evalstate HF Staff commited on
Commit
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1 Parent(s): 89f42c8

Refresh transformers dataset snapshot 20260519T000033Z

Browse files
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  - eval set creation
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  Notes:
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  - raw data only; no labels or moderation decisions
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new-contributors-report.md CHANGED
@@ -1,9 +1,9 @@
1
  # New Contributor Report: huggingface/transformers
2
 
3
- - Snapshot: `20260518T180026Z`
4
- - Generated: `2026-05-18T18:02:21Z`
5
  - Activity window: `60d`
6
- - Contributors: `354`
7
 
8
  ## Summary
9
 
@@ -21,7 +21,7 @@
21
  | `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2360d | `2024-09-02T13:41:47Z` | 43 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
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
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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
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26
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27
  | `eustlb` | [profile](https://github.com/eustlb) | no | MEMBER | 1607d | `2025-01-20T12:27:19Z` | 21 | 0 | strong | low | low | targets high-star repos |
@@ -119,12 +119,14 @@
119
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120
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122
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123
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124
  | `saiganesh47` | [profile](https://github.com/saiganesh47) | no | NONE | 633d | `2026-04-22T15:13:44Z` | 2 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
125
  | `saslifat-gif` | [profile](https://github.com/saslifat-gif) | no | CONTRIBUTOR | 229d | `2026-04-02T14:08:15Z` | 2 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
126
  | `sharziki` | [profile](https://github.com/sharziki) | no | CONTRIBUTOR | 1559d | `2026-04-11T02:31:44Z` | 2 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
127
  | `SindhuRaghuram97` | [profile](https://github.com/SindhuRaghuram97) | no | CONTRIBUTOR | 1319d | `2026-05-05T14:47:02Z` | 2 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
 
128
  | `UsamaKenway` | [profile](https://github.com/UsamaKenway) | no | CONTRIBUTOR | 2385d | `2026-04-07T18:39:33Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
129
  | `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 |
130
  | `cyyever` | [profile](https://github.com/cyyever) | no | CONTRIBUTOR | 3697d | `2025-08-10T08:43:09Z` | 25 | 0 | mixed | moderate | low | extremely high recent PR volume |
@@ -192,7 +194,7 @@
192
  | `syncdoth` | [profile](https://github.com/syncdoth) | no | FIRST_TIME_CONTRIBUTOR | 2690d | `2026-03-21T06:05:36Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
193
  | `Tokarak` | [profile](https://github.com/Tokarak) | no | CONTRIBUTOR | 2200d | `2026-04-19T17:22:36Z` | 1 | 1 | weak | low | low | high open PR share |
194
  | `ZSLsherly` | [profile](https://github.com/ZSLsherly) | no | FIRST_TIMER | 975d | `2026-04-15T03:09:38Z` | 1 | 1 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
195
- | `0Sh1khar` | [profile](https://github.com/0Sh1khar) | yes | FIRST_TIMER | 660d | `2026-05-18T14:31:57Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
196
  | `1fanwang` | [profile](https://github.com/1fanwang) | no | FIRST_TIME_CONTRIBUTOR | 3545d | `2026-05-12T13:51:52Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
197
  | `aaronmjz` | [profile](https://github.com/aaronmjz) | no | FIRST_TIMER | 1072d | `2026-05-10T17:17:58Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
198
  | `aarushisingh04` | [profile](https://github.com/aarushisingh04) | no | CONTRIBUTOR | 1351d | `2026-03-27T18:26:03Z` | 1 | 0 | weak | high | low | broad repo spread; high open PR share |
@@ -222,7 +224,7 @@
222
  | `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 |
223
  | `avarga1` | [profile](https://github.com/avarga1) | no | NONE | 2176d | `2026-04-07T02:22:26Z` | 1 | 0 | mixed | moderate | low | high recent PR volume |
224
  | `avasis-ai` | [profile](https://github.com/avasis-ai) | no | CONTRIBUTOR | 30d | `2026-04-18T21:48:22Z` | 1 | 0 | weak | very high | high | very new account; high recent PR volume; very broad repo spread; high open PR share |
225
- | `avihu111` | [profile](https://github.com/avihu111) | yes | CONTRIBUTOR | 2928d | `2026-04-29T11:45:47Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
226
  | `aws-zhanxun` | [profile](https://github.com/aws-zhanxun) | no | CONTRIBUTOR | 1730d | `2026-03-30T07:06:19Z` | 1 | 0 | strong | low | low | targets high-star repos |
227
  | `balgaly` | [profile](https://github.com/balgaly) | no | NONE | 3775d | `2026-04-05T15:38:58Z` | 1 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs |
228
  | `Beichen-Ma` | [profile](https://github.com/Beichen-Ma) | no | FIRST_TIME_CONTRIBUTOR | 1684d | `2026-04-20T23:21:03Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -246,6 +248,7 @@
246
  | `Exile333` | [profile](https://github.com/Exile333) | no | FIRST_TIME_CONTRIBUTOR | 3582d | `2026-04-30T16:23:49Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
247
  | `fm1320` | [profile](https://github.com/fm1320) | no | FIRST_TIME_CONTRIBUTOR | 2016d | `2026-05-02T02:04:46Z` | 1 | 0 | strong | high | low | high recent PR volume; broad repo spread |
248
  | `fullyz` | [profile](https://github.com/fullyz) | no | CONTRIBUTOR | 2564d | `2026-05-11T13:43:45Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
249
  | `gagandhakrey` | [profile](https://github.com/gagandhakrey) | no | NONE | 2285d | `2026-04-05T03:45:23Z` | 1 | 0 | weak | high | low | broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
250
  | `GANESH-NADKARNI` | [profile](https://github.com/GANESH-NADKARNI) | no | NONE | 631d | `2026-05-06T16:10:59Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
251
  | `garybadwal` | [profile](https://github.com/garybadwal) | no | FIRST_TIME_CONTRIBUTOR | 1178d | `2026-04-21T04:38:14Z` | 1 | 0 | weak | low | low | targets high-star repos |
@@ -280,6 +283,7 @@
280
  | `kamalrajkannan78` | [profile](https://github.com/kamalrajkannan78) | no | CONTRIBUTOR | 814d | `2026-04-07T05:24:43Z` | 1 | 0 | strong | moderate | low | high recent PR volume; no visible non-self stars |
281
  | `kevinmalana` | [profile](https://github.com/kevinmalana) | no | NONE | 2248d | `2026-04-16T10:03:07Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
282
  | `kfojcik-intel` | [profile](https://github.com/kfojcik-intel) | no | FIRST_TIME_CONTRIBUTOR | 1976d | `2026-05-18T08:12:12Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 
283
  | `kuishou68` | [profile](https://github.com/kuishou68) | no | NONE | 2457d | `2026-05-05T02:27:41Z` | 1 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
284
  | `lalitha2410` | [profile](https://github.com/lalitha2410) | no | FIRST_TIMER | 1043d | `2026-05-17T13:42:37Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
285
  | `layla1824` | [profile](https://github.com/layla1824) | no | FIRST_TIMER | 2241d | `2026-03-26T16:48:53Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
@@ -311,7 +315,6 @@
311
  | `pdufour` | [profile](https://github.com/pdufour) | no | FIRST_TIME_CONTRIBUTOR | 5247d | `2026-04-04T00:15:04Z` | 1 | 0 | weak | moderate | low | high open PR share |
312
  | `PHclaw` | [profile](https://github.com/PHclaw) | no | NONE | 26d | `2026-04-29T02:08:23Z` | 1 | 0 | weak | moderate | medium | very new account; high open PR share; targets high-star repos |
313
  | `pnehete23` | [profile](https://github.com/pnehete23) | no | NONE | 867d | `2026-03-26T08:52:10Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
314
- | `poojansatani` | [profile](https://github.com/poojansatani) | no | FIRST_TIMER | 1048d | `2026-05-16T15:35:41Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
315
  | `popotest` | [profile](https://github.com/popotest) | no | NONE | 78d | `2026-03-26T15:33:19Z` | 1 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
316
  | `prakhar-agarwal` | [profile](https://github.com/prakhar-agarwal) | no | FIRST_TIME_CONTRIBUTOR | 4776d | `2026-03-22T05:20:22Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
317
  | `pramilajangid` | [profile](https://github.com/pramilajangid) | no | NONE | 3043d | `2026-03-24T09:57:20Z` | 1 | 0 | mixed | moderate | low | — |
@@ -341,7 +344,6 @@
341
  | `simon-testaccount` | [profile](https://github.com/simon-testaccount) | no | NONE | 545d | `2026-05-05T09:01:04Z` | 1 | 0 | weak | moderate | low | high open PR share; no visible non-self stars |
342
  | `songyuc` | [profile](https://github.com/songyuc) | no | NONE | 3292d | `2026-04-12T12:53:49Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
343
  | `Spectual` | [profile](https://github.com/Spectual) | no | NONE | 1537d | `2026-04-16T06:54:56Z` | 1 | 0 | weak | high | low | broad repo spread; high open PR share; targets high-star repos |
344
- | `Sriniketh24` | [profile](https://github.com/Sriniketh24) | yes | CONTRIBUTOR | 609d | `2026-05-18T14:39:34Z` | 1 | 0 | mixed | low | low | high open PR share; no visible non-self stars; targets high-star repos |
345
  | `stationeros` | [profile](https://github.com/stationeros) | no | FIRST_TIME_CONTRIBUTOR | 1336d | `2026-04-25T08:47:25Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
346
  | `Talhax55z` | [profile](https://github.com/Talhax55z) | no | NONE | 79d | `2026-04-03T16:36:25Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars |
347
  | `tengomucho` | [profile](https://github.com/tengomucho) | no | MEMBER | 4442d | `2026-04-29T09:26:52Z` | 1 | 0 | mixed | low | low | — |
@@ -544,12 +546,12 @@ Example artifacts:
544
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avasqu)
545
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avasqu)
546
  - repo first seen: `2025-08-26T12:13:50Z`
547
- - repo last seen: `2026-05-18T17:51:47Z`
548
  - first seen in snapshot: **no**
549
  - repo association: **MEMBER**
550
  - repo primary artifacts: **46**
551
  - snapshot authored PRs/issues: **45 PRs / 1 issues**
552
- - snapshot discussion activity: **543 comments / 960 reviews / 4118 review comments**
553
  - account age: **1991 days**
554
  - recent public PR activity: **21 PRs** (12 merged / 3 closed-unmerged / 6 open; merged rate **57%**, closed-unmerged rate **14%**, open rate **29%**)
555
  - public orgs: none visible
@@ -665,11 +667,11 @@ 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: `2026-05-15T20:09:12Z`
669
  - first seen in snapshot: **no**
670
  - repo association: **MEMBER**
671
- - repo primary artifacts: **29**
672
- - snapshot authored PRs/issues: **29 PRs / 0 issues**
673
  - snapshot discussion activity: **60 comments / 193 reviews / 379 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%**)
@@ -678,9 +680,9 @@ Example artifacts:
678
  - heuristic read: **targets high-star repos**
679
 
