similarity": 1.0,
2751
  "breadth_similarity": 1.0,
 
2813
  {
2814
  "left_pr_number": 44889,
2815
  "right_pr_number": 44981,
2816
+ "similarity": 0.398,
2817
  "content_similarity": 0.156,
2818
  "size_similarity": 0.991,
2819
  "breadth_similarity": 1.0,
 
2848
  "left_pr_number": 44889,
2849
  "right_pr_number": 45917,
2850
  "similarity": 0.33,
2851
+ "content_similarity": 0.079,
2852
  "size_similarity": 0.879,
2853
  "breadth_similarity": 1.0,
2854
  "concentration_similarity": 0.852,
 
2862
  }
2863
  ]
2864
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2865
  {
2866
  "cluster_id": "pr-scope-44018-2",
2867
  "pr_numbers": [
 
3166
  "left_pr_number": 45683,
3167
  "right_pr_number": 45734,
3168
  "similarity": 0.817,
3169
+ "content_similarity": 0.864,
3170
  "size_similarity": 0.456,
3171
  "breadth_similarity": 1.0,
3172
  "concentration_similarity": 0.871,
 
3458
  "left_pr_number": 42668,
3459
  "right_pr_number": 45627,
3460
  "similarity": 0.662,
3461
+ "content_similarity": 0.806,
3462
  "size_similarity": 0.189,
3463
  "breadth_similarity": 0.216,
3464
  "concentration_similarity": 0.952,
 
3639
  "left_pr_number": 43363,
3640
  "right_pr_number": 45651,
3641
  "similarity": 0.516,
3642
+ "content_similarity": 0.575,
3643
  "size_similarity": 0.245,
3644
  "breadth_similarity": 0.5,
3645
  "concentration_similarity": 0.53,
 
3702
  }
3703
  ]
3704
  },
3705
+ {
3706
+ "cluster_id": "pr-scope-45293-2",
3707
+ "pr_numbers": [
3708
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3709
+ 45317
3710
+ ],
3711
+ "representative_pr_number": 45293,
3712
+ "average_similarity": 0.509,
3713
+ "summary": "2 open PRs share weighted file overlap around `tests/models/auto/test_tokenization_auto.py`; representative PR #45293.",
3714
+ "shared_filenames": [
3715
+ "tests/models/auto/test_tokenization_auto.py"
3716
+ ],
3717
+ "shared_directories": [
3718
+ "tests/models/auto",
3719
+ "tests/models",
3720
+ "src/transformers",
3721
+ "tests",
3722
+ "src"
3723
+ ],
3724
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3725
+ {
3726
+ "left_pr_number": 45293,
3727
+ "right_pr_number": 45317,
3728
+ "similarity": 0.509,
3729
+ "content_similarity": 0.355,
3730
+ "size_similarity": 0.741,
3731
+ "breadth_similarity": 1.0,
3732
+ "concentration_similarity": 0.972,
3733
+ "shared_filenames": [
3734
+ "tests/models/auto/test_tokenization_auto.py"
3735
+ ],
3736
+ "shared_directories": [
3737
+ "tests/models/auto",
3738
+ "src/transformers",
3739
+ "tests/models",
3740
+ "src",
3741
+ "tests"
3742
+ ]
3743
+ }
3744
+ ]
3745
+ },
3746
  {
3747
  "cluster_id": "pr-scope-44114-2",
3748
  "pr_numbers": [
 
3808
  }
3809
  ]
3810
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3811
  {
3812
  "cluster_id": "pr-scope-45056-2",
3813
  "pr_numbers": [
 
3868
  "left_pr_number": 45709,
3869
  "right_pr_number": 45742,
3870
  "similarity": 0.493,
3871
+ "content_similarity": 0.366,
3872
  "size_similarity": 0.782,
3873
  "breadth_similarity": 0.833,
3874
  "concentration_similarity": 0.72,
 
