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evalstate HF Staff commited on
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Refresh transformers dataset snapshot 20260718T060036Z

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Files changed (21) hide show
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15601
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15602
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15610
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15611
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15612
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15613
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15614
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15615
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15616
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15617
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15618
+ "title": "[Inkling] Fix float64 MPS crash in InklingProcessor dMel bin extraction",
15619
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15620
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15621
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15622
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15623
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15624
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15625
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15626
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15627
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15628
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15629
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15630
  {
15631
  "author_login": "amauryfa",
15632
  "name": "Amaury Forgeot d'Arc",
 
21836
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apsiddh",
21837
  "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apsiddh",
21838
  "repo_first_seen_at": "2026-07-01T03:58:40Z",
21839
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21840
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21841
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21843
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21845
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21847
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21848
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21849
  "first_seen_in_snapshot": false,
 
23037
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AShareLer",
23038
  "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AShareLer",
23039
  "repo_first_seen_at": "2026-07-08T10:26:48Z",
23040
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23041
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23048
  "repo_association": "FIRST_TIME_CONTRIBUTOR",
 
24227
  },
24228
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24229
  },
24230
+ {
24231
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24232
+ "name": "nandimandalam varneeth varma",
24233
+ "profile_url": "https://github.com/varneeth01",
24234
+ "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avarneeth01",
24235
+ "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avarneeth01",
24236
+ "repo_first_seen_at": "2026-07-18T02:45:38Z",
24237
+ "repo_last_seen_at": "2026-07-18T04:56:16Z",
24238
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24243
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24244
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24245
+ "repo_association": "FIRST_TIMER",
24246
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24247
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24248
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24249
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24250
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24251
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24252
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24253
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24254
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24255
+ "breadth_score": "low",
24256
+ "automation_risk_signal": "low",
24257
+ "heuristic_note": "high open PR share; targets high-star repos",
24258
+ "public_orgs": [],
24259
+ "activity": {
24260
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24261
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24262
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24263
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24264
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24265
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24266
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24267
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24268
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24269
+ },
24270
+ "examples": {
24271
+ "pull_requests": [
24272
+ {
24273
+ "kind": "pull_request",
24274
+ "number": 47391,
24275
+ "title": "fix(trainer): fix resume_from_checkpoint logic bug (issue #47375)",
24276
+ "url": "https://github.com/huggingface/transformers/pull/47391",
24277
+ "state": "open",
24278
+ "merged": false,
24279
+ "draft": false,
24280
+ "created_at": "2026-07-18T04:51:16Z"
24281
+ }
24282
+ ],
24283
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24284
+ },
24285
+ "fetch_error": null
24286
+ },
24287
  {
24288
  "author_login": "vbayanag",
24289
  "name": null,
new-contributors-report.md CHANGED
@@ -1,9 +1,9 @@
1
  # New Contributor Report: huggingface/transformers
2
 
3
- - Snapshot: `20260718T000029Z`
4
- - Generated: `2026-07-18T00:01:13Z`
5
  - Activity window: `60d`
6
- - Contributors: `362`
7
 
8
  ## Summary
9
 
@@ -40,7 +40,6 @@
40
  | `LinZiyuu` | [profile](https://github.com/LinZiyuu) | no | CONTRIBUTOR | 1483d | `2026-05-13T14:52:41Z` | 16 | 1 | weak | moderate | low | high open PR share |
41
  | `ebezzam` | [profile](https://github.com/ebezzam) | no | MEMBER | 4714d | `2025-07-25T12:59:52Z` | 15 | 0 | mixed | low | low | high open PR share |
42
  | `molbap` | [profile](https://github.com/molbap) | no | MEMBER | 2914d | `2024-06-13T14:13:17Z` | 14 | 1 | weak | low | low | high open PR share; targets high-star repos |
43
- | `AI-Safeter` | [profile](https://github.com/AI-Safeter) | no | NONE | 0d | `2026-05-19T04:38:35Z` | 14 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
44
  | `Rohan5commit` | [profile](https://github.com/Rohan5commit) | no | FIRST_TIME_CONTRIBUTOR | 636d | `2026-06-12T06:11:19Z` | 13 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; no visible non-self stars |
45
  | `he-yufeng` | [profile](https://github.com/he-yufeng) | no | CONTRIBUTOR | 2909d | `2026-03-14T18:33:53Z` | 11 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
46
  | `KartavyaDikshit` | [profile](https://github.com/KartavyaDikshit) | no | FIRST_TIME_CONTRIBUTOR | 1742d | `2026-06-22T01:23:43Z` | 11 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread |
@@ -212,6 +211,7 @@
212
  | `ajayraj30002` | [profile](https://github.com/ajayraj30002) | no | NONE | 186d | `2026-07-15T17:16:49Z` | 1 | 0 | weak | low | low | young account; no visible non-self stars |
213
  | `akoumpa` | [profile](https://github.com/akoumpa) | no | FIRST_TIME_CONTRIBUTOR | 917d | `2026-06-10T19:31:49Z` | 1 | 0 | mixed | low | low | high recent PR volume |
214
  | `AlexWortega` | [profile](https://github.com/AlexWortega) | no | NONE | 3256d | `2026-05-28T12:43:05Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 
215
  | `amauryfa` | [profile](https://github.com/amauryfa) | no | FIRST_TIME_CONTRIBUTOR | 5598d | `2026-06-29T08:11:34Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
216
  | `AndriyVohar` | [profile](https://github.com/AndriyVohar) | no | FIRST_TIME_CONTRIBUTOR | 1197d | `2026-06-06T15:59:59Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
217
  | `andylin-hao` | [profile](https://github.com/andylin-hao) | no | CONTRIBUTOR | 3162d | `2026-06-04T03:53:20Z` | 1 | 0 | strong | moderate | low | — |
@@ -362,6 +362,7 @@
362
  | `Ternura143` | [profile](https://github.com/Ternura143) | no | CONTRIBUTOR | 1583d | `2026-05-31T14:17:55Z` | 1 | 0 | strong | moderate | low | — |
363
  | `vakudo` | [profile](https://github.com/vakudo) | no | NONE | 1218d | `2026-07-13T22:52:41Z` | 1 | 0 | weak | moderate | low | high open PR share; no visible non-self stars |
364
  | `Vanshajrawat` | [profile](https://github.com/Vanshajrawat) | no | NONE | 1600d | `2026-05-30T19:38:14Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
365
  | `vbayanag` | [profile](https://github.com/vbayanag) | no | FIRST_TIME_CONTRIBUTOR | 1008d | `2026-07-15T21:33:52Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
366
  | `W-Akrabi` | [profile](https://github.com/W-Akrabi) | no | NONE | 1346d | `2026-06-07T22:07:11Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
367
  | `wangyi7099` | [profile](https://github.com/wangyi7099) | no | FIRST_TIME_CONTRIBUTOR | 3473d | `2026-06-11T00:57:04Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -868,12 +869,12 @@ Example artifacts:
868
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aqgallouedec)
869
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aqgallouedec)
870
  - repo first seen: `2024-12-13T13:39:10Z`
871
- - repo last seen: `2026-07-17T17:46:47Z`
872
  - first seen in snapshot: **no**
873
  - repo association: **MEMBER**
874
  - repo primary artifacts: **43**
875
  - snapshot authored PRs/issues: **28 PRs / 15 issues**
876
- - snapshot discussion activity: **69 comments / 57 reviews / 56 review comments**
877
  - account age: **2692 days**
878
  - recent public PR activity: **128 PRs** (102 merged / 5 closed-unmerged / 21 open; merged rate **80%**, closed-unmerged rate **4%**, open rate **16%**)
879
  - public orgs: `huggingface`
@@ -1123,29 +1124,6 @@ Example artifacts:
1123
  - [PR #46922: Fix yolos](https://github.com/huggingface/transformers/pull/46922) — open
1124
  - [Issue #43979: Call to contributions: refactor output tracing in transformers](https://github.com/huggingface/transformers/issues/43979) — closed
1125
 