680
  Example artifacts:
 
681
  - [PR #45996: [Weight converter] Account for base model prefix in scoped weight conversion](https://github.com/huggingface/transformers/pull/45996) — open
682
  - [PR #45922: 🚨Fix memory leaks caused by lru decorators in vision models](https://github.com/huggingface/transformers/pull/45922) — closed, merged
683
- - [PR #45828: [Weight converter] Revert unnecessary changes to `rename_source_key`](https://github.com/huggingface/transformers/pull/45828) — closed, merged
684
 
685
  ### `remi-or`
686
 
@@ -2916,6 +2918,28 @@ Example artifacts:
2916
  - [PR #45076: Osman-Level Innovations: Hardware-Aware Advisor & Selective Weight Surgery CLI](https://github.com/huggingface/transformers/pull/45076) — closed
2917
  - [PR #45066: [PR] Unique Enhancement: Transformers Model Advisor & Legacy Cleanup](https://github.com/huggingface/transformers/pull/45066) — closed
2918
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2919
  ### `Prachi-kushwaha`
2920
 
2921
  - profile: [github.com/Prachi-kushwaha](https://github.com/Prachi-kushwaha)
@@ -3048,6 +3072,28 @@ Example artifacts:
3048
  - [PR #45855: -](https://github.com/huggingface/transformers/pull/45855) — closed, draft
3049
  - [PR #45788: First model](https://github.com/huggingface/transformers/pull/45788) — closed, merged
3050
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3051
  ### `UsamaKenway`
3052
 
3053
  - profile: [github.com/UsamaKenway](https://github.com/UsamaKenway)
@@ -3285,12 +3331,12 @@ Example artifacts:
3285
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASangbumChoi)
3286
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASangbumChoi)
3287
  - repo first seen: `2024-06-07T00:26:26Z`
3288
- - repo last seen: `2026-05-18T14:45:33Z`
3289
  - first seen in snapshot: **no**
3290
  - repo association: **CONTRIBUTOR**
3291
  - repo primary artifacts: **4**
3292
  - snapshot authored PRs/issues: **4 PRs / 0 issues**
3293
- - snapshot discussion activity: **2 comments / 74 reviews / 93 review comments**
3294
  - account age: **3079 days**
3295
  - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
3296
  - public orgs: none visible
@@ -4554,7 +4600,7 @@ Example artifacts:
4554
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3A0Sh1khar)
4555
  - repo first seen: `2026-05-18T14:31:57Z`
4556
  - repo last seen: `2026-05-18T14:39:35Z`
4557
- - first seen in snapshot: **yes**
4558
  - repo association: **FIRST_TIMER**
4559
  - repo primary artifacts: **1**
4560
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -5184,7 +5230,7 @@ Example artifacts:
5184
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aavihu111)
5185
  - repo first seen: `2026-04-29T11:45:47Z`
5186
  - repo last seen: `2026-05-18T12:52:13Z`
5187
- - first seen in snapshot: **yes**
5188
  - repo association: **CONTRIBUTOR**
5189
  - repo primary artifacts: **1**
5190
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -5682,6 +5728,27 @@ Example artifacts:
5682
  Example artifacts:
5683
  - [PR #45895: Fix undefined 'input' variable](https://github.com/huggingface/transformers/pull/45895) — closed, merged
5684
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
5685
  ### `gagandhakrey`
5686
 
5687
  - profile: [github.com/gagandhakrey](https://github.com/gagandhakrey)
@@ -6396,6 +6463,27 @@ Example artifacts:
6396
  Example artifacts:
6397
  - [PR #46026: fix: add pickle support to _LazyConfigMapping for spawn multiprocessing](https://github.com/huggingface/transformers/pull/46026) — open
6398
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
6399
  ### `kuishou68`
6400
 
6401
  - profile: [github.com/kuishou68](https://github.com/kuishou68)
@@ -7047,27 +7135,6 @@ Example artifacts:
7047
  Example artifacts:
7048
  - [PR #45015: fix: guard sys.modules access in _can_set_attn/experts_implementation](https://github.com/huggingface/transformers/pull/45015) — closed
7049
 
7050
- ### `poojansatani`
7051
-
7052
- - profile: [github.com/poojansatani](https://github.com/poojansatani)
7053
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apoojansatani)
7054
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apoojansatani)
7055
- - repo first seen: `2026-05-16T15:35:41Z`
7056
- - repo last seen: `2026-05-16T15:41:15Z`
7057
- - first seen in snapshot: **no**
7058
- - repo association: **FIRST_TIMER**
7059
- - repo primary artifacts: **1**
7060
- - snapshot authored PRs/issues: **1 PRs / 0 issues**
7061
- - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
7062
- - account age: **1048 days**
7063
- - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
7064
- - public orgs: none visible
7065
- - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
7066
- - heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
7067
-
7068
- Example artifacts:
7069
- - [PR #46007: docs: fix OOM/hang for Qwen dynamic resolution models by setting min_pixels and max_pixels](https://github.com/huggingface/transformers/pull/46007) — open
7070
-
7071
  ### `popotest`
7072
 
7073
  - profile: [github.com/popotest](https://github.com/popotest)
@@ -7677,27 +7744,6 @@ Example artifacts:
7677
  Example artifacts:
7678
  - [PR #45469: Fix: propagate interpolate_pos_encoding through Pixio model hierarchy](https://github.com/huggingface/transformers/pull/45469) — closed
7679
 
7680
- ### `Sriniketh24`
7681
-
7682
- - profile: [github.com/Sriniketh24](https://github.com/Sriniketh24)
7683
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASriniketh24)
7684
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASriniketh24)
7685
- - repo first seen: `2026-05-18T14:39:34Z`
7686
- - repo last seen: `2026-05-18T14:41:15Z`
7687
- - first seen in snapshot: **yes**
7688
- - repo association: **CONTRIBUTOR**
7689
- - repo primary artifacts: **1**
7690
- - snapshot authored PRs/issues: **1 PRs / 0 issues**
7691
- - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
7692
- - account age: **609 days**
7693
- - recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
7694
- - public orgs: none visible
7695
- - compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
7696
- - heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
7697
-
7698
- Example artifacts:
7699
- - [PR #46035: Fix AttributeError in RAG generate() for missing config fields](https://github.com/huggingface/transformers/pull/46035) — closed, merged
7700
-
7701
  ### `stationeros`
7702
 
7703
  - profile: [github.com/stationeros](https://github.com/stationeros)
@@ -7788,12 +7834,12 @@ Example artifacts:
7788
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atrducng)
7789
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atrducng)
7790
  - repo first seen: `2026-05-18T04:44:13Z`
7791
- - repo last seen: `2026-05-18T04:44:13Z`
7792
  - first seen in snapshot: **no**
7793
  - repo association: **FIRST_TIME_CONTRIBUTOR**
7794
  - repo primary artifacts: **1**
7795
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
7796
- - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
7797
  - account age: **3050 days**
7798
  - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
7799
  - public orgs: none visible
 
1
  # New Contributor Report: huggingface/transformers
2
 
3
+ - Snapshot: `20260519T000033Z`
4
+ - Generated: `2026-05-19T00:01:34Z`
5
  - Activity window: `60d`
6
+ - Contributors: `356`
7
 
8
  ## Summary
9
 
 
21
  | `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2360d | `2024-09-02T13:41:47Z` | 43 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
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` | 30 | 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
  | `eustlb` | [profile](https://github.com/eustlb) | no | MEMBER | 1607d | `2025-01-20T12:27:19Z` | 21 | 0 | strong | low | low | targets high-star repos |
 
