evalstate HF Staff commited on
Commit
291d377
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1 Parent(s): e9a6428

Refresh transformers dataset snapshot 20260504T180032Z

Browse files
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18135
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18136
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18342
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18343
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18344
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
18345
  {
18346
  "author_login": "Jeevang1-epic",
18347
  "name": null,
 
21675
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Arigen1048",
21676
  "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Arigen1048",
21677
  "repo_first_seen_at": "2026-04-28T15:23:48Z",
21678
+ "repo_last_seen_at": "2026-05-04T15:13:39Z",
21679
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21680
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21681
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21682
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21683
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21684
  "snapshot_review_count": 0,
21685
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21686
  "repo_association": "FIRST_TIME_CONTRIBUTOR",
 
22354
  },
22355
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22356
  },
22357
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22358
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22359
+ "name": "SeaL773",
22360
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22361
+ "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASeaL773",
22362
+ "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASeaL773",
22363
+ "repo_first_seen_at": "2026-05-04T06:26:53Z",
22364
+ "repo_last_seen_at": "2026-05-04T17:44:12Z",
22365
+ "repo_primary_artifact_count": 1,
22366
+ "repo_artifact_count": 5,
22367
+ "snapshot_issue_count": 0,
22368
+ "snapshot_pr_count": 1,
22369
+ "snapshot_comment_count": 2,
22370
+ "snapshot_review_count": 1,
22371
+ "snapshot_review_comment_count": 1,
22372
+ "repo_association": "FIRST_TIME_CONTRIBUTOR",
22373
+ "new_to_repo": true,
22374
+ "first_seen_in_snapshot": true,
22375
+ "known_via_prior_merged_pr": false,
22376
+ "report_reason": "first_seen_in_snapshot",
22377
+ "enrichment_source": "live",
22378
+ "live_refetch_skipped": false,
22379
+ "account_age_days": 3075,
22380
+ "young_account": false,
22381
+ "follow_through_score": "mixed",
22382
+ "breadth_score": "moderate",
22383
+ "automation_risk_signal": "low",
22384
+ "heuristic_note": "\u2014",
22385
+ "public_orgs": [],
22386
+ "activity": {
22387
+ "visible_authored_pr_count": 14,
22388
+ "merged_pr_count": 8,
22389
+ "closed_unmerged_pr_count": 4,
22390
+ "open_pr_count": 2,
22391
+ "merged_pr_rate": 0.5714,
22392
+ "closed_unmerged_pr_rate": 0.2857,
22393
+ "still_open_pr_rate": 0.1429,
22394
+ "distinct_repos_with_authored_prs": 9,
22395
+ "distinct_repos_with_open_prs": 2
22396
+ },
22397
+ "examples": {
22398
+ "pull_requests": [
22399
+ {
22400
+ "kind": "pull_request",
22401
+ "number": 45773,
22402
+ "title": "Fix UnboundLocalError for `is_updated` in encoder-decoder cross-attention",
22403
+ "url": "https://github.com/huggingface/transformers/pull/45773",
22404
+ "state": "open",
22405
+ "merged": false,
22406
+ "draft": false,
22407
+ "created_at": "2026-05-04T06:26:53Z"
22408
+ }
22409
+ ],
22410
+ "issues": []
22411
+ },
22412
+ "fetch_error": null
22413
+ },
22414
  {
22415
  "author_login": "sebastianvlad1",
22416
  "name": null,
new-contributors-report.md CHANGED
@@ -1,7 +1,7 @@
1
  # New Contributor Report: huggingface/transformers
2
 
3
- - Snapshot: `20260504T060033Z`
4
- - Generated: `2026-05-04T06:01:11Z`
5
  - Activity window: `60d`
6
  - Contributors: `357`
7
 
@@ -9,8 +9,8 @@
9
 
10
  | Author | Profile | First seen? | Association | Account age | Repo first seen | Snapshot PRs | Snapshot issues | Follow-through | Breadth | Automation risk | Notes |
11
  | --- | --- | --- | --- | ---: | --- | ---: | ---: | --- | --- | --- | --- |
12
- | `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 84 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
13
- | `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 84 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
14
  | `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-03-31T13:54:54Z` | 75 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
15
  | `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-09-26T09:23:39Z` | 71 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
16
  | `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 65 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
@@ -30,7 +30,6 @@
30
  | `IlyasMoutawwakil` | [profile](https://github.com/IlyasMoutawwakil) | no | MEMBER | 2354d | `2025-07-04T08:41:29Z` | 17 | 3 | strong | low | low | — |
31
  | `hmellor` | [profile](https://github.com/hmellor) | no | MEMBER | 3592d | `2025-08-14T10:03:14Z` | 16 | 2 | strong | low | low | high recent PR volume; targets high-star repos |
32
  | `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2996d | `2025-12-16T08:22:52Z` | 16 | 1 | strong | moderate | low | targets high-star repos |
33
- | `weiguangli-io` | [profile](https://github.com/weiguangli-io) | no | CONTRIBUTOR | 2230d | `2026-02-09T02:10:15Z` | 16 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
34
  | `qgallouedec` | [profile](https://github.com/qgallouedec) | no | MEMBER | 2692d | `2024-12-13T13:39:10Z` | 15 | 13 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
35
  | `Abdennacer-Badaoui` | [profile](https://github.com/Abdennacer-Badaoui) | no | MEMBER | 1414d | `2026-01-08T18:13:10Z` | 15 | 0 | strong | moderate | low | — |
36
  | `michaelbenayoun` | [profile](https://github.com/michaelbenayoun) | no | MEMBER | 3365d | `2024-10-24T15:39:49Z` | 15 | 0 | strong | moderate | low | targets high-star repos |
@@ -41,7 +40,6 @@
41
  | `casinca` | [profile](https://github.com/casinca) | no | CONTRIBUTOR | 2626d | `2025-12-10T12:31:18Z` | 8 | 2 | strong | moderate | low | targets high-star repos |
42
  | `gambletan` | [profile](https://github.com/gambletan) | no | NONE | 40d | `2026-03-13T05:22:03Z` | 8 | 0 | weak | very high | high | very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
43
  | `s-zx` | [profile](https://github.com/s-zx) | no | NONE | 2020d | `2026-03-08T19:38:00Z` | 8 | 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 |
44
- | `winglian` | [profile](https://github.com/winglian) | no | COLLABORATOR | 5708d | `2024-10-17T15:17:05Z` | 8 | 0 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
45
  | `hkc5` | [profile](https://github.com/hkc5) | no | NONE | 973d | `2026-03-19T12:33:00Z` | 7 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
46
  | `Qubitium` | [profile](https://github.com/Qubitium) | no | CONTRIBUTOR | 5681d | `2025-10-03T18:23:49Z` | 7 | 0 | strong | moderate | low | extremely high recent PR volume |
47
  | `zhang-prog` | [profile](https://github.com/zhang-prog) | no | CONTRIBUTOR | 2074d | `2025-12-23T11:18:14Z` | 7 | 0 | mixed | moderate | low | targets high-star repos |
@@ -74,6 +72,7 @@
74
  | `sergiopaniego` | [profile](https://github.com/sergiopaniego) | no | MEMBER | 3718d | `2026-03-19T10:22:40Z` | 3 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
75
  | `NielsRogge` | [profile](https://github.com/NielsRogge) | no | MEMBER | 2598d | `2022-02-21T10:02:38Z` | 15 | 3 | mixed | moderate | low | high recent PR volume |
76
  | `YangKai0616` | [profile](https://github.com/YangKai0616) | no | CONTRIBUTOR | 1466d | `2025-12-24T11:54:53Z` | 10 | 0 | mixed | moderate | low | targets high-star repos |
 
77
  | `jashshah999` | [profile](https://github.com/jashshah999) | no | CONTRIBUTOR | 2570d | `2026-02-25T22:23:20Z` | 7 | 0 | mixed | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
78
  | `albertvillanova` | [profile](https://github.com/albertvillanova) | no | MEMBER | 4257d | `2026-01-17T10:42:01Z` | 5 | 3 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
79
  | `lashahub` | [profile](https://github.com/lashahub) | no | CONTRIBUTOR | 3339d | `2026-01-08T16:47:50Z` | 5 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
@@ -171,6 +170,7 @@
171
  | `danielquintas8` | [profile](https://github.com/danielquintas8) | no | CONTRIBUTOR | 2020d | `2026-03-30T16:23:11Z` | 1 | 1 | mixed | low | low | high open PR share; targets high-star repos |
172
  | `davevanveen` | [profile](https://github.com/davevanveen) | no | FIRST_TIME_CONTRIBUTOR | 3357d | `2026-04-17T20:59:54Z` | 1 | 1 | mixed | low | low | high open PR share |
173
  | `DogWala` | [profile](https://github.com/DogWala) | no | FIRST_TIME_CONTRIBUTOR | 1331d | `2026-03-12T15:47:16Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 
174
  | `earino` | [profile](https://github.com/earino) | no | CONTRIBUTOR | 6609d | `2026-04-20T10:22:03Z` | 1 | 1 | strong | moderate | low | — |
175
  | `florian6973` | [profile](https://github.com/florian6973) | no | CONTRIBUTOR | 2050d | `2026-04-07T23:31:43Z` | 1 | 1 | strong | low | low | targets high-star repos |
176
  | `Fr0do` | [profile](https://github.com/Fr0do) | no | CONTRIBUTOR | 3916d | `2026-03-27T19:19:16Z` | 1 | 1 | mixed | low | low | — |
@@ -225,7 +225,7 @@
225
  | `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 |
226
  | `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 |
227
  | `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 |
228
- | `belamaran96-coder` | [profile](https://github.com/belamaran96-coder) | no | FIRST_TIME_CONTRIBUTOR | 288d | `2026-05-03T16:53:02Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
229
  | `bensons` | [profile](https://github.com/bensons) | no | FIRST_TIME_CONTRIBUTOR | 5188d | `2026-03-17T04:59:02Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
230
  | `black-yt` | [profile](https://github.com/black-yt) | no | NONE | 1826d | `2026-03-10T01:52:18Z` | 1 | 0 | weak | low | low | — |
231
  | `butterwecksolutions` | [profile](https://github.com/butterwecksolutions) | no | FIRST_TIME_CONTRIBUTOR | 4479d | `2026-05-03T23:41:12Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
@@ -259,7 +259,7 @@
259
  | `HelloAnner` | [profile](https://github.com/HelloAnner) | no | NONE | 1658d | `2026-04-11T06:22:52Z` | 1 | 0 | mixed | low | low | — |
260
  | `HemanthSai7` | [profile](https://github.com/HemanthSai7) | no | FIRST_TIME_CONTRIBUTOR | 2007d | `2026-03-29T20:35:56Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
261
  | `hemantmm` | [profile](https://github.com/hemantmm) | no | NONE | 1646d | `2026-03-23T16:29:46Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
262
- | `henloworldowo` | [profile](https://github.com/henloworldowo) | yes | FIRST_TIMER | 2d | `2026-05-04T05:53:33Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
263
  | `heycorgi` | [profile](https://github.com/heycorgi) | no | NONE | 1515d | `2026-03-23T15:33:56Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
264
  | `himani27301` | [profile](https://github.com/himani27301) | no | FIRST_TIME_CONTRIBUTOR | 108d | `2026-03-09T15:46:14Z` | 1 | 0 | weak | low | medium | young account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
265
  | `Hyungkeun-Park-Nota` | [profile](https://github.com/Hyungkeun-Park-Nota) | no | CONTRIBUTOR | 421d | `2026-03-25T01:19:59Z` | 1 | 0 | mixed | low | low | — |
@@ -267,7 +267,6 @@
267
  | `IgnazioDS` | [profile](https://github.com/IgnazioDS) | no | NONE | 1078d | `2026-03-30T19:13:52Z` | 1 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread |
268
  | `jagwar` | [profile](https://github.com/jagwar) | no | MEMBER | 3691d | `2026-04-07T21:35:38Z` | 1 | 0 | strong | low | low | targets high-star repos |
269
  | `JasonCZMeng` | [profile](https://github.com/JasonCZMeng) | no | NONE | 3598d | `2026-03-07T18:33:40Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
270
- | `jblox26` | [profile](https://github.com/jblox26) | no | NONE | 75d | `2026-03-05T14:50:06Z` | 1 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; targets high-star repos |
271
  | `Jeevang1-epic` | [profile](https://github.com/Jeevang1-epic) | no | CONTRIBUTOR | 207d | `2026-04-24T19:22:05Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
272
  | `Jess-Co-Del` | [profile](https://github.com/Jess-Co-Del) | no | FIRST_TIME_CONTRIBUTOR | 2201d | `2026-03-23T17:02:50Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
273
  | `jIab-b` | [profile](https://github.com/jIab-b) | no | NONE | 580d | `2026-04-07T09:11:14Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -338,6 +337,7 @@
338
  | `sahilleth` | [profile](https://github.com/sahilleth) | no | NONE | 58d | `2026-03-19T05:50:29Z` | 1 | 0 | weak | high | medium | very new account; broad repo spread; high open PR share; no visible non-self stars |
339
  | `SamArun28` | [profile](https://github.com/SamArun28) | no | NONE | 37d | `2026-03-10T09:38:29Z` | 1 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
340
  | `SAY-5` | [profile](https://github.com/SAY-5) | no | FIRST_TIME_CONTRIBUTOR | 172d | `2026-04-20T05:44:53Z` | 1 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars |
 
341
  | `sebastianvlad1` | [profile](https://github.com/sebastianvlad1) | no | CONTRIBUTOR | 3207d | `2026-04-30T16:48:02Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
342
  | `shaealh` | [profile](https://github.com/shaealh) | no | FIRST_TIME_CONTRIBUTOR | 70d | `2026-03-13T05:05:01Z` | 1 | 0 | mixed | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
343
  | `shhKnight30` | [profile](https://github.com/shhKnight30) | no | CONTRIBUTOR | 931d | `2026-04-04T10:29:57Z` | 1 | 0 | strong | low | low | targets high-star repos |
@@ -375,12 +375,12 @@
375
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atarekziade)
376
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atarekziade)
377
  - repo first seen: `2026-01-21T16:52:29Z`
378
- - repo last seen: `2026-04-30T15:58:45Z`
379
  - first seen in snapshot: **no**
380
  - repo association: **MEMBER**
381
- - repo primary artifacts: **90**
382
- - snapshot authored PRs/issues: **84 PRs / 6 issues**
383
- - snapshot discussion activity: **160 comments / 186 reviews / 177 review comments**
384
  - account age: **5839 days**
385
  - recent public PR activity: **108 PRs** (92 merged / 3 closed-unmerged / 13 open; merged rate **85%**, closed-unmerged rate **3%**, open rate **12%**)
386
  - public orgs: `AFPy`, `faitmain`, `circus-tent`
@@ -388,9 +388,9 @@
388
  - heuristic read: **extremely high recent PR volume; broad repo spread; targets high-star repos**
389
 
390
  Example artifacts:
 
391
  - [PR #45720: chore(mlinter): implement part of rule TRF003](https://github.com/huggingface/transformers/pull/45720) — open
392
  - [PR #45711: refector: renamed file glob to cache to make it clearer](https://github.com/huggingface/transformers/pull/45711) — open
393
- - [PR #45635: qa: speed up dtype regex weight load + reduce dtype tests to 3 random](https://github.com/huggingface/transformers/pull/45635) — open
394
  - [Issue #45458: Add typing support incrementally (meta issue)](https://github.com/huggingface/transformers/issues/45458) — closed
395
  - [Issue #44740: Run model linter on new models additions](https://github.com/huggingface/transformers/issues/44740) — closed
396
  - [Issue #44619: Plug model rule in development flow and extend it](https://github.com/huggingface/transformers/issues/44619) — closed
@@ -401,12 +401,12 @@ Example artifacts:
401
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ACyrilvallez)
402
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ACyrilvallez)
403
  - repo first seen: `2025-03-19T10:58:02Z`
404
- - repo last seen: `2026-04-28T09:03:32Z`
405
  - first seen in snapshot: **no**
406
  - repo association: **MEMBER**
407
- - repo primary artifacts: **84**
408
- - snapshot authored PRs/issues: **84 PRs / 0 issues**
409
- - snapshot discussion activity: **223 comments / 298 reviews / 464 review comments**
410
  - account age: **2036 days**
411
  - recent public PR activity: **48 PRs** (42 merged / 2 closed-unmerged / 4 open; merged rate **88%**, closed-unmerged rate **4%**, open rate **8%**)
412
  - public orgs: `huggingface`
@@ -414,9 +414,9 @@ Example artifacts:
414
  - heuristic read: **high recent PR volume; targets high-star repos**
415
 
416
  Example artifacts:
 
417
  - [PR #45652: Fix colmodernvbert tests](https://github.com/huggingface/transformers/pull/45652) — closed, merged
418
  - [PR #45624: Skip failing offloading tests](https://github.com/huggingface/transformers/pull/45624) — closed, merged
419
- - [PR #45622: Fix peft constructors](https://github.com/huggingface/transformers/pull/45622) — closed, merged
420
 
421
  ### `ydshieh`
422
 
@@ -424,12 +424,12 @@ Example artifacts:
424
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aydshieh)
425
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aydshieh)
426
  - repo first seen: `2025-03-31T13:54:54Z`
427
- - repo last seen: `2026-04-29T15:23:53Z`
428
  - first seen in snapshot: **no**
429
  - repo association: **MEMBER**
430
  - repo primary artifacts: **75**
431
  - snapshot authored PRs/issues: **75 PRs / 0 issues**
432
- - snapshot discussion activity: **104 comments / 186 reviews / 140 review comments**
433
  - account age: **4938 days**
434
  - recent public PR activity: **52 PRs** (40 merged / 4 closed-unmerged / 8 open; merged rate **77%**, closed-unmerged rate **8%**, open rate **15%**)
435
  - public orgs: none visible
@@ -447,12 +447,12 @@ Example artifacts:
447
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azucchini-nlp)
448
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azucchini-nlp)
449
  - repo first seen: `2024-09-26T09:23:39Z`
450
- - repo last seen: `2026-05-01T19:18:32Z`
451
  - first seen in snapshot: **no**
452
  - repo association: **MEMBER**
453
  - repo primary artifacts: **71**
454
  - snapshot authored PRs/issues: **71 PRs / 0 issues**
455
- - snapshot discussion activity: **493 comments / 707 reviews / 1720 review comments**
456
  - account age: **1508 days**
457
  - recent public PR activity: **50 PRs** (33 merged / 6 closed-unmerged / 11 open; merged rate **66%**, closed-unmerged rate **12%**, open rate **22%**)
458
  - public orgs: `huggingface`, `deeppavlov`
@@ -496,12 +496,12 @@ Example artifacts:
496
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArthurZucker)
497
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArthurZucker)
498
  - repo first seen: `2023-02-24T14:13:29Z`
499
- - repo last seen: `2026-05-04T03:42:22Z`
500
  - first seen in snapshot: **no**
501
  - repo association: **MEMBER**
502
  - repo primary artifacts: **52**
503
  - snapshot authored PRs/issues: **50 PRs / 2 issues**
504
- - snapshot discussion activity: **155 comments / 534 reviews / 1060 review comments**
505
  - account age: **2590 days**
506
  - recent public PR activity: **60 PRs** (36 merged / 5 closed-unmerged / 19 open; merged rate **60%**, closed-unmerged rate **8%**, open rate **32%**)
507
  - public orgs: none visible
@@ -570,12 +570,12 @@ Example artifacts:
570
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avasqu)
571
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avasqu)
572
  - repo first seen: `2025-08-26T12:13:50Z`
573
- - repo last seen: `2026-05-03T17:50:07Z`
574
  - first seen in snapshot: **no**
575
  - repo association: **MEMBER**
576
  - repo primary artifacts: **43**
577
  - snapshot authored PRs/issues: **42 PRs / 1 issues**
578
- - snapshot discussion activity: **488 comments / 844 reviews / 3594 review comments**
579
  - account age: **1991 days**
580
  - recent public PR activity: **21 PRs** (12 merged / 3 closed-unmerged / 6 open; merged rate **57%**, closed-unmerged rate **14%**, open rate **29%**)
581
  - public orgs: none visible
@@ -689,12 +689,12 @@ Example artifacts:
689
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aremi-or)
690
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aremi-or)
691
  - repo first seen: `2026-01-13T09:15:18Z`
692
- - repo last seen: `2026-05-01T03:59:34Z`
693
  - first seen in snapshot: **no**
694
  - repo association: **MEMBER**
695
  - repo primary artifacts: **23**
696
  - snapshot authored PRs/issues: **23 PRs / 0 issues**
697
- - snapshot discussion activity: **39 comments / 127 reviews / 138 review comments**
698
  - account age: **1813 days**
699
  - recent public PR activity: **13 PRs** (12 merged / 0 closed-unmerged / 1 open; merged rate **92%**, closed-unmerged rate **0%**, open rate **8%**)
700
  - public orgs: none visible
@@ -703,7 +703,7 @@ Example artifacts:
703
 
704
  Example artifacts:
705
  - [PR #45733: [CB] Fixes for SDPA and CPU offloading](https://github.com/huggingface/transformers/pull/45733) — open
706
- - [PR #45654: [CB] Refactor any model-related code in a separate class](https://github.com/huggingface/transformers/pull/45654) — open, draft
707
  - [PR #45653: [CB] Better overall script and decode bucketting](https://github.com/huggingface/transformers/pull/45653) — closed, merged
708
 
709
  ### `jiqing-feng`
@@ -810,12 +810,12 @@ Example artifacts:
810
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIlyasMoutawwakil)
811
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIlyasMoutawwakil)
812
  - repo first seen: `2025-07-04T08:41:29Z`
813
- - repo last seen: `2026-05-03T18:22:50Z`
814
  - first seen in snapshot: **no**
815
  - repo association: **MEMBER**
816
  - repo primary artifacts: **20**
817
  - snapshot authored PRs/issues: **17 PRs / 3 issues**
818
- - snapshot discussion activity: **53 comments / 171 reviews / 148 review comments**
819
  - account age: **2354 days**
820
  - recent public PR activity: **22 PRs** (16 merged / 2 closed-unmerged / 4 open; merged rate **73%**, closed-unmerged rate **9%**, open rate **18%**)
821
  - public orgs: `huggingface`, `Chouafa`
@@ -824,7 +824,7 @@ Example artifacts:
824
 
825
  Example artifacts:
826
  - [PR #45634: DeepGEMM BF16 + mixed FP8/FP4 + MegaMoE + refactor](https://github.com/huggingface/transformers/pull/45634) — open, draft
827
- - [PR #45621: Better Grouped GEMM + EP](https://github.com/huggingface/transformers/pull/45621) — open
828
  - [PR #45433: SonicMoe](https://github.com/huggingface/transformers/pull/45433) — closed, merged
829
  - [Issue #45571: A nice UX for generating dynamic tensors that break torch.compile/torch.export](https://github.com/huggingface/transformers/issues/45571) — open
830
  - [Issue #43682: `torch.compile` and `torch.export` helper function to be moved from `import_utils`](https://github.com/huggingface/transformers/issues/43682) — open
@@ -849,7 +849,7 @@ Example artifacts:
849
  - heuristic read: **high recent PR volume; targets high-star repos**
850
 
851
  Example artifacts:
852
- - [PR #45739: DeepSeek OCR specifies an incorrect tokenizer class on the Hub](https://github.com/huggingface/transformers/pull/45739) — open
853
  - [PR #45610: Fix configuration reading and error handling for kernels](https://github.com/huggingface/transformers/pull/45610) — closed, merged
854
  - [PR #45449: Add `step3_vl` to `MODELS_WITH_INCORRECT_HUB_TOKENIZER_CLASS`](https://github.com/huggingface/transformers/pull/45449) — closed, merged
855
  - [Issue #43522: Weights are not tied when model is loaded onto the `meta` device](https://github.com/huggingface/transformers/issues/43522) — closed
@@ -879,29 +879,6 @@ Example artifacts:
879
  - [PR #45219: Add MoE to Gemma4 TP plan](https://github.com/huggingface/transformers/pull/45219) — closed, merged
880
  - [Issue #42890: tests/models/sam_hq/test_modeling_sam_hq.py::SamHQModelIntegrationTest may fail since a lot of cases are lack of set_seed()](https://github.com/huggingface/transformers/issues/42890) — closed
881
 