1126
- ### `AI-Safeter`
1127
-
1128
- - profile: [github.com/AI-Safeter](https://github.com/AI-Safeter)
1129
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAI-Safeter)
1130
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAI-Safeter)
1131
- - repo first seen: `2026-05-19T04:38:35Z`
1132
- - repo last seen: `2026-05-19T04:45:45Z`
1133
- - first seen in snapshot: **no**
1134
- - repo association: **NONE**
1135
- - repo primary artifacts: **14**
1136
- - snapshot authored PRs/issues: **14 PRs / 0 issues**
1137
- - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
1138
- - account age: **0 days**
1139
- - recent public PR activity: **14 PRs** (0 merged / 0 closed-unmerged / 14 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
1140
- - public orgs: none visible
1141
- - compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
1142
- - heuristic read: **very new account; high open PR share; no visible non-self stars; targets high-star repos**
1143
-
1144
- Example artifacts:
1145
- - [PR #46064: Fix grammar in core_model_loading comment](https://github.com/huggingface/transformers/pull/46064) — closed
1146
- - [PR #46063: Fix typo in Qwen2.5-Omni docs example (cant -> can)](https://github.com/huggingface/transformers/pull/46063) — closed
1147
- - [PR #46062: Fix article in ViTPose docs (a object detector -> an object detector)](https://github.com/huggingface/transformers/pull/46062) — closed
1148
-
1149
  ### `Rohan5commit`
1150
 
1151
  - profile: [github.com/Rohan5commit](https://github.com/Rohan5commit)
@@ -1290,12 +1268,12 @@ Example artifacts:
1290
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIncheonkirin)
1291
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIncheonkirin)
1292
  - repo first seen: `2026-06-09T11:35:01Z`
1293
- - repo last seen: `2026-07-11T14:22:05Z`
1294
  - first seen in snapshot: **no**
1295
  - repo association: **CONTRIBUTOR**
1296
  - repo primary artifacts: **11**
1297
  - snapshot authored PRs/issues: **9 PRs / 2 issues**
1298
- - snapshot discussion activity: **12 comments / 0 reviews / 0 review comments**
1299
  - account age: **2854 days**
1300
  - recent public PR activity: **10 PRs** (1 merged / 1 closed-unmerged / 8 open; merged rate **10%**, closed-unmerged rate **10%**, open rate **80%**)
1301
  - public orgs: none visible
@@ -5029,6 +5007,27 @@ Example artifacts:
5029
  Example artifacts:
5030
  - [PR #46261: feat(distributed): Ulysses Context Parallelism for attention](https://github.com/huggingface/transformers/pull/46261) — closed
5031
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
5032
  ### `amauryfa`
5033
 
5034
  - profile: [github.com/amauryfa](https://github.com/amauryfa)
@@ -7303,12 +7302,12 @@ Example artifacts:
7303
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apsiddh)
7304
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apsiddh)
7305
  - repo first seen: `2026-07-01T03:58:40Z`
7306
- - repo last seen: `2026-07-17T23:33:19Z`
7307
  - first seen in snapshot: **no**
7308
  - repo association: **NONE**
7309
  - repo primary artifacts: **1**
7310
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
7311
- - snapshot discussion activity: **0 comments / 1 reviews / 1 review comments**
7312
  - account age: **5020 days**
7313
  - recent public PR activity: **43 PRs** (31 merged / 3 closed-unmerged / 9 open; merged rate **72%**, closed-unmerged rate **7%**, open rate **21%**)
7314
  - public orgs: none visible
@@ -7744,12 +7743,12 @@ Example artifacts:
7744
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AShareLer)
7745
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AShareLer)
7746
  - repo first seen: `2026-07-08T10:26:48Z`
7747
- - repo last seen: `2026-07-17T16:14:12Z`
7748
  - first seen in snapshot: **no**
7749
  - repo association: **FIRST_TIME_CONTRIBUTOR**
7750
  - repo primary artifacts: **1**
7751
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
7752
- - snapshot discussion activity: **3 comments / 10 reviews / 10 review comments**
7753
  - account age: **2684 days**
7754
  - recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
7755
  - public orgs: none visible
@@ -8179,6 +8178,27 @@ Example artifacts:
8179
  Example artifacts:
8180
  - [PR #46302: docs: add docstrings to create_sinusoidal_embeddings in DistilBERT](https://github.com/huggingface/transformers/pull/46302) — closed
8181
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
8182
  ### `vbayanag`
8183
 
8184
  - profile: [github.com/vbayanag](https://github.com/vbayanag)
 
1
  # New Contributor Report: huggingface/transformers
2
 
3
+ - Snapshot: `20260718T060036Z`
4
+ - Generated: `2026-07-18T06:01:14Z`
5
  - Activity window: `60d`
6
+ - Contributors: `363`
7
 
8
  ## Summary
9
 
 
40
  | `LinZiyuu` | [profile](https://github.com/LinZiyuu) | no | CONTRIBUTOR | 1483d | `2026-05-13T14:52:41Z` | 16 | 1 | weak | moderate | low | high open PR share |
41
  | `ebezzam` | [profile](https://github.com/ebezzam) | no | MEMBER | 4714d | `2025-07-25T12:59:52Z` | 15 | 0 | mixed | low | low | high open PR share |
42
  | `molbap` | [profile](https://github.com/molbap) | no | MEMBER | 2914d | `2024-06-13T14:13:17Z` | 14 | 1 | weak | low | low | high open PR share; targets high-star repos |
 
43
  | `Rohan5commit` | [profile](https://github.com/Rohan5commit) | no | FIRST_TIME_CONTRIBUTOR | 636d | `2026-06-12T06:11:19Z` | 13 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; no visible non-self stars |
44
  | `he-yufeng` | [profile](https://github.com/he-yufeng) | no | CONTRIBUTOR | 2909d | `2026-03-14T18:33:53Z` | 11 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
45
  | `KartavyaDikshit` | [profile](https://github.com/KartavyaDikshit) | no | FIRST_TIME_CONTRIBUTOR | 1742d | `2026-06-22T01:23:43Z` | 11 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread |
 
211
  | `ajayraj30002` | [profile](https://github.com/ajayraj30002) | no | NONE | 186d | `2026-07-15T17:16:49Z` | 1 | 0 | weak | low | low | young account; no visible non-self stars |
212
  | `akoumpa` | [profile](https://github.com/akoumpa) | no | FIRST_TIME_CONTRIBUTOR | 917d | `2026-06-10T19:31:49Z` | 1 | 0 | mixed | low | low | high recent PR volume |
213
  | `AlexWortega` | [profile](https://github.com/AlexWortega) | no | NONE | 3256d | `2026-05-28T12:43:05Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
214
+ | `alwaysprince05` | [profile](https://github.com/alwaysprince05) | yes | FIRST_TIME_CONTRIBUTOR | 383d | `2026-07-18T05:24:03Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
215
  | `amauryfa` | [profile](https://github.com/amauryfa) | no | FIRST_TIME_CONTRIBUTOR | 5598d | `2026-06-29T08:11:34Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
216
  | `AndriyVohar` | [profile](https://github.com/AndriyVohar) | no | FIRST_TIME_CONTRIBUTOR | 1197d | `2026-06-06T15:59:59Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
217
  | `andylin-hao` | [profile](https://github.com/andylin-hao) | no | CONTRIBUTOR | 3162d | `2026-06-04T03:53:20Z` | 1 | 0 | strong | moderate | low | — |
 