119
  | `onwp` | [profile](https://github.com/onwp) | no | CONTRIBUTOR | 2575d | `2026-04-01T05:05:40Z` | 2 | 0 | mixed | high | low | broad repo spread; high open PR share; targets high-star repos |
120
  | `orbisai0security` | [profile](https://github.com/orbisai0security) | no | NONE | 160d | `2026-03-30T15:02:06Z` | 2 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
121
  | `osman-akkawi` | [profile](https://github.com/osman-akkawi) | no | NONE | 825d | `2026-03-27T17:04:14Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
122
+ | `poojansatani` | [profile](https://github.com/poojansatani) | no | FIRST_TIME_CONTRIBUTOR | 1048d | `2026-05-16T15:35:41Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
123
  | `Prachi-kushwaha` | [profile](https://github.com/Prachi-kushwaha) | no | NONE | 1556d | `2026-03-07T22:12:58Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
124
  | `r266-tech` | [profile](https://github.com/r266-tech) | no | CONTRIBUTOR | 206d | `2026-03-22T17:28:57Z` | 2 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
125
  | `saiganesh47` | [profile](https://github.com/saiganesh47) | no | NONE | 633d | `2026-04-22T15:13:44Z` | 2 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
126
  | `saslifat-gif` | [profile](https://github.com/saslifat-gif) | no | CONTRIBUTOR | 229d | `2026-04-02T14:08:15Z` | 2 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
127
  | `sharziki` | [profile](https://github.com/sharziki) | no | CONTRIBUTOR | 1559d | `2026-04-11T02:31:44Z` | 2 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
128
  | `SindhuRaghuram97` | [profile](https://github.com/SindhuRaghuram97) | no | CONTRIBUTOR | 1319d | `2026-05-05T14:47:02Z` | 2 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
129
+ | `Sriniketh24` | [profile](https://github.com/Sriniketh24) | no | CONTRIBUTOR | 609d | `2026-05-18T14:39:34Z` | 2 | 0 | mixed | low | low | high open PR share; no visible non-self stars; targets high-star repos |
130
  | `UsamaKenway` | [profile](https://github.com/UsamaKenway) | no | CONTRIBUTOR | 2385d | `2026-04-07T18:39:33Z` | 2 | 0 | weak | low | low | high open PR share; 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 |
 
194
  | `syncdoth` | [profile](https://github.com/syncdoth) | no | FIRST_TIME_CONTRIBUTOR | 2690d | `2026-03-21T06:05:36Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
195
  | `Tokarak` | [profile](https://github.com/Tokarak) | no | CONTRIBUTOR | 2200d | `2026-04-19T17:22:36Z` | 1 | 1 | weak | low | low | high open PR share |
196
  | `ZSLsherly` | [profile](https://github.com/ZSLsherly) | no | FIRST_TIMER | 975d | `2026-04-15T03:09:38Z` | 1 | 1 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
197
+ | `0Sh1khar` | [profile](https://github.com/0Sh1khar) | no | FIRST_TIMER | 660d | `2026-05-18T14:31:57Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
198
  | `1fanwang` | [profile](https://github.com/1fanwang) | no | FIRST_TIME_CONTRIBUTOR | 3545d | `2026-05-12T13:51:52Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
199
  | `aaronmjz` | [profile](https://github.com/aaronmjz) | no | FIRST_TIMER | 1072d | `2026-05-10T17:17:58Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
200
  | `aarushisingh04` | [profile](https://github.com/aarushisingh04) | no | CONTRIBUTOR | 1351d | `2026-03-27T18:26:03Z` | 1 | 0 | weak | high | low | broad repo spread; high open PR share |
 
224
  | `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 |
225
  | `avarga1` | [profile](https://github.com/avarga1) | no | NONE | 2176d | `2026-04-07T02:22:26Z` | 1 | 0 | mixed | moderate | low | high recent PR volume |
226
  | `avasis-ai` | [profile](https://github.com/avasis-ai) | no | CONTRIBUTOR | 30d | `2026-04-18T21:48:22Z` | 1 | 0 | weak | very high | high | very new account; high recent PR volume; very broad repo spread; high open PR share |
227
+ | `avihu111` | [profile](https://github.com/avihu111) | no | CONTRIBUTOR | 2928d | `2026-04-29T11:45:47Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
228
  | `aws-zhanxun` | [profile](https://github.com/aws-zhanxun) | no | CONTRIBUTOR | 1730d | `2026-03-30T07:06:19Z` | 1 | 0 | strong | low | low | targets high-star repos |
229
  | `balgaly` | [profile](https://github.com/balgaly) | no | NONE | 3775d | `2026-04-05T15:38:58Z` | 1 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs |
230
  | `Beichen-Ma` | [profile](https://github.com/Beichen-Ma) | no | FIRST_TIME_CONTRIBUTOR | 1684d | `2026-04-20T23:21:03Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
248
  | `Exile333` | [profile](https://github.com/Exile333) | no | FIRST_TIME_CONTRIBUTOR | 3582d | `2026-04-30T16:23:49Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
249
  | `fm1320` | [profile](https://github.com/fm1320) | no | FIRST_TIME_CONTRIBUTOR | 2016d | `2026-05-02T02:04:46Z` | 1 | 0 | strong | high | low | high recent PR volume; broad repo spread |
250
  | `fullyz` | [profile](https://github.com/fullyz) | no | CONTRIBUTOR | 2564d | `2026-05-11T13:43:45Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
251
+ | `gabrielspmoreira` | [profile](https://github.com/gabrielspmoreira) | yes | FIRST_TIME_CONTRIBUTOR | 5647d | `2026-05-18T23:25:12Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
252
  | `gagandhakrey` | [profile](https://github.com/gagandhakrey) | no | NONE | 2285d | `2026-04-05T03:45:23Z` | 1 | 0 | weak | high | low | broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
253
  | `GANESH-NADKARNI` | [profile](https://github.com/GANESH-NADKARNI) | no | NONE | 631d | `2026-05-06T16:10:59Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
254
  | `garybadwal` | [profile](https://github.com/garybadwal) | no | FIRST_TIME_CONTRIBUTOR | 1178d | `2026-04-21T04:38:14Z` | 1 | 0 | weak | low | low | targets high-star repos |
 
283
  | `kamalrajkannan78` | [profile](https://github.com/kamalrajkannan78) | no | CONTRIBUTOR | 814d | `2026-04-07T05:24:43Z` | 1 | 0 | strong | moderate | low | high recent PR volume; no visible non-self stars |
284
  | `kevinmalana` | [profile](https://github.com/kevinmalana) | no | NONE | 2248d | `2026-04-16T10:03:07Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
285
  | `kfojcik-intel` | [profile](https://github.com/kfojcik-intel) | no | FIRST_TIME_CONTRIBUTOR | 1976d | `2026-05-18T08:12:12Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
286
+ | `kiwigitops` | [profile](https://github.com/kiwigitops) | yes | FIRST_TIME_CONTRIBUTOR | 81d | `2026-05-18T23:18:34Z` | 1 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share |
287
  | `kuishou68` | [profile](https://github.com/kuishou68) | no | NONE | 2457d | `2026-05-05T02:27:41Z` | 1 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
288
  | `lalitha2410` | [profile](https://github.com/lalitha2410) | no | FIRST_TIMER | 1043d | `2026-05-17T13:42:37Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
289
  | `layla1824` | [profile](https://github.com/layla1824) | no | FIRST_TIMER | 2241d | `2026-03-26T16:48:53Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 
315
  | `pdufour` | [profile](https://github.com/pdufour) | no | FIRST_TIME_CONTRIBUTOR | 5247d | `2026-04-04T00:15:04Z` | 1 | 0 | weak | moderate | low | high open PR share |
316
  | `PHclaw` | [profile](https://github.com/PHclaw) | no | NONE | 26d | `2026-04-29T02:08:23Z` | 1 | 0 | weak | moderate | medium | very new account; high open PR share; targets high-star repos |
317
  | `pnehete23` | [profile](https://github.com/pnehete23) | no | NONE | 867d | `2026-03-26T08:52:10Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 
318
  | `popotest` | [profile](https://github.com/popotest) | no | NONE | 78d | `2026-03-26T15:33:19Z` | 1 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
319
  | `prakhar-agarwal` | [profile](https://github.com/prakhar-agarwal) | no | FIRST_TIME_CONTRIBUTOR | 4776d | `2026-03-22T05:20:22Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
320
  | `pramilajangid` | [profile](https://github.com/pramilajangid) | no | NONE | 3043d | `2026-03-24T09:57:20Z` | 1 | 0 | mixed | moderate | low | — |
 
344
  | `simon-testaccount` | [profile](https://github.com/simon-testaccount) | no | NONE | 545d | `2026-05-05T09:01:04Z` | 1 | 0 | weak | moderate | low | high open PR share; no visible non-self stars |
345
  | `songyuc` | [profile](https://github.com/songyuc) | no | NONE | 3292d | `2026-04-12T12:53:49Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
346
  | `Spectual` | [profile](https://github.com/Spectual) | no | NONE | 1537d | `2026-04-16T06:54:56Z` | 1 | 0 | weak | high | low | broad repo spread; high open PR share; targets high-star repos |
 
