evalstate HF Staff commited on
Commit
954d300
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1 Parent(s): 736a2ac

Refresh transformers dataset snapshot 20260522T000112Z

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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24000
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new-contributors-report.md CHANGED
@@ -1,9 +1,9 @@
1
  # New Contributor Report: huggingface/transformers
2
 
3
- - Snapshot: `20260521T180115Z`
4
- - Generated: `2026-05-21T18:02:09Z`
5
  - Activity window: `60d`
6
- - Contributors: `359`
7
 
8
  ## Summary
9
 
@@ -259,6 +259,7 @@
259
  | `glegendre01` | [profile](https://github.com/glegendre01) | no | MEMBER | 1282d | `2026-04-21T12:37:31Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
260
  | `GopalGB` | [profile](https://github.com/GopalGB) | no | NONE | 2136d | `2026-04-30T04:04:10Z` | 1 | 0 | weak | very high | high | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
261
  | `GuaiZai233` | [profile](https://github.com/GuaiZai233) | no | CONTRIBUTOR | 821d | `2026-04-28T15:36:03Z` | 1 | 0 | strong | low | low | — |
 
262
  | `hanouticelina` | [profile](https://github.com/hanouticelina) | no | MEMBER | 2974d | `2026-04-10T11:59:37Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
263
  | `harryfrzz` | [profile](https://github.com/harryfrzz) | no | FIRST_TIME_CONTRIBUTOR | 735d | `2026-05-09T15:53:39Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
264
  | `HelloAnner` | [profile](https://github.com/HelloAnner) | no | NONE | 1658d | `2026-04-11T06:22:52Z` | 1 | 0 | mixed | low | low | — |
@@ -296,6 +297,7 @@
296
  | `lucianommartins` | [profile](https://github.com/lucianommartins) | no | CONTRIBUTOR | 3503d | `2026-04-05T22:07:53Z` | 1 | 0 | weak | low | low | no visible non-self stars; targets high-star repos |
297
  | `lvliang-intel` | [profile](https://github.com/lvliang-intel) | no | CONTRIBUTOR | 1455d | `2026-04-17T14:12:41Z` | 1 | 0 | mixed | low | low | — |
298
  | `maanas1234` | [profile](https://github.com/maanas1234) | no | CONTRIBUTOR | 584d | `2026-03-31T17:31:37Z` | 1 | 0 | strong | low | low | targets high-star repos |
 
299
  | `madhav1k` | [profile](https://github.com/madhav1k) | no | FIRST_TIME_CONTRIBUTOR | 2059d | `2026-04-06T17:47:07Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
300
  | `marvinzh` | [profile](https://github.com/marvinzh) | no | CONTRIBUTOR | 4429d | `2026-04-07T06:49:34Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
301
  | `massimilianoviola` | [profile](https://github.com/massimilianoviola) | no | CONTRIBUTOR | 2120d | `2026-05-11T07:00:47Z` | 1 | 0 | mixed | low | low | high open PR share |
@@ -353,7 +355,6 @@
353
  | `trducng` | [profile](https://github.com/trducng) | no | FIRST_TIME_CONTRIBUTOR | 3050d | `2026-05-18T04:44:13Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
354
  | `TuringTux` | [profile](https://github.com/TuringTux) | no | CONTRIBUTOR | 2477d | `2026-05-06T16:55:33Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
355
  | `vai-minzhou` | [profile](https://github.com/vai-minzhou) | no | CONTRIBUTOR | 723d | `2026-04-23T01:47:23Z` | 1 | 0 | mixed | low | low | high open PR share |
356
- | `VanshikaSohal` | [profile](https://github.com/VanshikaSohal) | no | CONTRIBUTOR | 564d | `2026-03-22T18:45:01Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
357
  | `w601sxs` | [profile](https://github.com/w601sxs) | no | FIRST_TIME_CONTRIBUTOR | 4837d | `2026-04-01T15:02:15Z` | 1 | 0 | mixed | low | low | — |
358
  | `xodn348` | [profile](https://github.com/xodn348) | no | NONE | 2352d | `2026-05-01T07:27:40Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
359
  | `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 |
@@ -361,8 +362,9 @@
361
  | `Yanis01682` | [profile](https://github.com/Yanis01682) | no | NONE | 606d | `2026-04-14T01:47:54Z` | 1 | 0 | strong | low | low | — |
362
  | `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 |
363
  | `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 |
364
- | `Yooniel` | [profile](https://github.com/Yooniel) | yes | FIRST_TIME_CONTRIBUTOR | 2080d | `2026-05-21T15:59:30Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
365
  | `YousefZahran1` | [profile](https://github.com/YousefZahran1) | no | NONE | 870d | `2026-05-07T16:00:57Z` | 1 | 0 | weak | moderate | low | high open PR share |
 
366
  | `ZappD0S` | [profile](https://github.com/ZappD0S) | no | FIRST_TIMER | 4066d | `2026-05-19T19:36:52Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
367
  | `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 |
368
  | `zeoses` | [profile](https://github.com/zeoses) | no | CONTRIBUTOR | 3843d | `2026-04-27T20:58:17Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -766,12 +768,12 @@ Example artifacts:
766
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aeustlb)
767
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aeustlb)
768
  - repo first seen: `2025-01-20T12:27:19Z`
769
- - repo last seen: `2026-05-20T10:16:01Z`
770
  - first seen in snapshot: **no**
771
  - repo association: **MEMBER**
772
  - repo primary artifacts: **22**
773
  - snapshot authored PRs/issues: **22 PRs / 0 issues**
774
- - snapshot discussion activity: **38 comments / 154 reviews / 289 review comments**
775
  - account age: **1607 days**
776
  - recent public PR activity: **11 PRs** (8 merged / 0 closed-unmerged / 3 open; merged rate **73%**, closed-unmerged rate **0%**, open rate **27%**)
777
  - public orgs: none visible
@@ -2973,12 +2975,12 @@ Example artifacts:
2973
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3APrachi-kushwaha)
2974
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3APrachi-kushwaha)
2975
  - repo first seen: `2026-03-07T22:12:58Z`
2976
- - repo last seen: `2026-05-08T08:07:03Z`
2977
  - first seen in snapshot: **no**
2978
  - repo association: **NONE**
2979
  - repo primary artifacts: **2**
2980
  - snapshot authored PRs/issues: **2 PRs / 0 issues**
2981
- - snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
2982
  - account age: **1556 days**
2983
  - recent public PR activity: **3 PRs** (0 merged / 0 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
2984
  - public orgs: none visible
@@ -4319,12 +4321,12 @@ Example artifacts:
4319
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AJ3r3myPerera)
4320
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AJ3r3myPerera)
4321
  - repo first seen: `2026-05-20T14:37:39Z`
4322
- - repo last seen: `2026-05-21T11:56:15Z`
4323
  - first seen in snapshot: **no**
4324
  - repo association: **FIRST_TIME_CONTRIBUTOR**
4325
  - repo primary artifacts: **2**
4326
  - snapshot authored PRs/issues: **1 PRs / 1 issues**
4327
- - snapshot discussion activity: **4 comments / 3 reviews / 2 review comments**
4328
  - account age: **1323 days**
4329
  - recent public PR activity: **19 PRs** (15 merged / 2 closed-unmerged / 2 open; merged rate **79%**, closed-unmerged rate **11%**, open rate **11%**)
4330
  - public orgs: none visible
@@ -4539,12 +4541,12 @@ Example artifacts:
4539
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apasta-paul)
4540
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apasta-paul)
4541
  - repo first seen: `2026-05-20T20:41:45Z`
4542
- - repo last seen: `2026-05-21T03:08:44Z`
4543
  - first seen in snapshot: **no**
4544
  - repo association: **FIRST_TIME_CONTRIBUTOR**
4545
  - repo primary artifacts: **2**
4546
  - snapshot authored PRs/issues: **1 PRs / 1 issues**
4547
- - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
4548
  - account age: **932 days**
4549
  - recent public PR activity: **8 PRs** (2 merged / 1 closed-unmerged / 5 open; merged rate **25%**, closed-unmerged rate **12%**, open rate **62%**)
4550
  - public orgs: none visible
@@ -5968,6 +5970,27 @@ Example artifacts:
5968
  Example artifacts:
5969
  - [PR #45688: docs(README_zh-hans): clarify conditions for not using Transformers](https://github.com/huggingface/transformers/pull/45688) — closed, merged
5970
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
5971
  ### `hanouticelina`
5972
 