362
  | `Ternura143` | [profile](https://github.com/Ternura143) | no | CONTRIBUTOR | 1583d | `2026-05-31T14:17:55Z` | 1 | 0 | strong | moderate | low | — |
363
  | `vakudo` | [profile](https://github.com/vakudo) | no | NONE | 1218d | `2026-07-13T22:52:41Z` | 1 | 0 | weak | moderate | low | high open PR share; no visible non-self stars |
364
  | `Vanshajrawat` | [profile](https://github.com/Vanshajrawat) | no | NONE | 1600d | `2026-05-30T19:38:14Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
365
+ | `varneeth01` | [profile](https://github.com/varneeth01) | yes | FIRST_TIMER | 1843d | `2026-07-18T02:45:38Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
366
  | `vbayanag` | [profile](https://github.com/vbayanag) | no | FIRST_TIME_CONTRIBUTOR | 1008d | `2026-07-15T21:33:52Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
367
  | `W-Akrabi` | [profile](https://github.com/W-Akrabi) | no | NONE | 1346d | `2026-06-07T22:07:11Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
368
  | `wangyi7099` | [profile](https://github.com/wangyi7099) | no | FIRST_TIME_CONTRIBUTOR | 3473d | `2026-06-11T00:57:04Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
869
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aqgallouedec)
870
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aqgallouedec)
871
  - repo first seen: `2024-12-13T13:39:10Z`
872
+ - repo last seen: `2026-07-18T02:40:59Z`
873
  - first seen in snapshot: **no**
874
  - repo association: **MEMBER**
875
  - repo primary artifacts: **43**
876
  - snapshot authored PRs/issues: **28 PRs / 15 issues**
877
+ - snapshot discussion activity: **73 comments / 57 reviews / 56 review comments**
878
  - account age: **2692 days**
879
  - recent public PR activity: **128 PRs** (102 merged / 5 closed-unmerged / 21 open; merged rate **80%**, closed-unmerged rate **4%**, open rate **16%**)
880
  - public orgs: `huggingface`
 
1124
  - [PR #46922: Fix yolos](https://github.com/huggingface/transformers/pull/46922) — open
1125
  - [Issue #43979: Call to contributions: refactor output tracing in transformers](https://github.com/huggingface/transformers/issues/43979) — closed
1126
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1127
  ### `Rohan5commit`
1128
 
1129
  - profile: [github.com/Rohan5commit](https://github.com/Rohan5commit)
 
1268
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIncheonkirin)
1269
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIncheonkirin)
1270
  - repo first seen: `2026-06-09T11:35:01Z`
1271
+ - repo last seen: `2026-07-18T04:32:34Z`
1272
  - first seen in snapshot: **no**
1273
  - repo association: **CONTRIBUTOR**
1274
  - repo primary artifacts: **11**
1275
  - snapshot authored PRs/issues: **9 PRs / 2 issues**
1276
+ - snapshot discussion activity: **13 comments / 0 reviews / 0 review comments**
1277
  - account age: **2854 days**
1278
  - recent public PR activity: **10 PRs** (1 merged / 1 closed-unmerged / 8 open; merged rate **10%**, closed-unmerged rate **10%**, open rate **80%**)
1279
  - public orgs: none visible
 
5007
  Example artifacts:
5008
  - [PR #46261: feat(distributed): Ulysses Context Parallelism for attention](https://github.com/huggingface/transformers/pull/46261) — closed
5009
 
5010
+ ### `alwaysprince05`
5011
+
5012
+ - profile: [github.com/alwaysprince05](https://github.com/alwaysprince05)
5013
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aalwaysprince05)
5014
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aalwaysprince05)
5015
+ - repo first seen: `2026-07-18T05:24:03Z`
5016
+ - repo last seen: `2026-07-18T05:24:03Z`
5017
+ - first seen in snapshot: **yes**
5018
+ - repo association: **FIRST_TIME_CONTRIBUTOR**
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+ - repo primary artifacts: **1**
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+ - snapshot authored PRs/issues: **1 PRs / 0 issues**
5021
+ - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
5022
+ - account age: **383 days**
5023
+ - recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
5024
+ - public orgs: none visible
5025
+ - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
5026
+ - heuristic read: **high open PR share; targets high-star repos**
5027
+
5028
+ Example artifacts:
5029
+ - [PR #47392: [Inkling] Fix float64 MPS crash in InklingProcessor dMel bin extraction](https://github.com/huggingface/transformers/pull/47392) — open
5030
+
5031
  ### `amauryfa`
5032
 
5033
  - profile: [github.com/amauryfa](https://github.com/amauryfa)
 
7302
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apsiddh)
7303
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apsiddh)
7304
  - repo first seen: `2026-07-01T03:58:40Z`
7305
+ - repo last seen: `2026-07-18T00:11:10Z`
7306
  - first seen in snapshot: **no**
7307
  - repo association: **NONE**
7308
  - repo primary artifacts: **1**
7309
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
7310
+ - snapshot discussion activity: **0 comments / 2 reviews / 2 review comments**
7311
  - account age: **5020 days**
7312
  - recent public PR activity: **43 PRs** (31 merged / 3 closed-unmerged / 9 open; merged rate **72%**, closed-unmerged rate **7%**, open rate **21%**)
7313
  - public orgs: none visible
 
7743
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AShareLer)
7744
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AShareLer)
7745
  - repo first seen: `2026-07-08T10:26:48Z`
7746
+ - repo last seen: `2026-07-18T01:39:13Z`
7747
  - first seen in snapshot: **no**
7748
  - repo association: **FIRST_TIME_CONTRIBUTOR**
7749
  - repo primary artifacts: **1**
7750
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
7751
+ - snapshot discussion activity: **4 comments / 10 reviews / 10 review comments**
7752
  - account age: **2684 days**
7753
  - recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
7754
  - public orgs: none visible
 
8178
  Example artifacts:
8179
  - [PR #46302: docs: add docstrings to create_sinusoidal_embeddings in DistilBERT](https://github.com/huggingface/transformers/pull/46302) — closed
8180
 
8181
+ ### `varneeth01`
8182
+
8183
+ - profile: [github.com/varneeth01](https://github.com/varneeth01)
8184
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avarneeth01)
8185
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avarneeth01)
8186
+ - repo first seen: `2026-07-18T02:45:38Z`
8187
+ - repo last seen: `2026-07-18T04:56:16Z`
8188
+ - first seen in snapshot: **yes**
8189
+ - repo association: **FIRST_TIMER**
8190
+ - repo primary artifacts: **1**
8191
+ - snapshot authored PRs/issues: **1 PRs / 0 issues**
8192
+ - snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
8193
+ - account age: **1843 days**
8194
+ - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
8195
+ - public orgs: none visible
8196
+ - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
8197
+ - heuristic read: **high open PR share; targets high-star repos**
8198
+
8199
+ Example artifacts:
8200
+ - [PR #47391: fix(trainer): fix resume_from_checkpoint logic bug (issue #47375)](https://github.com/huggingface/transformers/pull/47391) — open
8201
+
8202
  ### `vbayanag`
8203
 