347
  | `stationeros` | [profile](https://github.com/stationeros) | no | FIRST_TIME_CONTRIBUTOR | 1336d | `2026-04-25T08:47:25Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
348
  | `Talhax55z` | [profile](https://github.com/Talhax55z) | no | NONE | 79d | `2026-04-03T16:36:25Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars |
349
  | `tengomucho` | [profile](https://github.com/tengomucho) | no | MEMBER | 4442d | `2026-04-29T09:26:52Z` | 1 | 0 | mixed | low | low | — |
 
546
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avasqu)
547
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avasqu)
548
  - repo first seen: `2025-08-26T12:13:50Z`
549
+ - repo last seen: `2026-05-18T18:28:33Z`
550
  - first seen in snapshot: **no**
551
  - repo association: **MEMBER**
552
  - repo primary artifacts: **46**
553
  - snapshot authored PRs/issues: **45 PRs / 1 issues**
554
+ - snapshot discussion activity: **543 comments / 961 reviews / 4119 review comments**
555
  - account age: **1991 days**
556
  - recent public PR activity: **21 PRs** (12 merged / 3 closed-unmerged / 6 open; merged rate **57%**, closed-unmerged rate **14%**, open rate **29%**)
557
  - public orgs: none visible
 
667
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ayonigozlan)
668
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ayonigozlan)
669
  - repo first seen: `2025-10-03T15:26:01Z`
670
+ - repo last seen: `2026-05-18T22:17:19Z`
671
  - first seen in snapshot: **no**
672
  - repo association: **MEMBER**
673
+ - repo primary artifacts: **30**
674
+ - snapshot authored PRs/issues: **30 PRs / 0 issues**
675
  - snapshot discussion activity: **60 comments / 193 reviews / 379 review comments**
676
  - account age: **1978 days**
677
  - recent public PR activity: **15 PRs** (11 merged / 0 closed-unmerged / 4 open; merged rate **73%**, closed-unmerged rate **0%**, open rate **27%**)
 
680
  - heuristic read: **targets high-star repos**
681
 
682
  Example artifacts:
683
+ - [PR #46041: Fix post processing RF-DETR](https://github.com/huggingface/transformers/pull/46041) — open
684
  - [PR #45996: [Weight converter] Account for base model prefix in scoped weight conversion](https://github.com/huggingface/transformers/pull/45996) — open
685
  - [PR #45922: 🚨Fix memory leaks caused by lru decorators in vision models](https://github.com/huggingface/transformers/pull/45922) — closed, merged
 
686
 
687
  ### `remi-or`
688
 
 
2918
  - [PR #45076: Osman-Level Innovations: Hardware-Aware Advisor & Selective Weight Surgery CLI](https://github.com/huggingface/transformers/pull/45076) — closed
2919
  - [PR #45066: [PR] Unique Enhancement: Transformers Model Advisor & Legacy Cleanup](https://github.com/huggingface/transformers/pull/45066) — closed
2920
 
2921
+ ### `poojansatani`
2922
+
2923
+ - profile: [github.com/poojansatani](https://github.com/poojansatani)
2924
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apoojansatani)
2925
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apoojansatani)
2926
+ - repo first seen: `2026-05-16T15:35:41Z`
2927
+ - repo last seen: `2026-05-18T20:19:48Z`
2928
+ - first seen in snapshot: **no**
2929
+ - repo association: **FIRST_TIME_CONTRIBUTOR**
2930
+ - repo primary artifacts: **2**
2931
+ - snapshot authored PRs/issues: **2 PRs / 0 issues**
2932
+ - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
2933
+ - account age: **1048 days**
2934
+ - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
2935
+ - public orgs: none visible
2936
+ - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
2937
+ - heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
2938
+
2939
+ Example artifacts:
2940
+ - [PR #46040: fix: prevent OOM/hang in smart_resize for large images](https://github.com/huggingface/transformers/pull/46040) — open
2941
+ - [PR #46007: docs: fix OOM/hang for Qwen dynamic resolution models by setting min_pixels and max_pixels](https://github.com/huggingface/transformers/pull/46007) — open
2942
+
2943
  ### `Prachi-kushwaha`
2944
 
2945
  - profile: [github.com/Prachi-kushwaha](https://github.com/Prachi-kushwaha)
 
3072
  - [PR #45855: -](https://github.com/huggingface/transformers/pull/45855) — closed, draft
3073
  - [PR #45788: First model](https://github.com/huggingface/transformers/pull/45788) — closed, merged
3074
 
3075
+ ### `Sriniketh24`
3076
+
3077
+ - profile: [github.com/Sriniketh24](https://github.com/Sriniketh24)
3078
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASriniketh24)
3079
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASriniketh24)
3080
+ - repo first seen: `2026-05-18T14:39:34Z`
3081
+ - repo last seen: `2026-05-18T23:43:42Z`
3082
+ - first seen in snapshot: **no**
3083
+ - repo association: **CONTRIBUTOR**
3084
+ - repo primary artifacts: **2**
3085
+ - snapshot authored PRs/issues: **2 PRs / 0 issues**
3086
+ - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
3087
+ - account age: **609 days**
3088
+ - recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
3089
+ - public orgs: none visible
3090
+ - compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
3091
+ - heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
3092
+
3093
+ Example artifacts:
3094
+ - [PR #46044: Fix remaining RAG doc examples that crash on current transformers](https://github.com/huggingface/transformers/pull/46044) — open
3095
+ - [PR #46035: Fix AttributeError in RAG generate() for missing config fields](https://github.com/huggingface/transformers/pull/46035) — closed, merged
3096
+
3097
  ### `UsamaKenway`
3098
 
3099
  - profile: [github.com/UsamaKenway](https://github.com/UsamaKenway)
 
3331
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASangbumChoi)
3332
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASangbumChoi)
3333
  - repo first seen: `2024-06-07T00:26:26Z`
3334
+ - repo last seen: `2026-05-18T23:48:19Z`
3335
  - first seen in snapshot: **no**
3336
  - repo association: **CONTRIBUTOR**
3337
  - repo primary artifacts: **4**
3338
  - snapshot authored PRs/issues: **4 PRs / 0 issues**
3339
+ - snapshot discussion activity: **2 comments / 76 reviews / 95 review comments**
3340
  - account age: **3079 days**
3341
  - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
3342
  - public orgs: none visible
 
4600
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3A0Sh1khar)
4601
  - repo first seen: `2026-05-18T14:31:57Z`
4602
  - repo last seen: `2026-05-18T14:39:35Z`
4603
+ - first seen in snapshot: **no**
4604
  - repo association: **FIRST_TIMER**
4605
  - repo primary artifacts: **1**
4606
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
 
5230
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aavihu111)
5231
  - repo first seen: `2026-04-29T11:45:47Z`
5232
  - repo last seen: `2026-05-18T12:52:13Z`
5233
+ - first seen in snapshot: **no**
5234
  - repo association: **CONTRIBUTOR**
5235
  - repo primary artifacts: **1**
5236
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
 
5728
  Example artifacts:
5729
  - [PR #45895: Fix undefined 'input' variable](https://github.com/huggingface/transformers/pull/45895) — closed, merged
5730
 
5731
+ ### `gabrielspmoreira`
5732
+
5733
+ - profile: [github.com/gabrielspmoreira](https://github.com/gabrielspmoreira)
5734
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Agabrielspmoreira)
5735
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Agabrielspmoreira)
5736
+ - repo first seen: `2026-05-18T23:25:12Z`
5737
+ - repo last seen: `2026-05-18T23:25:12Z`
5738
+ - first seen in snapshot: **yes**
5739
+ - repo association: **FIRST_TIME_CONTRIBUTOR**
5740
+ - repo primary artifacts: **1**
5741
+ - snapshot authored PRs/issues: **1 PRs / 0 issues**
5742
+ - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
5743
+ - account age: **5647 days**
5744
+ - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
5745
+ - public orgs: `NVIDIA-Merlin`
5746
+ - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
5747
+ - heuristic read: **high open PR share; targets high-star repos**
5748
+
5749
+ Example artifacts:
5750
+ - [PR #46043: [Gemma 4] Adds support to batches with mixed samples with only images and only text](https://github.com/huggingface/transformers/pull/46043) — open
5751
+
5752
  ### `gagandhakrey`
5753
 
5754
  - profile: [github.com/gagandhakrey](https://github.com/gagandhakrey)
 
6463
  Example artifacts:
6464
  - [PR #46026: fix: add pickle support to _LazyConfigMapping for spawn multiprocessing](https://github.com/huggingface/transformers/pull/46026) — open
6465
 