5973
  - profile: [github.com/hanouticelina](https://github.com/hanouticelina)
@@ -6745,6 +6768,27 @@ Example artifacts:
6745
  Example artifacts:
6746
  - [PR #45150: Fix incorrect TrainingArguments example in training.md](https://github.com/huggingface/transformers/pull/45150) — closed, merged
6747
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
6748
  ### `madhav1k`
6749
 
6750
  - profile: [github.com/madhav1k](https://github.com/madhav1k)
@@ -7942,27 +7986,6 @@ Example artifacts:
7942
  Example artifacts:
7943
  - [PR #45591: [nemotron_h] respect _no_reinit flag on dt_bias and out_proj.weight](https://github.com/huggingface/transformers/pull/45591) — closed, merged
7944
 
7945
- ### `VanshikaSohal`
7946
-
7947
- - profile: [github.com/VanshikaSohal](https://github.com/VanshikaSohal)
7948
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AVanshikaSohal)
7949
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AVanshikaSohal)
7950
- - repo first seen: `2026-03-22T18:45:01Z`
7951
- - repo last seen: `2026-03-22T18:45:01Z`
7952
- - first seen in snapshot: **no**
7953
- - repo association: **CONTRIBUTOR**
7954
- - repo primary artifacts: **1**
7955
- - snapshot authored PRs/issues: **1 PRs / 0 issues**
7956
- - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
7957
- - account age: **564 days**
7958
- - recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
7959
- - public orgs: none visible
7960
- - compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
7961
- - heuristic read: **high open PR share; targets high-star repos**
7962
-
7963
- Example artifacts:
7964
- - [PR #44935: Fix variable shadowing in pipeline example and typo in BART docs (BERT → BART)](https://github.com/huggingface/transformers/pull/44935) — closed, merged
7965
-
7966
  ### `w601sxs`
7967
 
7968
  - profile: [github.com/w601sxs](https://github.com/w601sxs)
@@ -8117,7 +8140,7 @@ Example artifacts:
8117
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AYooniel)
8118
  - repo first seen: `2026-05-21T15:59:30Z`
8119
  - repo last seen: `2026-05-21T15:59:30Z`
8120
- - first seen in snapshot: **yes**
8121
  - repo association: **FIRST_TIME_CONTRIBUTOR**
8122
  - repo primary artifacts: **1**
8123
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -8152,6 +8175,27 @@ Example artifacts:
8152
  Example artifacts:
8153
  - [PR #45830: fix: raise ValueError when num_beams × vocab_size exceeds torch.multinomial limit](https://github.com/huggingface/transformers/pull/45830) — closed
8154
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
8155
  ### `ZappD0S`
8156
 
8157
  - profile: [github.com/ZappD0S](https://github.com/ZappD0S)
 
1
  # New Contributor Report: huggingface/transformers
2
 
3
+ - Snapshot: `20260522T000112Z`
4
+ - Generated: `2026-05-22T00:02:00Z`
5
  - Activity window: `60d`
6
+ - Contributors: `361`
7
 
8
  ## Summary
9
 
 
259
  | `glegendre01` | [profile](https://github.com/glegendre01) | no | MEMBER | 1282d | `2026-04-21T12:37:31Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
260
  | `GopalGB` | [profile](https://github.com/GopalGB) | no | NONE | 2136d | `2026-04-30T04:04:10Z` | 1 | 0 | weak | very high | high | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
261
  | `GuaiZai233` | [profile](https://github.com/GuaiZai233) | no | CONTRIBUTOR | 821d | `2026-04-28T15:36:03Z` | 1 | 0 | strong | low | low | — |
262
+ | `HamzaDogann` | [profile](https://github.com/HamzaDogann) | yes | FIRST_TIME_CONTRIBUTOR | 1672d | `2026-05-21T15:32:59Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
263
  | `hanouticelina` | [profile](https://github.com/hanouticelina) | no | MEMBER | 2974d | `2026-04-10T11:59:37Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
264
  | `harryfrzz` | [profile](https://github.com/harryfrzz) | no | FIRST_TIME_CONTRIBUTOR | 735d | `2026-05-09T15:53:39Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
265
  | `HelloAnner` | [profile](https://github.com/HelloAnner) | no | NONE | 1658d | `2026-04-11T06:22:52Z` | 1 | 0 | mixed | low | low | — |
 
297
  | `lucianommartins` | [profile](https://github.com/lucianommartins) | no | CONTRIBUTOR | 3503d | `2026-04-05T22:07:53Z` | 1 | 0 | weak | low | low | no visible non-self stars; targets high-star repos |
298
  | `lvliang-intel` | [profile](https://github.com/lvliang-intel) | no | CONTRIBUTOR | 1455d | `2026-04-17T14:12:41Z` | 1 | 0 | mixed | low | low | — |
299
  | `maanas1234` | [profile](https://github.com/maanas1234) | no | CONTRIBUTOR | 584d | `2026-03-31T17:31:37Z` | 1 | 0 | strong | low | low | targets high-star repos |
300
+ | `MaciejBalaNV` | [profile](https://github.com/MaciejBalaNV) | yes | FIRST_TIME_CONTRIBUTOR | 717d | `2026-05-21T19:47:46Z` | 1 | 0 | weak | moderate | low | high open PR share |
301
  | `madhav1k` | [profile](https://github.com/madhav1k) | no | FIRST_TIME_CONTRIBUTOR | 2059d | `2026-04-06T17:47:07Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
302
  | `marvinzh` | [profile](https://github.com/marvinzh) | no | CONTRIBUTOR | 4429d | `2026-04-07T06:49:34Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
303
  | `massimilianoviola` | [profile](https://github.com/massimilianoviola) | no | CONTRIBUTOR | 2120d | `2026-05-11T07:00:47Z` | 1 | 0 | mixed | low | low | high open PR share |
 
355
  | `trducng` | [profile](https://github.com/trducng) | no | FIRST_TIME_CONTRIBUTOR | 3050d | `2026-05-18T04:44:13Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
356
  | `TuringTux` | [profile](https://github.com/TuringTux) | no | CONTRIBUTOR | 2477d | `2026-05-06T16:55:33Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
357
  | `vai-minzhou` | [profile](https://github.com/vai-minzhou) | no | CONTRIBUTOR | 723d | `2026-04-23T01:47:23Z` | 1 | 0 | mixed | low | low | high open PR share |
 
358
  | `w601sxs` | [profile](https://github.com/w601sxs) | no | FIRST_TIME_CONTRIBUTOR | 4837d | `2026-04-01T15:02:15Z` | 1 | 0 | mixed | low | low | — |
359
  | `xodn348` | [profile](https://github.com/xodn348) | no | NONE | 2352d | `2026-05-01T07:27:40Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
360
  | `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 |
 