3933
  }
3934
  ]
3935
  },
3936
+ {
3937
+ "cluster_id": "pr-scope-45540-2",
3938
+ "pr_numbers": [
3939
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3940
+ 45868
3941
+ ],
3942
+ "representative_pr_number": 45540,
3943
+ "average_similarity": 0.485,
3944
+ "summary": "2 open PRs share weighted file overlap around `tests/models/t5gemma2/test_modeling_t5gemma2.py`, `src/transformers/models/t5gemma2/modular_t5gemma2.py`, `src/transformers/models/t5gemma2/modeling_t5gemma2.py`; representative PR #45540.",
3945
+ "shared_filenames": [
3946
+ "tests/models/t5gemma2/test_modeling_t5gemma2.py",
3947
+ "src/transformers/models/t5gemma2/modular_t5gemma2.py",
3948
+ "src/transformers/models/t5gemma2/modeling_t5gemma2.py"
3949
+ ],
3950
+ "shared_directories": [
3951
+ "src/transformers/models/t5gemma2",
3952
+ "tests/models/t5gemma2",
3953
+ "src/transformers/models",
3954
+ "tests/models",
3955
+ "src/transformers",
3956
+ "tests",
3957
+ "src"
3958
+ ],
3959
+ "pairwise": [
3960
+ {
3961
+ "left_pr_number": 45540,
3962
+ "right_pr_number": 45868,
3963
+ "similarity": 0.485,
3964
+ "content_similarity": 0.356,
3965
+ "size_similarity": 0.593,
3966
+ "breadth_similarity": 1.0,
3967
+ "concentration_similarity": 0.936,
3968
+ "shared_filenames": [
3969
+ "src/transformers/models/t5gemma2/modeling_t5gemma2.py",
3970
+ "src/transformers/models/t5gemma2/modular_t5gemma2.py",
3971
+ "tests/models/t5gemma2/test_modeling_t5gemma2.py"
3972
+ ],
3973
+ "shared_directories": [
3974
+ "src/transformers/models/t5gemma2",
3975
+ "src/transformers/models",
3976
+ "tests/models/t5gemma2",
3977
+ "src/transformers",
3978
+ "tests/models",
3979
+ "src",
3980
+ "tests"
3981
+ ]
3982
+ }
3983
+ ]
3984
+ },
3985
  {
3986
  "cluster_id": "pr-scope-40755-2",
3987
  "pr_numbers": [
 
3989
  45233
3990
  ],
3991
  "representative_pr_number": 40755,
3992
+ "average_similarity": 0.473,
3993
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/timesfm/modeling_timesfm.py`, `src/transformers/models/timesfm/modular_timesfm.py`, `tests/models/timesfm/test_modeling_timesfm.py`; representative PR #40755.",
3994
  "shared_filenames": [
3995
  "src/transformers/models/timesfm/modeling_timesfm.py",
 
4009
  {
4010
  "left_pr_number": 40755,
4011
  "right_pr_number": 45233,
4012
+ "similarity": 0.473,
4013
+ "content_similarity": 0.44,
4014
  "size_similarity": 0.266,
4015
  "breadth_similarity": 0.792,
4016
  "concentration_similarity": 0.928,
 
4055
  "left_pr_number": 45202,
4056
  "right_pr_number": 45883,
4057
  "similarity": 0.437,
4058
+ "content_similarity": 0.404,
4059
  "size_similarity": 0.027,
4060
  "breadth_similarity": 1.0,
4061
  "concentration_similarity": 1.0,
 
4097
  "left_pr_number": 42112,
4098
  "right_pr_number": 45413,
4099
  "similarity": 0.421,
4100
+ "content_similarity": 0.463,
4101
  "size_similarity": 0.017,
4102
  "breadth_similarity": 0.458,
4103
  "concentration_similarity": 0.981,
 
4140
  "left_pr_number": 45634,
4141
  "right_pr_number": 45880,
4142
  "similarity": 0.418,
4143
+ "content_similarity": 0.455,
4144
  "size_similarity": 0.121,
4145
  "breadth_similarity": 0.365,
4146
  "concentration_similarity": 0.887,
 
4194
  ]
4195
  },
4196
  {
4197
+ "cluster_id": "pr-scope-42655-2",
4198
  "pr_numbers": [
4199
+ 42655,
4200
+ 45618
4201
  ],
4202
+ "representative_pr_number": 42655,
4203
+ "average_similarity": 0.37,
4204
+ "summary": "2 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #42655.",
4205
  "shared_filenames": [
4206
+ "src/transformers/generation/utils.py"
4207
  ],
4208
  "shared_directories": [
4209
+ "src/transformers/generation",
4210
+ "tests/generation",
4211
  "src/transformers",
4212
+ "tests",
4213
  "src"
4214
  ],
4215
  "pairwise": [
4216
  {
4217
+ "left_pr_number": 42655,
4218
+ "right_pr_number": 45618,
4219
+ "similarity": 0.37,
4220
+ "content_similarity": 0.201,
4221
+ "size_similarity": 0.974,
4222
+ "breadth_similarity": 0.389,
4223
+ "concentration_similarity": 0.878,
4224
  "shared_filenames": [
4225
+ "src/transformers/generation/utils.py"
4226
  ],
4227
  "shared_directories": [
4228
+ "src/transformers/generation",
4229
  "src/transformers",
4230
+ "tests/generation",
4231
+ "src",
4232
+ "tests"
4233
  ]
4234
  }
4235
  ]
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