882
- ### `weiguangli-io`
883
-
884
- - profile: [github.com/weiguangli-io](https://github.com/weiguangli-io)
885
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aweiguangli-io)
886
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aweiguangli-io)
887
- - repo first seen: `2026-02-09T02:10:15Z`
888
- - repo last seen: `2026-03-05T14:30:17Z`
889
- - first seen in snapshot: **no**
890
- - repo association: **CONTRIBUTOR**
891
- - repo primary artifacts: **16**
892
- - snapshot authored PRs/issues: **16 PRs / 0 issues**
893
- - snapshot discussion activity: **17 comments / 4 reviews / 4 review comments**
894
- - account age: **2230 days**
895
- - recent public PR activity: **133 PRs** (26 merged / 86 closed-unmerged / 21 open; merged rate **20%**, closed-unmerged rate **65%**, open rate **16%**)
896
- - public orgs: none visible
897
- - compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
898
- - heuristic read: **extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos**
899
-
900
- Example artifacts:
901
- - [PR #44471: Fix tied weights serialization being device-dependent](https://github.com/huggingface/transformers/pull/44471) — closed
902
- - [PR #44470: Add missing ReLU in GlmMoeDsaIndexer](https://github.com/huggingface/transformers/pull/44470) — closed
903
- - [PR #44463: Fix AutoTokenizer ignoring tokenizer.json for unregistered model types](https://github.com/huggingface/transformers/pull/44463) — closed
904
-
905
  ### `qgallouedec`
906
 
907
  - profile: [github.com/qgallouedec](https://github.com/qgallouedec)
@@ -1137,29 +1114,6 @@ Example artifacts:
1137
  - [PR #44921: fix: use shape index access in compute_3d_position_ids for Qwen VL models](https://github.com/huggingface/transformers/pull/44921) — closed
1138
  - [PR #44920: fix: propagate num_labels/id2label to text_config in Qwen3_5Config](https://github.com/huggingface/transformers/pull/44920) — closed
1139
 
1140
- ### `winglian`
1141
-
1142
- - profile: [github.com/winglian](https://github.com/winglian)
1143
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Awinglian)
1144
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Awinglian)
1145
- - repo first seen: `2024-10-17T15:17:05Z`
1146
- - repo last seen: `2026-04-22T13:41:37Z`
1147
- - first seen in snapshot: **no**
1148
- - repo association: **COLLABORATOR**
1149
- - repo primary artifacts: **8**
1150
- - snapshot authored PRs/issues: **8 PRs / 0 issues**
1151
- - snapshot discussion activity: **11 comments / 31 reviews / 18 review comments**
1152
- - account age: **5708 days**
1153
- - recent public PR activity: **102 PRs** (85 merged / 5 closed-unmerged / 12 open; merged rate **83%**, closed-unmerged rate **5%**, open rate **12%**)
1154
- - public orgs: none visible
1155
- - compact scores: follow-through **strong**, breadth **high**, automation risk **low**
1156
- - heuristic read: **extremely high recent PR volume; broad repo spread; targets high-star repos**
1157
-
1158
- Example artifacts:
1159
- - [PR #45577: Allow for registered experts from kernels hub](https://github.com/huggingface/transformers/pull/45577) — closed, merged
1160
- - [PR #45354: fix gemma4 gradient accumulation loss and last token incorrect labels](https://github.com/huggingface/transformers/pull/45354) — closed, merged
1161
- - [PR #44473: fix FSDP loading with meta devices](https://github.com/huggingface/transformers/pull/44473) — closed, merged
1162
-
1163
  ### `hkc5`
1164
 
1165
  - profile: [github.com/hkc5](https://github.com/hkc5)
@@ -1658,12 +1612,12 @@ Example artifacts:
1658
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajamesbraza)
1659
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajamesbraza)
1660
  - repo first seen: `2026-04-23T00:37:54Z`
1661
- - repo last seen: `2026-05-04T00:41:06Z`
1662
  - first seen in snapshot: **no**
1663
  - repo association: **CONTRIBUTOR**
1664
  - repo primary artifacts: **6**
1665
  - snapshot authored PRs/issues: **3 PRs / 3 issues**
1666
- - snapshot discussion activity: **3 comments / 1 reviews / 1 review comments**
1667
  - account age: **4221 days**
1668
  - recent public PR activity: **36 PRs** (32 merged / 2 closed-unmerged / 2 open; merged rate **89%**, closed-unmerged rate **6%**, open rate **6%**)
1669
  - public orgs: none visible
@@ -1912,18 +1866,41 @@ Example artifacts:
1912
  - [PR #44536: Supplement skip logic for XPU in the CPU-only tp tests](https://github.com/huggingface/transformers/pull/44536) — closed, merged
1913
  - [PR #43905: XPU now supports backward for the FA2 fixed path](https://github.com/huggingface/transformers/pull/43905) — closed, merged
1914
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1915
  ### `jashshah999`
1916
 
1917
  - profile: [github.com/jashshah999](https://github.com/jashshah999)
1918
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajashshah999)
1919
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajashshah999)
1920
  - repo first seen: `2026-02-25T22:23:20Z`
1921
- - repo last seen: `2026-05-04T00:51:53Z`
1922
  - first seen in snapshot: **no**
1923
  - repo association: **CONTRIBUTOR**
1924
  - repo primary artifacts: **7**
1925
  - snapshot authored PRs/issues: **7 PRs / 0 issues**
1926
- - snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
1927
  - account age: **2570 days**
1928
  - recent public PR activity: **54 PRs** (19 merged / 12 closed-unmerged / 23 open; merged rate **35%**, closed-unmerged rate **22%**, open rate **43%**)
1929
  - public orgs: none visible
@@ -1931,7 +1908,7 @@ Example artifacts:
1931
  - heuristic read: **high recent PR volume; broad repo spread; high open PR share; targets high-star repos**
1932
 
1933
  Example artifacts:
1934
- - [PR #45771: perf(qwen3_vl): replace Conv3d with F.linear in patch embed forward](https://github.com/huggingface/transformers/pull/45771) — open
1935
  - [PR #45222: fix(gemma3, gemma4): default token_type_ids to zeros for text-only training](https://github.com/huggingface/transformers/pull/45222) — closed
1936
  - [PR #44316: Reduce tqdm verbosity during weight loading](https://github.com/huggingface/transformers/pull/44316) — closed
1937
 
@@ -3309,12 +3286,12 @@ Example artifacts:
3309
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASangbumChoi)
3310
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASangbumChoi)
3311
  - repo first seen: `2024-06-07T00:26:26Z`
3312
- - repo last seen: `2026-05-03T02:14:15Z`
3313
  - first seen in snapshot: **no**
3314
  - repo association: **CONTRIBUTOR**
3315
  - repo primary artifacts: **4**
3316
  - snapshot authored PRs/issues: **4 PRs / 0 issues**
3317
- - snapshot discussion activity: **1 comments / 62 reviews / 81 review comments**
3318
  - account age: **3079 days**
3319
  - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
3320
  - public orgs: none visible
@@ -3536,12 +3513,12 @@ Example artifacts:
3536
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Anuxlear)
3537
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Anuxlear)
3538
  - repo first seen: `2026-01-02T07:29:46Z`
3539
- - repo last seen: `2026-04-30T20:01:13Z`
3540
  - first seen in snapshot: **no**
3541
  - repo association: **CONTRIBUTOR**
3542
  - repo primary artifacts: **2**
3543
  - snapshot authored PRs/issues: **2 PRs / 0 issues**
3544
- - snapshot discussion activity: **12 comments / 25 reviews / 25 review comments**
3545
  - account age: **3757 days**
3546
  - recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
3547
  - public orgs: none visible
@@ -3549,7 +3526,7 @@ Example artifacts:
3549
  - heuristic read: **high open PR share; targets high-star repos**
3550
 
3551
  Example artifacts:
3552
- - [PR #45471: Add EXAONE 4.5 implementations](https://github.com/huggingface/transformers/pull/45471) — open
3553
  - [PR #43080: Add EXAONE-MoE implementations](https://github.com/huggingface/transformers/pull/43080) — closed, merged
3554
 
3555
  ### `tyler-romero`
@@ -3624,12 +3601,12 @@ Example artifacts:
3624
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Anurpax)
3625
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Anurpax)
3626
  - repo first seen: `2026-04-24T14:04:02Z`
3627
- - repo last seen: `2026-04-29T12:33:43Z`
3628
  - first seen in snapshot: **no**
3629
  - repo association: **CONTRIBUTOR**
3630
  - repo primary artifacts: **4**
3631
  - snapshot authored PRs/issues: **1 PRs / 3 issues**
3632
- - snapshot discussion activity: **7 comments / 1 reviews / 1 review comments**
3633
  - account age: **5805 days**
3634
  - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
3635
  - public orgs: none visible
@@ -4022,7 +3999,7 @@ Example artifacts:
4022
 
4023
  Example artifacts:
4024
  - [PR #44978: fix: handle absent sys.modules entry in modeling_utils](https://github.com/huggingface/transformers/pull/44978) — closed
4025
- - [Issue #45003: modeling_utils unsafely accesses sys.modules[]](https://github.com/huggingface/transformers/issues/45003) — open
4026
 
4027
  ### `danielquintas8`
4028
 
@@ -4090,6 +4067,28 @@ Example artifacts:
4090
  - [PR #44660: Fix: avoid late CUDA OOM in load_best_model_at_end with PEFT models](https://github.com/huggingface/transformers/pull/44660) — open
4091
  - [Issue #44637: load_best_model_at_end reloads PEFT adapter weights onto CUDA and can OOM under low remaining GPU memory](https://github.com/huggingface/transformers/issues/44637) — open
4092
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
4093
  ### `earino`
4094
 
4095
  - profile: [github.com/earino](https://github.com/earino)
@@ -5256,7 +5255,7 @@ Example artifacts:
5256
  - repo first seen: `2026-05-03T16:53:02Z`
5257
  - repo last seen: `2026-05-03T17:26:18Z`
5258
  - first seen in snapshot: **no**
5259
- - repo association: **FIRST_TIME_CONTRIBUTOR**
5260
  - repo primary artifacts: **1**
5261
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
5262
  - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
@@ -5267,7 +5266,7 @@ Example artifacts:
5267
  - heuristic read: **young account; high open PR share; targets high-star repos**
5268
 
5269
  Example artifacts:
5270
- - [PR #45754: Fix mps device check for moe histogram routing](https://github.com/huggingface/transformers/pull/45754) — open
5271
 
5272
  ### `bensons`
5273
 
@@ -5780,12 +5779,12 @@ Example artifacts:
5780
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Agarybadwal)
5781
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Agarybadwal)
5782
  - repo first seen: `2026-04-21T04:38:14Z`
5783
- - repo last seen: `2026-04-25T06:54:09Z`
5784
  - first seen in snapshot: **no**
5785
  - repo association: **FIRST_TIME_CONTRIBUTOR**
5786
  - repo primary artifacts: **1**
5787
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
5788
- - snapshot discussion activity: **3 comments / 3 reviews / 3 review comments**
5789
  - account age: **1178 days**
5790
  - recent public PR activity: **3 PRs** (1 merged / 1 closed-unmerged / 1 open; merged rate **33%**, closed-unmerged rate **33%**, open rate **33%**)
5791
  - public orgs: none visible
@@ -5970,7 +5969,7 @@ Example artifacts:
5970
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahenloworldowo)
5971
  - repo first seen: `2026-05-04T05:53:33Z`
5972
  - repo last seen: `2026-05-04T05:53:33Z`
5973
- - first seen in snapshot: **yes**
5974
  - repo association: **FIRST_TIMER**
5975
  - repo primary artifacts: **1**
5976
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -5982,7 +5981,7 @@ Example artifacts:
5982
  - heuristic read: **very new account; high open PR share; no visible non-self stars; targets high-star repos**
5983
 
5984
  Example artifacts:
5985
- - [PR #45772: test pull request](https://github.com/huggingface/transformers/pull/45772) — open
5986
 
5987
  ### `heycorgi`
5988
 
@@ -6131,27 +6130,6 @@ Example artifacts:
6131
  Example artifacts:
6132
  - [PR #44516: fix(qwen2_5_vl): handle ragged batched input in apply_chat_template](https://github.com/huggingface/transformers/pull/44516) — closed
6133
 
6134
- ### `jblox26`
6135
-
6136
- - profile: [github.com/jblox26](https://github.com/jblox26)
6137
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajblox26)
6138
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajblox26)
6139
- - repo first seen: `2026-03-05T14:50:06Z`
6140
- - repo last seen: `2026-03-05T14:51:37Z`
6141
- - first seen in snapshot: **no**
6142
- - repo association: **NONE**
6143
- - repo primary artifacts: **1**
6144
- - snapshot authored PRs/issues: **1 PRs / 0 issues**
6145
- - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
6146
- - account age: **75 days**
6147
- - recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
6148
- - public orgs: none visible
6149
- - compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
6150
- - heuristic read: **very new account; many recent closed-unmerged PRs; targets high-star repos**
6151
-
6152
- Example artifacts:
6153
- - [PR #44472: Fix Qwen3VL get_rope_index StopIteration with per-frame video tokens](https://github.com/huggingface/transformers/pull/44472) — closed
6154
-
6155
  ### `Jeevang1-epic`
6156
 
6157
  - profile: [github.com/Jeevang1-epic](https://github.com/Jeevang1-epic)
@@ -7376,12 +7354,12 @@ Example artifacts:
7376
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Arigen1048)
7377
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Arigen1048)
7378
  - repo first seen: `2026-04-28T15:23:48Z`
7379
- - repo last seen: `2026-05-03T19:00:50Z`
7380
  - first seen in snapshot: **no**
7381
  - repo association: **FIRST_TIME_CONTRIBUTOR**
7382
  - repo primary artifacts: **1**
7383
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
7384
- - snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
7385
  - account age: **92 days**
7386
  - recent public PR activity: **5 PRs** (0 merged / 3 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **60%**, open rate **40%**)
7387
  - public orgs: none visible
@@ -7622,6 +7600,27 @@ Example artifacts:
7622
  Example artifacts:
7623
  - [PR #45524: utils: handle flash_attn missing from importlib packages_distributions without crashing](https://github.com/huggingface/transformers/pull/45524) — open
7624
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
7625
  ### `sebastianvlad1`
7626
 
7627
  - profile: [github.com/sebastianvlad1](https://github.com/sebastianvlad1)
 
1
  # New Contributor Report: huggingface/transformers
2
 
3
+ - Snapshot: `20260504T180032Z`
4
+ - Generated: `2026-05-04T18:02:37Z`
5
  - Activity window: `60d`
6
  - Contributors: `357`
7
 
 
9
 
10
  | Author | Profile | First seen? | Association | Account age | Repo first seen | Snapshot PRs | Snapshot issues | Follow-through | Breadth | Automation risk | Notes |
11
  | --- | --- | --- | --- | ---: | --- | ---: | ---: | --- | --- | --- | --- |
12
+ | `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 85 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
13
+ | `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 85 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
14
  | `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-03-31T13:54:54Z` | 75 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
15
  | `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-09-26T09:23:39Z` | 71 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
16
  | `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 65 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 
30
  | `IlyasMoutawwakil` | [profile](https://github.com/IlyasMoutawwakil) | no | MEMBER | 2354d | `2025-07-04T08:41:29Z` | 17 | 3 | strong | low | low | — |
31
  | `hmellor` | [profile](https://github.com/hmellor) | no | MEMBER | 3592d | `2025-08-14T10:03:14Z` | 16 | 2 | strong | low | low | high recent PR volume; targets high-star repos |
32
  | `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2996d | `2025-12-16T08:22:52Z` | 16 | 1 | strong | moderate | low | targets high-star repos |
 
33
  | `qgallouedec` | [profile](https://github.com/qgallouedec) | no | MEMBER | 2692d | `2024-12-13T13:39:10Z` | 15 | 13 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
34
  | `Abdennacer-Badaoui` | [profile](https://github.com/Abdennacer-Badaoui) | no | MEMBER | 1414d | `2026-01-08T18:13:10Z` | 15 | 0 | strong | moderate | low | — |
35
  | `michaelbenayoun` | [profile](https://github.com/michaelbenayoun) | no | MEMBER | 3365d | `2024-10-24T15:39:49Z` | 15 | 0 | strong | moderate | low | targets high-star repos |
 
40
  | `casinca` | [profile](https://github.com/casinca) | no | CONTRIBUTOR | 2626d | `2025-12-10T12:31:18Z` | 8 | 2 | strong | moderate | low | targets high-star repos |
41
  | `gambletan` | [profile](https://github.com/gambletan) | no | NONE | 40d | `2026-03-13T05:22:03Z` | 8 | 0 | weak | very high | high | very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
42
  | `s-zx` | [profile](https://github.com/s-zx) | no | NONE | 2020d | `2026-03-08T19:38:00Z` | 8 | 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 |
 
43
  | `hkc5` | [profile](https://github.com/hkc5) | no | NONE | 973d | `2026-03-19T12:33:00Z` | 7 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
44
  | `Qubitium` | [profile](https://github.com/Qubitium) | no | CONTRIBUTOR | 5681d | `2025-10-03T18:23:49Z` | 7 | 0 | strong | moderate | low | extremely high recent PR volume |
45
  | `zhang-prog` | [profile](https://github.com/zhang-prog) | no | CONTRIBUTOR | 2074d | `2025-12-23T11:18:14Z` | 7 | 0 | mixed | moderate | low | targets high-star repos |
 
72
  | `sergiopaniego` | [profile](https://github.com/sergiopaniego) | no | MEMBER | 3718d | `2026-03-19T10:22:40Z` | 3 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
73
  | `NielsRogge` | [profile](https://github.com/NielsRogge) | no | MEMBER | 2598d | `2022-02-21T10:02:38Z` | 15 | 3 | mixed | moderate | low | high recent PR volume |
74
  | `YangKai0616` | [profile](https://github.com/YangKai0616) | no | CONTRIBUTOR | 1466d | `2025-12-24T11:54:53Z` | 10 | 0 | mixed | moderate | low | targets high-star repos |
75
+ | `winglian` | [profile](https://github.com/winglian) | no | COLLABORATOR | 5708d | `2024-10-17T15:17:05Z` | 8 | 0 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
76
  | `jashshah999` | [profile](https://github.com/jashshah999) | no | CONTRIBUTOR | 2570d | `2026-02-25T22:23:20Z` | 7 | 0 | mixed | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
77
  | `albertvillanova` | [profile](https://github.com/albertvillanova) | no | MEMBER | 4257d | `2026-01-17T10:42:01Z` | 5 | 3 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
78
  | `lashahub` | [profile](https://github.com/lashahub) | no | CONTRIBUTOR | 3339d | `2026-01-08T16:47:50Z` | 5 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 
170
  | `danielquintas8` | [profile](https://github.com/danielquintas8) | no | CONTRIBUTOR | 2020d | `2026-03-30T16:23:11Z` | 1 | 1 | mixed | low | low | high open PR share; targets high-star repos |
171
  | `davevanveen` | [profile](https://github.com/davevanveen) | no | FIRST_TIME_CONTRIBUTOR | 3357d | `2026-04-17T20:59:54Z` | 1 | 1 | mixed | low | low | high open PR share |
172
  | `DogWala` | [profile](https://github.com/DogWala) | no | FIRST_TIME_CONTRIBUTOR | 1331d | `2026-03-12T15:47:16Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
173
+ | `dvdimitrov13` | [profile](https://github.com/dvdimitrov13) | no | FIRST_TIME_CONTRIBUTOR | 2296d | `2026-04-24T14:56:28Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
174
  | `earino` | [profile](https://github.com/earino) | no | CONTRIBUTOR | 6609d | `2026-04-20T10:22:03Z` | 1 | 1 | strong | moderate | low | — |
175
  | `florian6973` | [profile](https://github.com/florian6973) | no | CONTRIBUTOR | 2050d | `2026-04-07T23:31:43Z` | 1 | 1 | strong | low | low | targets high-star repos |
176
  | `Fr0do` | [profile](https://github.com/Fr0do) | no | CONTRIBUTOR | 3916d | `2026-03-27T19:19:16Z` | 1 | 1 | mixed | low | low | — |
 
225
  | `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 |
226
  | `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 |
227
  | `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 |
228
+ | `belamaran96-coder` | [profile](https://github.com/belamaran96-coder) | no | NONE | 288d | `2026-05-03T16:53:02Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
229
  | `bensons` | [profile](https://github.com/bensons) | no | FIRST_TIME_CONTRIBUTOR | 5188d | `2026-03-17T04:59:02Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
230
  | `black-yt` | [profile](https://github.com/black-yt) | no | NONE | 1826d | `2026-03-10T01:52:18Z` | 1 | 0 | weak | low | low | — |
231
  | `butterwecksolutions` | [profile](https://github.com/butterwecksolutions) | no | FIRST_TIME_CONTRIBUTOR | 4479d | `2026-05-03T23:41:12Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 
259
  | `HelloAnner` | [profile](https://github.com/HelloAnner) | no | NONE | 1658d | `2026-04-11T06:22:52Z` | 1 | 0 | mixed | low | low | — |
260
  | `HemanthSai7` | [profile](https://github.com/HemanthSai7) | no | FIRST_TIME_CONTRIBUTOR | 2007d | `2026-03-29T20:35:56Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
261
  | `hemantmm` | [profile](https://github.com/hemantmm) | no | NONE | 1646d | `2026-03-23T16:29:46Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
262
+ | `henloworldowo` | [profile](https://github.com/henloworldowo) | no | FIRST_TIMER | 2d | `2026-05-04T05:53:33Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
263
  | `heycorgi` | [profile](https://github.com/heycorgi) | no | NONE | 1515d | `2026-03-23T15:33:56Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
264
  | `himani27301` | [profile](https://github.com/himani27301) | no | FIRST_TIME_CONTRIBUTOR | 108d | `2026-03-09T15:46:14Z` | 1 | 0 | weak | low | medium | young account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
265
  | `Hyungkeun-Park-Nota` | [profile](https://github.com/Hyungkeun-Park-Nota) | no | CONTRIBUTOR | 421d | `2026-03-25T01:19:59Z` | 1 | 0 | mixed | low | low | — |
 
267
  | `IgnazioDS` | [profile](https://github.com/IgnazioDS) | no | NONE | 1078d | `2026-03-30T19:13:52Z` | 1 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread |
268
  | `jagwar` | [profile](https://github.com/jagwar) | no | MEMBER | 3691d | `2026-04-07T21:35:38Z` | 1 | 0 | strong | low | low | targets high-star repos |
269
  | `JasonCZMeng` | [profile](https://github.com/JasonCZMeng) | no | NONE | 3598d | `2026-03-07T18:33:40Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 
270
  | `Jeevang1-epic` | [profile](https://github.com/Jeevang1-epic) | no | CONTRIBUTOR | 207d | `2026-04-24T19:22:05Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
271
  | `Jess-Co-Del` | [profile](https://github.com/Jess-Co-Del) | no | FIRST_TIME_CONTRIBUTOR | 2201d | `2026-03-23T17:02:50Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
272
  | `jIab-b` | [profile](https://github.com/jIab-b) | no | NONE | 580d | `2026-04-07T09:11:14Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
337
  | `sahilleth` | [profile](https://github.com/sahilleth) | no | NONE | 58d | `2026-03-19T05:50:29Z` | 1 | 0 | weak | high | medium | very new account; broad repo spread; high open PR share; no visible non-self stars |
338
  | `SamArun28` | [profile](https://github.com/SamArun28) | no | NONE | 37d | `2026-03-10T09:38:29Z` | 1 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
339
  | `SAY-5` | [profile](https://github.com/SAY-5) | no | FIRST_TIME_CONTRIBUTOR | 172d | `2026-04-20T05:44:53Z` | 1 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars |
340
+ | `SeaL773` | [profile](https://github.com/SeaL773) | yes | FIRST_TIME_CONTRIBUTOR | 3075d | `2026-05-04T06:26:53Z` | 1 | 0 | mixed | moderate | low | — |
341
  | `sebastianvlad1` | [profile](https://github.com/sebastianvlad1) | no | CONTRIBUTOR | 3207d | `2026-04-30T16:48:02Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
342
  | `shaealh` | [profile](https://github.com/shaealh) | no | FIRST_TIME_CONTRIBUTOR | 70d | `2026-03-13T05:05:01Z` | 1 | 0 | mixed | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
343
  | `shhKnight30` | [profile](https://github.com/shhKnight30) | no | CONTRIBUTOR | 931d | `2026-04-04T10:29:57Z` | 1 | 0 | strong | low | low | targets high-star repos |
 
375
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atarekziade)
376
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atarekziade)
377
  - repo first seen: `2026-01-21T16:52:29Z`
378
+ - repo last seen: `2026-05-04T14:01:42Z`
379
  - first seen in snapshot: **no**
380
  - repo association: **MEMBER**
381
+ - repo primary artifacts: **91**
382
+ - snapshot authored PRs/issues: **85 PRs / 6 issues**
383
+ - snapshot discussion activity: **168 comments / 190 reviews / 180 review comments**
384
  - account age: **5839 days**
385
  - recent public PR activity: **108 PRs** (92 merged / 3 closed-unmerged / 13 open; merged rate **85%**, closed-unmerged rate **3%**, open rate **12%**)
386
  - public orgs: `AFPy`, `faitmain`, `circus-tent`
 