362
  | `Yanis01682` | [profile](https://github.com/Yanis01682) | no | NONE | 606d | `2026-04-14T01:47:54Z` | 1 | 0 | strong | low | low | — |
363
  | `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 |
364
  | `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 |
365
+ | `Yooniel` | [profile](https://github.com/Yooniel) | no | FIRST_TIME_CONTRIBUTOR | 2080d | `2026-05-21T15:59:30Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
366
  | `YousefZahran1` | [profile](https://github.com/YousefZahran1) | no | NONE | 870d | `2026-05-07T16:00:57Z` | 1 | 0 | weak | moderate | low | high open PR share |
367
+ | `yuvrajsharma9981` | [profile](https://github.com/yuvrajsharma9981) | yes | FIRST_TIME_CONTRIBUTOR | 3814d | `2026-05-21T22:27:49Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
368
  | `ZappD0S` | [profile](https://github.com/ZappD0S) | no | FIRST_TIMER | 4066d | `2026-05-19T19:36:52Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
369
  | `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 |
370
  | `zeoses` | [profile](https://github.com/zeoses) | no | CONTRIBUTOR | 3843d | `2026-04-27T20:58:17Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
768
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aeustlb)
769
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aeustlb)
770
  - repo first seen: `2025-01-20T12:27:19Z`
771
+ - repo last seen: `2026-05-21T19:12:35Z`
772
  - first seen in snapshot: **no**
773
  - repo association: **MEMBER**
774
  - repo primary artifacts: **22**
775
  - snapshot authored PRs/issues: **22 PRs / 0 issues**
776
+ - snapshot discussion activity: **38 comments / 155 reviews / 292 review comments**
777
  - account age: **1607 days**
778
  - recent public PR activity: **11 PRs** (8 merged / 0 closed-unmerged / 3 open; merged rate **73%**, closed-unmerged rate **0%**, open rate **27%**)
779
  - public orgs: none visible
 
2975
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3APrachi-kushwaha)
2976
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3APrachi-kushwaha)
2977
  - repo first seen: `2026-03-07T22:12:58Z`
2978
+ - repo last seen: `2026-05-21T18:46:46Z`
2979
  - first seen in snapshot: **no**
2980
  - repo association: **NONE**
2981
  - repo primary artifacts: **2**
2982
  - snapshot authored PRs/issues: **2 PRs / 0 issues**
2983
+ - snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
2984
  - account age: **1556 days**
2985
  - recent public PR activity: **3 PRs** (0 merged / 0 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
2986
  - public orgs: none visible
 
4321
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AJ3r3myPerera)
4322
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AJ3r3myPerera)
4323
  - repo first seen: `2026-05-20T14:37:39Z`
4324
+ - repo last seen: `2026-05-21T18:21:07Z`
4325
  - first seen in snapshot: **no**
4326
  - repo association: **FIRST_TIME_CONTRIBUTOR**
4327
  - repo primary artifacts: **2**
4328
  - snapshot authored PRs/issues: **1 PRs / 1 issues**
4329
+ - snapshot discussion activity: **5 comments / 3 reviews / 2 review comments**
4330
  - account age: **1323 days**
4331
  - recent public PR activity: **19 PRs** (15 merged / 2 closed-unmerged / 2 open; merged rate **79%**, closed-unmerged rate **11%**, open rate **11%**)
4332
  - public orgs: none visible
 
4541
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apasta-paul)
4542
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apasta-paul)
4543
  - repo first seen: `2026-05-20T20:41:45Z`
4544
+ - repo last seen: `2026-05-21T20:59:57Z`
4545
  - first seen in snapshot: **no**
4546
  - repo association: **FIRST_TIME_CONTRIBUTOR**
4547
  - repo primary artifacts: **2**
4548
  - snapshot authored PRs/issues: **1 PRs / 1 issues**
4549
+ - snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
4550
  - account age: **932 days**
4551
  - recent public PR activity: **8 PRs** (2 merged / 1 closed-unmerged / 5 open; merged rate **25%**, closed-unmerged rate **12%**, open rate **62%**)
4552
  - public orgs: none visible
 
5970
  Example artifacts:
5971
  - [PR #45688: docs(README_zh-hans): clarify conditions for not using Transformers](https://github.com/huggingface/transformers/pull/45688) — closed, merged
5972
 
5973
+ ### `HamzaDogann`
5974
+
5975
+ - profile: [github.com/HamzaDogann](https://github.com/HamzaDogann)
5976
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AHamzaDogann)
5977
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AHamzaDogann)
5978
+ - repo first seen: `2026-05-21T15:32:59Z`
5979
+ - repo last seen: `2026-05-21T20:47:37Z`
5980
+ - first seen in snapshot: **yes**
5981
+ - repo association: **FIRST_TIME_CONTRIBUTOR**
5982
+ - repo primary artifacts: **1**
5983
+ - snapshot authored PRs/issues: **1 PRs / 0 issues**
5984
+ - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
5985
+ - account age: **1672 days**
5986
+ - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
5987
+ - public orgs: none visible
5988
+ - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
5989
+ - heuristic read: **high open PR share; targets high-star repos**
5990
+
5991
+ Example artifacts:
5992
+ - [PR #46147: Use attention interface in RoFormerSelfAttention](https://github.com/huggingface/transformers/pull/46147) — open
5993
+
5994
  ### `hanouticelina`
5995
 
5996
  - profile: [github.com/hanouticelina](https://github.com/hanouticelina)
 
6768
  Example artifacts:
6769
  - [PR #45150: Fix incorrect TrainingArguments example in training.md](https://github.com/huggingface/transformers/pull/45150) — closed, merged
6770
 
6771
+ ### `MaciejBalaNV`
6772
+
6773
+ - profile: [github.com/MaciejBalaNV](https://github.com/MaciejBalaNV)
6774
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AMaciejBalaNV)
6775
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AMaciejBalaNV)
6776
+ - repo first seen: `2026-05-21T19:47:46Z`
6777
+ - repo last seen: `2026-05-21T19:47:46Z`
6778
+ - first seen in snapshot: **yes**
6779
+ - repo association: **FIRST_TIME_CONTRIBUTOR**
6780
+ - repo primary artifacts: **1**
6781
+ - snapshot authored PRs/issues: **1 PRs / 0 issues**
6782
+ - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
6783
+ - account age: **717 days**
6784
+ - recent public PR activity: **6 PRs** (0 merged / 0 closed-unmerged / 6 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
6785
+ - public orgs: none visible
6786
+ - compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
6787
+ - heuristic read: **high open PR share**
6788
+
6789
+ Example artifacts:
6790
+ - [PR #46146: Added cosmos3 model and bugfixed Qwen3-VL](https://github.com/huggingface/transformers/pull/46146) — open
6791
+
6792
  ### `madhav1k`
6793
 
6794
  - profile: [github.com/madhav1k](https://github.com/madhav1k)
 
7986
  Example artifacts:
7987
  - [PR #45591: [nemotron_h] respect _no_reinit flag on dt_bias and out_proj.weight](https://github.com/huggingface/transformers/pull/45591) — closed, merged
7988
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
7989
  ### `w601sxs`
7990
 
7991
  - profile: [github.com/w601sxs](https://github.com/w601sxs)
 
8140
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AYooniel)
8141
  - repo first seen: `2026-05-21T15:59:30Z`
8142
  - repo last seen: `2026-05-21T15:59:30Z`
8143
+ - first seen in snapshot: **no**
8144
  - repo association: **FIRST_TIME_CONTRIBUTOR**
8145
  - repo primary artifacts: **1**
8146
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
 
8175
  Example artifacts:
8176
  - [PR #45830: fix: raise ValueError when num_beams × vocab_size exceeds torch.multinomial limit](https://github.com/huggingface/transformers/pull/45830) — closed
8177
 
8178
+ ### `yuvrajsharma9981`
8179
+
8180
+ - profile: [github.com/yuvrajsharma9981](https://github.com/yuvrajsharma9981)
8181
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ayuvrajsharma9981)
8182
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ayuvrajsharma9981)
8183
+ - repo first seen: `2026-05-21T22:27:49Z`
8184
+ - repo last seen: `2026-05-21T22:27:49Z`
8185
+ - first seen in snapshot: **yes**
8186
+ - repo association: **FIRST_TIME_CONTRIBUTOR**
8187
+ - repo primary artifacts: **1**
8188
+ - snapshot authored PRs/issues: **1 PRs / 0 issues**
8189
+ - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
8190
+ - account age: **3814 days**
8191
+ - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
8192
+ - public orgs: none visible
8193
+ - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
8194
+ - heuristic read: **high open PR share; targets high-star repos**
8195
+
8196
+ Example artifacts:
8197
+ - [PR #46148: [Qwen3Next] preserve linear-attn-mask optimization under torch.compile/export](https://github.com/huggingface/transformers/pull/46148) — open
8198
+
8199
  ### `ZappD0S`
8200
 