8204
  - profile: [github.com/vbayanag](https://github.com/vbayanag)
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2333
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2351
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2352
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2353
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2354
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2355
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2359
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2367
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2368
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2369
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2370
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2371
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2385
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2386
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2387
  "shared_directories": [
2388
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2389
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2390
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2393
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2394
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2401
  "shared_filenames": [
2402
- "src/transformers/core_model_loading.py"
2403
  ],
2404
  "shared_directories": [
 
 
2405
  "src/transformers",
 
2406
  "src",
2407
  "tests"
2408
  ]
2409
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2410
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2411
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2417
- "concentration_similarity": 0.856,
2418
- "shared_filenames": [
2419
- "src/transformers/core_model_loading.py"
2420
- ],
2421
  "shared_directories": [
2422
- "src/transformers",
2423
- "src",
2424
  "tests"
2425
  ]
2426
  }
@@ -2450,8 +2946,8 @@
2450
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2451
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2452
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2453
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2454
- "content_similarity": 0.509,
2455
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2456
  "breadth_similarity": 1.0,
2457
  "concentration_similarity": 1.0,
@@ -2484,7 +2980,7 @@
2484
  {
2485
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2486
  "right_pr_number": 39683,
2487
- "similarity": 0.529,
2488
  "content_similarity": 0.44,
2489
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2490
  "breadth_similarity": 1.0,
@@ -2659,7 +3155,7 @@
2659
  "left_pr_number": 45548,
2660
  "right_pr_number": 45649,
2661
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2662
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2663
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2664
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2665
  "concentration_similarity": 1.0,
@@ -2691,7 +3187,7 @@
2691
  "left_pr_number": 45655,
2692
  "right_pr_number": 47336,
2693
  "similarity": 0.494,
2694
- "content_similarity": 0.3,
2695
  "size_similarity": 0.889,
2696
  "breadth_similarity": 1.0,
2697
  "concentration_similarity": 1.0,
@@ -2723,7 +3219,7 @@
2723
  "left_pr_number": 45655,
2724
  "right_pr_number": 47335,
2725
  "similarity": 0.458,
2726
- "content_similarity": 0.319,
2727
  "size_similarity": 0.562,
2728
  "breadth_similarity": 1.0,
2729
  "concentration_similarity": 1.0,
@@ -2739,7 +3235,7 @@
2739
  "left_pr_number": 47335,
2740
  "right_pr_number": 47336,
2741
  "similarity": 0.457,
2742
- "content_similarity": 0.331,
2743
  "size_similarity": 0.5,
2744
  "breadth_similarity": 1.0,
2745
  "concentration_similarity": 1.0,
@@ -2811,7 +3307,7 @@
2811
  47222
2812
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2813
  "representative_pr_number": 44615,
2814
- "average_similarity": 0.416,
2815
  "summary": "5 open PRs share weighted file overlap around `src/transformers/utils/import_utils.py`; representative PR #44615.",
2816
  "shared_filenames": [
2817
  "src/transformers/utils/import_utils.py"
@@ -2825,8 +3321,8 @@
2825
  {
2826
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2827
  "right_pr_number": 46152,
2828
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2829
- "content_similarity": 0.531,
2830
  "size_similarity": 0.583,
2831
  "breadth_similarity": 1.0,
2832
  "concentration_similarity": 1.0,
@@ -2842,7 +3338,7 @@
2842
  {
2843
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2844
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2845
- "similarity": 0.48,
2846
  "content_similarity": 0.423,
2847
  "size_similarity": 0.229,
2848
  "breadth_similarity": 1.0,
@@ -3040,7 +3536,7 @@
3040
  {
3041
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3042
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3043
- "similarity": 0.849,
3044
  "content_similarity": 0.808,
3045
  "size_similarity": 0.963,
3046
  "breadth_similarity": 1.0,
@@ -3081,7 +3577,7 @@
3081
  "left_pr_number": 46567,
3082
  "right_pr_number": 47327,
3083
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3084
- "content_similarity": 0.418,
3085
  "size_similarity": 0.338,
3086
  "breadth_similarity": 0.643,
3087
  "concentration_similarity": 0.567,
@@ -3329,7 +3825,7 @@
3329
  "left_pr_number": 41441,
3330
  "right_pr_number": 43469,
3331
  "similarity": 0.665,
3332
- "content_similarity": 0.75,
3333
  "size_similarity": 0.35,
3334
  "breadth_similarity": 0.5,
3335
  "concentration_similarity": 0.75,
@@ -3526,151 +4022,16 @@
3526
  "left_pr_number": 41097,
3527
  "right_pr_number": 44547,
3528
  "similarity": 0.392,
3529
- "content_similarity": 0.312,
3530
- "size_similarity": 0.16,
3531
- "breadth_similarity": 1.0,
3532
- "concentration_similarity": 1.0,
3533
- "shared_filenames": [
3534
- "src/transformers/modeling_flash_attention_utils.py"
3535
- ],
3536
- "shared_directories": [
3537
- "src/transformers",
3538
- "src"
3539
- ]
3540
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3541
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3542
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3543
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3544
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3545
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3546
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3550
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3551
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3552
- "average_similarity": 0.499,
3553
- "summary": "4 open PRs share weighted file overlap around `tests/test_processing_common.py`, `src/transformers/processing_utils.py`, `tests/test_tokenization_common.py`; representative PR #44543.",
3554
- "shared_filenames": [
3555
- "tests/test_processing_common.py",
3556
- "src/transformers/processing_utils.py",
3557
- "tests/test_tokenization_common.py",
3558
- "src/transformers/tokenization_utils_base.py"
3559
- ],
3560
- "shared_directories": [
3561
- "src/transformers",
3562
- "tests",
3563
- "src"
3564
- ],
3565
- "pairwise": [
3566
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3567
- "left_pr_number": 41606,
3568
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3569
- "similarity": 0.684,
3570
- "content_similarity": 0.66,
3571
- "size_similarity": 0.583,
3572
- "breadth_similarity": 1.0,
3573
- "concentration_similarity": 0.683,
3574
- "shared_filenames": [
3575
- "src/transformers/processing_utils.py",
3576
- "tests/test_processing_common.py"
3577
- ],
3578
- "shared_directories": [
3579
- "src/transformers",
3580
- "src",
3581
- "tests"
3582
- ]
3583