6466
+ ### `kiwigitops`
6467
+
6468
+ - profile: [github.com/kiwigitops](https://github.com/kiwigitops)
6469
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akiwigitops)
6470
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akiwigitops)
6471
+ - repo first seen: `2026-05-18T23:18:34Z`
6472
+ - repo last seen: `2026-05-18T23:18:34Z`
6473
+ - first seen in snapshot: **yes**
6474
+ - repo association: **FIRST_TIME_CONTRIBUTOR**
6475
+ - repo primary artifacts: **1**
6476
+ - snapshot authored PRs/issues: **1 PRs / 0 issues**
6477
+ - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
6478
+ - account age: **81 days**
6479
+ - recent public PR activity: **26 PRs** (7 merged / 0 closed-unmerged / 19 open; merged rate **27%**, closed-unmerged rate **0%**, open rate **73%**)
6480
+ - public orgs: `Webnovare`
6481
+ - compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
6482
+ - heuristic read: **very new account; high recent PR volume; broad repo spread; high open PR share**
6483
+
6484
+ Example artifacts:
6485
+ - [PR #46042: docs(readme): use canonical `huggingface.co` domain in prose links](https://github.com/huggingface/transformers/pull/46042) — open
6486
+
6487
  ### `kuishou68`
6488
 
6489
  - profile: [github.com/kuishou68](https://github.com/kuishou68)
 
7135
  Example artifacts:
7136
  - [PR #45015: fix: guard sys.modules access in _can_set_attn/experts_implementation](https://github.com/huggingface/transformers/pull/45015) — closed
7137
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
7138
  ### `popotest`
7139
 
7140
  - profile: [github.com/popotest](https://github.com/popotest)
 
7744
  Example artifacts:
7745
  - [PR #45469: Fix: propagate interpolate_pos_encoding through Pixio model hierarchy](https://github.com/huggingface/transformers/pull/45469) — closed
7746
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
7747
  ### `stationeros`
7748
 
7749
  - profile: [github.com/stationeros](https://github.com/stationeros)
 
7834
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atrducng)
7835
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atrducng)
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  - repo first seen: `2026-05-18T04:44:13Z`
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  - first seen in snapshot: **no**
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  - repo association: **FIRST_TIME_CONTRIBUTOR**
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  - repo primary artifacts: **1**
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1561
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1563
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1564
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1565
- "src/transformers",
1566
- "src"
1567
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1568
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1569
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1570
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1576
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1577
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1578
- "src/transformers/cli/serve.py"
1579
- ],
1580
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1581
- "src/transformers/cli",
1582
- "src/transformers",
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- "src"
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- {
1587
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1593
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1595
- "src/transformers/cli/serve.py"
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- ],
1597
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1598
- "src/transformers/cli",
1599
- "src/transformers",
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- "src"
1601
- ]
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- {
1604
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- "concentration_similarity": 1.0,
1611
- "shared_filenames": [
1612
- "src/transformers/cli/serve.py"
1613
- ],
1614
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1615
- "src/transformers/cli",
1616
- "src/transformers",
1617
- "src"
1618
- ]
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- {
1621
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1629
- "src/transformers/cli/serve.py"
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- ],
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1632
- "src/transformers/cli",
1633
- "src/transformers",
1634
- "src"
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- ]
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- "concentration_similarity": 0.802,
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1646
- "src/transformers/cli/serve.py"
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- ],
1648
- "shared_directories": [
1649
- "src/transformers/cli",
1650
- "src/transformers",
1651
- "src"
1652
- ]
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- }
1654
- ]
1655
- },
1656
  {
1657
  "cluster_id": "pr-scope-41097-4",
1658
  "pr_numbers": [
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1756
  "left_pr_number": 41097,
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  "right_pr_number": 44547,
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  "size_similarity": 0.16,
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  "breadth_similarity": 1.0,
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  "concentration_similarity": 1.0,
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1793
  {
1794
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  "right_pr_number": 45985,
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- "similarity": 0.601,
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  "content_similarity": 0.488,
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  "breadth_similarity": 1.0,
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1811
  "left_pr_number": 39683,
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  "right_pr_number": 45985,
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  "similarity": 0.598,
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- "content_similarity": 0.5,
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  "size_similarity": 0.652,
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  "breadth_similarity": 1.0,
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  "concentration_similarity": 1.0,
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1878
  {
1879
  "left_pr_number": 39683,
1880
  "right_pr_number": 44872,
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- "similarity": 0.419,
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  "content_similarity": 0.357,
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  "size_similarity": 0.13,
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  "breadth_similarity": 1.0,
@@ -2295,6 +2171,78 @@
2295
  }
2296
  ]
2297
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2298
  {
2299
  "cluster_id": "pr-scope-45974-3",
2300
  "pr_numbers": [
@@ -2303,7 +2251,7 @@
2303
  46006
2304
  ],
2305
  "representative_pr_number": 45974,
2306
- "average_similarity": 0.446,
2307
  "summary": "3 open PRs share weighted file overlap around `src/transformers/cli/serving/model_manager.py`, `src/transformers/cli/serve.py`; representative PR #45974.",
2308
  "shared_filenames": [
2309
  "src/transformers/cli/serving/model_manager.py",
@@ -2319,8 +2267,8 @@
2319
  {
2320
  "left_pr_number": 45974,
2321
  "right_pr_number": 45975,
2322
- "similarity": 0.605,
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- "content_similarity": 0.555,
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  "size_similarity": 0.451,
2325
  "breadth_similarity": 1.0,
2326
  "concentration_similarity": 0.975,
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2338
  {
2339
  "left_pr_number": 45974,
2340
  "right_pr_number": 46006,
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- "similarity": 0.43,
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  "content_similarity": 0.477,
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  "breadth_similarity": 0.333,
@@ -2356,8 +2304,8 @@
2356
  {
2357
  "left_pr_number": 45975,
2358
  "right_pr_number": 46006,
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- "similarity": 0.302,
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- "content_similarity": 0.315,
2361
  "size_similarity": 0.09,
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  "breadth_similarity": 0.333,
2363
  "concentration_similarity": 0.692,
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2408
  "left_pr_number": 44907,
2409
  "right_pr_number": 45783,
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  "similarity": 0.484,
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- "content_similarity": 0.486,
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  "size_similarity": 0.078,
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  "breadth_similarity": 0.836,
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  "concentration_similarity": 0.986,
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2526
  {
2527
  "left_pr_number": 45649,
2528
  "right_pr_number": 45655,
2529
- "similarity": 0.501,
2530
- "content_similarity": 0.335,
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  "size_similarity": 0.778,
2532
  "breadth_similarity": 1.0,
2533
  "concentration_similarity": 1.0,
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2595
  {
2596
  "left_pr_number": 44615,
2597
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- "similarity": 0.417,
2599
  "content_similarity": 0.333,
2600
  "size_similarity": 0.229,
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  "breadth_similarity": 1.0,
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2612
  {
2613
  "left_pr_number": 44385,
2614
  "right_pr_number": 44615,
2615
- "similarity": 0.406,
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- "content_similarity": 0.334,
2617
  "size_similarity": 0.371,
2618
  "breadth_similarity": 0.667,
2619
  "concentration_similarity": 1.0,
@@ -2630,7 +2578,7 @@
2630
  "left_pr_number": 44385,
2631
  "right_pr_number": 45524,
2632
  "similarity": 0.383,
2633
- "content_similarity": 0.248,
2634
  "size_similarity": 0.615,
2635
  "breadth_similarity": 0.667,
2636
  "concentration_similarity": 1.0,
@@ -2645,6 +2593,110 @@
2645
  }
2646
  ]
2647
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2648
  {
2649
  "cluster_id": "pr-scope-33686-3",
2650
  "pr_numbers": [
@@ -2653,7 +2705,7 @@
2653
  44550
2654
  ],
2655
  "representative_pr_number": 44550,
2656
- "average_similarity": 0.367,
2657
  "summary": "3 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
2658
  "shared_filenames": [],
2659
  "shared_directories": [
@@ -2666,8 +2718,8 @@
2666
  {
2667
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2668
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2669
- "similarity": 0.39,
2670
- "content_similarity": 0.129,
2671
  "size_similarity": 1.0,
2672
  "breadth_similarity": 1.0,
2673
  "concentration_similarity": 1.0,
@@ -2683,7 +2735,7 @@
2683
  "left_pr_number": 44407,
2684
  "right_pr_number": 44550,
2685
  "similarity": 0.36,
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- "content_similarity": 0.096,
2687
  "size_similarity": 0.957,
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  "breadth_similarity": 1.0,
2689
  "concentration_similarity": 1.0,
@@ -2697,8 +2749,8 @@
2697
  {
2698
  "left_pr_number": 33686,
2699
  "right_pr_number": 44407,
2700
- "similarity": 0.35,
2701
- "content_similarity": 0.081,
2702
  "size_similarity": 0.957,
2703
  "breadth_similarity": 1.0,
2704
  "concentration_similarity": 1.0,
@@ -3087,7 +3139,7 @@
3087
  "left_pr_number": 45683,
3088
  "right_pr_number": 45734,
3089
  "similarity": 0.817,
3090
- "content_similarity": 0.864,
3091
  "size_similarity": 0.456,
3092
  "breadth_similarity": 1.0,
3093
  "concentration_similarity": 0.871,
@@ -3328,7 +3380,7 @@
3328
  "left_pr_number": 43747,
3329
  "right_pr_number": 45480,
3330
  "similarity": 0.682,
3331
- "content_similarity": 0.635,
3332
  "size_similarity": 0.664,
3333
  "breadth_similarity": 1.0,
3334
  "concentration_similarity": 0.751,
@@ -3458,6 +3510,84 @@
3458
  }
3459
  ]
3460
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3461
  {
3462
  "cluster_id": "pr-scope-44101-2",
3463
  "pr_numbers": [
@@ -3646,6 +3776,35 @@
3646
  }
3647
  ]
3648
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3649
  {
3650
  "cluster_id": "pr-scope-45293-2",
3651
  "pr_numbers": [
@@ -3731,7 +3890,7 @@
3731
  45742
3732
  ],
3733
  "representative_pr_number": 45709,
3734
- "average_similarity": 0.493,
3735
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/llama/modeling_llama.py`; representative PR #45709.",
3736
  "shared_filenames": [
3737
  "src/transformers/models/llama/modeling_llama.py"
@@ -3746,7 +3905,7 @@
3746
  {
3747
  "left_pr_number": 45709,
3748
  "right_pr_number": 45742,
3749
- "similarity": 0.493,
3750
  "content_similarity": 0.367,
3751
  "size_similarity": 0.782,
3752
  "breadth_similarity": 0.833,
@@ -3976,7 +4135,7 @@
3976
  45883
3977
  ],
3978
  "representative_pr_number": 45202,
3979
- "average_similarity": 0.436,
3980
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/gemma4/modular_gemma4.py`, `src/transformers/models/gemma4/modeling_gemma4.py`; representative PR #45202.",
3981
  "shared_filenames": [
3982
  "src/transformers/models/gemma4/modular_gemma4.py",
@@ -3992,8 +4151,8 @@
3992
  {
3993
  "left_pr_number": 45202,
3994
  "right_pr_number": 45883,
3995
- "similarity": 0.436,
3996
- "content_similarity": 0.403,
3997
  "size_similarity": 0.027,
3998
  "breadth_similarity": 1.0,
3999
  "concentration_similarity": 1.0,
@@ -4017,7 +4176,7 @@
4017
  45413
4018
  ],
4019
  "representative_pr_number": 42112,
4020
- "average_similarity": 0.421,
4021
  "summary": "2 open PRs share weighted file overlap around `src/transformers/generation/logits_process.py`, `tests/generation/test_logits_process.py`; representative PR #42112.",
4022
  "shared_filenames": [
4023
  "src/transformers/generation/logits_process.py",
@@ -4034,7 +4193,7 @@
4034
  {
4035
  "left_pr_number": 42112,
4036
  "right_pr_number": 45413,
4037
- "similarity": 0.421,
4038
  "content_similarity": 0.463,
4039
  "size_similarity": 0.017,
4040
  "breadth_similarity": 0.458,
@@ -4053,59 +4212,6 @@
4053
  }
4054
  ]
4055
  },
4056
- {
4057
- "cluster_id": "pr-scope-44375-2",
4058
- "pr_numbers": [
4059
- 44375,
4060
- 45829
4061
- ],
4062
- "representative_pr_number": 44375,
4063
- "average_similarity": 0.418,
4064
- "summary": "2 open PRs share weighted file overlap around `docs/source/en/model_doc/rf_detr.md`, `src/transformers/models/rf_detr/configuration_rf_detr.py`, `src/transformers/models/rf_detr/modular_rf_detr.py`; representative PR #44375.",
4065
- "shared_filenames": [
4066
- "docs/source/en/model_doc/rf_detr.md",
4067
- "src/transformers/models/rf_detr/configuration_rf_detr.py",
4068
- "src/transformers/models/rf_detr/modular_rf_detr.py",
4069
- "src/transformers/models/rf_detr/modeling_rf_detr.py"
4070
- ],
4071
- "shared_directories": [
4072
- "src/transformers/models/rf_detr",
4073
- "docs/source/en/model_doc",
4074
- "docs/source/en",
4075
- "src/transformers/models",
4076
- "docs/source",
4077
- "src/transformers",
4078
- "docs",
4079
- "src"
4080
- ],
4081
- "pairwise": [
4082
- {
4083
- "left_pr_number": 44375,
4084
- "right_pr_number": 45829,
4085
- "similarity": 0.418,
4086
- "content_similarity": 0.505,
4087
- "size_similarity": 0.004,
4088
- "breadth_similarity": 0.206,
4089
- "concentration_similarity": 0.855,
4090
- "shared_filenames": [
4091
- "docs/source/en/model_doc/rf_detr.md",
4092
- "src/transformers/models/rf_detr/configuration_rf_detr.py",
4093
- "src/transformers/models/rf_detr/modeling_rf_detr.py",
4094
- "src/transformers/models/rf_detr/modular_rf_detr.py"
4095
- ],
4096
- "shared_directories": [
4097
- "docs/source/en/model_doc",
4098
- "src/transformers/models/rf_detr",
4099
- "docs/source/en",
4100
- "src/transformers/models",
4101
- "docs/source",
4102
- "src/transformers",
4103
- "docs",
4104
- "src"
4105
- ]
4106
- }
4107
- ]
4108
- },
4109
  {
4110
  "cluster_id": "pr-scope-45634-2",
4111
  "pr_numbers": [
 