8201
  - profile: [github.com/ZappD0S](https://github.com/ZappD0S)
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@@ -895,11 +895,11 @@
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1465
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1466
  "concentration_similarity": 0.945,
@@ -1480,7 +1480,7 @@
1480
  "left_pr_number": 44974,
1481
  "right_pr_number": 45996,
1482
  "similarity": 0.586,
1483
- "content_similarity": 0.56,
1484
  "size_similarity": 0.422,
1485
  "breadth_similarity": 0.9,
1486
  "concentration_similarity": 0.829,
@@ -1592,7 +1592,7 @@
1592
  "left_pr_number": 34667,
1593
  "right_pr_number": 45985,
1594
  "similarity": 0.612,
1595
- "content_similarity": 0.502,
1596
  "size_similarity": 0.733,
1597
  "breadth_similarity": 1.0,
1598
  "concentration_similarity": 1.0,
@@ -1693,7 +1693,7 @@
1693
  {
1694
  "left_pr_number": 44872,
1695
  "right_pr_number": 46111,
1696
- "similarity": 0.456,
1697
  "content_similarity": 0.309,
1698
  "size_similarity": 0.6,
1699
  "breadth_similarity": 1.0,
@@ -1728,7 +1728,7 @@
1728
  "left_pr_number": 34667,
1729
  "right_pr_number": 44872,
1730
  "similarity": 0.444,
1731
- "content_similarity": 0.361,
1732
  "size_similarity": 0.273,
1733
  "breadth_similarity": 1.0,
1734
  "concentration_similarity": 1.0,
@@ -1973,7 +1973,7 @@
1973
  {
1974
  "left_pr_number": 44547,
1975
  "right_pr_number": 46013,
1976
- "similarity": 0.515,
1977
  "content_similarity": 0.308,
1978
  "size_similarity": 1.0,
1979
  "breadth_similarity": 1.0,
@@ -2077,7 +2077,7 @@
2077
  "left_pr_number": 43665,
2078
  "right_pr_number": 46100,
2079
  "similarity": 0.593,
2080
- "content_similarity": 0.64,
2081
  "size_similarity": 0.444,
2082
  "breadth_similarity": 0.5,
2083
  "concentration_similarity": 0.556,
@@ -2094,7 +2094,7 @@
2094
  "left_pr_number": 43665,
2095
  "right_pr_number": 46114,
2096
  "similarity": 0.593,
2097
- "content_similarity": 0.64,
2098
  "size_similarity": 0.444,
2099
  "breadth_similarity": 0.5,
2100
  "concentration_similarity": 0.556,
@@ -2198,8 +2198,8 @@
2198
  {
2199
  "left_pr_number": 45649,
2200
  "right_pr_number": 46116,
2201
- "similarity": 0.467,
2202
- "content_similarity": 0.388,
2203
  "size_similarity": 0.304,
2204
  "breadth_similarity": 1.0,
2205
  "concentration_similarity": 1.0,
@@ -2231,7 +2231,7 @@
2231
  "left_pr_number": 45548,
2232
  "right_pr_number": 46116,
2233
  "similarity": 0.419,
2234
- "content_similarity": 0.314,
2235
  "size_similarity": 0.489,
2236
  "breadth_similarity": 0.75,
2237
  "concentration_similarity": 1.0,
@@ -2247,7 +2247,7 @@
2247
  "left_pr_number": 45548,
2248
  "right_pr_number": 45649,
2249
  "similarity": 0.383,
2250
- "content_similarity": 0.336,
2251
  "size_similarity": 0.149,
2252
  "breadth_similarity": 0.75,
2253
  "concentration_similarity": 1.0,
@@ -2286,7 +2286,7 @@
2286
  46125
2287
  ],
2288
  "representative_pr_number": 44615,
2289
- "average_similarity": 0.405,
2290
  "summary": "4 open PRs share weighted file overlap around `src/transformers/utils/import_utils.py`; representative PR #44615.",
2291
  "shared_filenames": [
2292
  "src/transformers/utils/import_utils.py"
@@ -2301,7 +2301,7 @@
2301
  "left_pr_number": 44615,
2302
  "right_pr_number": 46125,
2303
  "similarity": 0.554,
2304
- "content_similarity": 0.565,
2305
  "size_similarity": 0.057,
2306
  "breadth_similarity": 1.0,
2307
  "concentration_similarity": 1.0,
@@ -2318,7 +2318,7 @@
2318
  "left_pr_number": 44615,
2319
  "right_pr_number": 45524,
2320
  "similarity": 0.42,
2321
- "content_similarity": 0.337,
2322
  "size_similarity": 0.229,
2323
  "breadth_similarity": 1.0,
2324
  "concentration_similarity": 1.0,
@@ -2334,7 +2334,7 @@
2334
  {
2335
  "left_pr_number": 44385,
2336
  "right_pr_number": 44615,
2337
- "similarity": 0.406,
2338
  "content_similarity": 0.333,
2339
  "size_similarity": 0.371,
2340
  "breadth_similarity": 0.667,
@@ -2351,8 +2351,8 @@
2351
  {
2352
  "left_pr_number": 44385,
2353
  "right_pr_number": 45524,
2354
- "similarity": 0.382,
2355
- "content_similarity": 0.247,
2356
  "size_similarity": 0.615,
2357
  "breadth_similarity": 0.667,
2358
  "concentration_similarity": 1.0,
@@ -2386,7 +2386,7 @@
2386
  "left_pr_number": 44385,
2387
  "right_pr_number": 46125,
2388
  "similarity": 0.309,
2389
- "content_similarity": 0.242,
2390
  "size_similarity": 0.154,
2391
  "breadth_similarity": 0.667,
2392
  "concentration_similarity": 1.0,
@@ -2531,7 +2531,7 @@
2531
  46106
2532
  ],
2533
  "representative_pr_number": 44550,
2534
- "average_similarity": 0.357,
2535
  "summary": "4 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
2536
  "shared_filenames": [],
2537
  "shared_directories": [
@@ -2544,8 +2544,8 @@
2544
  {
2545
  "left_pr_number": 33686,
2546
  "right_pr_number": 44550,
2547
- "similarity": 0.388,
2548
- "content_similarity": 0.126,
2549
  "size_similarity": 1.0,
2550
  "breadth_similarity": 1.0,
2551
  "concentration_similarity": 1.0,
@@ -2561,7 +2561,7 @@
2561
  "left_pr_number": 44407,
2562
  "right_pr_number": 44550,
2563
  "similarity": 0.359,
2564
- "content_similarity": 0.094,
2565
  "size_similarity": 0.957,
2566
  "breadth_similarity": 1.0,
2567
  "concentration_similarity": 1.0,
@@ -2603,11 +2603,11 @@
2603
  ]
2604
  },
2605
  {
2606
- "left_pr_number": 33686,
2607
  "right_pr_number": 46106,
2608
  "similarity": 0.343,
2609
- "content_similarity": 0.129,
2610
- "size_similarity": 0.682,
2611
  "breadth_similarity": 1.0,
2612
  "concentration_similarity": 1.0,
2613
  "shared_filenames": [],
@@ -2618,11 +2618,11 @@
2618
  ]
2619
  },
2620
  {
2621
- "left_pr_number": 44407,
2622
  "right_pr_number": 46106,
2623
- "similarity": 0.343,
2624
- "content_similarity": 0.136,
2625
- "size_similarity": 0.652,
2626
  "breadth_similarity": 1.0,
2627
  "concentration_similarity": 1.0,
2628
  "shared_filenames": [],
@@ -2813,8 +2813,8 @@
2813
  {
2814
  "left_pr_number": 41606,
2815
  "right_pr_number": 44543,
2816
- "similarity": 0.688,
2817
- "content_similarity": 0.666,
2818
  "size_similarity": 0.583,
2819
  "breadth_similarity": 1.0,
2820
  "concentration_similarity": 0.683,
@@ -2831,8 +2831,8 @@
2831
  {
2832
  "left_pr_number": 41606,
2833
  "right_pr_number": 45422,
2834
- "similarity": 0.504,
2835
- "content_similarity": 0.428,
2836
  "size_similarity": 0.569,
2837
  "breadth_similarity": 0.75,
2838
  "concentration_similarity": 0.881,
@@ -2849,8 +2849,8 @@
2849
  {
2850
  "left_pr_number": 44543,
2851
  "right_pr_number": 45422,
2852
- "similarity": 0.489,
2853
- "content_similarity": 0.464,
2854
  "size_similarity": 0.331,
2855
  "breadth_similarity": 0.75,
2856
  "concentration_similarity": 0.802,
@@ -2928,7 +2928,7 @@
2928
  "left_pr_number": 43997,
2929
  "right_pr_number": 44019,
2930
  "similarity": 0.275,
2931
- "content_similarity": 0.024,
2932
  "size_similarity": 0.722,
2933
  "breadth_similarity": 1.0,
2934
  "concentration_similarity": 1.0,
@@ -3227,17 +3227,17 @@
3227
  "src/transformers/models/glm46v",
3228
  "src/transformers/models/glm4v",
3229
  "src/transformers/models/qwen2_5_omni",
3230
- "src/transformers/models/qwen3_5_moe",
3231
  "src/transformers/models/glm4v_moe",
3232
  "src/transformers/models/paddleocr_vl",
3233
- "src/transformers/models/qwen2_5_vl"
 