388
  - heuristic read: **extremely high recent PR volume; broad repo spread; targets high-star repos**
389
 
390
  Example artifacts:
391
+ - [PR #45775: make sure we call check_auto in CI](https://github.com/huggingface/transformers/pull/45775) — closed, merged
392
  - [PR #45720: chore(mlinter): implement part of rule TRF003](https://github.com/huggingface/transformers/pull/45720) — open
393
  - [PR #45711: refector: renamed file glob to cache to make it clearer](https://github.com/huggingface/transformers/pull/45711) — open
 
394
  - [Issue #45458: Add typing support incrementally (meta issue)](https://github.com/huggingface/transformers/issues/45458) — closed
395
  - [Issue #44740: Run model linter on new models additions](https://github.com/huggingface/transformers/issues/44740) — closed
396
  - [Issue #44619: Plug model rule in development flow and extend it](https://github.com/huggingface/transformers/issues/44619) — closed
 
401
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ACyrilvallez)
402
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ACyrilvallez)
403
  - repo first seen: `2025-03-19T10:58:02Z`
404
+ - repo last seen: `2026-05-04T09:51:36Z`
405
  - first seen in snapshot: **no**
406
  - repo association: **MEMBER**
407
+ - repo primary artifacts: **85**
408
+ - snapshot authored PRs/issues: **85 PRs / 0 issues**
409
+ - snapshot discussion activity: **223 comments / 300 reviews / 467 review comments**
410
  - account age: **2036 days**
411
  - recent public PR activity: **48 PRs** (42 merged / 2 closed-unmerged / 4 open; merged rate **88%**, closed-unmerged rate **4%**, open rate **8%**)
412
  - public orgs: `huggingface`
 
414
  - heuristic read: **high recent PR volume; targets high-star repos**
415
 
416
  Example artifacts:
417
+ - [PR #45774: Fix auto mapping script](https://github.com/huggingface/transformers/pull/45774) — closed, merged
418
  - [PR #45652: Fix colmodernvbert tests](https://github.com/huggingface/transformers/pull/45652) — closed, merged
419
  - [PR #45624: Skip failing offloading tests](https://github.com/huggingface/transformers/pull/45624) — closed, merged
 
420
 
421
  ### `ydshieh`
422
 
 
424
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aydshieh)
425
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aydshieh)
426
  - repo first seen: `2025-03-31T13:54:54Z`
427
+ - repo last seen: `2026-05-04T13:35:35Z`
428
  - first seen in snapshot: **no**
429
  - repo association: **MEMBER**
430
  - repo primary artifacts: **75**
431
  - snapshot authored PRs/issues: **75 PRs / 0 issues**
432
+ - snapshot discussion activity: **106 comments / 189 reviews / 142 review comments**
433
  - account age: **4938 days**
434
  - recent public PR activity: **52 PRs** (40 merged / 4 closed-unmerged / 8 open; merged rate **77%**, closed-unmerged rate **8%**, open rate **15%**)
435
  - public orgs: none visible
 
447
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azucchini-nlp)
448
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azucchini-nlp)
449
  - repo first seen: `2024-09-26T09:23:39Z`
450
+ - repo last seen: `2026-05-04T13:53:34Z`
451
  - first seen in snapshot: **no**
452
  - repo association: **MEMBER**
453
  - repo primary artifacts: **71**
454
  - snapshot authored PRs/issues: **71 PRs / 0 issues**
455
+ - snapshot discussion activity: **494 comments / 713 reviews / 1737 review comments**
456
  - account age: **1508 days**
457
  - recent public PR activity: **50 PRs** (33 merged / 6 closed-unmerged / 11 open; merged rate **66%**, closed-unmerged rate **12%**, open rate **22%**)
458
  - public orgs: `huggingface`, `deeppavlov`
 
496
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArthurZucker)
497
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArthurZucker)
498
  - repo first seen: `2023-02-24T14:13:29Z`
499
+ - repo last seen: `2026-05-04T09:53:27Z`
500
  - first seen in snapshot: **no**
501
  - repo association: **MEMBER**
502
  - repo primary artifacts: **52**
503
  - snapshot authored PRs/issues: **50 PRs / 2 issues**
504
+ - snapshot discussion activity: **155 comments / 537 reviews / 1060 review comments**
505
  - account age: **2590 days**
506
  - recent public PR activity: **60 PRs** (36 merged / 5 closed-unmerged / 19 open; merged rate **60%**, closed-unmerged rate **8%**, open rate **32%**)
507
  - public orgs: none visible
 
570
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avasqu)
571
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avasqu)
572
  - repo first seen: `2025-08-26T12:13:50Z`
573
+ - repo last seen: `2026-05-04T18:00:07Z`
574
  - first seen in snapshot: **no**
575
  - repo association: **MEMBER**
576
  - repo primary artifacts: **43**
577
  - snapshot authored PRs/issues: **42 PRs / 1 issues**
578
+ - snapshot discussion activity: **500 comments / 854 reviews / 3636 review comments**
579
  - account age: **1991 days**
580
  - recent public PR activity: **21 PRs** (12 merged / 3 closed-unmerged / 6 open; merged rate **57%**, closed-unmerged rate **14%**, open rate **29%**)
581
  - public orgs: none visible
 
689
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aremi-or)
690
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aremi-or)
691
  - repo first seen: `2026-01-13T09:15:18Z`
692
+ - repo last seen: `2026-05-04T06:46:09Z`
693
  - first seen in snapshot: **no**
694
  - repo association: **MEMBER**
695
  - repo primary artifacts: **23**
696
  - snapshot authored PRs/issues: **23 PRs / 0 issues**
697
+ - snapshot discussion activity: **40 comments / 127 reviews / 138 review comments**
698
  - account age: **1813 days**
699
  - recent public PR activity: **13 PRs** (12 merged / 0 closed-unmerged / 1 open; merged rate **92%**, closed-unmerged rate **0%**, open rate **8%**)
700
  - public orgs: none visible
 
703
 
704
  Example artifacts:
705
  - [PR #45733: [CB] Fixes for SDPA and CPU offloading](https://github.com/huggingface/transformers/pull/45733) — open
706
+ - [PR #45654: [CB] Refactor any model-related code in a separate class](https://github.com/huggingface/transformers/pull/45654) — open
707
  - [PR #45653: [CB] Better overall script and decode bucketting](https://github.com/huggingface/transformers/pull/45653) — closed, merged
708
 
709
  ### `jiqing-feng`
 
810
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIlyasMoutawwakil)
811
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIlyasMoutawwakil)
812
  - repo first seen: `2025-07-04T08:41:29Z`
813
+ - repo last seen: `2026-05-04T12:33:50Z`
814
  - first seen in snapshot: **no**
815
  - repo association: **MEMBER**
816
  - repo primary artifacts: **20**
817
  - snapshot authored PRs/issues: **17 PRs / 3 issues**
818
+ - snapshot discussion activity: **53 comments / 179 reviews / 155 review comments**
819
  - account age: **2354 days**
820
  - recent public PR activity: **22 PRs** (16 merged / 2 closed-unmerged / 4 open; merged rate **73%**, closed-unmerged rate **9%**, open rate **18%**)
821
  - public orgs: `huggingface`, `Chouafa`
 
824
 
825
  Example artifacts:
826
  - [PR #45634: DeepGEMM BF16 + mixed FP8/FP4 + MegaMoE + refactor](https://github.com/huggingface/transformers/pull/45634) — open, draft
827
+ - [PR #45621: Better Grouped GEMM + EP](https://github.com/huggingface/transformers/pull/45621) — closed, merged
828
  - [PR #45433: SonicMoe](https://github.com/huggingface/transformers/pull/45433) — closed, merged
829
  - [Issue #45571: A nice UX for generating dynamic tensors that break torch.compile/torch.export](https://github.com/huggingface/transformers/issues/45571) — open
830
  - [Issue #43682: `torch.compile` and `torch.export` helper function to be moved from `import_utils`](https://github.com/huggingface/transformers/issues/43682) — open
 
849
  - heuristic read: **high recent PR volume; targets high-star repos**
850
 
851
  Example artifacts:
852
+ - [PR #45739: DeepSeek OCR specifies an incorrect tokenizer class on the Hub](https://github.com/huggingface/transformers/pull/45739) — closed, merged
853
  - [PR #45610: Fix configuration reading and error handling for kernels](https://github.com/huggingface/transformers/pull/45610) — closed, merged
854
  - [PR #45449: Add `step3_vl` to `MODELS_WITH_INCORRECT_HUB_TOKENIZER_CLASS`](https://github.com/huggingface/transformers/pull/45449) — closed, merged
855
  - [Issue #43522: Weights are not tied when model is loaded onto the `meta` device](https://github.com/huggingface/transformers/issues/43522) — closed
 
879
  - [PR #45219: Add MoE to Gemma4 TP plan](https://github.com/huggingface/transformers/pull/45219) — closed, merged
880
  - [Issue #42890: tests/models/sam_hq/test_modeling_sam_hq.py::SamHQModelIntegrationTest may fail since a lot of cases are lack of set_seed()](https://github.com/huggingface/transformers/issues/42890) — closed
881
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
882
  ### `qgallouedec`
883
 
884
  - profile: [github.com/qgallouedec](https://github.com/qgallouedec)
 
1114
  - [PR #44921: fix: use shape index access in compute_3d_position_ids for Qwen VL models](https://github.com/huggingface/transformers/pull/44921) — closed
1115
  - [PR #44920: fix: propagate num_labels/id2label to text_config in Qwen3_5Config](https://github.com/huggingface/transformers/pull/44920) — closed
1116
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1117
  ### `hkc5`
1118
 
1119
  - profile: [github.com/hkc5](https://github.com/hkc5)
 
1612
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajamesbraza)
1613
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajamesbraza)
1614
  - repo first seen: `2026-04-23T00:37:54Z`
1615
+ - repo last seen: `2026-05-04T17:56:36Z`
1616
  - first seen in snapshot: **no**
1617
  - repo association: **CONTRIBUTOR**
1618
  - repo primary artifacts: **6**
1619
  - snapshot authored PRs/issues: **3 PRs / 3 issues**
1620
+ - snapshot discussion activity: **4 comments / 3 reviews / 3 review comments**
1621
  - account age: **4221 days**
1622
  - recent public PR activity: **36 PRs** (32 merged / 2 closed-unmerged / 2 open; merged rate **89%**, closed-unmerged rate **6%**, open rate **6%**)
1623
  - public orgs: none visible
 
1866
  - [PR #44536: Supplement skip logic for XPU in the CPU-only tp tests](https://github.com/huggingface/transformers/pull/44536) — closed, merged
1867
  - [PR #43905: XPU now supports backward for the FA2 fixed path](https://github.com/huggingface/transformers/pull/43905) — closed, merged
1868
 
1869
+ ### `winglian`
1870
+
1871
+ - profile: [github.com/winglian](https://github.com/winglian)
1872
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Awinglian)
1873
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Awinglian)
1874
+ - repo first seen: `2024-10-17T15:17:05Z`
1875
+ - repo last seen: `2026-04-22T13:41:37Z`
1876
+ - first seen in snapshot: **no**
1877
+ - repo association: **COLLABORATOR**
1878
+ - repo primary artifacts: **8**
1879
+ - snapshot authored PRs/issues: **8 PRs / 0 issues**
1880
+ - snapshot discussion activity: **11 comments / 31 reviews / 18 review comments**
1881
+ - account age: **5708 days**
1882
+ - recent public PR activity: **102 PRs** (85 merged / 5 closed-unmerged / 12 open; merged rate **83%**, closed-unmerged rate **5%**, open rate **12%**)
1883
+ - public orgs: none visible
1884
+ - compact scores: follow-through **strong**, breadth **high**, automation risk **low**
1885
+ - heuristic read: **extremely high recent PR volume; broad repo spread; targets high-star repos**
1886
+
1887
+ Example artifacts:
1888
+ - [PR #45577: Allow for registered experts from kernels hub](https://github.com/huggingface/transformers/pull/45577) — closed, merged
1889
+ - [PR #45354: fix gemma4 gradient accumulation loss and last token incorrect labels](https://github.com/huggingface/transformers/pull/45354) — closed, merged
1890
+ - [PR #44473: fix FSDP loading with meta devices](https://github.com/huggingface/transformers/pull/44473) — closed, merged
1891
+
1892
  ### `jashshah999`
1893
 
1894
  - profile: [github.com/jashshah999](https://github.com/jashshah999)
1895
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajashshah999)
1896
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajashshah999)
1897
  - repo first seen: `2026-02-25T22:23:20Z`
1898
+ - repo last seen: `2026-05-04T17:50:00Z`
1899
  - first seen in snapshot: **no**
1900
  - repo association: **CONTRIBUTOR**
1901
  - repo primary artifacts: **7**
1902
  - snapshot authored PRs/issues: **7 PRs / 0 issues**
1903
+ - snapshot discussion activity: **6 comments / 0 reviews / 0 review comments**
1904
  - account age: **2570 days**
1905
  - recent public PR activity: **54 PRs** (19 merged / 12 closed-unmerged / 23 open; merged rate **35%**, closed-unmerged rate **22%**, open rate **43%**)
1906
  - public orgs: none visible
 
1908
  - heuristic read: **high recent PR volume; broad repo spread; high open PR share; targets high-star repos**
1909
 
1910
  Example artifacts:
1911
+ - [PR #45771: perf(qwen3_vl): replace Conv3d with F.linear in patch embed forward](https://github.com/huggingface/transformers/pull/45771) — closed
1912
  - [PR #45222: fix(gemma3, gemma4): default token_type_ids to zeros for text-only training](https://github.com/huggingface/transformers/pull/45222) — closed
1913
  - [PR #44316: Reduce tqdm verbosity during weight loading](https://github.com/huggingface/transformers/pull/44316) — closed
1914
 
 
3286
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASangbumChoi)
3287
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASangbumChoi)
3288
  - repo first seen: `2024-06-07T00:26:26Z`
3289
+ - repo last seen: `2026-05-04T14:24:03Z`
3290
  - first seen in snapshot: **no**
3291
  - repo association: **CONTRIBUTOR**
3292
  - repo primary artifacts: **4**
3293
  - snapshot authored PRs/issues: **4 PRs / 0 issues**
3294
+ - snapshot discussion activity: **2 comments / 68 reviews / 87 review comments**
3295
  - account age: **3079 days**
3296
  - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
3297
  - public orgs: none visible
 
3513
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Anuxlear)
3514
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Anuxlear)
3515
  - repo first seen: `2026-01-02T07:29:46Z`
3516
+ - repo last seen: `2026-05-04T13:40:48Z`
3517
  - first seen in snapshot: **no**
3518
  - repo association: **CONTRIBUTOR**
3519
  - repo primary artifacts: **2**
3520
  - snapshot authored PRs/issues: **2 PRs / 0 issues**
3521
+ - snapshot discussion activity: **13 comments / 25 reviews / 25 review comments**
3522
  - account age: **3757 days**
3523
  - recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
3524
  - public orgs: none visible
 
3526
  - heuristic read: **high open PR share; targets high-star repos**
3527
 
3528
  Example artifacts:
3529
+ - [PR #45471: Add EXAONE 4.5 implementations](https://github.com/huggingface/transformers/pull/45471) — closed, merged
3530
  - [PR #43080: Add EXAONE-MoE implementations](https://github.com/huggingface/transformers/pull/43080) — closed, merged
3531
 
3532
  ### `tyler-romero`
 
3601
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Anurpax)
3602
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Anurpax)
3603
  - repo first seen: `2026-04-24T14:04:02Z`
3604
+ - repo last seen: `2026-05-04T11:09:37Z`
3605
  - first seen in snapshot: **no**
3606
  - repo association: **CONTRIBUTOR**
3607
  - repo primary artifacts: **4**
3608
  - snapshot authored PRs/issues: **1 PRs / 3 issues**
3609
+ - snapshot discussion activity: **8 comments / 1 reviews / 1 review comments**
3610
  - account age: **5805 days**
3611
  - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
3612
  - public orgs: none visible
 
3999
 
4000
  Example artifacts:
4001
  - [PR #44978: fix: handle absent sys.modules entry in modeling_utils](https://github.com/huggingface/transformers/pull/44978) — closed
4002
+ - [Issue #45003: modeling_utils unsafely accesses sys.modules[]](https://github.com/huggingface/transformers/issues/45003) — closed
4003
 
4004
  ### `danielquintas8`
4005
 
 
4067
  - [PR #44660: Fix: avoid late CUDA OOM in load_best_model_at_end with PEFT models](https://github.com/huggingface/transformers/pull/44660) — open
4068
  - [Issue #44637: load_best_model_at_end reloads PEFT adapter weights onto CUDA and can OOM under low remaining GPU memory](https://github.com/huggingface/transformers/issues/44637) — open
4069
 
4070
+ ### `dvdimitrov13`
4071
+
4072
+ - profile: [github.com/dvdimitrov13](https://github.com/dvdimitrov13)
4073
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Advdimitrov13)
4074
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Advdimitrov13)
4075
+ - repo first seen: `2026-04-24T14:56:28Z`
4076
+ - repo last seen: `2026-05-04T16:35:28Z`
4077
+ - first seen in snapshot: **no**
4078
+ - repo association: **FIRST_TIME_CONTRIBUTOR**
4079
+ - repo primary artifacts: **2**
4080
+ - snapshot authored PRs/issues: **1 PRs / 1 issues**
4081
+ - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
4082
+ - account age: **2296 days**
4083
+ - recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
4084
+ - public orgs: none visible
4085
+ - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
4086
+ - heuristic read: **high open PR share; targets high-star repos**
4087
+
4088
+ Example artifacts:
4089
+ - [PR #45776: Gate enable_gqa=True on actual flash-attention eligibility](https://github.com/huggingface/transformers/pull/45776) — open, draft
4090
+ - [Issue #45636: Proposal: add sdpa_memeff attn_implementation for shape combinations no fast backend covers](https://github.com/huggingface/transformers/issues/45636) — open
4091
+
4092
  ### `earino`
4093
 
4094
  - profile: [github.com/earino](https://github.com/earino)
 
5255
  - repo first seen: `2026-05-03T16:53:02Z`
5256
  - repo last seen: `2026-05-03T17:26:18Z`
5257
  - first seen in snapshot: **no**
5258
+ - repo association: **NONE**
5259
  - repo primary artifacts: **1**
5260
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
5261
  - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
 
5266
  - heuristic read: **young account; high open PR share; targets high-star repos**
5267
 
5268
  Example artifacts:
5269
+ - [PR #45754: Fix mps device check for moe histogram routing](https://github.com/huggingface/transformers/pull/45754) — closed
5270
 
5271
  ### `bensons`
5272
 
 
5779
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Agarybadwal)
5780
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Agarybadwal)
5781
  - repo first seen: `2026-04-21T04:38:14Z`
5782
+ - repo last seen: `2026-05-04T16:30:08Z`
5783
  - first seen in snapshot: **no**
5784
  - repo association: **FIRST_TIME_CONTRIBUTOR**
5785
  - repo primary artifacts: **1**
5786
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
5787
+ - snapshot discussion activity: **4 comments / 3 reviews / 3 review comments**
5788
  - account age: **1178 days**
5789
  - recent public PR activity: **3 PRs** (1 merged / 1 closed-unmerged / 1 open; merged rate **33%**, closed-unmerged rate **33%**, open rate **33%**)
5790
  - public orgs: none visible
 
5969
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahenloworldowo)
5970
  - repo first seen: `2026-05-04T05:53:33Z`
5971
  - repo last seen: `2026-05-04T05:53:33Z`
5972
+ - first seen in snapshot: **no**
5973
  - repo association: **FIRST_TIMER**
5974
  - repo primary artifacts: **1**
5975
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
 
5981
  - heuristic read: **very new account; high open PR share; no visible non-self stars; targets high-star repos**
5982
 
5983
  Example artifacts:
5984
+ - [PR #45772: test pull request](https://github.com/huggingface/transformers/pull/45772) — closed
5985
 
5986
  ### `heycorgi`
5987
 
 
6130
  Example artifacts:
6131
  - [PR #44516: fix(qwen2_5_vl): handle ragged batched input in apply_chat_template](https://github.com/huggingface/transformers/pull/44516) — closed
6132
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
6133
  ### `Jeevang1-epic`
6134
 
6135
  - profile: [github.com/Jeevang1-epic](https://github.com/Jeevang1-epic)
 
7354
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Arigen1048)
7355
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Arigen1048)
7356
  - repo first seen: `2026-04-28T15:23:48Z`
7357
+ - repo last seen: `2026-05-04T15:13:39Z`
7358
  - first seen in snapshot: **no**
7359
  - repo association: **FIRST_TIME_CONTRIBUTOR**
7360
  - repo primary artifacts: **1**
7361
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
7362
+ - snapshot discussion activity: **6 comments / 0 reviews / 0 review comments**
7363
  - account age: **92 days**
7364
  - recent public PR activity: **5 PRs** (0 merged / 3 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **60%**, open rate **40%**)
7365
  - public orgs: none visible
 
7600
  Example artifacts:
7601
  - [PR #45524: utils: handle flash_attn missing from importlib packages_distributions without crashing](https://github.com/huggingface/transformers/pull/45524) — open
7602
 
7603
+ ### `SeaL773`
7604
+
7605
+ - profile: [github.com/SeaL773](https://github.com/SeaL773)
7606
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASeaL773)
7607
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASeaL773)
7608
+ - repo first seen: `2026-05-04T06:26:53Z`
7609
+ - repo last seen: `2026-05-04T17:44:12Z`
7610
+ - first seen in snapshot: **yes**
7611
+ - repo association: **FIRST_TIME_CONTRIBUTOR**
7612
+ - repo primary artifacts: **1**
7613
+ - snapshot authored PRs/issues: **1 PRs / 0 issues**
7614
+ - snapshot discussion activity: **2 comments / 1 reviews / 1 review comments**
7615
+ - account age: **3075 days**
7616
+ - recent public PR activity: **14 PRs** (8 merged / 4 closed-unmerged / 2 open; merged rate **57%**, closed-unmerged rate **29%**, open rate **14%**)
7617
+ - public orgs: none visible
7618
+ - compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
7619
+ - heuristic read: **—**
7620
+
7621
+ Example artifacts:
7622
+ - [PR #45773: Fix UnboundLocalError for `is_updated` in encoder-decoder cross-attention](https://github.com/huggingface/transformers/pull/45773) — open
7623
+
7624
  ### `sebastianvlad1`
7625
 