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3584
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3585
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3590
- "breadth_similarity": 0.583,
3591
- "concentration_similarity": 0.639,
3592
- "shared_filenames": [
3593
- "src/transformers/processing_utils.py",
3594
- "src/transformers/tokenization_utils_base.py",
3595
- "tests/test_processing_common.py",
3596
- "tests/test_tokenization_common.py"
3597
- ],
3598
- "shared_directories": [
3599
- "src/transformers",
3600
- "src",
3601
- "tests"
3602
- ]
3603
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3604
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3605
- "left_pr_number": 41606,
3606
- "right_pr_number": 45422,
3607
- "similarity": 0.509,
3608
- "content_similarity": 0.435,
3609
- "size_similarity": 0.569,
3610
- "breadth_similarity": 0.75,
3611
- "concentration_similarity": 0.881,
3612
- "shared_filenames": [
3613
- "src/transformers/processing_utils.py",
3614
- "tests/test_processing_common.py"
3615
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3616
- "shared_directories": [
3617
- "src/transformers",
3618
- "src",
3619
- "tests"
3620
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3621
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3622
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3623
- "left_pr_number": 44543,
3624
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3625
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3626
- "content_similarity": 0.469,
3627
- "size_similarity": 0.331,
3628
- "breadth_similarity": 0.75,
3629
- "concentration_similarity": 0.802,
3630
- "shared_filenames": [
3631
- "src/transformers/processing_utils.py",
3632
- "tests/test_processing_common.py"
3633
- ],
3634
- "shared_directories": [
3635
- "src/transformers",
3636
- "src",
3637
- "tests"
3638
- ]
3639
- },
3640
- {
3641
- "left_pr_number": 44543,
3642
- "right_pr_number": 47386,
3643
- "similarity": 0.442,
3644
- "content_similarity": 0.315,
3645
- "size_similarity": 0.921,
3646
- "breadth_similarity": 0.417,
3647
- "concentration_similarity": 0.837,
3648
- "shared_filenames": [
3649
- "src/transformers/processing_utils.py",
3650
- "tests/test_processing_common.py"
3651
- ],
3652
- "shared_directories": [
3653
- "src/transformers",
3654
- "src",
3655
- "tests"
3656
- ]
3657
- },
3658
- {
3659
- "left_pr_number": 41606,
3660
- "right_pr_number": 47386,
3661
- "similarity": 0.349,
3662
- "content_similarity": 0.286,
3663
- "size_similarity": 0.537,
3664
- "breadth_similarity": 0.417,
3665
- "concentration_similarity": 0.52,
3666
  "shared_filenames": [
3667
- "src/transformers/processing_utils.py",
3668
- "tests/test_processing_common.py"
3669
  ],
3670
  "shared_directories": [
3671
  "src/transformers",
3672
- "src",
3673
- "tests"
3674
  ]
3675
  }
3676
  ]
@@ -3961,7 +4322,7 @@
3961
  "left_pr_number": 46319,
3962
  "right_pr_number": 47212,
3963
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3964
- "content_similarity": 0.09,
3965
  "size_similarity": 0.974,
3966
  "breadth_similarity": 1.0,
3967
  "concentration_similarity": 1.0,
@@ -4186,90 +4547,6 @@
4186
  }
4187
  ]
4188
  },
4189
- {
4190
- "cluster_id": "pr-scope-42668-3",
4191
- "pr_numbers": [
4192
- 42668,
4193
- 45627,
4194
- 46161
4195
- ],
4196
- "representative_pr_number": 45627,
4197
- "average_similarity": 0.633,
4198
- "summary": "3 open PRs share weighted file overlap around `tests/models/auto/test_processor_auto.py`, `src/transformers/processing_utils.py`; representative PR #45627.",
4199
- "shared_filenames": [
4200
- "tests/models/auto/test_processor_auto.py",
4201
- "src/transformers/processing_utils.py"
4202
- ],
4203
- "shared_directories": [
4204
- "tests/models/auto",
4205
- "tests/models",
4206
- "src/transformers",
4207
- "tests",
4208
- "src"
4209
- ],
4210
- "pairwise": [
4211
- {
4212
- "left_pr_number": 45627,
4213
- "right_pr_number": 46161,
4214
- "similarity": 0.674,
4215
- "content_similarity": 0.589,
4216
- "size_similarity": 0.747,
4217
- "breadth_similarity": 1.0,
4218
- "concentration_similarity": 0.985,
4219
- "shared_filenames": [
4220
- "src/transformers/processing_utils.py",
4221
- "tests/models/auto/test_processor_auto.py"
4222
- ],
4223
- "shared_directories": [
4224
- "tests/models/auto",
4225
- "src/transformers",
4226
- "tests/models",
4227
- "src",
4228
- "tests"
4229
- ]
4230
- },
4231
- {
4232
- "left_pr_number": 42668,
4233
- "right_pr_number": 45627,
4234
- "similarity": 0.657,
4235
- "content_similarity": 0.799,
4236
- "size_similarity": 0.189,
4237
- "breadth_similarity": 0.216,
4238
- "concentration_similarity": 0.952,
4239
- "shared_filenames": [
4240
- "src/transformers/processing_utils.py",
4241
- "tests/models/auto/test_processor_auto.py"
4242
- ],
4243
- "shared_directories": [
4244
- "tests/models/auto",
4245
- "src/transformers",
4246
- "tests/models",
4247
- "src",
4248
- "tests"
4249
- ]
4250
- },
4251
- {
4252
- "left_pr_number": 42668,
4253
- "right_pr_number": 46161,
4254
- "similarity": 0.57,
4255
- "content_similarity": 0.662,
4256
- "size_similarity": 0.253,
4257
- "breadth_similarity": 0.216,
4258
- "concentration_similarity": 0.937,
4259
- "shared_filenames": [
4260
- "src/transformers/processing_utils.py",
4261
- "tests/models/auto/test_processor_auto.py"
4262
- ],
4263
- "shared_directories": [
4264
- "tests/models/auto",
4265
- "src/transformers",
4266
- "tests/models",
4267
- "src",
4268
- "tests"
4269
- ]
4270
- }
4271
- ]
4272
- },
4273
  {
4274
  "cluster_id": "pr-scope-46895-3",
4275
  "pr_numbers": [
@@ -4525,7 +4802,7 @@
4525
  47389
4526
  ],
4527
  "representative_pr_number": 46461,
4528
- "average_similarity": 0.522,
4529
  "summary": "3 open PRs share weighted file overlap around `tests/utils/test_feature_extraction_utils.py`, `src/transformers/feature_extraction_utils.py`; representative PR #46461.",
4530
  "shared_filenames": [
4531
  "tests/utils/test_feature_extraction_utils.py",
@@ -4561,7 +4838,7 @@
4561
  "left_pr_number": 46461,
4562
  "right_pr_number": 47389,
4563
  "similarity": 0.451,
4564
- "content_similarity": 0.378,
4565
  "size_similarity": 0.362,
4566
  "breadth_similarity": 1.0,
4567
  "concentration_similarity": 0.63,
@@ -4579,7 +4856,7 @@
4579
  "left_pr_number": 42824,
4580
  "right_pr_number": 47389,
4581
  "similarity": 0.404,
4582
- "content_similarity": 0.404,
4583
  "size_similarity": 0.236,
4584
  "breadth_similarity": 0.5,
4585
  "concentration_similarity": 0.702,
@@ -4735,7 +5012,7 @@
4735
  47261
4736
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4737
  "representative_pr_number": 34925,
4738
- "average_similarity": 0.473,
4739
  "summary": "3 open PRs share weighted file overlap around `tests/trainer/test_trainer.py`, `src/transformers/trainer.py`; representative PR #34925.",
4740
  "shared_filenames": [
4741
  "tests/trainer/test_trainer.py",
@@ -4769,11 +5046,11 @@
4769
  {
4770
  "left_pr_number": 34925,
4771
  "right_pr_number": 47261,
4772
- "similarity": 0.47,
4773
- "content_similarity": 0.454,
4774
- "size_similarity": 0.158,
4775
  "breadth_similarity": 0.833,
4776
- "concentration_similarity": 0.89,
4777
  "shared_filenames": [
4778
  "src/transformers/trainer.py",
4779
  "tests/trainer/test_trainer.py"
@@ -4788,11 +5065,11 @@
4788
  {
4789
  "left_pr_number": 45917,
4790
  "right_pr_number": 47261,
4791
- "similarity": 0.447,
4792
- "content_similarity": 0.385,
4793
- "size_similarity": 0.404,
4794
  "breadth_similarity": 0.833,
4795
- "concentration_similarity": 0.67,
4796
  "shared_filenames": [
4797