1
  {
2
  "repo": "huggingface/transformers",
3
+ "snapshot_id": "20260519T000033Z",
4
+ "generated_at": "2026-05-19T00:01:22Z",
5
+ "cluster_count": 54,
6
  "pr_scope_clusters": [
7
  {
8
  "cluster_id": "pr-scope-43636-11",
 
20
  45994
21
  ],
22
  "representative_pr_number": 45067,
23
+ "average_similarity": 0.419,
24
  "summary": "11 open PRs share weighted file overlap around `src/transformers/trainer.py`; representative PR #45067.",
25
  "shared_filenames": [
26
  "src/transformers/trainer.py"
 
34
  "left_pr_number": 44189,
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  "right_pr_number": 45067,
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+ "content_similarity": 0.857,
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  "size_similarity": 0.16,
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  "breadth_similarity": 1.0,
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  "concentration_similarity": 1.0,
 
50
  "left_pr_number": 43663,
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  "right_pr_number": 45067,
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  "similarity": 0.611,
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  "size_similarity": 1.0,
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  "breadth_similarity": 1.0,
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  "concentration_similarity": 1.0,
 
65
  {
66
  "left_pr_number": 43651,
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  "right_pr_number": 43663,
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+ "similarity": 0.538,
69
  "content_similarity": 0.399,
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  "size_similarity": 0.72,
71
  "breadth_similarity": 1.0,
 
81
  {
82
  "left_pr_number": 43651,
83
  "right_pr_number": 45067,
84
+ "similarity": 0.51,
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  "breadth_similarity": 1.0,
 
98
  "left_pr_number": 43663,
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  "right_pr_number": 44123,
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  "similarity": 0.497,
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  "size_similarity": 0.455,
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  "breadth_similarity": 1.0,
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  "concentration_similarity": 1.0,
 
130
  "left_pr_number": 44257,
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  "right_pr_number": 44660,
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  "similarity": 0.485,
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+ "content_similarity": 0.265,
134
  "size_similarity": 1.0,
135
  "breadth_similarity": 1.0,
136
  "concentration_similarity": 1.0,
 
161
  {
162
  "left_pr_number": 43663,
163
  "right_pr_number": 44660,
164
+ "similarity": 0.46,
165
+ "content_similarity": 0.391,
166
  "size_similarity": 0.24,
167
  "breadth_similarity": 1.0,
168
  "concentration_similarity": 1.0,
 
175
  ]
176
  },
177
  {
178
+ "left_pr_number": 44257,
179
  "right_pr_number": 45994,
180
+ "similarity": 0.46,
181
+ "content_similarity": 0.259,
182
+ "size_similarity": 0.857,
183
  "breadth_similarity": 1.0,
184
  "concentration_similarity": 1.0,
185
  "shared_filenames": [
 
191
  ]
192
  },
193
  {
194
+ "left_pr_number": 43663,
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  "right_pr_number": 45994,
196
  "similarity": 0.459,
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+ "content_similarity": 0.382,
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+ "size_similarity": 0.28,
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  "breadth_similarity": 1.0,
200
  "concentration_similarity": 1.0,
201
  "shared_filenames": [
 
207
  ]
208
  },
209
  {
210
+ "left_pr_number": 44189,
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+ "right_pr_number": 44660,
212
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+ "content_similarity": 0.298,
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+ "size_similarity": 0.667,
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  "breadth_similarity": 1.0,
216
  "concentration_similarity": 1.0,
217
  "shared_filenames": [
 
223
  ]
224
  },
225
  {
226
+ "left_pr_number": 43636,
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+ "right_pr_number": 43663,
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  "similarity": 0.458,
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+ "content_similarity": 0.346,
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+ "size_similarity": 0.44,
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  "breadth_similarity": 1.0,
232
  "concentration_similarity": 1.0,
233
  "shared_filenames": [
 
241
  {
242
  "left_pr_number": 44189,
243
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245
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247
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258
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260
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261
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262
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263
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264
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305
  {
306
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307
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308
+ "similarity": 0.434,
309
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310
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311
  "breadth_similarity": 1.0,
 
319
  ]
320
  },
321
  {
322
+ "left_pr_number": 45067,
323
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324
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325
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326
+ "size_similarity": 0.28,
327
  "breadth_similarity": 1.0,
328
  "concentration_similarity": 1.0,
329
  "shared_filenames": [
 