7626
  - profile: [github.com/sebastianvlad1](https://github.com/sebastianvlad1)
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932
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934
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  "concentration_similarity": 0.932,
@@ -962,8 +796,8 @@
962
  {
963
  "left_pr_number": 45546,
964
  "right_pr_number": 45668,
965
- "similarity": 0.808,
966
- "content_similarity": 0.781,
967
  "size_similarity": 0.773,
968
  "breadth_similarity": 1.0,
969
  "concentration_similarity": 0.903,
@@ -984,8 +818,8 @@
984
  {
985
  "left_pr_number": 45296,
986
  "right_pr_number": 45546,
987
- "similarity": 0.78,
988
- "content_similarity": 0.786,
989
  "size_similarity": 0.576,
990
  "breadth_similarity": 1.0,
991
  "concentration_similarity": 0.859,
@@ -1006,8 +840,8 @@
1006
  {
1007
  "left_pr_number": 44070,
1008
  "right_pr_number": 45546,
1009
- "similarity": 0.733,
1010
- "content_similarity": 0.751,
1011
  "size_similarity": 0.404,
1012
  "breadth_similarity": 1.0,
1013
  "concentration_similarity": 0.927,
@@ -1028,8 +862,8 @@
1028
  {
1029
  "left_pr_number": 45296,
1030
  "right_pr_number": 45668,
1031
- "similarity": 0.66,
1032
- "content_similarity": 0.637,
1033
  "size_similarity": 0.445,
1034
  "breadth_similarity": 1.0,
1035
  "concentration_similarity": 0.956,
@@ -1050,8 +884,8 @@
1050
  {
1051
  "left_pr_number": 44070,
1052
  "right_pr_number": 45668,
1053
- "similarity": 0.638,
1054
- "content_similarity": 0.632,
1055
  "size_similarity": 0.312,
1056
  "breadth_similarity": 1.0,
1057
  "concentration_similarity": 0.976,
@@ -1080,22 +914,20 @@
1080
  44682
1081
  ],
1082
  "representative_pr_number": 43836,
1083
- "average_similarity": 0.562,
1084
  "summary": "4 open PRs share weighted file overlap around `src/transformers/cli/serve.py`; representative PR #43836.",
1085
  "shared_filenames": [
1086
  "src/transformers/cli/serve.py"
1087
  ],
1088
  "shared_directories": [
1089
- "src/transformers/cli",
1090
- "src/transformers",
1091
- "src"
1092
  ],
1093
  "pairwise": [
1094
  {
1095
  "left_pr_number": 43656,
1096
  "right_pr_number": 43836,
1097
- "similarity": 0.689,
1098
- "content_similarity": 0.744,
1099
  "size_similarity": 0.121,
1100
  "breadth_similarity": 1.0,
1101
  "concentration_similarity": 1.0,
@@ -1111,8 +943,8 @@
1111
  {
1112
  "left_pr_number": 43836,
1113
  "right_pr_number": 43842,
1114
- "similarity": 0.615,
1115
- "content_similarity": 0.658,
1116
  "size_similarity": 0.027,
1117
  "breadth_similarity": 1.0,
1118
  "concentration_similarity": 1.0,
@@ -1128,8 +960,8 @@
1128
  {
1129
  "left_pr_number": 43836,
1130
  "right_pr_number": 44682,
1131
- "similarity": 0.611,
1132
- "content_similarity": 0.658,
1133
  "size_similarity": 0.398,
1134
  "breadth_similarity": 0.5,
1135
  "concentration_similarity": 0.802,
@@ -1145,8 +977,8 @@
1145
  {
1146
  "left_pr_number": 43656,
1147
  "right_pr_number": 43842,
1148
- "similarity": 0.593,
1149
- "content_similarity": 0.585,
1150
  "size_similarity": 0.222,
1151
  "breadth_similarity": 1.0,
1152
  "concentration_similarity": 1.0,
@@ -1162,8 +994,8 @@
1162
  {
1163
  "left_pr_number": 43656,
1164
  "right_pr_number": 44682,
1165
- "similarity": 0.448,
1166
- "content_similarity": 0.5,
1167
  "size_similarity": 0.048,
1168
  "breadth_similarity": 0.5,
1169
  "concentration_similarity": 0.802,
@@ -1179,8 +1011,8 @@
1179
  {
1180
  "left_pr_number": 43842,
1181
  "right_pr_number": 44682,
1182
- "similarity": 0.418,
1183
- "content_similarity": 0.465,
1184
  "size_similarity": 0.011,
1185
  "breadth_similarity": 0.5,
1186
  "concentration_similarity": 0.802,
@@ -1204,7 +1036,7 @@
1204
  45741
1205
  ],
1206
  "representative_pr_number": 45681,
1207
- "average_similarity": 0.56,
1208
  "summary": "4 open PRs share weighted file overlap around `tests/models/auto/test_tokenization_auto.py`, `src/transformers/models/auto/tokenization_auto.py`; representative PR #45681.",
1209
  "shared_filenames": [
1210
  "tests/models/auto/test_tokenization_auto.py",
@@ -1213,9 +1045,7 @@
1213
  "shared_directories": [
1214
  "tests/models/auto",
1215
  "tests/models",
1216
- "src/transformers",
1217
  "tests",
1218
- "src",
1219
  "src/transformers/models/auto",
1220
  "src/transformers/models"
1221
  ],
@@ -1223,8 +1053,8 @@
1223
  {
1224
  "left_pr_number": 45681,
1225
  "right_pr_number": 45741,
1226
- "similarity": 0.87,
1227
- "content_similarity": 0.939,
1228
  "size_similarity": 0.436,
1229
  "breadth_similarity": 1.0,
1230
  "concentration_similarity": 0.947,
@@ -1245,8 +1075,8 @@
1245
  {
1246
  "left_pr_number": 45293,
1247
  "right_pr_number": 45741,
1248
- "similarity": 0.515,
1249
- "content_similarity": 0.351,
1250
  "size_similarity": 0.85,
1251
  "breadth_similarity": 1.0,
1252
  "concentration_similarity": 0.838,
@@ -1267,8 +1097,8 @@
1267
  {
1268
  "left_pr_number": 45317,
1269
  "right_pr_number": 45681,
1270
- "similarity": 0.507,
1271
- "content_similarity": 0.371,
1272
  "size_similarity": 0.692,
1273
  "breadth_similarity": 1.0,
1274
  "concentration_similarity": 0.863,
@@ -1286,8 +1116,8 @@
1286
  {
1287
  "left_pr_number": 45293,
1288
  "right_pr_number": 45681,
1289
- "similarity": 0.505,
1290
- "content_similarity": 0.405,
1291
  "size_similarity": 0.513,
1292
  "breadth_similarity": 1.0,
1293
  "concentration_similarity": 0.891,
@@ -1308,8 +1138,8 @@
1308
  {
1309
  "left_pr_number": 45293,
1310
  "right_pr_number": 45317,
1311
- "similarity": 0.493,
1312
- "content_similarity": 0.333,
1313
  "size_similarity": 0.741,
1314
  "breadth_similarity": 1.0,
1315
  "concentration_similarity": 0.972,
@@ -1327,8 +1157,8 @@
1327
  {
1328
  "left_pr_number": 45317,
1329
  "right_pr_number": 45741,
1330
- "similarity": 0.473,
1331
- "content_similarity": 0.34,
1332
  "size_similarity": 0.63,
1333
  "breadth_similarity": 1.0,
1334
  "concentration_similarity": 0.81,
@@ -1366,16 +1196,14 @@
1366
  "tests/models",
1367
  "tests",
1368
  "src/transformers/models/gemma4",
1369
- "src/transformers/models",
1370
- "src/transformers",
1371
- "src"
1372
  ],
1373
  "pairwise": [
1374
  {
1375
  "left_pr_number": 45606,
1376
  "right_pr_number": 45607,
1377
- "similarity": 0.769,
1378
- "content_similarity": 0.817,
1379
  "size_similarity": 0.778,
1380
  "breadth_similarity": 0.417,
1381
  "concentration_similarity": 0.778,
@@ -1391,8 +1219,8 @@
1391
  {
1392
  "left_pr_number": 45606,
1393
  "right_pr_number": 45716,
1394
- "similarity": 0.589,
1395
- "content_similarity": 0.488,
1396
  "size_similarity": 0.655,
1397
  "breadth_similarity": 1.0,
1398
  "concentration_similarity": 0.978,
@@ -1414,8 +1242,8 @@
1414
  {
1415
  "left_pr_number": 45568,
1416
  "right_pr_number": 45716,
1417
- "similarity": 0.562,
1418
- "content_similarity": 0.392,
1419
  "size_similarity": 0.945,
1420
  "breadth_similarity": 1.0,
1421
  "concentration_similarity": 0.915,
@@ -1437,8 +1265,8 @@
1437
  {
1438
  "left_pr_number": 45568,
1439
  "right_pr_number": 45606,
1440
- "similarity": 0.55,
1441
- "content_similarity": 0.43,
1442
  "size_similarity": 0.692,
1443
  "breadth_similarity": 1.0,
1444
  "concentration_similarity": 0.893,
@@ -1477,8 +1305,8 @@
1477
  {
1478
  "left_pr_number": 45607,
1479
  "right_pr_number": 45716,
1480
- "similarity": 0.331,
1481
- "content_similarity": 0.248,
1482
  "size_similarity": 0.509,
1483
  "breadth_similarity": 0.417,
1484
  "concentration_similarity": 0.8,
@@ -1502,7 +1330,7 @@
1502
  45661
1503
  ],
1504
  "representative_pr_number": 44974,
1505
- "average_similarity": 0.476,
1506
  "summary": "4 open PRs share weighted file overlap around `src/transformers/core_model_loading.py`, `tests/utils/test_core_model_loading.py`, `tests/test_modeling_common.py`; representative PR #44974.",
1507
  "shared_filenames": [
1508
  "src/transformers/core_model_loading.py",
@@ -1511,9 +1339,7 @@
1511
  "src/transformers/modeling_utils.py"
1512
  ],
1513
  "shared_directories": [
1514
- "src/transformers",
1515
  "tests",
1516
- "src",
1517
  "tests/utils",
1518
  "src/transformers/integrations",
1519
  "tests/models"
@@ -1522,8 +1348,8 @@
1522
  {
1523
  "left_pr_number": 44974,
1524
  "right_pr_number": 45635,
1525
- "similarity": 0.725,
1526
- "content_similarity": 0.729,
1527
  "size_similarity": 0.59,
1528
  "breadth_similarity": 0.8,
1529
  "concentration_similarity": 0.929,
@@ -1541,8 +1367,8 @@
1541
  {
1542
  "left_pr_number": 44974,
1543
  "right_pr_number": 45661,
1544
- "similarity": 0.49,
1545
- "content_similarity": 0.447,
1546
  "size_similarity": 0.799,
1547
  "breadth_similarity": 0.161,
1548
  "concentration_similarity": 0.826,
@@ -1562,8 +1388,8 @@
1562
  {
1563
  "left_pr_number": 45421,
1564
  "right_pr_number": 45635,
1565
- "similarity": 0.481,
1566
- "content_similarity": 0.401,
1567
  "size_similarity": 0.803,
1568
  "breadth_similarity": 0.5,
1569
  "concentration_similarity": 0.586,
@@ -1580,8 +1406,8 @@
1580
  {
1581
  "left_pr_number": 45635,
1582
  "right_pr_number": 45661,
1583
- "similarity": 0.435,
1584
- "content_similarity": 0.449,
1585
  "size_similarity": 0.472,
1586
  "breadth_similarity": 0.123,
1587
  "concentration_similarity": 0.755,
@@ -1600,8 +1426,8 @@
1600
  {
1601
  "left_pr_number": 44974,
1602
  "right_pr_number": 45421,
1603
- "similarity": 0.434,
1604
- "content_similarity": 0.321,
1605
  "size_similarity": 0.735,
1606
  "breadth_similarity": 0.667,
1607
  "concentration_similarity": 0.657,
@@ -1617,8 +1443,8 @@
1617
  {
1618
  "left_pr_number": 45421,
1619
  "right_pr_number": 45661,
1620
- "similarity": 0.292,
1621
- "content_similarity": 0.197,
1622
  "size_similarity": 0.588,
1623
  "breadth_similarity": 0.246,
1624
  "concentration_similarity": 0.831,
@@ -1644,21 +1470,18 @@
1644
  45655
1645
  ],
1646
  "representative_pr_number": 45342,
1647
- "average_similarity": 0.475,
1648
  "summary": "4 open PRs share weighted file overlap around `src/transformers/modeling_utils.py`; representative PR #45342.",
1649
  "shared_filenames": [
1650
  "src/transformers/modeling_utils.py"
1651
  ],
1652
- "shared_directories": [
1653
- "src/transformers",
1654
- "src"
1655
- ],
1656
  "pairwise": [
1657
  {
1658
  "left_pr_number": 45342,
1659
  "right_pr_number": 45655,
1660
- "similarity": 0.84,
1661
- "content_similarity": 0.795,
1662
  "size_similarity": 0.889,
1663
  "breadth_similarity": 1.0,
1664
  "concentration_similarity": 1.0,
@@ -1673,8 +1496,8 @@
1673
  {
1674
  "left_pr_number": 45342,
1675
  "right_pr_number": 45649,
1676
- "similarity": 0.475,
1677
- "content_similarity": 0.33,
1678
  "size_similarity": 0.625,
1679
  "breadth_similarity": 1.0,
1680
  "concentration_similarity": 1.0,
@@ -1689,8 +1512,8 @@
1689
  {
1690
  "left_pr_number": 45649,
1691
  "right_pr_number": 45655,
1692
- "similarity": 0.461,
1693
- "content_similarity": 0.325,
1694
  "size_similarity": 0.556,
1695
  "breadth_similarity": 1.0,
1696
  "concentration_similarity": 1.0,
@@ -1705,8 +1528,8 @@
1705
  {
1706
  "left_pr_number": 45548,
1707
  "right_pr_number": 45649,
1708
- "similarity": 0.371,
1709
- "content_similarity": 0.328,
1710
  "size_similarity": 0.106,
1711
  "breadth_similarity": 0.75,
1712
  "concentration_similarity": 1.0,
@@ -1721,8 +1544,8 @@
1721
  {
1722
  "left_pr_number": 45342,
1723
  "right_pr_number": 45548,
1724
- "similarity": 0.353,
1725
- "content_similarity": 0.289,
1726
  "size_similarity": 0.17,
1727
  "breadth_similarity": 0.75,
1728
  "concentration_similarity": 1.0,
@@ -1737,8 +1560,8 @@
1737
  {
1738
  "left_pr_number": 45548,
1739
  "right_pr_number": 45655,
1740
- "similarity": 0.353,
1741
- "content_similarity": 0.285,
1742
  "size_similarity": 0.191,
1743
  "breadth_similarity": 0.75,
1744
  "concentration_similarity": 1.0,
@@ -1752,132 +1575,6 @@
1752
  }
1753
  ]
1754
  },
1755
- {
1756
- "cluster_id": "pr-scope-43833-4",
1757
- "pr_numbers": [
1758
- 43833,
1759
- 45621,
1760
- 45687,
1761
- 45754
1762
- ],
1763
- "representative_pr_number": 45754,
1764
- "average_similarity": 0.468,
1765
- "summary": "4 open PRs share weighted file overlap around `src/transformers/integrations/moe.py`, `src/transformers/integrations/finegrained_fp8.py`; representative PR #45754.",
1766
- "shared_filenames": [
1767
- "src/transformers/integrations/moe.py",
1768
- "src/transformers/integrations/finegrained_fp8.py"
1769
- ],
1770
- "shared_directories": [
1771
- "src/transformers/integrations",
1772
- "src/transformers",
1773
- "src"
1774
- ],
1775
- "pairwise": [
1776
- {
1777
- "left_pr_number": 45687,
1778
- "right_pr_number": 45754,
1779
- "similarity": 0.757,
1780
- "content_similarity": 0.689,
1781
- "size_similarity": 1.0,
1782
- "breadth_similarity": 0.75,
1783
- "concentration_similarity": 1.0,
1784
- "shared_filenames": [
1785
- "src/transformers/integrations/moe.py"
1786
- ],
1787
- "shared_directories": [
1788
- "src/transformers/integrations",
1789
- "src/transformers",
1790
- "src"
1791
- ]
1792
- },
1793
- {
1794
- "left_pr_number": 43833,
1795
- "right_pr_number": 45687,
1796
- "similarity": 0.564,
1797
- "content_similarity": 0.419,
1798
- "size_similarity": 0.8,
1799
- "breadth_similarity": 1.0,
1800
- "concentration_similarity": 1.0,
1801
- "shared_filenames": [
1802
- "src/transformers/integrations/moe.py"
1803
- ],
1804
- "shared_directories": [
1805
- "src/transformers/integrations",
1806
- "src/transformers",
1807
- "src"
1808
- ]
1809
- },
1810
- {
1811
- "left_pr_number": 45621,
1812
- "right_pr_number": 45754,
1813
- "similarity": 0.49,
1814
- "content_similarity": 0.566,
1815
- "size_similarity": 0.007,
1816
- "breadth_similarity": 0.45,
1817
- "concentration_similarity": 0.964,
1818
- "shared_filenames": [
1819
- "src/transformers/integrations/finegrained_fp8.py",
1820
- "src/transformers/integrations/moe.py"
1821
- ],
1822
- "shared_directories": [
1823
- "src/transformers/integrations",
1824
- "src/transformers",
1825
- "src"
1826
- ]
1827
- },
1828
- {
1829
- "left_pr_number": 43833,
1830
- "right_pr_number": 45754,
1831
- "similarity": 0.43,
1832
- "content_similarity": 0.264,
1833
- "size_similarity": 0.8,
1834
- "breadth_similarity": 0.75,
1835
- "concentration_similarity": 1.0,
1836
- "shared_filenames": [
1837
- "src/transformers/integrations/moe.py"
1838
- ],
1839
- "shared_directories": [
1840
- "src/transformers/integrations",
1841
- "src/transformers",
1842
- "src"
1843
- ]
1844
- },
1845
- {
1846
- "left_pr_number": 45621,
1847
- "right_pr_number": 45687,
1848
- "similarity": 0.309,
1849
- "content_similarity": 0.321,
1850
- "size_similarity": 0.007,
1851
- "breadth_similarity": 0.35,
1852
- "concentration_similarity": 0.964,
1853
- "shared_filenames": [
1854
- "src/transformers/integrations/moe.py"
1855
- ],
1856
- "shared_directories": [
1857
- "src/transformers/integrations",
1858
- "src/transformers",
1859
- "src"
1860
- ]
1861
- },
1862
- {
1863
- "left_pr_number": 43833,
1864
- "right_pr_number": 45621,
1865
- "similarity": 0.257,
1866
- "content_similarity": 0.246,
1867
- "size_similarity": 0.008,
1868
- "breadth_similarity": 0.35,
1869
- "concentration_similarity": 0.964,
1870
- "shared_filenames": [
1871
- "src/transformers/integrations/moe.py"
1872
- ],
1873
- "shared_directories": [
1874
- "src/transformers/integrations",
1875
- "src/transformers",
1876
- "src"
1877
- ]
1878
- }
1879
- ]
1880
- },
1881
  {
1882
  "cluster_id": "pr-scope-44066-3",
1883
  "pr_numbers": [
@@ -1895,8 +1592,6 @@
1895
  "shared_directories": [
1896
  "src/transformers/models/gptj",
1897
  "src/transformers/models",
1898
- "src/transformers",
1899
- "src",
1900
  "src/transformers/models/codegen"
1901
  ],
1902
  "pairwise": [
@@ -1904,7 +1599,7 @@
1904
  "left_pr_number": 44066,
1905
  "right_pr_number": 44722,
1906
  "similarity": 0.969,
1907
- "content_similarity": 0.968,
1908
  "size_similarity": 0.959,
1909
  "breadth_similarity": 1.0,
1910
  "concentration_similarity": 0.957,
@@ -1966,23 +1661,21 @@
1966
  44676
1967
  ],
1968
  "representative_pr_number": 44059,
1969
- "average_similarity": 0.569,
1970
  "summary": "3 open PRs share weighted file overlap around `src/transformers/models/gpt2/modeling_gpt2.py`; representative PR #44059.",
1971
  "shared_filenames": [
1972
  "src/transformers/models/gpt2/modeling_gpt2.py"
1973
  ],
1974
  "shared_directories": [
1975
  "src/transformers/models/gpt2",
1976
- "src/transformers/models",
1977
- "src/transformers",
1978
- "src"
1979
  ],
1980
  "pairwise": [
1981
  {
1982
  "left_pr_number": 44059,
1983
  "right_pr_number": 44676,
1984
- "similarity": 0.677,
1985
- "content_similarity": 0.74,
1986
  "size_similarity": 0.062,
1987
  "breadth_similarity": 1.0,
1988
  "concentration_similarity": 1.0,
@@ -1999,8 +1692,8 @@
1999
  {
2000
  "left_pr_number": 44015,
2001
  "right_pr_number": 44059,
2002
- "similarity": 0.615,
2003
- "content_similarity": 0.68,
2004
  "size_similarity": 0.543,
2005
  "breadth_similarity": 0.333,
2006
  "concentration_similarity": 0.488,
@@ -2017,8 +1710,8 @@
2017
  {
2018
  "left_pr_number": 44015,
2019
  "right_pr_number": 44676,
2020
- "similarity": 0.414,
2021
- "content_similarity": 0.502,
2022
  "size_similarity": 0.034,
2023
  "breadth_similarity": 0.333,
2024
  "concentration_similarity": 0.488,
@@ -2042,23 +1735,21 @@
2042
  45422
2043
  ],
2044
  "representative_pr_number": 41606,
2045
- "average_similarity": 0.563,
2046
  "summary": "3 open PRs share weighted file overlap around `tests/test_processing_common.py`, `src/transformers/processing_utils.py`; representative PR #41606.",
2047
  "shared_filenames": [
2048
  "tests/test_processing_common.py",
2049
  "src/transformers/processing_utils.py"
2050
  ],
2051
  "shared_directories": [
2052
- "src/transformers",
2053
- "tests",
2054
- "src"
2055
  ],
2056
  "pairwise": [
2057
  {
2058
  "left_pr_number": 41606,
2059
  "right_pr_number": 44543,
2060
- "similarity": 0.692,
2061
- "content_similarity": 0.672,
2062
  "size_similarity": 0.583,
2063
  "breadth_similarity": 1.0,
2064
  "concentration_similarity": 0.683,
@@ -2075,8 +1766,8 @@
2075
  {
2076
  "left_pr_number": 41606,
2077
  "right_pr_number": 45422,
2078
- "similarity": 0.506,
2079
- "content_similarity": 0.43,
2080
  "size_similarity": 0.569,
2081
  "breadth_similarity": 0.75,
2082
  "concentration_similarity": 0.881,
@@ -2093,8 +1784,8 @@
2093
  {
2094
  "left_pr_number": 44543,
2095
  "right_pr_number": 45422,
2096
- "similarity": 0.492,
2097
- "content_similarity": 0.467,
2098
  "size_similarity": 0.331,
2099
  "breadth_similarity": 0.75,
2100
  "concentration_similarity": 0.802,
@@ -2110,81 +1801,6 @@
2110
  }
2111
  ]
2112
  },
2113
- {
2114
- "cluster_id": "pr-scope-43997-3",
2115
- "pr_numbers": [
2116
- 43997,
2117
- 44007,
2118
- 44019
2119
- ],
2120
- "representative_pr_number": 44007,
2121
- "average_similarity": 0.529,
2122
- "summary": "3 open PRs share weighted file overlap around `src/transformers/models/regnet/modeling_regnet.py`, `src/transformers/models/resnet/modeling_resnet.py`; representative PR #44007.",
2123
- "shared_filenames": [
2124
- "src/transformers/models/regnet/modeling_regnet.py",
2125
- "src/transformers/models/resnet/modeling_resnet.py"
2126
- ],
2127
- "shared_directories": [
2128
- "src/transformers/models",
2129
- "src/transformers",
2130
- "src",
2131
- "src/transformers/models/regnet",
2132
- "src/transformers/models/resnet"
2133
- ],
2134
- "pairwise": [
2135
- {
2136
- "left_pr_number": 44007,
2137
- "right_pr_number": 44019,
2138
- "similarity": 0.691,
2139
- "content_similarity": 0.699,
2140
- "size_similarity": 0.94,
2141
- "breadth_similarity": 0.333,
2142
- "concentration_similarity": 0.548,
2143
- "shared_filenames": [
2144
- "src/transformers/models/resnet/modeling_resnet.py"
2145
- ],
2146
- "shared_directories": [
2147
- "src/transformers/models/resnet",
2148
- "src/transformers/models",
2149
- "src/transformers",
2150
- "src"
2151
- ]
2152
- },
2153
- {
2154
- "left_pr_number": 43997,
2155
- "right_pr_number": 44007,
2156
- "similarity": 0.622,
2157
- "content_similarity": 0.656,
2158
- "size_similarity": 0.679,
2159
- "breadth_similarity": 0.333,
2160
- "concentration_similarity": 0.548,
2161
- "shared_filenames": [
2162
- "src/transformers/models/regnet/modeling_regnet.py"
2163
- ],
2164
- "shared_directories": [
2165
- "src/transformers/models/regnet",
2166
- "src/transformers/models",
2167
- "src/transformers",
2168
- "src"
2169
- ]
2170
- },
2171
- {
2172
- "left_pr_number": 43997,
2173
- "right_pr_number": 44019,
2174
- "similarity": 0.275,
2175
- "content_similarity": 0.024,
2176
- "size_similarity": 0.722,
2177
- "breadth_similarity": 1.0,
2178
- "concentration_similarity": 1.0,
2179
- "shared_filenames": [],
2180
- "shared_directories": [
2181
- "src/transformers/models",
2182
- "src/transformers",
2183
- "src"
2184
- ]
2185
- }
2186
- ]
2187
- },
2188
  {
2189
  "cluster_id": "pr-scope-42975-3",
2190
  "pr_numbers": [
@@ -2193,7 +1809,7 @@
2193
  45077
2194
  ],
2195
  "representative_pr_number": 45077,
2196
- "average_similarity": 0.528,
2197
  "summary": "3 open PRs share weighted file overlap around `.github/workflows/build-ci-docker-images.yml`, `.github/workflows/build-docker-images.yml`, `.github/workflows/build-nightly-ci-docker-images.yml`; representative PR #45077.",
2198
  "shared_filenames": [
2199
  ".github/workflows/build-ci-docker-images.yml",
@@ -2213,8 +1829,8 @@
2213
  {
2214
  "left_pr_number": 42975,
2215
  "right_pr_number": 45077,
2216
- "similarity": 0.68,
2217
- "content_similarity": 0.624,
2218
  "size_similarity": 0.731,
2219
  "breadth_similarity": 0.833,
2220
  "concentration_similarity": 1.0,
@@ -2238,8 +1854,8 @@
2238
  {
2239
  "left_pr_number": 42976,
2240
  "right_pr_number": 45077,
2241
- "similarity": 0.491,
2242
- "content_similarity": 0.52,
2243
  "size_similarity": 0.074,
2244
  "breadth_similarity": 0.659,
2245
  "concentration_similarity": 1.0,
@@ -2258,8 +1874,8 @@
2258
  {
2259
  "left_pr_number": 42975,
2260
  "right_pr_number": 42976,
2261
- "similarity": 0.412,
2262
- "content_similarity": 0.409,
2263
  "size_similarity": 0.101,
2264
  "breadth_similarity": 0.606,
2265
  "concentration_similarity": 1.0,
@@ -2279,6 +1895,79 @@
2279
  }
2280
  ]
2281
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2282
  {
2283
  "cluster_id": "pr-scope-45202-3",
2284
  "pr_numbers": [
@@ -2287,7 +1976,7 @@
2287
  45438
2288
  ],
2289
  "representative_pr_number": 45438,
2290
- "average_similarity": 0.487,
2291
  "summary": "3 open PRs share weighted file overlap around `src/transformers/models/gemma4/modular_gemma4.py`, `src/transformers/models/gemma4/modeling_gemma4.py`, `docs/source/en/model_doc/gemma4.md`; representative PR #45438.",
2292
  "shared_filenames": [
2293
  "src/transformers/models/gemma4/modular_gemma4.py",
@@ -2299,19 +1988,19 @@
2299
  "shared_directories": [
2300
  "src/transformers/models/gemma4",
2301
  "src/transformers/models",
2302
- "src/transformers",
2303
- "src",
2304
  "docs/source/en/model_doc",
2305
  "src/transformers/models/auto",
2306
  "tests/models/gemma4",
2307
- "docs/source/en"
 