  "tests/trainer/test_trainer.py"
4798
  ],
@@ -4828,7 +5105,7 @@
4828
  "left_pr_number": 43656,
4829
  "right_pr_number": 43842,
4830
  "similarity": 0.566,
4831
- "content_similarity": 0.546,
4832
  "size_similarity": 0.222,
4833
  "breadth_similarity": 1.0,
4834
  "concentration_similarity": 1.0,
@@ -5236,7 +5513,7 @@
5236
  46775
5237
  ],
5238
  "representative_pr_number": 44889,
5239
- "average_similarity": 0.383,
5240
  "summary": "3 open PRs share weighted file overlap around `src/transformers/trainer.py`, `tests/trainer/distributed/test_trainer_distributed_deepspeed.py`; representative PR #44889.",
5241
  "shared_filenames": [
5242
  "src/transformers/trainer.py",
@@ -5292,7 +5569,7 @@
5292
  "left_pr_number": 44981,
5293
  "right_pr_number": 46775,
5294
  "similarity": 0.301,
5295
- "content_similarity": 0.124,
5296
  "size_similarity": 0.885,
5297
  "breadth_similarity": 0.458,
5298
  "concentration_similarity": 0.712,
@@ -5356,7 +5633,7 @@
5356
  "left_pr_number": 46138,
5357
  "right_pr_number": 46501,
5358
  "similarity": 0.329,
5359
- "content_similarity": 0.095,
5360
  "size_similarity": 0.75,
5361
  "breadth_similarity": 1.0,
5362
  "concentration_similarity": 1.0,
@@ -5677,7 +5954,7 @@
5677
  "left_pr_number": 45639,
5678
  "right_pr_number": 45645,
5679
  "similarity": 0.883,
5680
- "content_similarity": 0.893,
5681
  "size_similarity": 0.918,
5682
  "breadth_similarity": 0.75,
5683
  "concentration_similarity": 0.898,
@@ -6380,7 +6657,7 @@
6380
  "left_pr_number": 46376,
6381
  "right_pr_number": 47341,
6382
  "similarity": 0.516,
6383
- "content_similarity": 0.574,
6384
  "size_similarity": 0.037,
6385
  "breadth_similarity": 0.6,
6386
  "concentration_similarity": 0.967,
@@ -7048,7 +7325,7 @@
7048
  "left_pr_number": 44965,
7049
  "right_pr_number": 47108,
7050
  "similarity": 0.434,
7051
- "content_similarity": 0.445,
7052
  "size_similarity": 0.087,
7053
  "breadth_similarity": 0.75,
7054
  "concentration_similarity": 0.681,
@@ -7142,6 +7419,71 @@
7142
  }
7143
  ]
7144
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
7145
  {
7146
  "cluster_id": "pr-scope-47316-2",
7147
  "pr_numbers": [
@@ -7237,7 +7579,7 @@
7237
  47360
7238
  ],
7239
  "representative_pr_number": 46887,
7240
- "average_similarity": 0.424,
7241
  "summary": "2 open PRs cluster in `.github/workflows`, `.github` with similar change breadth; representative PR #46887.",
7242
  "shared_filenames": [],
7243
  "shared_directories": [
@@ -7248,7 +7590,7 @@
7248
  {
7249
  "left_pr_number": 46887,
7250
  "right_pr_number": 47360,
7251
- "similarity": 0.424,
7252
  "content_similarity": 0.193,
7253
  "size_similarity": 0.931,
7254
  "breadth_similarity": 1.0,
@@ -7261,71 +7603,6 @@
7261
  }
7262
  ]
7263
  },
7264
- {
7265
- "cluster_id": "pr-scope-44973-2",
7266
- "pr_numbers": [
7267
- 44973,
7268
- 47170
7269
- ],
7270
- "representative_pr_number": 44973,
7271
- "average_similarity": 0.419,
7272
- "summary": "2 open PRs share weighted file overlap around `src/transformers/models/glm4v/modeling_glm4v.py`, `src/transformers/models/glm_image/modeling_glm_image.py`, `src/transformers/models/glm_ocr/modeling_glm_ocr.py`; representative PR #44973.",
7273
- "shared_filenames": [
7274
- "src/transformers/models/glm4v/modeling_glm4v.py",
7275
- "src/transformers/models/glm_image/modeling_glm_image.py",
7276
- "src/transformers/models/glm_ocr/modeling_glm_ocr.py",
7277
- "src/transformers/models/glm_ocr/modular_glm_ocr.py",
7278
- "src/transformers/models/qwen3_vl/modeling_qwen3_vl.py",
7279
- "src/transformers/models/video_llama_3/modeling_video_llama_3.py",
7280
- "src/transformers/models/paddleocr_vl/modeling_paddleocr_vl.py",
7281
- "src/transformers/models/qwen2_5_vl/modeling_qwen2_5_vl.py"
7282
- ],
7283
- "shared_directories": [
7284
- "src/transformers/models/glm_ocr",
7285
- "src/transformers/models/video_llama_3",
7286
- "src/transformers/models/glm_image",
7287
- "src/transformers/models/qwen3_vl",
7288
- "src/transformers/models/glm4v_moe",
7289
- "src/transformers/models/ernie4_5_vl_moe",
7290
- "src/transformers/models/glm4v",
7291
- "src/transformers/models/paddleocr_vl"
7292
- ],
7293
- "pairwise": [
7294
- {
7295
- "left_pr_number": 44973,
7296
- "right_pr_number": 47170,
7297
- "similarity": 0.419,
7298
- "content_similarity": 0.44,
7299
- "size_similarity": 0.068,
7300
- "breadth_similarity": 0.544,
7301
- "concentration_similarity": 0.931,
7302
- "shared_filenames": [
7303
- "src/transformers/models/ernie4_5_vl_moe/modeling_ernie4_5_vl_moe.py",
7304
- "src/transformers/models/glm4v/modeling_glm4v.py",
7305
- "src/transformers/models/glm4v_moe/modeling_glm4v_moe.py",
7306
- "src/transformers/models/glm_image/modeling_glm_image.py",
7307
- "src/transformers/models/glm_image/modular_glm_image.py",
7308
- "src/transformers/models/glm_ocr/modeling_glm_ocr.py",
7309
- "src/transformers/models/glm_ocr/modular_glm_ocr.py",
7310
- "src/transformers/models/paddleocr_vl/modeling_paddleocr_vl.py",
7311
- "src/transformers/models/qwen2_5_omni/modeling_qwen2_5_omni.py",
7312
- "src/transformers/models/qwen2_5_omni/modular_qwen2_5_omni.py"
7313
- ],
7314
- "shared_directories": [
7315
- "src/transformers/models/ernie4_5_vl_moe",
7316
- "src/transformers/models/glm4v",
7317
- "src/transformers/models/glm4v_moe",
7318
- "src/transformers/models/glm_image",
7319
- "src/transformers/models/glm_ocr",
7320
- "src/transformers/models/paddleocr_vl",
7321
- "src/transformers/models/qwen2_5_omni",
7322
- "src/transformers/models/qwen2_5_vl",
7323
- "src/transformers/models/qwen2_vl",
7324
- "src/transformers/models/qwen3_5"
7325
- ]
7326
- }
7327
- ]
7328
- },
7329
  {
7330
  "cluster_id": "pr-scope-43446-2",
7331
  "pr_numbers": [
@@ -7391,45 +7668,6 @@
7391
  }
7392
  ]
7393
  },
7394
- {
7395
- "cluster_id": "pr-scope-43785-2",
7396
- "pr_numbers": [
7397
- 43785,
7398
- 47387
7399
- ],
7400
- "representative_pr_number": 43785,
7401
- "average_similarity": 0.402,
7402
- "summary": "2 open PRs share weighted file overlap around `src/transformers/core_model_loading.py`, `src/transformers/modeling_utils.py`; representative PR #43785.",
7403
- "shared_filenames": [
7404
- "src/transformers/core_model_loading.py",
7405
- "src/transformers/modeling_utils.py"
7406
- ],
7407
- "shared_directories": [
7408
- "src/transformers/integrations",
7409
- "src/transformers",
7410
- "src"
7411
- ],
7412
- "pairwise": [
7413
- {
7414
- "left_pr_number": 43785,
7415
- "right_pr_number": 47387,
7416
- "similarity": 0.402,
7417
- "content_similarity": 0.227,
7418
- "size_similarity": 0.632,
7419
- "breadth_similarity": 1.0,
7420
- "concentration_similarity": 0.964,
7421
- "shared_filenames": [
7422
- "src/transformers/core_model_loading.py",
7423
- "src/transformers/modeling_utils.py"
7424
- ],
7425
- "shared_directories": [
7426
- "src/transformers/integrations",
7427
- "src/transformers",
7428
- "src"
7429
- ]
7430
- }
7431
- ]
7432
- },
7433
  {
7434
  "cluster_id": "pr-scope-44606-2",
7435
  "pr_numbers": [
@@ -7630,7 +7868,7 @@
7630
  47342
7631
  ],
7632
  "representative_pr_number": 45105,
7633
- "average_similarity": 0.34,
7634
  "summary": "2 open PRs cluster in `tests/utils`, `src/transformers`, `tests` with similar change breadth; representative PR #45105.",
7635
  "shared_filenames": [],
7636
  "shared_directories": [
@@ -7643,8 +7881,8 @@
7643
  {
7644
  "left_pr_number": 45105,
7645
  "right_pr_number": 47342,
7646
- "similarity": 0.34,
7647
- "content_similarity": 0.067,
7648
  "size_similarity": 1.0,
7649
  "breadth_similarity": 1.0,
7650
  "concentration_similarity": 0.863,
 