335
  ]
336
  },
337
  {
338
+ "left_pr_number": 43636,
339
+ "right_pr_number": 45994,
340
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341
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342
+ "size_similarity": 0.636,
343
  "breadth_similarity": 1.0,
344
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345
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351
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352
  },
353
  {
354
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+ "size_similarity": 0.24,
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360
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361
  "shared_filenames": [
 
369
  {
370
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371
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372
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373
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374
  "size_similarity": 0.667,
375
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385
  {
386
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387
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388
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389
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390
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391
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402
  "left_pr_number": 43651,
403
  "right_pr_number": 45994,
404
  "similarity": 0.424,
405
+ "content_similarity": 0.309,
406
  "size_similarity": 0.389,
407
  "breadth_similarity": 1.0,
408
  "concentration_similarity": 1.0,
 
434
  "left_pr_number": 43651,
435
  "right_pr_number": 44660,
436
  "similarity": 0.421,
437
+ "content_similarity": 0.316,
438
  "size_similarity": 0.333,
439
  "breadth_similarity": 1.0,
440
  "concentration_similarity": 1.0,
 
450
  "left_pr_number": 43663,
451
  "right_pr_number": 44257,
452
  "similarity": 0.42,
453
+ "content_similarity": 0.335,
454
  "size_similarity": 0.24,
455
  "breadth_similarity": 1.0,
456
  "concentration_similarity": 1.0,
 
466
  "left_pr_number": 44660,
467
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468
  "similarity": 0.405,
469
+ "content_similarity": 0.258,
470
  "size_similarity": 0.5,
471
  "breadth_similarity": 1.0,
472
  "concentration_similarity": 1.0,
 
495
  ]
496
  },
497
  {
498
+ "left_pr_number": 43636,
499
+ "right_pr_number": 44257,
500
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501
+ "content_similarity": 0.234,
502
+ "size_similarity": 0.545,
503
  "breadth_similarity": 1.0,
504
  "concentration_similarity": 1.0,
505
  "shared_filenames": [
 
511
  ]
512
  },
513
  {
514
+ "left_pr_number": 43651,
515
+ "right_pr_number": 44189,
516
  "similarity": 0.396,
517
+ "content_similarity": 0.305,
518
+ "size_similarity": 0.222,
519
  "breadth_similarity": 1.0,
520
  "concentration_similarity": 1.0,
521
  "shared_filenames": [
 
527
  ]
528
  },
529
  {
530
+ "left_pr_number": 43663,
531
+ "right_pr_number": 45055,
532
+ "similarity": 0.396,
533
+ "content_similarity": 0.326,
534
+ "size_similarity": 0.12,
535
  "breadth_similarity": 1.0,
536
  "concentration_similarity": 1.0,
537
  "shared_filenames": [
 
545
  {
546
  "left_pr_number": 45055,
547
  "right_pr_number": 45994,
548
+ "similarity": 0.391,
549
+ "content_similarity": 0.252,
550
  "size_similarity": 0.429,
551
  "breadth_similarity": 1.0,
552
  "concentration_similarity": 1.0,
 
658
  "left_pr_number": 44257,
659
  "right_pr_number": 45055,
660
  "similarity": 0.379,
661
+ "content_similarity": 0.221,
662
  "size_similarity": 0.5,
663
  "breadth_similarity": 1.0,
664
  "concentration_similarity": 1.0,
 
737
  {
738
  "left_pr_number": 44660,
739
  "right_pr_number": 45273,
740
+ "similarity": 0.361,
741
  "content_similarity": 0.229,
742
  "size_similarity": 0.333,
743
  "breadth_similarity": 1.0,
 
786
  "left_pr_number": 43636,
787
  "right_pr_number": 45055,
788
  "similarity": 0.35,
789
+ "content_similarity": 0.228,
790
  "size_similarity": 0.273,
791
  "breadth_similarity": 1.0,
792
  "concentration_similarity": 1.0,
 
817
  {
818
  "left_pr_number": 45067,
819
  "right_pr_number": 45273,
820
+ "similarity": 0.345,
821
  "content_similarity": 0.261,
822
  "size_similarity": 0.08,
823
  "breadth_similarity": 1.0,
 
942
  "left_pr_number": 44974,
943
  "right_pr_number": 45635,
944
  "similarity": 0.719,
945
+ "content_similarity": 0.72,
946
  "size_similarity": 0.59,
947
  "breadth_similarity": 0.8,
948
  "concentration_similarity": 0.929,
 
979
  {
980
  "left_pr_number": 44974,
981
  "right_pr_number": 45996,
982
+ "similarity": 0.585,
983
  "content_similarity": 0.557,
984
  "size_similarity": 0.422,
985
  "breadth_similarity": 0.9,
 
1075
  {
1076
  "left_pr_number": 45635,
1077
  "right_pr_number": 45666,
1078
+ "similarity": 0.358,
1079
+ "content_similarity": 0.347,
1080
  "size_similarity": 0.261,
1081
  "breadth_similarity": 0.514,
1082
  "concentration_similarity": 0.488,
 
1137
  45817
1138
  ],
1139
  "representative_pr_number": 45606,
1140
+ "average_similarity": 0.462,
1141
  "summary": "5 open PRs share weighted file overlap around `tests/models/gemma4/test_modeling_gemma4.py`, `src/transformers/models/gemma4/modular_gemma4.py`, `src/transformers/models/gemma4/modeling_gemma4.py`; representative PR #45606.",
1142
  "shared_filenames": [
1143
  "tests/models/gemma4/test_modeling_gemma4.py",
 
1161
  "left_pr_number": 45606,
1162
  "right_pr_number": 45607,
1163
  "similarity": 0.761,
1164
+ "content_similarity": 0.805,
1165
  "size_similarity": 0.778,
1166
  "breadth_similarity": 0.417,
1167
  "concentration_similarity": 0.778,
 
1177
  {
1178
  "left_pr_number": 45294,
1179
  "right_pr_number": 45438,
1180
+ "similarity": 0.758,
1181
+ "content_similarity": 0.78,
1182
  "size_similarity": 0.42,
1183
  "breadth_similarity": 1.0,
1184
  "concentration_similarity": 0.989,
 
1205
  {
1206
  "left_pr_number": 45606,
1207
  "right_pr_number": 45817,
1208
+ "similarity": 0.605,
1209
+ "content_similarity": 0.55,
1210
  "size_similarity": 0.545,
1211
  "breadth_similarity": 1.0,
1212
  "concentration_similarity": 0.768,
 
1228
  {
1229
  "left_pr_number": 45438,
1230
  "right_pr_number": 45817,
1231
+ "similarity": 0.509,
1232
+ "content_similarity": 0.554,
1233
  "size_similarity": 0.231,
1234
  "breadth_similarity": 0.55,
1235
  "concentration_similarity": 0.626,
 
1251
  {
1252
  "left_pr_number": 45607,
1253
  "right_pr_number": 45817,
1254
+ "similarity": 0.48,
1255
+ "content_similarity": 0.496,
1256
  "size_similarity": 0.424,
1257
  "breadth_similarity": 0.417,
1258
  "concentration_similarity": 0.545,
 
1268
  {
1269
  "left_pr_number": 45294,
1270
  "right_pr_number": 45817,
1271
+ "similarity": 0.458,
1272
+ "content_similarity": 0.412,
1273
  "size_similarity": 0.55,
1274
  "breadth_similarity": 0.55,
1275
  "concentration_similarity": 0.637,
 
1291
  {
1292
  "left_pr_number": 45294,
1293
  "right_pr_number": 45606,
1294
+ "similarity": 0.35,
1295
+ "content_similarity": 0.295,
1296
  "size_similarity": 0.3,
1297
  "breadth_similarity": 0.55,
1298
  "concentration_similarity": 0.869,
 
1315
  "left_pr_number": 45438,
1316
  "right_pr_number": 45606,
1317
  "similarity": 0.345,
1318
+ "content_similarity": 0.325,
1319
  "size_similarity": 0.126,
1320
  "breadth_similarity": 0.55,
1321
  "concentration_similarity": 0.858,
 
1337
  {
1338
  "left_pr_number": 45294,
1339
  "right_pr_number": 45607,
1340
+ "similarity": 0.189,
1341
+ "content_similarity": 0.123,
1342
  "size_similarity": 0.233,
1343
  "breadth_similarity": 0.225,
1344
  "concentration_similarity": 0.908,
 
1354
  {
1355
  "left_pr_number": 45438,
1356
  "right_pr_number": 45607,
1357
+ "similarity": 0.169,
1358
+ "content_similarity": 0.123,
1359
  "size_similarity": 0.098,
1360
  "breadth_similarity": 0.225,
1361
  "concentration_similarity": 0.92,
 
1443
  "left_pr_number": 45296,
1444
  "right_pr_number": 45546,
1445
  "similarity": 0.782,
1446
+ "content_similarity": 0.79,
1447
  "size_similarity": 0.576,
1448
  "breadth_similarity": 1.0,
1449
  "concentration_similarity": 0.859,
 
1529
  }
1530
  ]
1531
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1532
  {
1533
  "cluster_id": "pr-scope-41097-4",
1534
  "pr_numbers": [
 