 
2308
  ],
2309
  "pairwise": [
2310
  {
2311
  "left_pr_number": 45294,
2312
  "right_pr_number": 45438,
2313
- "similarity": 0.758,
2314
- "content_similarity": 0.78,
2315
  "size_similarity": 0.42,
2316
  "breadth_similarity": 1.0,
2317
  "concentration_similarity": 0.989,
@@ -2338,8 +2027,8 @@
2338
  {
2339
  "left_pr_number": 45202,
2340
  "right_pr_number": 45438,
2341
- "similarity": 0.393,
2342
- "content_similarity": 0.448,
2343
  "size_similarity": 0.01,
2344
  "breadth_similarity": 0.325,
2345
  "concentration_similarity": 0.92,
@@ -2357,8 +2046,8 @@
2357
  {
2358
  "left_pr_number": 45202,
2359
  "right_pr_number": 45294,
2360
- "similarity": 0.309,
2361
- "content_similarity": 0.324,
2362
  "size_similarity": 0.025,
2363
  "breadth_similarity": 0.325,
2364
  "concentration_similarity": 0.908,
@@ -2383,22 +2072,20 @@
2383
  44872
2384
  ],
2385
  "representative_pr_number": 34667,
2386
- "average_similarity": 0.469,
2387
  "summary": "3 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #34667.",
2388
  "shared_filenames": [
2389
  "src/transformers/generation/utils.py"
2390
  ],
2391
  "shared_directories": [
2392
- "src/transformers/generation",
2393
- "src/transformers",
2394
- "src"
2395
  ],
2396
  "pairwise": [
2397
  {
2398
  "left_pr_number": 34667,
2399
  "right_pr_number": 39683,
2400
- "similarity": 0.534,
2401
- "content_similarity": 0.446,
2402
  "size_similarity": 0.478,
2403
  "breadth_similarity": 1.0,
2404
  "concentration_similarity": 1.0,
@@ -2414,8 +2101,8 @@
2414
  {
2415
  "left_pr_number": 34667,
2416
  "right_pr_number": 44872,
2417
- "similarity": 0.443,
2418
- "content_similarity": 0.361,
2419
  "size_similarity": 0.273,
2420
  "breadth_similarity": 1.0,
2421
  "concentration_similarity": 1.0,
@@ -2431,8 +2118,8 @@
2431
  {
2432
  "left_pr_number": 39683,
2433
  "right_pr_number": 44872,
2434
- "similarity": 0.428,
2435
- "content_similarity": 0.37,
2436
  "size_similarity": 0.13,
2437
  "breadth_similarity": 1.0,
2438
  "concentration_similarity": 1.0,
@@ -2455,21 +2142,18 @@
2455
  44547
2456
  ],
2457
  "representative_pr_number": 43549,
2458
- "average_similarity": 0.462,
2459
  "summary": "3 open PRs share weighted file overlap around `src/transformers/modeling_flash_attention_utils.py`; representative PR #43549.",
2460
  "shared_filenames": [
2461
  "src/transformers/modeling_flash_attention_utils.py"
2462
  ],
2463
- "shared_directories": [
2464
- "src/transformers",
2465
- "src"
2466
- ],
2467
  "pairwise": [
2468
  {
2469
  "left_pr_number": 41097,
2470
  "right_pr_number": 43549,
2471
- "similarity": 0.547,
2472
- "content_similarity": 0.439,
2473
  "size_similarity": 0.6,
2474
  "breadth_similarity": 1.0,
2475
  "concentration_similarity": 1.0,
@@ -2484,8 +2168,8 @@
2484
  {
2485
  "left_pr_number": 43549,
2486
  "right_pr_number": 44547,
2487
- "similarity": 0.436,
2488
- "content_similarity": 0.352,
2489
  "size_similarity": 0.267,
2490
  "breadth_similarity": 1.0,
2491
  "concentration_similarity": 1.0,
@@ -2500,8 +2184,8 @@
2500
  {
2501
  "left_pr_number": 41097,
2502
  "right_pr_number": 44547,
2503
- "similarity": 0.403,
2504
- "content_similarity": 0.328,
2505
  "size_similarity": 0.16,
2506
  "breadth_similarity": 1.0,
2507
  "concentration_similarity": 1.0,
@@ -2523,22 +2207,20 @@
2523
  45524
2524
  ],
2525
  "representative_pr_number": 44615,
2526
- "average_similarity": 0.408,
2527
  "summary": "3 open PRs share weighted file overlap around `src/transformers/utils/import_utils.py`; representative PR #44615.",
2528
  "shared_filenames": [
2529
  "src/transformers/utils/import_utils.py"
2530
  ],
2531
  "shared_directories": [
2532
- "src/transformers/utils",
2533
- "src/transformers",
2534
- "src"
2535
  ],
2536
  "pairwise": [
2537
  {
2538
  "left_pr_number": 44615,
2539
  "right_pr_number": 45524,
2540
- "similarity": 0.427,
2541
- "content_similarity": 0.347,
2542
  "size_similarity": 0.229,
2543
  "breadth_similarity": 1.0,
2544
  "concentration_similarity": 1.0,
@@ -2554,8 +2236,8 @@
2554
  {
2555
  "left_pr_number": 44385,
2556
  "right_pr_number": 44615,
2557
- "similarity": 0.415,
2558
- "content_similarity": 0.347,
2559
  "size_similarity": 0.371,
2560
  "breadth_similarity": 0.667,
2561
  "concentration_similarity": 1.0,
@@ -2571,8 +2253,8 @@
2571
  {
2572
  "left_pr_number": 44385,
2573
  "right_pr_number": 45524,
2574
- "similarity": 0.383,
2575
- "content_similarity": 0.249,
2576
  "size_similarity": 0.615,
2577
  "breadth_similarity": 0.667,
2578
  "concentration_similarity": 1.0,
@@ -2595,7 +2277,7 @@
2595
  45513
2596
  ],
2597
  "representative_pr_number": 45513,
2598
- "average_similarity": 0.381,
2599
  "summary": "3 open PRs share weighted file overlap around `tests/models/qwen3_5/test_modeling_qwen3_5.py`, `src/transformers/models/qwen3_5/modular_qwen3_5.py`, `src/transformers/models/qwen3_5/modeling_qwen3_5.py`; representative PR #45513.",
2600
  "shared_filenames": [
2601
  "tests/models/qwen3_5/test_modeling_qwen3_5.py",
@@ -2609,20 +2291,18 @@
2609
  "tests/models/qwen3_5",
2610
  "src/transformers/models",
2611
  "tests/models",
2612
- "src/transformers",
2613
  "tests",
2614
- "src",
2615
  "src/transformers/models/qwen3_next"
2616
  ],
2617
  "pairwise": [
2618
  {
2619
  "left_pr_number": 45034,
2620
  "right_pr_number": 45513,
2621
- "similarity": 0.456,
2622
- "content_similarity": 0.377,
2623
- "size_similarity": 0.375,
2624
  "breadth_similarity": 0.95,
2625
- "concentration_similarity": 0.807,
2626
  "shared_filenames": [
2627
  "src/transformers/models/qwen3_5/modeling_qwen3_5.py",
2628
  "src/transformers/models/qwen3_5/modular_qwen3_5.py",
@@ -2644,8 +2324,8 @@
2644
  {
2645
  "left_pr_number": 44664,
2646
  "right_pr_number": 45513,
2647
- "similarity": 0.366,
2648
- "content_similarity": 0.162,
2649
  "size_similarity": 0.854,
2650
  "breadth_similarity": 0.95,
2651
  "concentration_similarity": 0.585,
@@ -2656,107 +2336,31 @@
2656
  ],
2657
  "shared_directories": [
2658
  "src/transformers/models/qwen3_5",
2659
- "src/transformers/models",
2660
- "tests/models/qwen3_5",
2661
- "src/transformers",
2662
- "tests/models",
2663
- "src",
2664
- "tests"
2665
- ]
2666
- },
2667
- {
2668
- "left_pr_number": 44664,
2669
- "right_pr_number": 45034,
2670
- "similarity": 0.321,
2671
- "content_similarity": 0.166,
2672
- "size_similarity": 0.44,
2673
- "breadth_similarity": 1.0,
2674
- "concentration_similarity": 0.777,
2675
- "shared_filenames": [
2676
- "src/transformers/models/qwen3_5/modeling_qwen3_5.py",
2677
- "src/transformers/models/qwen3_5/modular_qwen3_5.py",
2678
- "tests/models/qwen3_5/test_modeling_qwen3_5.py"
2679
- ],
2680
- "shared_directories": [
2681
- "src/transformers/models/qwen3_5",
2682
- "src/transformers/models",
2683
- "tests/models/qwen3_5",
2684
- "src/transformers",
2685
- "tests/models",
2686
- "src",
2687
- "tests"
2688
- ]
2689
- }
2690
- ]
2691
- },
2692
- {
2693
- "cluster_id": "pr-scope-43488-3",
2694
- "pr_numbers": [
2695
- 43488,
2696
- 43665,
2697
- 45476
2698
- ],
2699
- "representative_pr_number": 43665,
2700
- "average_similarity": 0.375,
2701
- "summary": "3 open PRs share weighted file overlap around `tests/models/vit/test_modeling_vit.py`; representative PR #43665.",
2702
- "shared_filenames": [
2703
- "tests/models/vit/test_modeling_vit.py"
2704
- ],
2705
- "shared_directories": [
2706
- "tests/models/vit",
2707
- "tests/models",
2708
- "tests",
2709
- "src/transformers",
2710
- "src"
2711
- ],
2712
- "pairwise": [
2713
- {
2714
- "left_pr_number": 43665,
2715
- "right_pr_number": 45476,
2716
- "similarity": 0.401,
2717
- "content_similarity": 0.293,
2718
- "size_similarity": 0.643,
2719
- "breadth_similarity": 0.5,
2720
- "concentration_similarity": 0.984,
2721
- "shared_filenames": [
2722
- "tests/models/vit/test_modeling_vit.py"
2723
- ],
2724
- "shared_directories": [
2725
- "tests/models/vit",
2726
- "tests/models",
2727
- "tests"
2728
- ]
2729
- },
2730
- {
2731
- "left_pr_number": 43488,
2732
- "right_pr_number": 43665,
2733
- "similarity": 0.385,
2734
- "content_similarity": 0.208,
2735
- "size_similarity": 0.818,
2736
- "breadth_similarity": 0.667,
2737
- "concentration_similarity": 0.99,
2738
- "shared_filenames": [
2739
- "tests/models/vit/test_modeling_vit.py"
2740
- ],
2741
- "shared_directories": [
2742
- "tests/models/vit",
2743
  "tests/models",
 
2744
  "tests"
2745
  ]
2746
  },
2747
  {
2748
- "left_pr_number": 43488,
2749
- "right_pr_number": 45476,
2750
- "similarity": 0.339,
2751
- "content_similarity": 0.14,
2752
- "size_similarity": 0.786,
2753
- "breadth_similarity": 0.75,
2754
- "concentration_similarity": 0.974,
2755
  "shared_filenames": [
2756
- "tests/models/vit/test_modeling_vit.py"
 
 
2757
  ],
2758
  "shared_directories": [
2759
- "tests/models/vit",
 
 
2760
  "src/transformers",
2761
  "tests/models",
2762
  "src",
@@ -2773,7 +2377,7 @@
2773
  44550
2774
  ],
2775
  "representative_pr_number": 44550,
2776
- "average_similarity": 0.372,
2777
  "summary": "3 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
2778
  "shared_filenames": [],
2779
  "shared_directories": [
@@ -2786,8 +2390,8 @@
2786
  {
2787
  "left_pr_number": 33686,
2788
  "right_pr_number": 44550,
2789
- "similarity": 0.395,
2790
- "content_similarity": 0.136,
2791
  "size_similarity": 1.0,
2792
  "breadth_similarity": 1.0,
2793
  "concentration_similarity": 1.0,
@@ -2802,8 +2406,8 @@
2802
  {
2803
  "left_pr_number": 44407,
2804
  "right_pr_number": 44550,
2805
- "similarity": 0.367,
2806
- "content_similarity": 0.105,
2807
  "size_similarity": 0.957,
2808
  "breadth_similarity": 1.0,
2809
  "concentration_similarity": 1.0,
@@ -2818,7 +2422,7 @@
2818
  "left_pr_number": 33686,
2819
  "right_pr_number": 44407,
2820
  "similarity": 0.355,
2821
- "content_similarity": 0.088,
2822
  "size_similarity": 0.957,
2823
  "breadth_similarity": 1.0,
2824
  "concentration_similarity": 1.0,
@@ -2849,9 +2453,7 @@
2849
  "tests/models/gpt_neo",
2850
  "src/transformers/models",
2851
  "tests/models",
2852
- "src/transformers",
2853
- "tests",
2854
- "src"
2855
  ],
2856
  "pairwise": [
2857
  {
@@ -2976,7 +2578,7 @@
2976
  "left_pr_number": 40962,
2977
  "right_pr_number": 45186,
2978
  "similarity": 0.925,
2979
- "content_similarity": 0.944,
2980
  "size_similarity": 0.818,
2981
  "breadth_similarity": 1.0,
2982
  "concentration_similarity": 0.832,
@@ -3020,9 +2622,7 @@
3020
  "src/transformers/loss/loss_utils.py"
3021
  ],
3022
  "shared_directories": [
3023
- "src/transformers/loss",
3024
- "src/transformers",
3025
- "src"
3026
  ],
3027
  "pairwise": [
3028
  {
@@ -3051,7 +2651,7 @@
3051
  43775
3052
  ],
3053
  "representative_pr_number": 43543,
3054
- "average_similarity": 0.82,
3055
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/jetmoe/modeling_jetmoe.py`, `src/transformers/models/dbrx/modeling_dbrx.py`, `src/transformers/models/ernie4_5_moe/modeling_ernie4_5_moe.py`; representative PR #43543.",
3056
  "shared_filenames": [
3057
  "src/transformers/models/jetmoe/modeling_jetmoe.py",
@@ -3077,8 +2677,8 @@
3077
  {
3078
  "left_pr_number": 43543,
3079
  "right_pr_number": 43775,
3080
- "similarity": 0.82,
3081
- "content_similarity": 0.914,
3082
  "size_similarity": 0.2,
3083
  "breadth_similarity": 1.0,
3084
  "concentration_similarity": 1.0,
@@ -3116,7 +2716,7 @@
3116
  45645
3117
  ],
3118
  "representative_pr_number": 45639,
3119
- "average_similarity": 0.783,
3120
  "summary": "2 open PRs share weighted file overlap around `tests/utils/test_testing_utils.py`, `src/transformers/testing_utils.py`; representative PR #45639.",
3121
  "shared_filenames": [
3122
  "tests/utils/test_testing_utils.py",
@@ -3124,16 +2724,14 @@
3124
  ],
3125
  "shared_directories": [
3126
  "tests/utils",
3127
- "src/transformers",
3128
- "tests",
3129
- "src"
3130
  ],
3131
  "pairwise": [
3132
  {
3133
  "left_pr_number": 45639,
3134
  "right_pr_number": 45645,
3135
- "similarity": 0.783,
3136
- "content_similarity": 0.845,
3137
  "size_similarity": 0.646,
3138
  "breadth_similarity": 0.5,
3139
  "concentration_similarity": 0.893,
@@ -3157,7 +2755,7 @@
3157
  44375
3158
  ],
3159
  "representative_pr_number": 36895,
3160
- "average_similarity": 0.761,
3161
  "summary": "2 open PRs share weighted file overlap around `docs/source/en/model_doc/rf_detr.md`, `src/transformers/loss/loss_lw_detr.py`, `src/transformers/models/rf_detr/__init__.py`; representative PR #36895.",
3162
  "shared_filenames": [
3163
  "docs/source/en/model_doc/rf_detr.md",
@@ -3183,8 +2781,8 @@
3183
  {
3184
  "left_pr_number": 36895,
3185
  "right_pr_number": 44375,
3186
- "similarity": 0.761,
3187
- "content_similarity": 0.724,
3188
  "size_similarity": 0.807,
3189
  "breadth_similarity": 0.866,
3190
  "concentration_similarity": 0.93,
@@ -3222,22 +2820,20 @@
3222
  45523
3223
  ],
3224
  "representative_pr_number": 41901,
3225
- "average_similarity": 0.718,
3226
  "summary": "2 open PRs share weighted file overlap around `src/transformers/integrations/executorch.py`; representative PR #41901.",
3227
  "shared_filenames": [
3228
  "src/transformers/integrations/executorch.py"
3229
  ],
3230
  "shared_directories": [
3231
- "src/transformers/integrations",
3232
- "src/transformers",
3233
- "src"
3234
  ],
3235
  "pairwise": [
3236
  {
3237
  "left_pr_number": 41901,
3238
  "right_pr_number": 45523,
3239
- "similarity": 0.718,
3240
- "content_similarity": 0.778,
3241
  "size_similarity": 0.158,
3242
  "breadth_similarity": 1.0,
3243
  "concentration_similarity": 1.0,
@@ -3259,7 +2855,7 @@
3259
  45144
3260
  ],
3261
  "representative_pr_number": 43020,
3262
- "average_similarity": 0.714,
3263
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/mimo_v2_flash/__init__.py`, `src/transformers/models/mimo_v2_flash/configuration_mimo_v2_flash.py`, `src/transformers/models/mimo_v2_flash/convert_mimo_v2_flash_weights_to_hf.py`; representative PR #43020.",
3264
  "shared_filenames": [
3265
  "src/transformers/models/mimo_v2_flash/__init__.py",
@@ -3277,16 +2873,14 @@
3277
  "tests/models/mimo_v2_flash",
3278
  "src/transformers/models",
3279
  "tests/models",
3280
- "src/transformers",
3281
- "tests",
3282
- "src"
3283
  ],
3284
  "pairwise": [
3285
  {
3286
  "left_pr_number": 43020,
3287
  "right_pr_number": 45144,
3288
- "similarity": 0.714,
3289
- "content_similarity": 0.714,
3290
  "size_similarity": 0.694,
3291
  "breadth_similarity": 0.632,
3292
  "concentration_similarity": 0.938,
@@ -3320,21 +2914,18 @@
3320
  43469
3321
  ],
3322
  "representative_pr_number": 41441,
3323
- "average_similarity": 0.684,
3324
  "summary": "2 open PRs share weighted file overlap around `src/transformers/hf_argparser.py`; representative PR #41441.",
3325
  "shared_filenames": [
3326
  "src/transformers/hf_argparser.py"
3327
  ],
3328
- "shared_directories": [
3329
- "src/transformers",
3330
- "src"
3331
- ],
3332
  "pairwise": [
3333
  {
3334
  "left_pr_number": 41441,
3335
  "right_pr_number": 43469,
3336
- "similarity": 0.684,
3337
- "content_similarity": 0.755,
3338
  "size_similarity": 0.45,
3339
  "breadth_similarity": 0.5,
3340
  "concentration_similarity": 0.75,
@@ -3355,7 +2946,7 @@
3355
  45480
3356
  ],
3357
  "representative_pr_number": 43747,
3358
- "average_similarity": 0.678,
3359
  "summary": "2 open PRs share weighted file overlap around `tests/quantization/compressed_tensors_integration/test_compressed_models.py`; representative PR #43747.",
3360
  "shared_filenames": [
3361
  "tests/quantization/compressed_tensors_integration/test_compressed_models.py"
@@ -3369,8 +2960,8 @@
3369
  {
3370
  "left_pr_number": 43747,
3371
  "right_pr_number": 45480,
3372
- "similarity": 0.678,
3373
- "content_similarity": 0.63,
3374
  "size_similarity": 0.664,
3375
  "breadth_similarity": 1.0,
3376
  "concentration_similarity": 0.751,
@@ -3392,22 +2983,20 @@
3392
  43816
3393
  ],
3394
  "representative_pr_number": 43779,
3395
- "average_similarity": 0.667,
3396
  "summary": "2 open PRs share weighted file overlap around `src/transformers/integrations/integration_utils.py`; representative PR #43779.",
3397
  "shared_filenames": [
3398
  "src/transformers/integrations/integration_utils.py"
3399
  ],
3400
  "shared_directories": [
3401
- "src/transformers/integrations",
3402
- "src/transformers",
3403
- "src"
3404
  ],
3405
  "pairwise": [
3406
  {
3407
  "left_pr_number": 43779,
3408
  "right_pr_number": 43816,
3409
- "similarity": 0.667,
3410
- "content_similarity": 0.685,
3411
  "size_similarity": 0.25,
3412
  "breadth_similarity": 1.0,
3413
  "concentration_similarity": 1.0,
@@ -3429,7 +3018,7 @@
3429
  45627
3430
  ],
3431
  "representative_pr_number": 42668,
3432
- "average_similarity": 0.662,
3433
  "summary": "2 open PRs share weighted file overlap around `tests/models/auto/test_processor_auto.py`, `src/transformers/processing_utils.py`; representative PR #42668.",
3434
  "shared_filenames": [
3435
  "tests/models/auto/test_processor_auto.py",
@@ -3438,16 +3027,14 @@
3438
  "shared_directories": [
3439
  "tests/models/auto",
3440
  "tests/models",
3441
- "src/transformers",
3442
- "tests",
3443
- "src"
3444
  ],
3445
  "pairwise": [
3446
  {
3447
  "left_pr_number": 42668,
3448
  "right_pr_number": 45627,
3449
- "similarity": 0.662,
3450
- "content_similarity": 0.807,
3451
  "size_similarity": 0.189,
3452
  "breadth_similarity": 0.216,
3453
  "concentration_similarity": 0.952,
@@ -3472,23 +3059,21 @@
3472
  44116
3473
  ],
3474
  "representative_pr_number": 44101,
3475
- "average_similarity": 0.563,
3476
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/flaubert/modeling_flaubert.py`; representative PR #44101.",
3477
  "shared_filenames": [
3478
  "src/transformers/models/flaubert/modeling_flaubert.py"
3479
  ],
3480
  "shared_directories": [
3481
  "src/transformers/models/flaubert",
3482
- "src/transformers/models",
3483
- "src/transformers",
3484
- "src"
3485
  ],
3486
  "pairwise": [
3487
  {
3488
  "left_pr_number": 44101,
3489
  "right_pr_number": 44116,
3490
- "similarity": 0.563,
3491
- "content_similarity": 0.628,
3492
  "size_similarity": 0.319,
3493
  "breadth_similarity": 0.5,
3494
  "concentration_similarity": 0.507,
@@ -3504,6 +3089,90 @@
3504
  }
3505
  ]
3506
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3507
  {
3508
  "cluster_id": "pr-scope-41992-2",
3509
  "pr_numbers": [
@@ -3511,7 +3180,7 @@
3511
  45396
3512
  ],
3513
  "representative_pr_number": 41992,
3514
- "average_similarity": 0.517,
3515
  "summary": "2 open PRs share weighted file overlap around `tests/models/video_llama_3/test_modeling_video_llama_3.py`, `src/transformers/models/glm_ocr/modular_glm_ocr.py`, `src/transformers/models/ernie4_5_vl_moe/modular_ernie4_5_vl_moe.py`; representative PR #41992.",
3516
  "shared_filenames": [
3517
  "tests/models/video_llama_3/test_modeling_video_llama_3.py",
@@ -3537,9 +3206,9 @@
3537
  {
3538
  "left_pr_number": 41992,
3539
  "right_pr_number": 45396,
3540
- "similarity": 0.517,
3541
- "content_similarity": 0.484,
3542
- "size_similarity": 0.547,
3543
  "breadth_similarity": 0.53,
3544
  "concentration_similarity": 0.865,
3545
  "shared_filenames": [
@@ -3569,55 +3238,6 @@
3569
  }
3570
  ]
3571
  },
3572
- {
3573
- "cluster_id": "pr-scope-43532-2",
3574
- "pr_numbers": [
3575
- 43532,
3576
- 43649
3577
- ],
3578
- "representative_pr_number": 43532,
3579
- "average_similarity": 0.516,
3580
- "summary": "2 open PRs share weighted file overlap around `.github/workflows/self-comment-ci.yml`, `utils/notification_service.py`, `.github/workflows/self-scheduled.yml`; representative PR #43532.",
3581
- "shared_filenames": [
3582
- ".github/workflows/self-comment-ci.yml",
3583
- "utils/notification_service.py",
3584
- ".github/workflows/self-scheduled.yml",
3585
- "tests/models/vit/test_modeling_vit.py"
3586
- ],
3587
- "shared_directories": [
3588
- "tests/models/vit",
3589
- ".github/workflows",
3590
- "tests/models",
3591
- ".github",
3592
- "utils",
3593
- "tests"
3594
- ],
3595
- "pairwise": [
3596
- {
3597
- "left_pr_number": 43532,
3598
- "right_pr_number": 43649,
3599
- "similarity": 0.516,
3600
- "content_similarity": 0.464,
3601
- "size_similarity": 0.395,
3602
- "breadth_similarity": 0.875,
3603
- "concentration_similarity": 0.893,
3604
- "shared_filenames": [
3605
- ".github/workflows/self-comment-ci.yml",
3606
- ".github/workflows/self-scheduled.yml",
3607
- "tests/models/vit/test_modeling_vit.py",
3608
- "utils/notification_service.py"
3609
- ],
3610
- "shared_directories": [
3611
- "tests/models/vit",
3612
- ".github/workflows",
3613
- "tests/models",
3614
- ".github",
3615
- "tests",
3616
- "utils"
3617
- ]
3618
- }
3619
- ]
3620
- },
3621
  {
3622
  "cluster_id": "pr-scope-43363-2",
3623
  "pr_numbers": [
@@ -3625,21 +3245,18 @@
3625
  45651
3626
  ],
3627
  "representative_pr_number": 43363,
3628
- "average_similarity": 0.515,
3629
  "summary": "2 open PRs share weighted file overlap around `src/transformers/trainer_pt_utils.py`; representative PR #43363.",
3630
  "shared_filenames": [
3631
  "src/transformers/trainer_pt_utils.py"
3632
  ],
3633
- "shared_directories": [
3634
- "src/transformers",
3635
- "src"
3636
- ],
3637
  "pairwise": [
3638
  {
3639
  "left_pr_number": 43363,
3640
  "right_pr_number": 45651,
3641
- "similarity": 0.515,
3642
- "content_similarity": 0.574,
3643
  "size_similarity": 0.245,
3644
  "breadth_similarity": 0.5,
3645
  "concentration_similarity": 0.53,
@@ -3660,7 +3277,7 @@
3660
  45720
3661
  ],
3662
  "representative_pr_number": 44114,
3663
- "average_similarity": 0.512,
3664
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/data2vec/modeling_data2vec_audio.py`, `src/transformers/models/hubert/modeling_hubert.py`, `src/transformers/models/wavlm/modeling_wavlm.py`; representative PR #44114.",
3665
  "shared_filenames": [
3666
  "src/transformers/models/data2vec/modeling_data2vec_audio.py",
@@ -3686,8 +3303,8 @@
3686
  {
3687
  "left_pr_number": 44114,
3688
  "right_pr_number": 45720,
3689
- "similarity": 0.512,
3690
- "content_similarity": 0.439,
3691
  "size_similarity": 0.549,
3692
  "breadth_similarity": 0.727,
3693
  "concentration_similarity": 0.999,
@@ -3725,22 +3342,20 @@
3725
  45128
3726
  ],
3727
  "representative_pr_number": 45056,
3728
- "average_similarity": 0.506,
3729
  "summary": "2 open PRs share weighted file overlap around `src/transformers/utils/auto_docstring.py`; representative PR #45056.",
3730
  "shared_filenames": [
3731
  "src/transformers/utils/auto_docstring.py"
3732
  ],
3733
  "shared_directories": [
3734
- "src/transformers/utils",
3735
- "src/transformers",
3736
- "src"
3737
  ],
3738
  "pairwise": [
3739
  {
3740
  "left_pr_number": 45056,
3741
  "right_pr_number": 45128,
3742
- "similarity": 0.506,
3743
- "content_similarity": 0.402,
3744
  "size_similarity": 0.669,
3745
  "breadth_similarity": 0.875,
3746
  "concentration_similarity": 0.724,
@@ -3762,7 +3377,7 @@
3762
  45333
3763
  ],
3764
  "representative_pr_number": 45332,
3765
- "average_similarity": 0.499,
3766
  "summary": "2 open PRs share weighted file overlap around `src/transformers/heterogeneity/__init__.py`, `src/transformers/heterogeneity/configuration_utils.py`, `tests/heterogeneity/__init__.py`; representative PR #45332.",
3767
  "shared_filenames": [
3768
  "src/transformers/heterogeneity/__init__.py",
@@ -3774,16 +3389,14 @@
3774
  "shared_directories": [
3775
  "src/transformers/heterogeneity",
3776
  "tests/heterogeneity",
3777
- "src/transformers",
3778
- "tests",
3779
- "src"
3780
  ],
3781
  "pairwise": [
3782
  {
3783
  "left_pr_number": 45332,
3784
  "right_pr_number": 45333,
3785
- "similarity": 0.499,
3786
- "content_similarity": 0.53,
3787
  "size_similarity": 0.215,
3788
  "breadth_similarity": 0.479,
3789
  "concentration_similarity": 0.945,
@@ -3811,23 +3424,21 @@
3811
  45742
3812
  ],
3813
  "representative_pr_number": 45709,
3814
- "average_similarity": 0.493,
3815
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/llama/modeling_llama.py`; representative PR #45709.",
3816
  "shared_filenames": [
3817
  "src/transformers/models/llama/modeling_llama.py"
3818
  ],
3819
  "shared_directories": [
3820
  "src/transformers/models/llama",
3821
- "src/transformers/models",
3822
- "src/transformers",
3823
- "src"
3824
  ],
3825
  "pairwise": [
3826
  {
3827
  "left_pr_number": 45709,
3828
  "right_pr_number": 45742,
3829
- "similarity": 0.493,
3830
- "content_similarity": 0.366,
3831
  "size_similarity": 0.782,
3832
  "breadth_similarity": 0.833,
3833
  "concentration_similarity": 0.72,
@@ -3850,7 +3461,7 @@
3850
  45233
3851
  ],
3852
  "representative_pr_number": 40755,
3853
- "average_similarity": 0.48,
3854
  "summary": "2 open PRs share weighted file overlap around `tests/models/timesfm/test_modeling_timesfm.py`, `src/transformers/models/timesfm/modeling_timesfm.py`, `src/transformers/models/timesfm/modular_timesfm.py`; representative PR #40755.",
3855
  "shared_filenames": [
3856
  "tests/models/timesfm/test_modeling_timesfm.py",
@@ -3862,16 +3473,14 @@
3862
  "tests/models/timesfm",
3863
  "src/transformers/models",
3864
  "tests/models",
3865
- "src/transformers",
3866
- "tests",
3867
- "src"
3868
  ],
3869
  "pairwise": [
3870
  {
3871
  "left_pr_number": 40755,
3872
  "right_pr_number": 45233,
3873
- "similarity": 0.48,
3874
- "content_similarity": 0.449,
3875
  "size_similarity": 0.266,
3876
  "breadth_similarity": 0.792,
3877
  "concentration_similarity": 0.928,
@@ -3899,7 +3508,7 @@
3899
  44339
3900
  ],
3901
  "representative_pr_number": 41356,
3902
- "average_similarity": 0.455,
3903
  "summary": "2 open PRs share weighted file overlap around `docs/source/en/model_doc/deimv2.md`, `src/transformers/models/deimv2/__init__.py`, `src/transformers/models/deimv2/configuration_deimv2.py`; representative PR #41356.",
3904
  "shared_filenames": [
3905
  "docs/source/en/model_doc/deimv2.md",
@@ -3917,14 +3526,14 @@
3917
  "src/transformers/models",
3918
  "docs/source",
3919
  "tests/models",
3920
- "src/transformers"
3921
  ],
3922
  "pairwise": [
3923
  {
3924
  "left_pr_number": 41356,
3925
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3926
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3927
- "content_similarity": 0.499,
3928
  "size_similarity": 0.081,
3929
  "breadth_similarity": 0.444,
3930
  "concentration_similarity": 0.974,
@@ -3951,41 +3560,6 @@
3951
  }
3952
  ]
3953
  },
3954
- {
3955
- "cluster_id": "pr-scope-44606-2",
3956
- "pr_numbers": [
3957
- 44606,
3958
- 45086
3959
- ],
3960
- "representative_pr_number": 44606,
3961
- "average_similarity": 0.424,
3962
- "summary": "2 open PRs share weighted file overlap around `src/transformers/tokenization_utils_tokenizers.py`; representative PR #44606.",
3963
- "shared_filenames": [
3964
- "src/transformers/tokenization_utils_tokenizers.py"
3965
- ],
3966
- "shared_directories": [
3967
- "src/transformers",
3968
- "src"
3969
- ],
3970
- "pairwise": [
3971
- {
3972
- "left_pr_number": 44606,
3973
- "right_pr_number": 45086,
3974
- "similarity": 0.424,
3975
- "content_similarity": 0.344,
3976
- "size_similarity": 0.222,
3977
- "breadth_similarity": 1.0,
3978
- "concentration_similarity": 1.0,
3979
- "shared_filenames": [
3980
- "src/transformers/tokenization_utils_tokenizers.py"
3981
- ],
3982
- "shared_directories": [
3983
- "src/transformers",
3984
- "src"
3985
- ]
3986
- }
3987
- ]
3988
- },
3989
  {
3990
  "cluster_id": "pr-scope-42112-2",
3991
  "pr_numbers": [
@@ -3993,7 +3567,7 @@
3993
  45413
3994
  ],
3995
  "representative_pr_number": 42112,
3996
- "average_similarity": 0.423,
3997
  "summary": "2 open PRs share weighted file overlap around `src/transformers/generation/logits_process.py`, `tests/generation/test_logits_process.py`; representative PR #42112.",
3998
  "shared_filenames": [
3999
  "src/transformers/generation/logits_process.py",
@@ -4002,16 +3576,14 @@
4002
  "shared_directories": [
4003
  "src/transformers/generation",
4004
  "tests/generation",
4005
- "src/transformers",
4006
- "tests",
4007
- "src"
4008
  ],
4009
  "pairwise": [
4010
  {
4011
  "left_pr_number": 42112,
4012
  "right_pr_number": 45413,
4013
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4014
- "content_similarity": 0.465,
4015
  "size_similarity": 0.017,
4016
  "breadth_similarity": 0.458,
4017
  "concentration_similarity": 0.981,
@@ -4030,40 +3602,72 @@
4030
  ]
4031
  },
4032
  {
4033
- "cluster_id": "pr-scope-44889-2",
4034
  "pr_numbers": [
4035
- 44889,
4036
- 44981
4037
  ],
4038
- "representative_pr_number": 44889,
4039
- "average_similarity": 0.403,
4040
- "summary": "2 open PRs share weighted file overlap around `src/transformers/trainer.py`; representative PR #44889.",
4041
  "shared_filenames": [
4042
- "src/transformers/trainer.py"
4043
- ],
4044
- "shared_directories": [
4045
- "tests/trainer",
4046
- "src/transformers",
4047
- "tests",
4048
- "src"
4049
  ],
 