1
  {
2
  "repo": "huggingface/transformers",
3
+ "snapshot_id": "20260718T060036Z",
4
+ "generated_at": "2026-07-18T06:01:08Z",
5
+ "cluster_count": 82,
6
  "pr_scope_clusters": [
7
  {
8
  "cluster_id": "pr-scope-43636-11",
 
178
  "left_pr_number": 44123,
179
  "right_pr_number": 45067,
180
  "similarity": 0.473,
181
+ "content_similarity": 0.364,
182
  "size_similarity": 0.455,
183
  "breadth_similarity": 1.0,
184
  "concentration_similarity": 1.0,
 
209
  {
210
  "left_pr_number": 43636,
211
  "right_pr_number": 43663,
212
+ "similarity": 0.464,
213
+ "content_similarity": 0.354,
214
  "size_similarity": 0.44,
215
  "breadth_similarity": 1.0,
216
  "concentration_similarity": 1.0,
 
273
  {
274
  "left_pr_number": 43663,
275
  "right_pr_number": 44189,
276
+ "similarity": 0.448,
277
  "content_similarity": 0.391,
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  "size_similarity": 0.16,
279
  "breadth_similarity": 1.0,
 
319
  ]
320
  },
321
  {
322
+ "left_pr_number": 43636,
323
+ "right_pr_number": 43651,
324
  "similarity": 0.437,
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+ "content_similarity": 0.278,
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+ "size_similarity": 0.611,
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  "breadth_similarity": 1.0,
328
  "concentration_similarity": 1.0,
329
  "shared_filenames": [
 
335
  ]
336
  },
337
  {
338
+ "left_pr_number": 44660,
339
+ "right_pr_number": 45067,
340
+ "similarity": 0.437,
341
+ "content_similarity": 0.358,
342
+ "size_similarity": 0.24,
343
  "breadth_similarity": 1.0,
344
  "concentration_similarity": 1.0,
345
  "shared_filenames": [
 
353
  {
354
  "left_pr_number": 43636,
355
  "right_pr_number": 47379,
356
+ "similarity": 0.433,
357
  "content_similarity": 0.287,
358
  "size_similarity": 0.545,
359
  "breadth_similarity": 1.0,
 
401
  {
402
  "left_pr_number": 43636,
403
  "right_pr_number": 44660,
404
+ "similarity": 0.423,
405
  "content_similarity": 0.272,
406
  "size_similarity": 0.545,
407
  "breadth_similarity": 1.0,
 
498
  "left_pr_number": 43663,
499
  "right_pr_number": 45055,
500
  "similarity": 0.406,
501
+ "content_similarity": 0.341,
502
  "size_similarity": 0.12,
503
  "breadth_similarity": 1.0,
504
  "concentration_similarity": 1.0,
 
561
  {
562
  "left_pr_number": 43636,
563
  "right_pr_number": 44189,
564
+ "similarity": 0.394,
565
  "content_similarity": 0.27,
566
  "size_similarity": 0.364,
567
  "breadth_similarity": 1.0,
 
577
  {
578
  "left_pr_number": 44123,
579
  "right_pr_number": 47379,
580
+ "similarity": 0.394,
581
+ "content_similarity": 0.325,
582
  "size_similarity": 0.109,
583
  "breadth_similarity": 1.0,
584
  "concentration_similarity": 1.0,
 
626
  "left_pr_number": 45055,
627
  "right_pr_number": 45067,
628
  "similarity": 0.385,
629
+ "content_similarity": 0.31,
630
  "size_similarity": 0.12,
631
  "breadth_similarity": 1.0,
632
  "concentration_similarity": 1.0,
 
690
  "left_pr_number": 44123,
691
  "right_pr_number": 44189,
692
  "similarity": 0.375,
693
+ "content_similarity": 0.306,
694
  "size_similarity": 0.073,
695
  "breadth_similarity": 1.0,
696
  "concentration_similarity": 1.0,
 
705
  {
706
  "left_pr_number": 43636,
707
  "right_pr_number": 44123,
708
+ "similarity": 0.374,
709
+ "content_similarity": 0.277,
710
  "size_similarity": 0.2,
711
  "breadth_similarity": 1.0,
712
  "concentration_similarity": 1.0,
 
769
  {
770
  "left_pr_number": 44660,
771
  "right_pr_number": 45273,
772
+ "similarity": 0.358,
773
  "content_similarity": 0.225,
774
  "size_similarity": 0.333,
775
  "breadth_similarity": 1.0,
 