1632
  "left_pr_number": 41097,
1633
  "right_pr_number": 44547,
1634
  "similarity": 0.395,
1635
+ "content_similarity": 0.316,
1636
  "size_similarity": 0.16,
1637
  "breadth_similarity": 1.0,
1638
  "concentration_similarity": 1.0,
 
1669
  {
1670
  "left_pr_number": 34667,
1671
  "right_pr_number": 45985,
1672
+ "similarity": 0.602,
1673
  "content_similarity": 0.488,
1674
  "size_similarity": 0.733,
1675
  "breadth_similarity": 1.0,
 
1687
  "left_pr_number": 39683,
1688
  "right_pr_number": 45985,
1689
  "similarity": 0.598,
1690
+ "content_similarity": 0.501,
1691
  "size_similarity": 0.652,
1692
  "breadth_similarity": 1.0,
1693
  "concentration_similarity": 1.0,
 
1754
  {
1755
  "left_pr_number": 39683,
1756
  "right_pr_number": 44872,
1757
+ "similarity": 0.42,
1758
  "content_similarity": 0.357,
1759
  "size_similarity": 0.13,
1760
  "breadth_similarity": 1.0,
 
2171
  }
2172
  ]
2173
  },
2174
+ {
2175
+ "cluster_id": "pr-scope-43656-3",
2176
+ "pr_numbers": [
2177
+ 43656,
2178
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2179
+ 44682
2180
+ ],
2181
+ "representative_pr_number": 43656,
2182
+ "average_similarity": 0.464,
2183
+ "summary": "3 open PRs share weighted file overlap around `src/transformers/cli/serve.py`; representative PR #43656.",
2184
+ "shared_filenames": [
2185
+ "src/transformers/cli/serve.py"
2186
+ ],
2187
+ "shared_directories": [
2188
+ "src/transformers/cli",
2189
+ "src/transformers",
2190
+ "src"
2191
+ ],
2192
+ "pairwise": [
2193
+ {
2194
+ "left_pr_number": 43656,
2195
+ "right_pr_number": 43842,
2196
+ "similarity": 0.565,
2197
+ "content_similarity": 0.545,
2198
+ "size_similarity": 0.222,
2199
+ "breadth_similarity": 1.0,
2200
+ "concentration_similarity": 1.0,
2201
+ "shared_filenames": [
2202
+ "src/transformers/cli/serve.py"
2203
+ ],
2204
+ "shared_directories": [
2205
+ "src/transformers/cli",
2206
+ "src/transformers",
2207
+ "src"
2208
+ ]
2209
+ },
2210
+ {
2211
+ "left_pr_number": 43656,
2212
+ "right_pr_number": 44682,
2213
+ "similarity": 0.43,
2214
+ "content_similarity": 0.475,
2215
+ "size_similarity": 0.048,
2216
+ "breadth_similarity": 0.5,
2217
+ "concentration_similarity": 0.802,
2218
+ "shared_filenames": [
2219
+ "src/transformers/cli/serve.py"
2220
+ ],
2221
+ "shared_directories": [
2222
+ "src/transformers/cli",
2223
+ "src/transformers",
2224
+ "src"
2225
+ ]
2226
+ },
2227
+ {
2228
+ "left_pr_number": 43842,
2229
+ "right_pr_number": 44682,
2230
+ "similarity": 0.398,
2231
+ "content_similarity": 0.437,
2232
+ "size_similarity": 0.011,
2233
+ "breadth_similarity": 0.5,
2234
+ "concentration_similarity": 0.802,
2235
+ "shared_filenames": [
2236
+ "src/transformers/cli/serve.py"
2237
+ ],
2238
+ "shared_directories": [
2239
+ "src/transformers/cli",
2240
+ "src/transformers",
2241
+ "src"
2242
+ ]
2243
+ }
2244
+ ]
2245
+ },
2246
  {
2247
  "cluster_id": "pr-scope-45974-3",
2248
  "pr_numbers": [
 
2251
  46006
2252
  ],
2253
  "representative_pr_number": 45974,
2254
+ "average_similarity": 0.447,
2255
  "summary": "3 open PRs share weighted file overlap around `src/transformers/cli/serving/model_manager.py`, `src/transformers/cli/serve.py`; representative PR #45974.",
2256
  "shared_filenames": [
2257
  "src/transformers/cli/serving/model_manager.py",
 
2267
  {
2268
  "left_pr_number": 45974,
2269
  "right_pr_number": 45975,
2270
+ "similarity": 0.607,
2271
+ "content_similarity": 0.558,
2272
  "size_similarity": 0.451,
2273
  "breadth_similarity": 1.0,
2274
  "concentration_similarity": 0.975,
 
2286
  {
2287
  "left_pr_number": 45974,
2288
  "right_pr_number": 46006,
2289
+ "similarity": 0.431,
2290
  "content_similarity": 0.477,
2291
  "size_similarity": 0.2,
2292
  "breadth_similarity": 0.333,
 
2304
  {
2305
  "left_pr_number": 45975,
2306
  "right_pr_number": 46006,
2307
+ "similarity": 0.303,
2308
+ "content_similarity": 0.316,
2309
  "size_similarity": 0.09,
2310
  "breadth_similarity": 0.333,
2311
  "concentration_similarity": 0.692,
 
2356
  "left_pr_number": 44907,
2357
  "right_pr_number": 45783,
2358
  "similarity": 0.484,
2359
+ "content_similarity": 0.485,
2360
  "size_similarity": 0.078,
2361
  "breadth_similarity": 0.836,
2362
  "concentration_similarity": 0.986,
 
2474
  {
2475
  "left_pr_number": 45649,
2476
  "right_pr_number": 45655,
2477
+ "similarity": 0.502,
2478
+ "content_similarity": 0.336,
2479
  "size_similarity": 0.778,
2480
  "breadth_similarity": 1.0,
2481
  "concentration_similarity": 1.0,
 
2543
  {
2544
  "left_pr_number": 44615,
2545
  "right_pr_number": 45524,
2546
+ "similarity": 0.418,
2547
  "content_similarity": 0.333,
2548
  "size_similarity": 0.229,
2549
  "breadth_similarity": 1.0,
 
2560
  {
2561
  "left_pr_number": 44385,
2562
  "right_pr_number": 44615,
2563
+ "similarity": 0.407,
2564
+ "content_similarity": 0.335,
2565
  "size_similarity": 0.371,
2566
  "breadth_similarity": 0.667,
2567
  "concentration_similarity": 1.0,
 
2578
  "left_pr_number": 44385,
2579
  "right_pr_number": 45524,
2580
  "similarity": 0.383,
2581
+ "content_similarity": 0.249,
2582
  "size_similarity": 0.615,
2583
  "breadth_similarity": 0.667,
2584
  "concentration_similarity": 1.0,
 
2593
  }
2594
  ]
2595
  },
2596
+ {
2597
+ "cluster_id": "pr-scope-44375-3",
2598
+ "pr_numbers": [
2599
+ 44375,
2600
+ 45829,
2601
+ 46041
2602
+ ],
2603
+ "representative_pr_number": 44375,
2604
+ "average_similarity": 0.393,
2605
+ "summary": "3 open PRs share weighted file overlap around `src/transformers/models/rf_detr/modular_rf_detr.py`, `src/transformers/models/rf_detr/modeling_rf_detr.py`, `docs/source/en/model_doc/rf_detr.md`; representative PR #44375.",
2606
+ "shared_filenames": [
2607
+ "src/transformers/models/rf_detr/modular_rf_detr.py",
2608
+ "src/transformers/models/rf_detr/modeling_rf_detr.py",
2609
+ "docs/source/en/model_doc/rf_detr.md",
2610
+ "src/transformers/models/rf_detr/__init__.py",
2611
+ "src/transformers/models/rf_detr/configuration_rf_detr.py",
2612
+ "src/transformers/models/rf_detr/image_processing_rf_detr.py",
2613
+ "tests/models/rf_detr/test_modeling_rf_detr.py",
2614
+ "src/transformers/models/auto/image_processing_auto.py"
2615
+ ],
2616
+ "shared_directories": [
2617
+ "src/transformers/models/rf_detr",
2618
+ "src/transformers/models",
2619
+ "src/transformers",
2620
+ "src",
2621
+ "docs/source/en/model_doc",
2622
+ "src/transformers/models/auto",
2623
+ "tests/models/rf_detr",
2624
+ "docs/source/en"
2625
+ ],
2626
+ "pairwise": [
2627
+ {
2628
+ "left_pr_number": 44375,
2629
+ "right_pr_number": 46041,
2630
+ "similarity": 0.445,
2631
+ "content_similarity": 0.489,
2632
+ "size_similarity": 0.167,
2633
+ "breadth_similarity": 0.357,
2634
+ "concentration_similarity": 0.834,
2635
+ "shared_filenames": [
2636
+ "src/transformers/models/auto/image_processing_auto.py",
2637
+ "src/transformers/models/rf_detr/__init__.py",
2638
+ "src/transformers/models/rf_detr/image_processing_rf_detr.py",
2639
+ "src/transformers/models/rf_detr/modeling_rf_detr.py",
2640
+ "src/transformers/models/rf_detr/modular_rf_detr.py",
2641
+ "tests/models/rf_detr/test_modeling_rf_detr.py"
2642
+ ],
2643
+ "shared_directories": [
2644
+ "src/transformers/models/auto",
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