4050
  "pairwise": [
4051
  {
4052
- "left_pr_number": 44889,
4053
- "right_pr_number": 44981,
4054
- "similarity": 0.403,
4055
- "content_similarity": 0.162,
4056
- "size_similarity": 0.991,
4057
  "breadth_similarity": 1.0,
4058
- "concentration_similarity": 0.812,
4059
  "shared_filenames": [
4060
- "src/transformers/trainer.py"
4061
  ],
4062
  "shared_directories": [
4063
  "src/transformers",
4064
- "tests/trainer",
4065
- "src",
4066
- "tests"
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
4067
  ]
4068
  }
4069
  ]
@@ -4075,7 +3679,7 @@
4075
  45618
4076
  ],
4077
  "representative_pr_number": 42655,
4078
- "average_similarity": 0.374,
4079
  "summary": "2 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #42655.",
4080
  "shared_filenames": [
4081
  "src/transformers/generation/utils.py"
@@ -4083,16 +3687,14 @@
4083
  "shared_directories": [
4084
  "src/transformers/generation",
4085
  "tests/generation",
4086
- "src/transformers",
4087
- "tests",
4088
- "src"
4089
  ],
4090
  "pairwise": [
4091
  {
4092
  "left_pr_number": 42655,
4093
  "right_pr_number": 45618,
4094
- "similarity": 0.374,
4095
- "content_similarity": 0.208,
4096
  "size_similarity": 0.974,
4097
  "breadth_similarity": 0.389,
4098
  "concentration_similarity": 0.878,
@@ -4116,22 +3718,20 @@
4116
  45552
4117
  ],
4118
  "representative_pr_number": 44642,
4119
- "average_similarity": 0.363,
4120
  "summary": "2 open PRs share weighted file overlap around `src/transformers/utils/auto_docstring.py`; representative PR #44642.",
4121
  "shared_filenames": [
4122
  "src/transformers/utils/auto_docstring.py"
4123
  ],
4124
  "shared_directories": [
4125
- "src/transformers/utils",
4126
- "src/transformers",
4127
- "src"
4128
  ],
4129
  "pairwise": [
4130
  {
4131
  "left_pr_number": 44642,
4132
  "right_pr_number": 45552,
4133
- "similarity": 0.363,
4134
- "content_similarity": 0.268,
4135
  "size_similarity": 0.167,
4136
  "breadth_similarity": 1.0,
4137
  "concentration_similarity": 1.0,
 
1
  {
2
  "repo": "huggingface/transformers",
3
+ "snapshot_id": "20260504T180032Z",
4
+ "generated_at": "2026-05-04T18:02:29Z",
5
+ "cluster_count": 47,
6
  "pr_scope_clusters": [
7
  {
8
+ "cluster_id": "pr-scope-43636-10",
9
  "pr_numbers": [
10
  43636,
11
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16
  44660,
17
  45055,
18
  45067,
 
19
  45769
20
  ],
21
  "representative_pr_number": 45067,
22
+ "average_similarity": 0.416,
23
+ "summary": "10 open PRs share weighted file overlap around `src/transformers/trainer.py`; representative PR #45067.",
24
  "shared_filenames": [
25
  "src/transformers/trainer.py"
26
  ],
27
+ "shared_directories": [],
 
 
 
28
  "pairwise": [
29
  {
30
  "left_pr_number": 44189,
31
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32
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  "breadth_similarity": 1.0,
36
  "concentration_similarity": 1.0,
 
45
  {
46
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61
  {
62
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63
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64
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66
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77
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78
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94
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109
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110
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125
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141
  {
142
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173
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189
  {
190
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205
  {
206
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208
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221
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224
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237
  {
238
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239
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240
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253
  {
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256
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269
  {
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285
  {
286
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301
  {
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317
  {
318
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  "concentration_similarity": 1.0,
 
330
  "src"
331
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332
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
333
  {
334
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348
  },
349
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363
  ]
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381
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395
  ]
396
  },
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398
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  "shared_filenames": [
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411
  ]
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  },
413
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429
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  {
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459
  ]
460
  },
461
  {
462
+ "left_pr_number": 43663,
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464
  "similarity": 0.393,
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475
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491
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  {
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554
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556
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557
  {
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571
  ]
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  },
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  {
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577
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579
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  },
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605
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621
  {
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634
  "src"
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  ]
636
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
637
  {
638
  "left_pr_number": 44123,
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650
  "src"
651
  ]
652
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
653
  {
654
  "left_pr_number": 44123,
655
  "right_pr_number": 45769,
656
+ "similarity": 0.314,
657
+ "content_similarity": 0.185,
658
  "size_similarity": 0.4,
659
  "breadth_similarity": 0.75,
660
  "concentration_similarity": 1.0,
 
666
  "src"
667
  ]
668
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
669
  {
670
  "left_pr_number": 43636,
671
  "right_pr_number": 45769,
672
+ "similarity": 0.312,
673
+ "content_similarity": 0.16,
674
  "size_similarity": 0.5,
675
  "breadth_similarity": 0.75,
676
  "concentration_similarity": 1.0,
 
685
  {
686
  "left_pr_number": 44660,
687
  "right_pr_number": 45769,
688
+ "similarity": 0.294,
689
+ "content_similarity": 0.182,
690
  "size_similarity": 0.273,
691
  "breadth_similarity": 0.75,
692
  "concentration_similarity": 1.0,
 
701
  {
702
  "left_pr_number": 44189,
703
  "right_pr_number": 45769,
704
+ "similarity": 0.275,
705
+ "content_similarity": 0.176,
706
  "size_similarity": 0.182,
707
  "breadth_similarity": 0.75,
708
  "concentration_similarity": 1.0,
 
717
  {
718
  "left_pr_number": 44257,
719
  "right_pr_number": 45769,
720
+ "similarity": 0.275,
721
+ "content_similarity": 0.156,
722
  "size_similarity": 0.273,
723
  "breadth_similarity": 0.75,
724
  "concentration_similarity": 1.0,
 
733
  {
734
  "left_pr_number": 45055,
735
  "right_pr_number": 45769,
736
+ "similarity": 0.252,
737
+ "content_similarity": 0.152,
738
  "size_similarity": 0.136,
739
  "breadth_similarity": 0.75,
740
  "concentration_similarity": 1.0,
 
745
  "src/transformers",
746
  "src"
747
  ]
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
748
  }
749
  ]
750
  },
 
757
  45668
758
  ],
759
  "representative_pr_number": 45546,
760
+ "average_similarity": 0.748,
761
  "summary": "4 open PRs share weighted file overlap around `src/transformers/integrations/ggml.py`, `tests/quantization/ggml/test_ggml.py`, `src/transformers/modeling_gguf_pytorch_utils.py`; representative PR #45546.",
762
  "shared_filenames": [
763
  "src/transformers/integrations/ggml.py",
 
768
  "tests/quantization/ggml",
769
  "src/transformers/integrations",
770
  "tests/quantization",
771
+ "tests"
 
 
772
  ],
773
  "pairwise": [
774
  {
775
  "left_pr_number": 44070,
776
  "right_pr_number": 45296,
777
+ "similarity": 0.877,
778
+ "content_similarity": 0.893,
779
  "size_similarity": 0.702,
780
  "breadth_similarity": 1.0,
781
  "concentration_similarity": 0.932,
 
796
  {
797
  "left_pr_number": 45546,
798
  "right_pr_number": 45668,
799
+ "similarity": 0.806,
800
+ "content_similarity": 0.779,
801
  "size_similarity": 0.773,
802
  "breadth_similarity": 1.0,
803
  "concentration_similarity": 0.903,
 
818
  {
819
  "left_pr_number": 45296,
820
  "right_pr_number": 45546,
821
+ "similarity": 0.778,
822
+ "content_similarity": 0.784,
823
  "size_similarity": 0.576,
824
  "breadth_similarity": 1.0,
825
  "concentration_similarity": 0.859,
 
840
  {
841
  "left_pr_number": 44070,
842
  "right_pr_number": 45546,
843
+ "similarity": 0.731,
844
+ "content_similarity": 0.749,
845
  "size_similarity": 0.404,
846
  "breadth_similarity": 1.0,
847
  "concentration_similarity": 0.927,
 
862
  {
863
  "left_pr_number": 45296,
864
  "right_pr_number": 45668,
865
+ "similarity": 0.658,
866
+ "content_similarity": 0.633,
867
  "size_similarity": 0.445,
868
  "breadth_similarity": 1.0,
869
  "concentration_similarity": 0.956,
 
884
  {
885
  "left_pr_number": 44070,
886
  "right_pr_number": 45668,
887
+ "similarity": 0.636,
888
+ "content_similarity": 0.628,
889
  "size_similarity": 0.312,
890
  "breadth_similarity": 1.0,
891
  "concentration_similarity": 0.976,
 
914
  44682
915
  ],
916
  "representative_pr_number": 43836,
917
+ "average_similarity": 0.559,
918
  "summary": "4 open PRs share weighted file overlap around `src/transformers/cli/serve.py`; representative PR #43836.",
919
  "shared_filenames": [
920
  "src/transformers/cli/serve.py"
921
  ],
922
  "shared_directories": [
923
+ "src/transformers/cli"
 
 
924
  ],
925
  "pairwise": [
926
  {
927
  "left_pr_number": 43656,
928
  "right_pr_number": 43836,
929
+ "similarity": 0.687,
930
+ "content_similarity": 0.741,
931
  "size_similarity": 0.121,
932
  "breadth_similarity": 1.0,
933
  "concentration_similarity": 1.0,
 
943
  {
944
  "left_pr_number": 43836,
945
  "right_pr_number": 43842,
946
+ "similarity": 0.612,
947
+ "content_similarity": 0.654,
948
  "size_similarity": 0.027,
949
  "breadth_similarity": 1.0,
950
  "concentration_similarity": 1.0,
 
960
  {
961
  "left_pr_number": 43836,
962
  "right_pr_number": 44682,
963
+ "similarity": 0.607,
964
+ "content_similarity": 0.653,
965
  "size_similarity": 0.398,
966
  "breadth_similarity": 0.5,
967
  "concentration_similarity": 0.802,
 
977
  {
978
  "left_pr_number": 43656,
979
  "right_pr_number": 43842,
980
+ "similarity": 0.59,
981
+ "content_similarity": 0.581,
982
  "size_similarity": 0.222,
983
  "breadth_similarity": 1.0,
984
  "concentration_similarity": 1.0,
 
994
  {
995
  "left_pr_number": 43656,
996
  "right_pr_number": 44682,
997
+ "similarity": 0.443,
998
+ "content_similarity": 0.494,
999
  "size_similarity": 0.048,
1000
  "breadth_similarity": 0.5,
1001
  "concentration_similarity": 0.802,
 
1011
  {
1012
  "left_pr_number": 43842,
1013
  "right_pr_number": 44682,
1014
+ "similarity": 0.413,
1015
+ "content_similarity": 0.459,
1016
  "size_similarity": 0.011,
1017
  "breadth_similarity": 0.5,
1018
  "concentration_similarity": 0.802,
 
1036
  45741
1037
  ],
1038
  "representative_pr_number": 45681,
1039
+ "average_similarity": 0.558,
1040
  "summary": "4 open PRs share weighted file overlap around `tests/models/auto/test_tokenization_auto.py`, `src/transformers/models/auto/tokenization_auto.py`; representative PR #45681.",
1041
  "shared_filenames": [
1042
  "tests/models/auto/test_tokenization_auto.py",
 
1045
  "shared_directories": [
1046
  "tests/models/auto",
1047
  "tests/models",
 
1048
  "tests",
 
1049
  "src/transformers/models/auto",
1050
  "src/transformers/models"
1051
  ],
 
1053
  {
1054
  "left_pr_number": 45681,
1055
  "right_pr_number": 45741,
1056
+ "similarity": 0.868,
1057
+ "content_similarity": 0.936,
1058
  "size_similarity": 0.436,
1059
  "breadth_similarity": 1.0,
1060
  "concentration_similarity": 0.947,
 
1075
  {
1076
  "left_pr_number": 45293,
1077
  "right_pr_number": 45741,
1078
+ "similarity": 0.512,
1079
+ "content_similarity": 0.347,
1080
  "size_similarity": 0.85,
1081
  "breadth_similarity": 1.0,
1082
  "concentration_similarity": 0.838,
 
1097
  {
1098
  "left_pr_number": 45317,
1099
  "right_pr_number": 45681,
1100
+ "similarity": 0.504,
1101
+ "content_similarity": 0.367,
1102
  "size_similarity": 0.692,
1103
  "breadth_similarity": 1.0,
1104
  "concentration_similarity": 0.863,
 
1116
  {
1117
  "left_pr_number": 45293,
1118
  "right_pr_number": 45681,
1119
+ "similarity": 0.502,
1120
+ "content_similarity": 0.4,
1121
  "size_similarity": 0.513,
1122
  "breadth_similarity": 1.0,
1123
  "concentration_similarity": 0.891,
 