3234
  ],
3235
  "pairwise": [
3236
  {
3237
  "left_pr_number": 44907,
3238
  "right_pr_number": 45783,
3239
  "similarity": 0.485,
3240
- "content_similarity": 0.487,
3241
  "size_similarity": 0.078,
3242
  "breadth_similarity": 0.836,
3243
  "concentration_similarity": 0.986,
@@ -3269,8 +3269,8 @@
3269
  {
3270
  "left_pr_number": 45783,
3271
  "right_pr_number": 45827,
3272
- "similarity": 0.434,
3273
- "content_similarity": 0.476,
3274
  "size_similarity": 0.162,
3275
  "breadth_similarity": 0.304,
3276
  "concentration_similarity": 0.926,
@@ -3303,7 +3303,7 @@
3303
  "left_pr_number": 44907,
3304
  "right_pr_number": 45827,
3305
  "similarity": 0.369,
3306
- "content_similarity": 0.307,
3307
  "size_similarity": 0.48,
3308
  "breadth_similarity": 0.368,
3309
  "concentration_similarity": 0.912,
@@ -3376,7 +3376,7 @@
3376
  "left_pr_number": 44981,
3377
  "right_pr_number": 45917,
3378
  "similarity": 0.354,
3379
- "content_similarity": 0.108,
3380
  "size_similarity": 0.87,
3381
  "breadth_similarity": 1.0,
3382
  "concentration_similarity": 0.959,
@@ -3953,7 +3953,7 @@
3953
  "left_pr_number": 43747,
3954
  "right_pr_number": 45480,
3955
  "similarity": 0.682,
3956
- "content_similarity": 0.635,
3957
  "size_similarity": 0.664,
3958
  "breadth_similarity": 1.0,
3959
  "concentration_similarity": 0.751,
@@ -4047,7 +4047,7 @@
4047
  45627
4048
  ],
4049
  "representative_pr_number": 42668,
4050
- "average_similarity": 0.66,
4051
  "summary": "2 open PRs share weighted file overlap around `tests/models/auto/test_processor_auto.py`, `src/transformers/processing_utils.py`; representative PR #42668.",
4052
  "shared_filenames": [
4053
  "tests/models/auto/test_processor_auto.py",
@@ -4064,8 +4064,8 @@
4064
  {
4065
  "left_pr_number": 42668,
4066
  "right_pr_number": 45627,
4067
- "similarity": 0.66,
4068
- "content_similarity": 0.803,
4069
  "size_similarity": 0.189,
4070
  "breadth_similarity": 0.216,
4071
  "concentration_similarity": 0.952,
@@ -4240,7 +4240,7 @@
4240
  "left_pr_number": 44114,
4241
  "right_pr_number": 45720,
4242
  "similarity": 0.515,
4243
- "content_similarity": 0.443,
4244
  "size_similarity": 0.549,
4245
  "breadth_similarity": 0.727,
4246
  "concentration_similarity": 0.999,
@@ -4321,36 +4321,38 @@
4321
  ]
4322
  },
4323
  {
4324
- "cluster_id": "pr-scope-45056-2",
4325
  "pr_numbers": [
4326
- 45056,
4327
- 45128
4328
  ],
4329
- "representative_pr_number": 45056,
4330
  "average_similarity": 0.502,
4331
- "summary": "2 open PRs share weighted file overlap around `src/transformers/utils/auto_docstring.py`; representative PR #45056.",
4332
  "shared_filenames": [
4333
- "src/transformers/utils/auto_docstring.py"
4334
  ],
4335
  "shared_directories": [
4336
- "src/transformers/utils",
 
4337
  "src/transformers",
4338
  "src"
4339
  ],
4340
  "pairwise": [
4341
  {
4342
- "left_pr_number": 45056,
4343
- "right_pr_number": 45128,
4344
  "similarity": 0.502,
4345
- "content_similarity": 0.397,
4346
- "size_similarity": 0.669,
4347
- "breadth_similarity": 0.875,
4348
- "concentration_similarity": 0.724,
4349
  "shared_filenames": [
4350
- "src/transformers/utils/auto_docstring.py"
4351
  ],
4352
  "shared_directories": [
4353
- "src/transformers/utils",
 
4354
  "src/transformers",
4355
  "src"
4356
  ]
@@ -4358,38 +4360,97 @@
4358
  ]
4359
  },
4360
  {
4361
- "cluster_id": "pr-scope-45709-2",
4362
  "pr_numbers": [
4363
- 45709,
4364
- 45742
4365
  ],
4366
- "representative_pr_number": 45709,
4367
- "average_similarity": 0.502,
4368
- "summary": "2 open PRs share weighted file overlap around `src/transformers/models/llama/modeling_llama.py`; representative PR #45709.",
4369
  "shared_filenames": [
4370
- "src/transformers/models/llama/modeling_llama.py"
 
 
 
 
 
 
4371
  ],
4372
  "shared_directories": [
4373
- "src/transformers/models/llama",
 
 
 