1138
  {
1139
  "left_pr_number": 45293,
1140
  "right_pr_number": 45317,
1141
+ "similarity": 0.49,
1142
+ "content_similarity": 0.329,
1143
  "size_similarity": 0.741,
1144
  "breadth_similarity": 1.0,
1145
  "concentration_similarity": 0.972,
 
1157
  {
1158
  "left_pr_number": 45317,
1159
  "right_pr_number": 45741,
1160
+ "similarity": 0.47,
1161
+ "content_similarity": 0.335,
1162
  "size_similarity": 0.63,
1163
  "breadth_similarity": 1.0,
1164
  "concentration_similarity": 0.81,
 
1196
  "tests/models",
1197
  "tests",
1198
  "src/transformers/models/gemma4",
1199
+ "src/transformers/models"
 
 
1200
  ],
1201
  "pairwise": [
1202
  {
1203
  "left_pr_number": 45606,
1204
  "right_pr_number": 45607,
1205
+ "similarity": 0.77,
1206
+ "content_similarity": 0.818,
1207
  "size_similarity": 0.778,
1208
  "breadth_similarity": 0.417,
1209
  "concentration_similarity": 0.778,
 
1219
  {
1220
  "left_pr_number": 45606,
1221
  "right_pr_number": 45716,
1222
+ "similarity": 0.587,
1223
+ "content_similarity": 0.485,
1224
  "size_similarity": 0.655,
1225
  "breadth_similarity": 1.0,
1226
  "concentration_similarity": 0.978,
 
1242
  {
1243
  "left_pr_number": 45568,
1244
  "right_pr_number": 45716,
1245
+ "similarity": 0.561,
1246
+ "content_similarity": 0.391,
1247
  "size_similarity": 0.945,
1248
  "breadth_similarity": 1.0,
1249
  "concentration_similarity": 0.915,
 
1265
  {
1266
  "left_pr_number": 45568,
1267
  "right_pr_number": 45606,
1268
+ "similarity": 0.549,
1269
+ "content_similarity": 0.429,
1270
  "size_similarity": 0.692,
1271
  "breadth_similarity": 1.0,
1272
  "concentration_similarity": 0.893,
 
1305
  {
1306
  "left_pr_number": 45607,
1307
  "right_pr_number": 45716,
1308
+ "similarity": 0.332,
1309
+ "content_similarity": 0.249,
1310
  "size_similarity": 0.509,
1311
  "breadth_similarity": 0.417,
1312
  "concentration_similarity": 0.8,
 
1330
  45661
1331
  ],
1332
  "representative_pr_number": 44974,
1333
+ "average_similarity": 0.469,
1334
  "summary": "4 open PRs share weighted file overlap around `src/transformers/core_model_loading.py`, `tests/utils/test_core_model_loading.py`, `tests/test_modeling_common.py`; representative PR #44974.",
1335
  "shared_filenames": [
1336
  "src/transformers/core_model_loading.py",
 
1339
  "src/transformers/modeling_utils.py"
1340
  ],
1341
  "shared_directories": [
 
1342
  "tests",
 
1343
  "tests/utils",
1344
  "src/transformers/integrations",
1345
  "tests/models"
 
1348
  {
1349
  "left_pr_number": 44974,
1350
  "right_pr_number": 45635,
1351
+ "similarity": 0.72,
1352
+ "content_similarity": 0.721,
1353
  "size_similarity": 0.59,
1354
  "breadth_similarity": 0.8,
1355
  "concentration_similarity": 0.929,
 
1367
  {
1368
  "left_pr_number": 44974,
1369
  "right_pr_number": 45661,
1370
+ "similarity": 0.484,
1371
+ "content_similarity": 0.437,
1372
  "size_similarity": 0.799,
1373
  "breadth_similarity": 0.161,
1374
  "concentration_similarity": 0.826,
 
1388
  {
1389
  "left_pr_number": 45421,
1390
  "right_pr_number": 45635,
1391
+ "similarity": 0.473,
1392
+ "content_similarity": 0.391,
1393
  "size_similarity": 0.803,
1394
  "breadth_similarity": 0.5,
1395
  "concentration_similarity": 0.586,
 
1406
  {
1407
  "left_pr_number": 45635,
1408
  "right_pr_number": 45661,
1409
+ "similarity": 0.428,
1410
+ "content_similarity": 0.439,
1411
  "size_similarity": 0.472,
1412
  "breadth_similarity": 0.123,
1413
  "concentration_similarity": 0.755,
 
1426
  {
1427
  "left_pr_number": 44974,
1428
  "right_pr_number": 45421,
1429
+ "similarity": 0.426,
1430
+ "content_similarity": 0.309,
1431
  "size_similarity": 0.735,
1432
  "breadth_similarity": 0.667,
1433
  "concentration_similarity": 0.657,
 
1443
  {
1444
  "left_pr_number": 45421,
1445
  "right_pr_number": 45661,
1446
+ "similarity": 0.285,
1447
+ "content_similarity": 0.187,
1448
  "size_similarity": 0.588,
1449
  "breadth_similarity": 0.246,
1450
  "concentration_similarity": 0.831,
 
1470
  45655
1471
  ],
1472
  "representative_pr_number": 45342,
1473
+ "average_similarity": 0.467,
1474
  "summary": "4 open PRs share weighted file overlap around `src/transformers/modeling_utils.py`; representative PR #45342.",
1475
  "shared_filenames": [
1476
  "src/transformers/modeling_utils.py"
1477
  ],
1478
+ "shared_directories": [],
 
 
 
1479
  "pairwise": [
1480
  {
1481
  "left_pr_number": 45342,
1482
  "right_pr_number": 45655,
1483
+ "similarity": 0.837,
1484
+ "content_similarity": 0.791,
1485
  "size_similarity": 0.889,
1486
  "breadth_similarity": 1.0,
1487
  "concentration_similarity": 1.0,
 
1496
  {
1497
  "left_pr_number": 45342,
1498
  "right_pr_number": 45649,
1499
+ "similarity": 0.465,
1500
+ "content_similarity": 0.317,
1501
  "size_similarity": 0.625,
1502
  "breadth_similarity": 1.0,
1503
  "concentration_similarity": 1.0,
 
1512
  {
1513
  "left_pr_number": 45649,
1514
  "right_pr_number": 45655,
1515
+ "similarity": 0.451,
1516
+ "content_similarity": 0.311,
1517
  "size_similarity": 0.556,
1518
  "breadth_similarity": 1.0,
1519
  "concentration_similarity": 1.0,
 
1528
  {
1529
  "left_pr_number": 45548,
1530
  "right_pr_number": 45649,
1531
+ "similarity": 0.361,
1532
+ "content_similarity": 0.315,
1533
  "size_similarity": 0.106,
1534
  "breadth_similarity": 0.75,
1535
  "concentration_similarity": 1.0,
 
1544
  {
1545
  "left_pr_number": 45342,
1546
  "right_pr_number": 45548,
1547
+ "similarity": 0.344,
1548
+ "content_similarity": 0.277,
1549
  "size_similarity": 0.17,
1550
  "breadth_similarity": 0.75,
1551
  "concentration_similarity": 1.0,
 
1560
  {
1561
  "left_pr_number": 45548,
1562
  "right_pr_number": 45655,
1563
+ "similarity": 0.344,
1564
+ "content_similarity": 0.272,
1565
  "size_similarity": 0.191,
1566
  "breadth_similarity": 0.75,
1567
  "concentration_similarity": 1.0,
 
1575
  }
1576
  ]
1577
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1578
  {
1579
  "cluster_id": "pr-scope-44066-3",
1580
  "pr_numbers": [
 
1592
  "shared_directories": [
1593
  "src/transformers/models/gptj",
1594
  "src/transformers/models",
 
 
1595
  "src/transformers/models/codegen"
1596
  ],
1597
  "pairwise": [
 
1599
  "left_pr_number": 44066,
1600
  "right_pr_number": 44722,
1601
  "similarity": 0.969,
1602
+ "content_similarity": 0.967,
1603
  "size_similarity": 0.959,
1604
  "breadth_similarity": 1.0,
1605
  "concentration_similarity": 0.957,
 
1661
  44676
1662
  ],
1663
  "representative_pr_number": 44059,
1664
+ "average_similarity": 0.566,
1665
  "summary": "3 open PRs share weighted file overlap around `src/transformers/models/gpt2/modeling_gpt2.py`; representative PR #44059.",
1666
  "shared_filenames": [
1667
  "src/transformers/models/gpt2/modeling_gpt2.py"
1668
  ],
1669
  "shared_directories": [
1670
  "src/transformers/models/gpt2",
1671
+ "src/transformers/models"
 
 
1672
  ],
1673
  "pairwise": [
1674
  {
1675
  "left_pr_number": 44059,
1676
  "right_pr_number": 44676,
1677
+ "similarity": 0.675,
1678
+ "content_similarity": 0.737,
1679
  "size_similarity": 0.062,
1680
  "breadth_similarity": 1.0,
1681
  "concentration_similarity": 1.0,
 
1692
  {
1693
  "left_pr_number": 44015,
1694
  "right_pr_number": 44059,
1695
+ "similarity": 0.612,
1696
+ "content_similarity": 0.676,
1697
  "size_similarity": 0.543,
1698
  "breadth_similarity": 0.333,
1699
  "concentration_similarity": 0.488,
 
1710
  {
1711
  "left_pr_number": 44015,
1712
  "right_pr_number": 44676,
1713
+ "similarity": 0.41,
1714
+ "content_similarity": 0.496,
1715
  "size_similarity": 0.034,
1716
  "breadth_similarity": 0.333,
1717
  "concentration_similarity": 0.488,
 
1735
  45422
1736
  ],
1737
  "representative_pr_number": 41606,
1738
+ "average_similarity": 0.561,
1739
  "summary": "3 open PRs share weighted file overlap around `tests/test_processing_common.py`, `src/transformers/processing_utils.py`; representative PR #41606.",
1740
  "shared_filenames": [
1741
  "tests/test_processing_common.py",
1742
  "src/transformers/processing_utils.py"
1743
  ],
1744
  "shared_directories": [
1745
+ "tests"
 
 
1746
  ],
1747
  "pairwise": [
1748
  {
1749
  "left_pr_number": 41606,
1750
  "right_pr_number": 44543,
1751
+ "similarity": 0.691,
1752
+ "content_similarity": 0.671,
1753
  "size_similarity": 0.583,
1754
  "breadth_similarity": 1.0,
1755
  "concentration_similarity": 0.683,
 
1766
  {
1767
  "left_pr_number": 41606,
1768
  "right_pr_number": 45422,
1769
+ "similarity": 0.504,
1770
+ "content_similarity": 0.428,
1771
  "size_similarity": 0.569,
1772
  "breadth_similarity": 0.75,
1773
  "concentration_similarity": 0.881,
 
1784
  {
1785
  "left_pr_number": 44543,
1786
  "right_pr_number": 45422,
1787
+ "similarity": 0.489,
1788
+ "content_similarity": 0.463,
1789
  "size_similarity": 0.331,
1790
  "breadth_similarity": 0.75,
1791
  "concentration_similarity": 0.802,
 
1801
  }
1802
  ]
1803
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1804
  {
1805
  "cluster_id": "pr-scope-42975-3",
1806
  "pr_numbers": [
 
1809
  45077
1810
  ],
1811
  "representative_pr_number": 45077,
1812
+ "average_similarity": 0.53,
1813
  "summary": "3 open PRs share weighted file overlap around `.github/workflows/build-ci-docker-images.yml`, `.github/workflows/build-docker-images.yml`, `.github/workflows/build-nightly-ci-docker-images.yml`; representative PR #45077.",
1814
  "shared_filenames": [
1815
  ".github/workflows/build-ci-docker-images.yml",
 
1829
  {
1830
  "left_pr_number": 42975,
1831
  "right_pr_number": 45077,
1832
+ "similarity": 0.682,
1833
+ "content_similarity": 0.627,
1834
  "size_similarity": 0.731,
1835
  "breadth_similarity": 0.833,
1836
  "concentration_similarity": 1.0,
 
1854
  {
1855
  "left_pr_number": 42976,
1856
  "right_pr_number": 45077,
1857
+ "similarity": 0.493,
1858
+ "content_similarity": 0.523,
1859
  "size_similarity": 0.074,
1860
  "breadth_similarity": 0.659,
1861
  "concentration_similarity": 1.0,
 
1874
  {
1875
  "left_pr_number": 42975,
1876
  "right_pr_number": 42976,
1877
+ "similarity": 0.415,
1878
+ "content_similarity": 0.413,
1879
  "size_similarity": 0.101,
1880
  "breadth_similarity": 0.606,
1881
  "concentration_similarity": 1.0,
 
1895
  }
1896
  ]
1897
  },
1898
+ {
1899
+ "cluster_id": "pr-scope-43997-3",
1900
+ "pr_numbers": [
1901
+ 43997,
1902
+ 44007,
1903
+ 44019
1904
+ ],
1905
+ "representative_pr_number": 44007,
1906
+ "average_similarity": 0.525,
1907
+ "summary": "3 open PRs share weighted file overlap around `src/transformers/models/regnet/modeling_regnet.py`, `src/transformers/models/resnet/modeling_resnet.py`; representative PR #44007.",
1908
+ "shared_filenames": [
1909
+ "src/transformers/models/regnet/modeling_regnet.py",
1910
+ "src/transformers/models/resnet/modeling_resnet.py"
1911
+ ],
1912
+ "shared_directories": [
1913
+ "src/transformers/models",
1914
+ "src/transformers/models/regnet",
1915
+ "src/transformers/models/resnet"
1916
+ ],
1917
+ "pairwise": [
1918
+ {
1919
+ "left_pr_number": 44007,
1920
+ "right_pr_number": 44019,
1921
+ "similarity": 0.689,
1922
+ "content_similarity": 0.695,
1923
+ "size_similarity": 0.94,
1924
+ "breadth_similarity": 0.333,
1925
+ "concentration_similarity": 0.548,
1926
+ "shared_filenames": [
1927
+ "src/transformers/models/resnet/modeling_resnet.py"
1928
+ ],
1929
+ "shared_directories": [
1930
+ "src/transformers/models/resnet",
1931
+ "src/transformers/models",
1932
+ "src/transformers",
1933
+ "src"
1934
+ ]
1935
+ },
1936
+ {
1937
+ "left_pr_number": 43997,
1938
+ "right_pr_number": 44007,
1939
+ "similarity": 0.619,
1940
+ "content_similarity": 0.652,
1941
+ "size_similarity": 0.679,
1942
+ "breadth_similarity": 0.333,
1943
+ "concentration_similarity": 0.548,
1944
+ "shared_filenames": [
1945
+ "src/transformers/models/regnet/modeling_regnet.py"
1946
+ ],
1947
+ "shared_directories": [
1948
+ "src/transformers/models/regnet",
1949
+ "src/transformers/models",
1950
+ "src/transformers",
1951
+ "src"
1952
+ ]
1953
+ },
1954
+ {
1955
+ "left_pr_number": 43997,
1956
+ "right_pr_number": 44019,
1957
+ "similarity": 0.267,
1958
+ "content_similarity": 0.013,
1959
+ "size_similarity": 0.722,
1960
+ "breadth_similarity": 1.0,
1961
+ "concentration_similarity": 1.0,
1962
+ "shared_filenames": [],
1963
+ "shared_directories": [
1964
+ "src/transformers/models",
1965
+ "src/transformers",
1966
+ "src"
1967
+ ]
1968
+ }
1969
+ ]
1970
+ },
1971
  {
1972
  "cluster_id": "pr-scope-45202-3",
1973
  "pr_numbers": [
 
1976
  45438
1977
  ],
1978
  "representative_pr_number": 45438,
1979
+ "average_similarity": 0.483,
1980
  "summary": "3 open PRs share weighted file overlap around `src/transformers/models/gemma4/modular_gemma4.py`, `src/transformers/models/gemma4/modeling_gemma4.py`, `docs/source/en/model_doc/gemma4.md`; representative PR #45438.",
1981
  "shared_filenames": [
1982
  "src/transformers/models/gemma4/modular_gemma4.py",
 
1988
  "shared_directories": [
1989
  "src/transformers/models/gemma4",
1990
  "src/transformers/models",
 
 
1991
  "docs/source/en/model_doc",
1992
  "src/transformers/models/auto",
1993
  "tests/models/gemma4",
1994
+ "docs/source/en",
1995
+ "docs/source",
1996
+ "tests/models"
1997
  ],
1998
  "pairwise": [
1999
  {
2000
  "left_pr_number": 45294,
2001
  "right_pr_number": 45438,
2002
+ "similarity": 0.756,
2003
+ "content_similarity": 0.777,
2004
  "size_similarity": 0.42,
2005
  "breadth_similarity": 1.0,
2006
  "concentration_similarity": 0.989,
 
2027
  {
2028
  "left_pr_number": 45202,
2029
  "right_pr_number": 45438,
2030
+ "similarity": 0.389,
2031
+ "content_similarity": 0.442,
2032
  "size_similarity": 0.01,
2033
  "breadth_similarity": 0.325,
2034
  "concentration_similarity": 0.92,
 
2046
  {
2047
  "left_pr_number": 45202,
2048
  "right_pr_number": 45294,
2049
+ "similarity": 0.304,
2050
+ "content_similarity": 0.317,
2051
  "size_similarity": 0.025,
2052
  "breadth_similarity": 0.325,
2053
  "concentration_similarity": 0.908,
 
2072
  44872
2073
  ],
2074
  "representative_pr_number": 34667,
2075
+ "average_similarity": 0.461,
2076
  "summary": "3 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #34667.",
2077
  "shared_filenames": [
2078
  "src/transformers/generation/utils.py"
2079
  ],
2080
  "shared_directories": [
2081
+ "src/transformers/generation"
 
 
2082
  ],
2083
  "pairwise": [
2084
  {
2085
  "left_pr_number": 34667,
2086
  "right_pr_number": 39683,
2087
+ "similarity": 0.526,
2088
+ "content_similarity": 0.435,
2089
  "size_similarity": 0.478,
2090
  "breadth_similarity": 1.0,
2091
  "concentration_similarity": 1.0,
 
2101
  {
2102
  "left_pr_number": 34667,
2103
  "right_pr_number": 44872,
2104
+ "similarity": 0.436,
2105
+ "content_similarity": 0.35,
2106
  "size_similarity": 0.273,
2107
  "breadth_similarity": 1.0,
2108
  "concentration_similarity": 1.0,
 
2118
  {
2119
  "left_pr_number": 39683,
2120
  "right_pr_number": 44872,
2121
+ "similarity": 0.421,
2122
+ "content_similarity": 0.359,
2123
  "size_similarity": 0.13,
2124
  "breadth_similarity": 1.0,
2125
  "concentration_similarity": 1.0,
 
2142
  44547
2143
  ],
2144
  "representative_pr_number": 43549,
2145
+ "average_similarity": 0.457,
2146
  "summary": "3 open PRs share weighted file overlap around `src/transformers/modeling_flash_attention_utils.py`; representative PR #43549.",
2147
  "shared_filenames": [
2148
  "src/transformers/modeling_flash_attention_utils.py"
2149
  ],
2150
+ "shared_directories": [],
 
 
 
2151
  "pairwise": [
2152
  {
2153
  "left_pr_number": 41097,
2154
  "right_pr_number": 43549,
2155
+ "similarity": 0.541,
2156
+ "content_similarity": 0.43,
2157
  "size_similarity": 0.6,
2158
  "breadth_similarity": 1.0,
2159
  "concentration_similarity": 1.0,
 
2168
  {
2169
  "left_pr_number": 43549,
2170
  "right_pr_number": 44547,
2171
+ "similarity": 0.431,
2172
+ "content_similarity": 0.344,
2173
  "size_similarity": 0.267,
2174
  "breadth_similarity": 1.0,
2175
  "concentration_similarity": 1.0,
 
2184
  {
2185
  "left_pr_number": 41097,
2186
  "right_pr_number": 44547,
2187
+ "similarity": 0.398,
2188
+ "content_similarity": 0.32,
2189
  "size_similarity": 0.16,
2190
  "breadth_similarity": 1.0,
2191
  "concentration_similarity": 1.0,
 
2207
  45524
2208
  ],
2209
  "representative_pr_number": 44615,
2210
+ "average_similarity": 0.403,
2211
  "summary": "3 open PRs share weighted file overlap around `src/transformers/utils/import_utils.py`; representative PR #44615.",
2212
  "shared_filenames": [
2213
  "src/transformers/utils/import_utils.py"
2214
  ],
2215
  "shared_directories": [
2216
+ "src/transformers/utils"
 
 
2217
  ],
2218
  "pairwise": [
2219
  {
2220
  "left_pr_number": 44615,
2221
  "right_pr_number": 45524,
2222
+ "similarity": 0.42,
2223
+ "content_similarity": 0.337,
2224
  "size_similarity": 0.229,
2225
  "breadth_similarity": 1.0,
2226
  "concentration_similarity": 1.0,
 
2236
  {
2237
  "left_pr_number": 44385,
2238
  "right_pr_number": 44615,
2239
+ "similarity": 0.407,
2240
+ "content_similarity": 0.335,
2241
  "size_similarity": 0.371,
2242
  "breadth_similarity": 0.667,
2243
  "concentration_similarity": 1.0,
 
2253
  {
2254
  "left_pr_number": 44385,
2255
  "right_pr_number": 45524,
2256
+ "similarity": 0.382,
2257
+ "content_similarity": 0.247,
2258
  "size_similarity": 0.615,
2259
  "breadth_similarity": 0.667,
2260
  "concentration_similarity": 1.0,
 
2277
  45513
2278
  ],
2279
  "representative_pr_number": 45513,
2280
+ "average_similarity": 0.402,
2281
  "summary": "3 open PRs share weighted file overlap around `tests/models/qwen3_5/test_modeling_qwen3_5.py`, `src/transformers/models/qwen3_5/modular_qwen3_5.py`, `src/transformers/models/qwen3_5/modeling_qwen3_5.py`; representative PR #45513.",
2282
  "shared_filenames": [
2283
  "tests/models/qwen3_5/test_modeling_qwen3_5.py",
 
2291
  "tests/models/qwen3_5",
2292
  "src/transformers/models",
2293
  "tests/models",
 
2294
  "tests",
 
2295
  "src/transformers/models/qwen3_next"
2296
  ],
2297
  "pairwise": [
2298
  {
2299
  "left_pr_number": 45034,
2300
  "right_pr_number": 45513,
2301
+ "similarity": 0.503,
2302
+ "content_similarity": 0.447,
2303
+ "size_similarity": 0.364,
2304
  "breadth_similarity": 0.95,
2305
+ "concentration_similarity": 0.803,
2306
  "shared_filenames": [
2307
  "src/transformers/models/qwen3_5/modeling_qwen3_5.py",
2308
  "src/transformers/models/qwen3_5/modular_qwen3_5.py",
 
2324
  {
2325
  "left_pr_number": 44664,
2326
  "right_pr_number": 45513,
2327
+ "similarity": 0.359,
2328
+ "content_similarity": 0.153,
2329
  "size_similarity": 0.854,
2330
  "breadth_similarity": 0.95,
2331
  "concentration_similarity": 0.585,
 
2336
  ],
2337
  "shared_directories": [
2338
  "src/transformers/models/qwen3_5",
2339
+ "src/transformers/models",
2340
+ "tests/models/qwen3_5",
2341
+ "src/transformers",
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2342
  "tests/models",
2343
+ "src",
2344
  "tests"
2345
  ]
2346
  },
2347
  {
2348
+ "left_pr_number": 44664,
2349
+ "right_pr_number": 45034,
2350
+ "similarity": 0.345,
2351
+ "content_similarity": 0.203,
2352
+ "size_similarity": 0.426,
2353
+ "breadth_similarity": 1.0,
2354
+ "concentration_similarity": 0.782,
2355
  "shared_filenames": [
2356
+ "src/transformers/models/qwen3_5/modeling_qwen3_5.py",
2357
+ "src/transformers/models/qwen3_5/modular_qwen3_5.py",
2358
+ "tests/models/qwen3_5/test_modeling_qwen3_5.py"
2359
  ],
2360
  "shared_directories": [
2361
+ "src/transformers/models/qwen3_5",
2362
+ "src/transformers/models",
2363
+ "tests/models/qwen3_5",
2364
  "src/transformers",
2365
  "tests/models",
2366
  "src",
 
2377
  44550
2378
  ],
2379
  "representative_pr_number": 44550,
2380
+ "average_similarity": 0.373,
2381
  "summary": "3 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
2382
  "shared_filenames": [],
2383
  "shared_directories": [
 
2390
  {
2391
  "left_pr_number": 33686,
2392
  "right_pr_number": 44550,
2393
+ "similarity": 0.396,
2394
+ "content_similarity": 0.137,
2395
  "size_similarity": 1.0,
2396
  "breadth_similarity": 1.0,
2397
  "concentration_similarity": 1.0,
 
2406
  {
2407
  "left_pr_number": 44407,
2408
  "right_pr_number": 44550,
2409
+ "similarity": 0.368,
2410
+ "content_similarity": 0.106,
2411
  "size_similarity": 0.957,
2412
  "breadth_similarity": 1.0,
2413
  "concentration_similarity": 1.0,
 
2422
  "left_pr_number": 33686,
2423
  "right_pr_number": 44407,
2424
  "similarity": 0.355,
2425
+ "content_similarity": 0.089,
2426
  "size_similarity": 0.957,
2427
  "breadth_similarity": 1.0,
2428
  "concentration_similarity": 1.0,
 
2453
  "tests/models/gpt_neo",
2454
  "src/transformers/models",
2455
  "tests/models",
2456
+ "tests"
 
 
2457
  ],
2458
  "pairwise": [
2459
  {
 
2578
  "left_pr_number": 40962,
2579
  "right_pr_number": 45186,
2580
  "similarity": 0.925,
2581
+ "content_similarity": 0.943,
2582
  "size_similarity": 0.818,
2583
  "breadth_similarity": 1.0,
2584
  "concentration_similarity": 0.832,
 
2622
  "src/transformers/loss/loss_utils.py"
2623
  ],
2624
  "shared_directories": [
2625
+ "src/transformers/loss"
 
 
2626
  ],
2627
  "pairwise": [
2628
  {
 
2651
  43775
2652
  ],
2653
  "representative_pr_number": 43543,
2654
+ "average_similarity": 0.819,
2655
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/jetmoe/modeling_jetmoe.py`, `src/transformers/models/dbrx/modeling_dbrx.py`, `src/transformers/models/ernie4_5_moe/modeling_ernie4_5_moe.py`; representative PR #43543.",
2656
  "shared_filenames": [
2657
  "src/transformers/models/jetmoe/modeling_jetmoe.py",
 
2677
  {
2678
  "left_pr_number": 43543,
2679
  "right_pr_number": 43775,
2680
+ "similarity": 0.819,
2681
+ "content_similarity": 0.913,
2682
  "size_similarity": 0.2,
2683
  "breadth_similarity": 1.0,
2684
  "concentration_similarity": 1.0,
 
2716
  45645
2717
  ],
2718
  "representative_pr_number": 45639,
2719
+ "average_similarity": 0.782,
2720
  "summary": "2 open PRs share weighted file overlap around `tests/utils/test_testing_utils.py`, `src/transformers/testing_utils.py`; representative PR #45639.",
2721
  "shared_filenames": [
2722
  "tests/utils/test_testing_utils.py",
 
2724
  ],
2725
  "shared_directories": [
2726
  "tests/utils",
2727
+ "tests"
 
 
2728
  ],
2729
  "pairwise": [
2730
  {
2731
  "left_pr_number": 45639,
2732
  "right_pr_number": 45645,
2733
+ "similarity": 0.782,
2734
+ "content_similarity": 0.844,
2735
  "size_similarity": 0.646,
2736
  "breadth_similarity": 0.5,
2737
  "concentration_similarity": 0.893,
 
2755
  44375
2756
  ],
2757
  "representative_pr_number": 36895,
2758
+ "average_similarity": 0.759,
2759
  "summary": "2 open PRs share weighted file overlap around `docs/source/en/model_doc/rf_detr.md`, `src/transformers/loss/loss_lw_detr.py`, `src/transformers/models/rf_detr/__init__.py`; representative PR #36895.",
2760
  "shared_filenames": [
2761
  "docs/source/en/model_doc/rf_detr.md",
 
2781
  {
2782
  "left_pr_number": 36895,
2783
  "right_pr_number": 44375,
2784
+ "similarity": 0.759,
2785
+ "content_similarity": 0.721,
2786
  "size_similarity": 0.807,
2787
  "breadth_similarity": 0.866,
2788
  "concentration_similarity": 0.93,
 
2820
  45523
2821
  ],
2822
  "representative_pr_number": 41901,
2823
+ "average_similarity": 0.716,
2824
  "summary": "2 open PRs share weighted file overlap around `src/transformers/integrations/executorch.py`; representative PR #41901.",
2825
  "shared_filenames": [
2826
  "src/transformers/integrations/executorch.py"
2827
  ],
2828
  "shared_directories": [
2829
+ "src/transformers/integrations"
 
 
2830
  ],
2831
  "pairwise": [
2832
  {
2833
  "left_pr_number": 41901,
2834
  "right_pr_number": 45523,
2835
+ "similarity": 0.716,
2836
+ "content_similarity": 0.775,
2837
  "size_similarity": 0.158,
2838
  "breadth_similarity": 1.0,
2839
  "concentration_similarity": 1.0,
 
2855
  45144
2856
  ],
2857
  "representative_pr_number": 43020,
2858
+ "average_similarity": 0.712,
2859
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/mimo_v2_flash/__init__.py`, `src/transformers/models/mimo_v2_flash/configuration_mimo_v2_flash.py`, `src/transformers/models/mimo_v2_flash/convert_mimo_v2_flash_weights_to_hf.py`; representative PR #43020.",
2860
  "shared_filenames": [
2861
  "src/transformers/models/mimo_v2_flash/__init__.py",
 
2873
  "tests/models/mimo_v2_flash",
2874
  "src/transformers/models",
2875
  "tests/models",
2876
+ "tests"
 
 
2877
  ],
2878
  "pairwise": [
2879
  {
2880
  "left_pr_number": 43020,
2881
  "right_pr_number": 45144,
2882
+ "similarity": 0.712,
2883
+ "content_similarity": 0.711,
2884
  "size_similarity": 0.694,
2885
  "breadth_similarity": 0.632,
2886
  "concentration_similarity": 0.938,
 
2914
  43469
2915
  ],
2916
  "representative_pr_number": 41441,
2917
+ "average_similarity": 0.682,
2918
  "summary": "2 open PRs share weighted file overlap around `src/transformers/hf_argparser.py`; representative PR #41441.",
2919
  "shared_filenames": [
2920
  "src/transformers/hf_argparser.py"
2921
  ],
2922
+ "shared_directories": [],
 
 
 
2923
  "pairwise": [
2924
  {
2925
  "left_pr_number": 41441,
2926
  "right_pr_number": 43469,
2927
+ "similarity": 0.682,
2928
+ "content_similarity": 0.753,
2929
  "size_similarity": 0.45,
2930
  "breadth_similarity": 0.5,
2931
  "concentration_similarity": 0.75,
 
2946
  45480
2947
  ],
2948
  "representative_pr_number": 43747,
2949
+ "average_similarity": 0.679,
2950
  "summary": "2 open PRs share weighted file overlap around `tests/quantization/compressed_tensors_integration/test_compressed_models.py`; representative PR #43747.",
2951
  "shared_filenames": [
2952
  "tests/quantization/compressed_tensors_integration/test_compressed_models.py"
 
2960
  {
2961
  "left_pr_number": 43747,
2962
  "right_pr_number": 45480,
2963
+ "similarity": 0.679,
2964
+ "content_similarity": 0.631,
2965
  "size_similarity": 0.664,
2966
  "breadth_similarity": 1.0,
2967
  "concentration_similarity": 0.751,
 
2983
  43816
2984
  ],
2985
  "representative_pr_number": 43779,
2986
+ "average_similarity": 0.666,
2987
  "summary": "2 open PRs share weighted file overlap around `src/transformers/integrations/integration_utils.py`; representative PR #43779.",
2988
  "shared_filenames": [
2989
  "src/transformers/integrations/integration_utils.py"
2990
  ],
2991
  "shared_directories": [
2992
+ "src/transformers/integrations"
 
 
2993
  ],
2994
  "pairwise": [
2995
  {
2996
  "left_pr_number": 43779,
2997
  "right_pr_number": 43816,
2998
+ "similarity": 0.666,
2999
+ "content_similarity": 0.683,
3000
  "size_similarity": 0.25,
3001
  "breadth_similarity": 1.0,
3002
  "concentration_similarity": 1.0,
 
3018
  45627
3019
  ],
3020
  "representative_pr_number": 42668,
3021
+ "average_similarity": 0.661,
3022
  "summary": "2 open PRs share weighted file overlap around `tests/models/auto/test_processor_auto.py`, `src/transformers/processing_utils.py`; representative PR #42668.",
3023
  "shared_filenames": [
3024
  "tests/models/auto/test_processor_auto.py",
 
3027
  "shared_directories": [
3028
  "tests/models/auto",
3029
  "tests/models",
3030
+ "tests"
 
 
3031
  ],
3032
  "pairwise": [
3033
  {
3034
  "left_pr_number": 42668,
3035
  "right_pr_number": 45627,
3036
+ "similarity": 0.661,
3037
+ "content_similarity": 0.805,
3038
  "size_similarity": 0.189,
3039
  "breadth_similarity": 0.216,
3040
  "concentration_similarity": 0.952,
 
3059
  44116
3060
  ],
3061
  "representative_pr_number": 44101,
3062
+ "average_similarity": 0.56,
3063
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/flaubert/modeling_flaubert.py`; representative PR #44101.",
3064
  "shared_filenames": [
3065
  "src/transformers/models/flaubert/modeling_flaubert.py"
3066
  ],
3067
  "shared_directories": [
3068
  "src/transformers/models/flaubert",
3069
+ "src/transformers/models"
 
 
3070
  ],
3071
  "pairwise": [
3072
  {
3073
  "left_pr_number": 44101,
3074
  "right_pr_number": 44116,
3075
+ "similarity": 0.56,
3076
+ "content_similarity": 0.624,
3077
  "size_similarity": 0.319,
3078
  "breadth_similarity": 0.5,
3079
  "concentration_similarity": 0.507,
 
3089
  }
3090
  ]
3091
  },
3092
+ {
3093
+ "cluster_id": "pr-scope-43532-2",
3094
+ "pr_numbers": [
3095
+ 43532,
3096
+ 43649
3097
+ ],
3098
+ "representative_pr_number": 43532,
3099
+ "average_similarity": 0.518,
3100
+ "summary": "2 open PRs share weighted file overlap around `.github/workflows/self-comment-ci.yml`, `utils/notification_service.py`, `.github/workflows/self-scheduled.yml`; representative PR #43532.",
3101
+ "shared_filenames": [
3102
+ ".github/workflows/self-comment-ci.yml",
3103
+ "utils/notification_service.py",
3104
+ ".github/workflows/self-scheduled.yml",
3105
+ "tests/models/vit/test_modeling_vit.py"
3106
+ ],
3107
+ "shared_directories": [
3108
+ "tests/models/vit",
3109
+ ".github/workflows",
3110
+ "tests/models",
3111
+ ".github",
3112
+ "utils",
3113
+ "tests"
3114
+ ],
3115
+ "pairwise": [
3116
+ {
3117
+ "left_pr_number": 43532,
3118
+ "right_pr_number": 43649,
3119
+ "similarity": 0.518,
3120
+ "content_similarity": 0.467,
3121
+ "size_similarity": 0.395,
3122
+ "breadth_similarity": 0.875,
3123
+ "concentration_similarity": 0.893,
3124
+ "shared_filenames": [
3125
+ ".github/workflows/self-comment-ci.yml",
3126
+ ".github/workflows/self-scheduled.yml",
3127
+ "tests/models/vit/test_modeling_vit.py",
3128
+ "utils/notification_service.py"
3129
+ ],
3130
+ "shared_directories": [
3131
+ "tests/models/vit",
3132
+ ".github/workflows",
3133
+ "tests/models",
3134
+ ".github",
3135
+ "tests",
3136
+ "utils"
3137
+ ]
3138
+ }
3139
+ ]
3140
+ },
3141
+ {
3142
+ "cluster_id": "pr-scope-43833-2",
3143
+ "pr_numbers": [
3144
+ 43833,
3145
+ 45687
3146
+ ],
3147
+ "representative_pr_number": 43833,
3148
+ "average_similarity": 0.513,
3149
+ "summary": "2 open PRs share weighted file overlap around `src/transformers/integrations/moe.py`; representative PR #43833.",
3150
+ "shared_filenames": [
3151
+ "src/transformers/integrations/moe.py"
3152
+ ],
3153
+ "shared_directories": [
3154
+ "src/transformers/integrations"
3155
+ ],
3156
+ "pairwise": [
3157
+ {
3158
+ "left_pr_number": 43833,
3159
+ "right_pr_number": 45687,
3160
+ "similarity": 0.513,
3161
+ "content_similarity": 0.39,
3162
+ "size_similarity": 0.6,
3163
+ "breadth_similarity": 1.0,
3164
+ "concentration_similarity": 1.0,
3165
+ "shared_filenames": [
3166
+ "src/transformers/integrations/moe.py"
3167
+ ],
3168
+ "shared_directories": [
3169
+ "src/transformers/integrations",
3170
+ "src/transformers",
3171
+ "src"
3172
+ ]
3173
+ }
3174
+ ]
3175
+ },
3176
  {
3177
  "cluster_id": "pr-scope-41992-2",
3178
  "pr_numbers": [
 
3180
  45396
3181
  ],
3182
  "representative_pr_number": 41992,
3183
+ "average_similarity": 0.512,
3184
  "summary": "2 open PRs share weighted file overlap around `tests/models/video_llama_3/test_modeling_video_llama_3.py`, `src/transformers/models/glm_ocr/modular_glm_ocr.py`, `src/transformers/models/ernie4_5_vl_moe/modular_ernie4_5_vl_moe.py`; representative PR #41992.",
3185
  "shared_filenames": [
3186
  "tests/models/video_llama_3/test_modeling_video_llama_3.py",
 
3206
  {
3207
  "left_pr_number": 41992,
3208
  "right_pr_number": 45396,
3209
+ "similarity": 0.512,
3210
+ "content_similarity": 0.478,
3211
+ "size_similarity": 0.542,
3212
  "breadth_similarity": 0.53,
3213
  "concentration_similarity": 0.865,
3214
  "shared_filenames": [
 
3238
  }
3239
  ]
3240
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3241
  {
3242
  "cluster_id": "pr-scope-43363-2",
3243
  "pr_numbers": [
 
3245
  45651
3246
  ],
3247
  "representative_pr_number": 43363,
3248
+ "average_similarity": 0.512,
3249
  "summary": "2 open PRs share weighted file overlap around `src/transformers/trainer_pt_utils.py`; representative PR #43363.",
3250
  "shared_filenames": [
3251
  "src/transformers/trainer_pt_utils.py"
3252
  ],
3253
+ "shared_directories": [],
 
 
 
3254
  "pairwise": [
3255
  {
3256
  "left_pr_number": 43363,
3257
  "right_pr_number": 45651,
3258
+ "similarity": 0.512,
3259
+ "content_similarity": 0.57,
3260
  "size_similarity": 0.245,
3261
  "breadth_similarity": 0.5,
3262
  "concentration_similarity": 0.53,
 
3277
  45720
3278
  ],
3279
  "representative_pr_number": 44114,
3280
+ "average_similarity": 0.508,
3281
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/data2vec/modeling_data2vec_audio.py`, `src/transformers/models/hubert/modeling_hubert.py`, `src/transformers/models/wavlm/modeling_wavlm.py`; representative PR #44114.",
3282
  "shared_filenames": [
3283
  "src/transformers/models/data2vec/modeling_data2vec_audio.py",
 
3303
  {
3304
  "left_pr_number": 44114,
3305
  "right_pr_number": 45720,
3306
+ "similarity": 0.508,
3307
+ "content_similarity": 0.433,
3308
  "size_similarity": 0.549,
3309
  "breadth_similarity": 0.727,
3310
  "concentration_similarity": 0.999,
 
3342
  45128
3343
  ],
3344
  "representative_pr_number": 45056,
3345
+ "average_similarity": 0.502,
3346
  "summary": "2 open PRs share weighted file overlap around `src/transformers/utils/auto_docstring.py`; representative PR #45056.",
3347
  "shared_filenames": [
3348
  "src/transformers/utils/auto_docstring.py"
3349
  ],
3350
  "shared_directories": [
3351
+ "src/transformers/utils"
 
 
3352
  ],
3353
  "pairwise": [
3354
  {
3355
  "left_pr_number": 45056,
3356
  "right_pr_number": 45128,
3357
+ "similarity": 0.502,
3358
+ "content_similarity": 0.397,
3359
  "size_similarity": 0.669,
3360
  "breadth_similarity": 0.875,
3361
  "concentration_similarity": 0.724,
 
3377
  45333
3378
  ],
3379
  "representative_pr_number": 45332,
3380
+ "average_similarity": 0.496,
3381
  "summary": "2 open PRs share weighted file overlap around `src/transformers/heterogeneity/__init__.py`, `src/transformers/heterogeneity/configuration_utils.py`, `tests/heterogeneity/__init__.py`; representative PR #45332.",
3382
  "shared_filenames": [
3383
  "src/transformers/heterogeneity/__init__.py",
 
3389
  "shared_directories": [
3390
  "src/transformers/heterogeneity",
3391
  "tests/heterogeneity",
3392
+ "tests"
 
 
3393
  ],
3394
  "pairwise": [
3395
  {
3396
  "left_pr_number": 45332,
3397
  "right_pr_number": 45333,
3398
+ "similarity": 0.496,
3399
+ "content_similarity": 0.527,
3400
  "size_similarity": 0.215,
3401
  "breadth_similarity": 0.479,
3402
  "concentration_similarity": 0.945,
 
3424
  45742
3425
  ],
3426
  "representative_pr_number": 45709,
3427
+ "average_similarity": 0.489,
3428
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/llama/modeling_llama.py`; representative PR #45709.",
3429
  "shared_filenames": [
3430
  "src/transformers/models/llama/modeling_llama.py"
3431
  ],
3432
  "shared_directories": [
3433
  "src/transformers/models/llama",
3434
+ "src/transformers/models"
 
 
3435
  ],
3436
  "pairwise": [
3437
  {
3438
  "left_pr_number": 45709,
3439
  "right_pr_number": 45742,
3440
+ "similarity": 0.489,
3441
+ "content_similarity": 0.361,
3442
  "size_similarity": 0.782,
3443
  "breadth_similarity": 0.833,
3444
  "concentration_similarity": 0.72,
 
3461
  45233
3462
  ],
3463
  "representative_pr_number": 40755,
3464
+ "average_similarity": 0.476,
3465
  "summary": "2 open PRs share weighted file overlap around `tests/models/timesfm/test_modeling_timesfm.py`, `src/transformers/models/timesfm/modeling_timesfm.py`, `src/transformers/models/timesfm/modular_timesfm.py`; representative PR #40755.",
3466
  "shared_filenames": [
3467
  "tests/models/timesfm/test_modeling_timesfm.py",
 
3473
  "tests/models/timesfm",
3474
  "src/transformers/models",
3475
  "tests/models",
3476
+ "tests"
 
 
3477
  ],
3478
  "pairwise": [
3479
  {
3480
  "left_pr_number": 40755,
3481
  "right_pr_number": 45233,
3482
+ "similarity": 0.476,
3483
+ "content_similarity": 0.444,
3484
  "size_similarity": 0.266,
3485
  "breadth_similarity": 0.792,
3486
  "concentration_similarity": 0.928,
 
3508
  44339
3509
  ],
3510
  "representative_pr_number": 41356,
3511
+ "average_similarity": 0.451,
3512
  "summary": "2 open PRs share weighted file overlap around `docs/source/en/model_doc/deimv2.md`, `src/transformers/models/deimv2/__init__.py`, `src/transformers/models/deimv2/configuration_deimv2.py`; representative PR #41356.",
3513
  "shared_filenames": [
3514
  "docs/source/en/model_doc/deimv2.md",
 
3526
  "src/transformers/models",
3527
  "docs/source",
3528
  "tests/models",
3529
+ "docs"
3530
  ],
3531
  "pairwise": [
3532
  {
3533
  "left_pr_number": 41356,
3534
  "right_pr_number": 44339,
3535
+ "similarity": 0.451,
3536
+ "content_similarity": 0.494,
3537
  "size_similarity": 0.081,
3538
  "breadth_similarity": 0.444,
3539
  "concentration_similarity": 0.974,
 
3560
  }
3561
  ]
3562
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3563
  {
3564
  "cluster_id": "pr-scope-42112-2",
3565
  "pr_numbers": [
 
3567
  45413
3568
  ],
3569
  "representative_pr_number": 42112,
3570
+ "average_similarity": 0.42,
3571
  "summary": "2 open PRs share weighted file overlap around `src/transformers/generation/logits_process.py`, `tests/generation/test_logits_process.py`; representative PR #42112.",
3572
  "shared_filenames": [
3573
  "src/transformers/generation/logits_process.py",
 
3576
  "shared_directories": [
3577
  "src/transformers/generation",
3578
  "tests/generation",
3579
+ "tests"
 
 
3580
  ],
3581
  "pairwise": [
3582
  {
3583
  "left_pr_number": 42112,
3584
  "right_pr_number": 45413,
3585
+ "similarity": 0.42,
3586
+ "content_similarity": 0.46,
3587
  "size_similarity": 0.017,
3588
  "breadth_similarity": 0.458,
3589
  "concentration_similarity": 0.981,
 
3602
  ]
3603
  },
3604
  {
3605
+ "cluster_id": "pr-scope-44606-2",
3606
  "pr_numbers": [
3607
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3608
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3609
  ],
3610
+ "representative_pr_number": 44606,
3611
+ "average_similarity": 0.418,
3612
+ "summary": "2 open PRs share weighted file overlap around `src/transformers/tokenization_utils_tokenizers.py`; representative PR #44606.",
3613
  "shared_filenames": [
3614
+ "src/transformers/tokenization_utils_tokenizers.py"
 
 
 
 
 
 
3615
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3616
+ "shared_directories": [],
3617
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  {
3619
+ "left_pr_number": 44606,
3620
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+ "similarity": 0.418,
3622
+ "content_similarity": 0.336,
3623
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  "breadth_similarity": 1.0,
3625
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3626
  "shared_filenames": [
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3628
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3629
  "shared_directories": [
3630
  "src/transformers",
3631
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3632
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3633
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3635
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3636
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3637
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+ "pr_numbers": [
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+ "representative_pr_number": 44369,
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+ "average_similarity": 0.4,
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+ "summary": "2 open PRs share weighted file overlap around `docs/source/en/tasks/zero_shot_object_detection.md`; representative PR #44369.",
3645
+ "shared_filenames": [
3646
+ "docs/source/en/tasks/zero_shot_object_detection.md"
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+ ],
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+ "shared_directories": [
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+ "docs/source/en/tasks",
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+ ],
3654
+ "pairwise": [
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3656
+ "left_pr_number": 44369,
3657
+ "right_pr_number": 45114,
3658
+ "similarity": 0.4,
3659
+ "content_similarity": 0.243,
3660
+ "size_similarity": 0.808,
3661
+ "breadth_similarity": 0.625,
3662
+ "concentration_similarity": 0.919,
3663
+ "shared_filenames": [
3664
+ "docs/source/en/tasks/zero_shot_object_detection.md"
3665
+ ],
3666
+ "shared_directories": [
3667
+ "docs/source/en/tasks",
3668
+ "docs/source/en",
3669
+ "docs/source",
3670
+ "docs"
3671
  ]
3672
  }
3673
  ]
 
3679
  45618
3680
  ],
3681
  "representative_pr_number": 42655,
3682
+ "average_similarity": 0.368,
3683
  "summary": "2 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #42655.",
3684
  "shared_filenames": [
3685
  "src/transformers/generation/utils.py"
 
3687
  "shared_directories": [
3688
  "src/transformers/generation",
3689
  "tests/generation",
3690
+ "tests"
 
 
3691
  ],
3692
  "pairwise": [
3693
  {
3694
  "left_pr_number": 42655,
3695
  "right_pr_number": 45618,
3696
+ "similarity": 0.368,
3697
+ "content_similarity": 0.198,
3698
  "size_similarity": 0.974,
3699
  "breadth_similarity": 0.389,
3700
  "concentration_similarity": 0.878,
 
3718
  45552
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3720
  "representative_pr_number": 44642,
3721
+ "average_similarity": 0.359,
3722
  "summary": "2 open PRs share weighted file overlap around `src/transformers/utils/auto_docstring.py`; representative PR #44642.",
3723
  "shared_filenames": [
3724
  "src/transformers/utils/auto_docstring.py"
3725
  ],
3726
  "shared_directories": [
3727
+ "src/transformers/utils"
 
 
3728
  ],
3729
  "pairwise": [
3730
  {
3731
  "left_pr_number": 44642,
3732
  "right_pr_number": 45552,
3733
+ "similarity": 0.359,
3734
+ "content_similarity": 0.262,
3735
  "size_similarity": 0.167,
3736
  "breadth_similarity": 1.0,
3737
  "concentration_similarity": 1.0,
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