 
4374
  "src/transformers/models",
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
4375
  "src/transformers",
4376
  "src"
4377
  ],
4378
  "pairwise": [
4379
  {
4380
- "left_pr_number": 45709,
4381
- "right_pr_number": 45742,
4382
- "similarity": 0.502,
4383
- "content_similarity": 0.379,
4384
- "size_similarity": 0.782,
4385
- "breadth_similarity": 0.833,
4386
- "concentration_similarity": 0.72,
4387
  "shared_filenames": [
4388
- "src/transformers/models/llama/modeling_llama.py"
4389
  ],
4390
  "shared_directories": [
4391
- "src/transformers/models/llama",
4392
- "src/transformers/models",
4393
  "src/transformers",
4394
  "src"
4395
  ]
@@ -4535,67 +4596,6 @@
4535
  }
4536
  ]
4537
  },
4538
- {
4539
- "cluster_id": "pr-scope-45110-2",
4540
- "pr_numbers": [
4541
- 45110,
4542
- 46128
4543
- ],
4544
- "representative_pr_number": 45110,
4545
- "average_similarity": 0.476,
4546
- "summary": "2 open PRs share weighted file overlap around `src/transformers/models/sam3_1_video/__init__.py`, `src/transformers/models/sam3_1_video/configuration_sam3_1_video.py`, `src/transformers/models/sam3_1_video/convert_sam3_1_video_to_hf.py`; representative PR #45110.",
4547
- "shared_filenames": [
4548
- "src/transformers/models/sam3_1_video/__init__.py",
4549
- "src/transformers/models/sam3_1_video/configuration_sam3_1_video.py",
4550
- "src/transformers/models/sam3_1_video/convert_sam3_1_video_to_hf.py",
4551
- "src/transformers/models/sam3_1_video/modeling_sam3_1_video.py",
4552
- "src/transformers/models/sam3_1_video/modular_sam3_1_video.py",
4553
- "src/transformers/models/__init__.py",
4554
- "src/transformers/models/auto/modeling_auto.py"
4555
- ],
4556
- "shared_directories": [
4557
- "src/transformers/models/sam3_1_video",
4558
- "src/transformers/models/sam3",
4559
- "docs/source/en/model_doc",
4560
- "src/transformers/models/auto",
4561
- "docs/source/en",
4562
- "src/transformers/models",
4563
- "docs/source",
4564
- "src/transformers"
4565
- ],
4566
- "pairwise": [
4567
- {
4568
- "left_pr_number": 45110,
4569
- "right_pr_number": 46128,
4570
- "similarity": 0.476,
4571
- "content_similarity": 0.386,
4572
- "size_similarity": 0.488,
4573
- "breadth_similarity": 0.864,
4574
- "concentration_similarity": 0.923,
4575
- "shared_filenames": [
4576
- "src/transformers/models/__init__.py",
4577
- "src/transformers/models/auto/modeling_auto.py",
4578
- "src/transformers/models/sam3_1_video/__init__.py",
4579
- "src/transformers/models/sam3_1_video/configuration_sam3_1_video.py",
4580
- "src/transformers/models/sam3_1_video/convert_sam3_1_video_to_hf.py",
4581
- "src/transformers/models/sam3_1_video/modeling_sam3_1_video.py",
4582
- "src/transformers/models/sam3_1_video/modular_sam3_1_video.py"
4583
- ],
4584
- "shared_directories": [
4585
- "docs/source/en/model_doc",
4586
- "src/transformers/models/auto",
4587
- "src/transformers/models/sam3",
4588
- "src/transformers/models/sam3_1_video",
4589
- "docs/source/en",
4590
- "src/transformers/models",
4591
- "docs/source",
4592
- "src/transformers",
4593
- "docs",
4594
- "src"
4595
- ]
4596
- }
4597
- ]
4598
- },
4599
  {
4600
  "cluster_id": "pr-scope-43826-2",
4601
  "pr_numbers": [
@@ -4848,7 +4848,7 @@
4848
  "left_pr_number": 44606,
4849
  "right_pr_number": 45086,
4850
  "similarity": 0.417,
4851
- "content_similarity": 0.333,
4852
  "size_similarity": 0.222,
4853
  "breadth_similarity": 1.0,
4854
  "concentration_similarity": 1.0,
@@ -4927,7 +4927,7 @@
4927
  "left_pr_number": 44642,
4928
  "right_pr_number": 45552,
4929
  "similarity": 0.355,
4930
- "content_similarity": 0.256,
4931
  "size_similarity": 0.167,
4932
  "breadth_similarity": 1.0,
4933
  "concentration_similarity": 1.0,
 
1
  {
2
  "repo": "huggingface/transformers",
3
+ "snapshot_id": "20260522T000112Z",
4
+ "generated_at": "2026-05-22T00:01:53Z",
5
  "cluster_count": 53,
6
  "pr_scope_clusters": [
7
  {
 
34
  "left_pr_number": 44189,
35
  "right_pr_number": 45067,
36
  "similarity": 0.776,
37
+ "content_similarity": 0.861,
38
  "size_similarity": 0.16,
39
  "breadth_similarity": 1.0,
40
  "concentration_similarity": 1.0,
 
82
  "left_pr_number": 43651,
83
  "right_pr_number": 45067,
84
  "similarity": 0.519,
85
+ "content_similarity": 0.373,
86
  "size_similarity": 0.72,
87
  "breadth_similarity": 1.0,
88
  "concentration_similarity": 1.0,
 
177
  {
178
  "left_pr_number": 44257,
179
  "right_pr_number": 45994,
180
+ "similarity": 0.473,
181
  "content_similarity": 0.277,
182
  "size_similarity": 0.857,
183
  "breadth_similarity": 1.0,
 
210
  "left_pr_number": 44189,
211
  "right_pr_number": 44660,
212
  "similarity": 0.464,
213
+ "content_similarity": 0.306,
214
  "size_similarity": 0.667,
215
  "breadth_similarity": 1.0,
216
  "concentration_similarity": 1.0,
 
241
  {
242
  "left_pr_number": 44189,
243
  "right_pr_number": 45994,
244
+ "similarity": 0.455,
245
+ "content_similarity": 0.313,
246
  "size_similarity": 0.571,
247
  "breadth_similarity": 1.0,
248
  "concentration_similarity": 1.0,
 
304
  },
305
  {
306
  "left_pr_number": 43636,
307
+ "right_pr_number": 43651,
308
  "similarity": 0.442,
309
+ "content_similarity": 0.286,
310
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311
  "breadth_similarity": 1.0,
312
  "concentration_similarity": 1.0,
313
  "shared_filenames": [
 
320
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321
  {
322
  "left_pr_number": 43636,
323
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324
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325
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326
+ "size_similarity": 0.44,
327
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328
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329
  "shared_filenames": [
 
417
  {
418
  "left_pr_number": 43636,
419
  "right_pr_number": 44660,
420
+ "similarity": 0.428,
421
+ "content_similarity": 0.28,
422
  "size_similarity": 0.545,
423
  "breadth_similarity": 1.0,
424
  "concentration_similarity": 1.0,
 
674
  "left_pr_number": 45055,
675
  "right_pr_number": 45067,
676
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677
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678
  "size_similarity": 0.12,
679
  "breadth_similarity": 1.0,
680
  "concentration_similarity": 1.0,
 
737
  {
738
  "left_pr_number": 44660,
739
  "right_pr_number": 45273,
740
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741
  "content_similarity": 0.235,
742
  "size_similarity": 0.333,
743
  "breadth_similarity": 1.0,
 
753
  {
754
  "left_pr_number": 43651,
755
  "right_pr_number": 45055,
756
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757
  "content_similarity": 0.269,
758
  "size_similarity": 0.167,
759
  "breadth_similarity": 1.0,
 
834
  "left_pr_number": 44123,
835
  "right_pr_number": 45055,
836
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837
+ "content_similarity": 0.27,
838
  "size_similarity": 0.055,
839
  "breadth_similarity": 1.0,
840
  "concentration_similarity": 1.0,
 
879
  ]
880
  },
881
  {
882
+ "left_pr_number": 44123,
883
  "right_pr_number": 45273,
884
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885
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886
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887
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888
  "concentration_similarity": 1.0,
889
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895
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896
  },
897
  {
898
+ "left_pr_number": 43636,
899
  "right_pr_number": 45273,
900
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901
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902
+ "size_similarity": 0.182,
903
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904
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905
  "shared_filenames": [
 
1460
  "left_pr_number": 44974,
1461
  "right_pr_number": 46067,
1462
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1463
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1464
  "size_similarity": 0.522,
1465
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1466
  "concentration_similarity": 0.945,
 
1480
  "left_pr_number": 44974,
1481
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1482
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1483
+ "content_similarity": 0.559,
1484
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1485
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1486
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1592
  "left_pr_number": 34667,
1593
  "right_pr_number": 45985,
1594
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1595
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1596
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1597
  "breadth_similarity": 1.0,
1598
  "concentration_similarity": 1.0,
 
1693
  {
1694
  "left_pr_number": 44872,
1695
  "right_pr_number": 46111,
1696
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1697
  "content_similarity": 0.309,
1698
  "size_similarity": 0.6,
1699
  "breadth_similarity": 1.0,
 
1728
  "left_pr_number": 34667,
1729
  "right_pr_number": 44872,
1730
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1731
+ "content_similarity": 0.362,
1732
  "size_similarity": 0.273,
1733
  "breadth_similarity": 1.0,
1734
  "concentration_similarity": 1.0,
 
1973
  {
1974
  "left_pr_number": 44547,
1975
  "right_pr_number": 46013,
1976
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1977
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1978
  "size_similarity": 1.0,
1979
  "breadth_similarity": 1.0,
 
2077
  "left_pr_number": 43665,
2078
  "right_pr_number": 46100,
2079
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2080
+ "content_similarity": 0.641,
2081
  "size_similarity": 0.444,
2082
  "breadth_similarity": 0.5,
2083
  "concentration_similarity": 0.556,
 
2094
  "left_pr_number": 43665,
2095
  "right_pr_number": 46114,
2096
  "similarity": 0.593,
2097
+ "content_similarity": 0.641,
2098
  "size_similarity": 0.444,
2099
  "breadth_similarity": 0.5,
2100
  "concentration_similarity": 0.556,
 
2198
  {
2199
  "left_pr_number": 45649,
2200
  "right_pr_number": 46116,
2201
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2202
+ "content_similarity": 0.389,
2203
  "size_similarity": 0.304,
2204
  "breadth_similarity": 1.0,
2205
  "concentration_similarity": 1.0,
 
2231
  "left_pr_number": 45548,
2232
  "right_pr_number": 46116,
2233
  "similarity": 0.419,
2234
+ "content_similarity": 0.315,
2235
  "size_similarity": 0.489,
2236
  "breadth_similarity": 0.75,
2237
  "concentration_similarity": 1.0,
 
2247
  "left_pr_number": 45548,
2248
  "right_pr_number": 45649,
2249
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2250
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2251
  "size_similarity": 0.149,
2252
  "breadth_similarity": 0.75,
2253
  "concentration_similarity": 1.0,
 
2286
  46125
2287
  ],
2288
  "representative_pr_number": 44615,
2289
+ "average_similarity": 0.404,
2290
  "summary": "4 open PRs share weighted file overlap around `src/transformers/utils/import_utils.py`; representative PR #44615.",
2291
  "shared_filenames": [
2292
  "src/transformers/utils/import_utils.py"
 
2301
  "left_pr_number": 44615,
2302
  "right_pr_number": 46125,
2303
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2304
+ "content_similarity": 0.564,
2305
  "size_similarity": 0.057,
2306
  "breadth_similarity": 1.0,
2307
  "concentration_similarity": 1.0,
 
2318
  "left_pr_number": 44615,
2319
  "right_pr_number": 45524,
2320
  "similarity": 0.42,
2321
+ "content_similarity": 0.336,
2322
  "size_similarity": 0.229,
2323
  "breadth_similarity": 1.0,
2324
  "concentration_similarity": 1.0,
 
2334
  {
2335
  "left_pr_number": 44385,
2336
  "right_pr_number": 44615,
2337
+ "similarity": 0.405,
2338
  "content_similarity": 0.333,
2339
  "size_similarity": 0.371,
2340
  "breadth_similarity": 0.667,
 
2351
  {
2352
  "left_pr_number": 44385,
2353
  "right_pr_number": 45524,
2354
+ "similarity": 0.381,
2355
+ "content_similarity": 0.246,
2356
  "size_similarity": 0.615,
2357
  "breadth_similarity": 0.667,
2358
  "concentration_similarity": 1.0,
 
2386
  "left_pr_number": 44385,
2387
  "right_pr_number": 46125,
2388
  "similarity": 0.309,
2389
+ "content_similarity": 0.241,
2390
  "size_similarity": 0.154,
2391
  "breadth_similarity": 0.667,
2392
  "concentration_similarity": 1.0,
 
2531
  46106
2532
  ],
2533
  "representative_pr_number": 44550,
2534
+ "average_similarity": 0.356,
2535
  "summary": "4 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
2536
  "shared_filenames": [],
2537
  "shared_directories": [
 
2544
  {
2545
  "left_pr_number": 33686,
2546
  "right_pr_number": 44550,
2547
+ "similarity": 0.387,
2548
+ "content_similarity": 0.125,
2549
  "size_similarity": 1.0,
2550
  "breadth_similarity": 1.0,
2551
  "concentration_similarity": 1.0,
 
2561
  "left_pr_number": 44407,
2562
  "right_pr_number": 44550,
2563
  "similarity": 0.359,
2564
+ "content_similarity": 0.093,
2565
  "size_similarity": 0.957,
2566
  "breadth_similarity": 1.0,
2567
  "concentration_similarity": 1.0,
 
2603
  ]
2604
  },
2605
  {
2606
+ "left_pr_number": 44407,
2607
  "right_pr_number": 46106,
2608
  "similarity": 0.343,
2609
+ "content_similarity": 0.136,
2610
+ "size_similarity": 0.652,
2611
  "breadth_similarity": 1.0,
2612
  "concentration_similarity": 1.0,
2613
  "shared_filenames": [],
 
2618
  ]
2619
  },
2620
  {
2621
+ "left_pr_number": 33686,
2622
  "right_pr_number": 46106,
2623
+ "similarity": 0.342,
2624
+ "content_similarity": 0.129,
2625
+ "size_similarity": 0.682,
2626
  "breadth_similarity": 1.0,
2627
  "concentration_similarity": 1.0,
2628
  "shared_filenames": [],
 
2813
  {
2814
  "left_pr_number": 41606,
2815
  "right_pr_number": 44543,
2816
+ "similarity": 0.687,
2817
+ "content_similarity": 0.665,
2818
  "size_similarity": 0.583,
2819
  "breadth_similarity": 1.0,
2820
  "concentration_similarity": 0.683,
 
2831
  {
2832
  "left_pr_number": 41606,
2833
  "right_pr_number": 45422,
2834
+ "similarity": 0.503,
2835
+ "content_similarity": 0.427,
2836
  "size_similarity": 0.569,
2837
  "breadth_similarity": 0.75,
2838
  "concentration_similarity": 0.881,
 
2849
  {
2850
  "left_pr_number": 44543,
2851
  "right_pr_number": 45422,
2852
+ "similarity": 0.488,
2853
+ "content_similarity": 0.462,
2854
  "size_similarity": 0.331,
2855
  "breadth_similarity": 0.75,
2856
  "concentration_similarity": 0.802,
 
2928
  "left_pr_number": 43997,
2929
  "right_pr_number": 44019,
2930
  "similarity": 0.275,
2931
+ "content_similarity": 0.023,
2932
  "size_similarity": 0.722,
2933
  "breadth_similarity": 1.0,
2934
  "concentration_similarity": 1.0,
 
3227
  "src/transformers/models/glm46v",
3228
  "src/transformers/models/glm4v",
3229
  "src/transformers/models/qwen2_5_omni",
 
3230
  "src/transformers/models/glm4v_moe",
3231
  "src/transformers/models/paddleocr_vl",
3232
+ "src/transformers/models/qwen2_5_vl",
3233
+ "src/transformers/models/qwen3_5_moe"
3234
  ],
3235
  "pairwise": [
3236
  {
3237
  "left_pr_number": 44907,
3238
  "right_pr_number": 45783,
3239
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3240
+ "content_similarity": 0.486,
3241
  "size_similarity": 0.078,
3242
  "breadth_similarity": 0.836,
3243
  "concentration_similarity": 0.986,
 
3269
  {
3270
  "left_pr_number": 45783,
3271
  "right_pr_number": 45827,
3272
+ "similarity": 0.433,
3273
+ "content_similarity": 0.475,
3274
  "size_similarity": 0.162,
3275
  "breadth_similarity": 0.304,
3276
  "concentration_similarity": 0.926,
 
3303
  "left_pr_number": 44907,
3304
  "right_pr_number": 45827,
3305
  "similarity": 0.369,
3306
+ "content_similarity": 0.306,
3307
  "size_similarity": 0.48,
3308
  "breadth_similarity": 0.368,
3309
  "concentration_similarity": 0.912,
 
3376
  "left_pr_number": 44981,
3377
  "right_pr_number": 45917,
3378
  "similarity": 0.354,
3379
+ "content_similarity": 0.109,
3380
  "size_similarity": 0.87,
3381
  "breadth_similarity": 1.0,
3382
  "concentration_similarity": 0.959,
 
3953
  "left_pr_number": 43747,
3954
  "right_pr_number": 45480,
3955
  "similarity": 0.682,
3956
+ "content_similarity": 0.636,
3957
  "size_similarity": 0.664,
3958
  "breadth_similarity": 1.0,
3959
  "concentration_similarity": 0.751,
 
4047
  45627
4048
  ],
4049
  "representative_pr_number": 42668,
4050
+ "average_similarity": 0.659,
4051
  "summary": "2 open PRs share weighted file overlap around `tests/models/auto/test_processor_auto.py`, `src/transformers/processing_utils.py`; representative PR #42668.",
4052
  "shared_filenames": [
4053
  "tests/models/auto/test_processor_auto.py",
 
4064
  {
4065
  "left_pr_number": 42668,
4066
  "right_pr_number": 45627,
4067
+ "similarity": 0.659,
4068
+ "content_similarity": 0.802,
4069
  "size_similarity": 0.189,
4070
  "breadth_similarity": 0.216,
4071
  "concentration_similarity": 0.952,
 
4240
  "left_pr_number": 44114,
4241
  "right_pr_number": 45720,
4242
  "similarity": 0.515,
4243
+ "content_similarity": 0.442,
4244
  "size_similarity": 0.549,
4245
  "breadth_similarity": 0.727,
4246
  "concentration_similarity": 0.999,
 
4321
  ]
4322
  },
4323
  {
4324
+ "cluster_id": "pr-scope-45709-2",
4325
  "pr_numbers": [
4326
+ 45709,
4327
+ 45742
4328
  ],
4329
+ "representative_pr_number": 45709,
4330
  "average_similarity": 0.502,
4331
+ "summary": "2 open PRs share weighted file overlap around `src/transformers/models/llama/modeling_llama.py`; representative PR #45709.",
4332
  "shared_filenames": [
4333
+ "src/transformers/models/llama/modeling_llama.py"
4334
  ],
4335
  "shared_directories": [
4336
+ "src/transformers/models/llama",
4337
+ "src/transformers/models",
4338
  "src/transformers",
4339
  "src"
4340
  ],
4341
  "pairwise": [
4342
  {
4343
+ "left_pr_number": 45709,
4344
+ "right_pr_number": 45742,
4345
  "similarity": 0.502,
4346
+ "content_similarity": 0.379,
4347
+ "size_similarity": 0.782,
4348
+ "breadth_similarity": 0.833,
4349
+ "concentration_similarity": 0.72,
4350
  "shared_filenames": [
4351
+ "src/transformers/models/llama/modeling_llama.py"
4352
  ],
4353
  "shared_directories": [
4354
+ "src/transformers/models/llama",
4355
+ "src/transformers/models",
4356
  "src/transformers",
4357
  "src"
4358
  ]
 
4360
  ]
4361
  },
4362
  {
4363
+ "cluster_id": "pr-scope-45110-2",
4364
  "pr_numbers": [
4365
+ 45110,
4366
+ 46128
4367
  ],
4368
+ "representative_pr_number": 45110,
4369
+ "average_similarity": 0.5,
4370
+ "summary": "2 open PRs share weighted file overlap around `src/transformers/models/sam3_1_video/__init__.py`, `src/transformers/models/sam3_1_video/configuration_sam3_1_video.py`, `src/transformers/models/sam3_1_video/convert_sam3_1_video_to_hf.py`; representative PR #45110.",
4371
  "shared_filenames": [
4372
+ "src/transformers/models/sam3_1_video/__init__.py",
4373
+ "src/transformers/models/sam3_1_video/configuration_sam3_1_video.py",
4374
+ "src/transformers/models/sam3_1_video/convert_sam3_1_video_to_hf.py",
4375
+ "src/transformers/models/sam3_1_video/modeling_sam3_1_video.py",
4376
+ "src/transformers/models/sam3_1_video/modular_sam3_1_video.py",
4377
+ "src/transformers/models/__init__.py",
4378
+ "src/transformers/models/auto/modeling_auto.py"
4379
  ],
4380
  "shared_directories": [
4381
+ "src/transformers/models/sam3_1_video",
4382
+ "src/transformers/models/sam3",
4383
+ "docs/source/en/model_doc",
4384
+ "src/transformers/models/auto",
4385
+ "docs/source/en",
4386
  "src/transformers/models",
4387
+ "docs/source",
4388
+ "src/transformers"
4389
+ ],
4390
+ "pairwise": [
4391
+ {
4392
+ "left_pr_number": 45110,
4393
+ "right_pr_number": 46128,
4394
+ "similarity": 0.5,
4395
+ "content_similarity": 0.438,
4396
+ "size_similarity": 0.443,
4397
+ "breadth_similarity": 0.84,
4398
+ "concentration_similarity": 0.86,
4399
+ "shared_filenames": [
4400
+ "src/transformers/models/__init__.py",
4401
+ "src/transformers/models/auto/modeling_auto.py",
4402
+ "src/transformers/models/sam3_1_video/__init__.py",
4403
+ "src/transformers/models/sam3_1_video/configuration_sam3_1_video.py",
4404
+ "src/transformers/models/sam3_1_video/convert_sam3_1_video_to_hf.py",
4405
+ "src/transformers/models/sam3_1_video/modeling_sam3_1_video.py",
4406
+ "src/transformers/models/sam3_1_video/modular_sam3_1_video.py"
4407
+ ],
4408
+ "shared_directories": [
4409
+ "docs/source/en/model_doc",
4410
+ "src/transformers/models/auto",
4411
+ "src/transformers/models/sam3",
4412
+ "src/transformers/models/sam3_1_video",
4413
+ "docs/source/en",
4414
+ "src/transformers/models",
4415
+ "docs/source",
4416
+ "src/transformers",
4417
+ "docs",
4418
+ "src"
4419
+ ]
4420
+ }
4421
+ ]
4422
+ },
4423
+ {
4424
+ "cluster_id": "pr-scope-45056-2",
4425
+ "pr_numbers": [
4426
+ 45056,
4427
+ 45128
4428
+ ],
4429
+ "representative_pr_number": 45056,
4430
+ "average_similarity": 0.499,
4431
+ "summary": "2 open PRs share weighted file overlap around `src/transformers/utils/auto_docstring.py`; representative PR #45056.",
4432
+ "shared_filenames": [
4433
+ "src/transformers/utils/auto_docstring.py"
4434
+ ],
4435
+ "shared_directories": [
4436
+ "src/transformers/utils",
4437
  "src/transformers",
4438
  "src"
4439
  ],
4440
  "pairwise": [
4441
  {
4442
+ "left_pr_number": 45056,
4443
+ "right_pr_number": 45128,
4444
+ "similarity": 0.499,
4445
+ "content_similarity": 0.393,
4446
+ "size_similarity": 0.669,
4447
+ "breadth_similarity": 0.875,
4448
+ "concentration_similarity": 0.724,
4449
  "shared_filenames": [
4450
+ "src/transformers/utils/auto_docstring.py"
4451
  ],
4452
  "shared_directories": [
4453
+ "src/transformers/utils",
 
4454
  "src/transformers",
4455
  "src"
4456
  ]
 
4596
  }
4597
  ]
4598
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
4599
  {
4600
  "cluster_id": "pr-scope-43826-2",
4601
  "pr_numbers": [
 
4848
  "left_pr_number": 44606,
4849
  "right_pr_number": 45086,
4850
  "similarity": 0.417,
4851
+ "content_similarity": 0.334,
4852
  "size_similarity": 0.222,
4853
  "breadth_similarity": 1.0,
4854
  "concentration_similarity": 1.0,
 
4927
  "left_pr_number": 44642,
4928
  "right_pr_number": 45552,
4929
  "similarity": 0.355,
4930
+ "content_similarity": 0.257,
4931
  "size_similarity": 0.167,
4932
  "breadth_similarity": 1.0,
4933
  "concentration_similarity": 1.0,
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