881
  {
882
  "left_pr_number": 43636,
883
  "right_pr_number": 45273,
884
+ "similarity": 0.319,
885
  "content_similarity": 0.202,
886
  "size_similarity": 0.182,
887
  "breadth_similarity": 1.0,
 
913
  ]
914
  },
915
  {
916
+ "cluster_id": "pr-scope-41606-7",
917
  "pr_numbers": [
918
+ 41606,
919
+ 42668,
920
+ 44543,
921
+ 45422,
922
+ 45627,
923
+ 46161,
924
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925
  ],
926
+ "representative_pr_number": 44543,
927
+ "average_similarity": 0.399,
928
+ "summary": "7 open PRs share weighted file overlap around `src/transformers/processing_utils.py`, `tests/test_processing_common.py`, `tests/models/auto/test_processor_auto.py`; representative PR #44543.",
929
  "shared_filenames": [
930
+ "src/transformers/processing_utils.py",
931
+ "tests/test_processing_common.py",
932
+ "tests/models/auto/test_processor_auto.py",
933
+ "tests/test_tokenization_common.py",
934
+ "src/transformers/tokenization_utils_base.py"
935
  ],
936
  "shared_directories": [
937
+ "src/transformers",
938
+ "tests",
939
+ "src",
940
+ "tests/models/auto",
941
+ "tests/models"
942
  ],
943
  "pairwise": [
944
  {
945
+ "left_pr_number": 41606,
946
+ "right_pr_number": 44543,
947
+ "similarity": 0.684,
948
+ "content_similarity": 0.66,
949
+ "size_similarity": 0.583,
950
  "breadth_similarity": 1.0,
951
+ "concentration_similarity": 0.683,
952
  "shared_filenames": [
953
+ "src/transformers/processing_utils.py",
954
+ "tests/test_processing_common.py"
955
  ],
956
  "shared_directories": [
957
+ "src/transformers",
958
+ "src",
959
+ "tests"
960
  ]
961
  },
962
  {
963
+ "left_pr_number": 45627,
964
+ "right_pr_number": 46161,
965
+ "similarity": 0.674,
966
+ "content_similarity": 0.589,
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+ "size_similarity": 0.747,
968
  "breadth_similarity": 1.0,
969
+ "concentration_similarity": 0.985,
970
  "shared_filenames": [
971
+ "src/transformers/processing_utils.py",
972
+ "tests/models/auto/test_processor_auto.py"
973
  ],
974
  "shared_directories": [
975
+ "tests/models/auto",
976
+ "src/transformers",
977
+ "tests/models",
978
+ "src",
979
+ "tests"
980
  ]
981
  },
982
  {
983
+ "left_pr_number": 42668,
984
+ "right_pr_number": 45627,
985
+ "similarity": 0.657,
986
+ "content_similarity": 0.799,
987
+ "size_similarity": 0.189,
988
+ "breadth_similarity": 0.216,
989
+ "concentration_similarity": 0.952,
990
  "shared_filenames": [
991
+ "src/transformers/processing_utils.py",
992
+ "tests/models/auto/test_processor_auto.py"
993
  ],
994
  "shared_directories": [
995
+ "tests/models/auto",
996
+ "src/transformers",
997
+ "tests/models",
998
+ "src",
999
+ "tests"
1000
  ]
1001
  },
1002
  {
1003
+ "left_pr_number": 42668,
1004
+ "right_pr_number": 46161,
1005
+ "similarity": 0.57,
1006
+ "content_similarity": 0.662,
1007
+ "size_similarity": 0.253,
1008
+ "breadth_similarity": 0.216,
1009
+ "concentration_similarity": 0.937,
1010
  "shared_filenames": [
1011
+ "src/transformers/processing_utils.py",
1012
+ "tests/models/auto/test_processor_auto.py"
1013
  ],
1014
  "shared_directories": [
1015
+ "tests/models/auto",
1016
+ "src/transformers",
1017
+ "tests/models",
1018
+ "src",
1019
+ "tests"
1020
  ]
1021
  },
1022
  {
1023
+ "left_pr_number": 45422,
1024
+ "right_pr_number": 47386,
1025
+ "similarity": 0.519,
1026
+ "content_similarity": 0.547,
1027
+ "size_similarity": 0.305,
1028
+ "breadth_similarity": 0.583,
1029
+ "concentration_similarity": 0.639,
1030
  "shared_filenames": [
1031
+ "src/transformers/processing_utils.py",
1032
+ "src/transformers/tokenization_utils_base.py",
1033
+ "tests/test_processing_common.py",
1034
+ "tests/test_tokenization_common.py"
1035
  ],
1036
  "shared_directories": [
1037
+ "src/transformers",
1038
+ "src",
1039
+ "tests"
1040
  ]
1041
  },
1042
  {
1043
+ "left_pr_number": 41606,
1044
+ "right_pr_number": 45422,
1045
+ "similarity": 0.509,
1046
+ "content_similarity": 0.435,
1047
+ "size_similarity": 0.569,
1048
+ "breadth_similarity": 0.75,
1049
+ "concentration_similarity": 0.881,
1050
  "shared_filenames": [
1051
+ "src/transformers/processing_utils.py",
1052
+ "tests/test_processing_common.py"
1053
  ],
1054
  "shared_directories": [
1055
+ "src/transformers",
1056
+ "src",
1057
+ "tests"
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2981
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3187
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3219
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3220
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3225
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3235
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3313
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3339
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3537
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3577
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3578
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3579
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3581
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3582
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3825
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3830
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3831
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4022
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4028
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4029
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4030
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4031
  ],
4032
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4033
  "src/transformers",
4034
+ "src"
 
4035
  ]
4036
  }
4037
  ]
 
4322
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4323
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4324
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4325
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4327
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4328
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4547
  }
4548
  ]
4549
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4550
  {
4551
  "cluster_id": "pr-scope-46895-3",
4552
  "pr_numbers": [
 
4802
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4803
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4804
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4805
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4806
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4807
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4808
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4838
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4839
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4840
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4841
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4842
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4843
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4844
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4856
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4858
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4859
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4860
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4861
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4862
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5012
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5013
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5014
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5015
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5016
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5017
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5018
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5046
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5047
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5048
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5049
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5050
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5052
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5054
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5055
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5056
  "tests/trainer/test_trainer.py"
 
5065
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5066
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5067
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5068
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5069
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5070
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5072
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5075
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5107
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5109
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5110
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5111
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5513
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5514
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5515
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5516
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5517
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5518
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5519
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5569
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5570
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5571
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5572
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5573
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5574
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5575
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5633
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5634
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5635
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5636
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5637
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5638
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5639
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5954
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5955
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5956
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5957
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5958
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5959
  "breadth_similarity": 0.75,
5960
  "concentration_similarity": 0.898,
 
6657
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6658
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6659
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6660
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6661
  "size_similarity": 0.037,
6662
  "breadth_similarity": 0.6,
6663
  "concentration_similarity": 0.967,
 
7325
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7326
  "right_pr_number": 47108,
7327
  "similarity": 0.434,
7328
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7329
  "size_similarity": 0.087,
7330
  "breadth_similarity": 0.75,
7331
  "concentration_similarity": 0.681,
 
7419
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7420
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7421
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7423
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7427
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7428
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7429
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7430
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7431
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7433
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7434
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7435
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7438
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7439
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+ "src/transformers/models/glm_image",
7445
+ "src/transformers/models/qwen3_vl",
7446
+ "src/transformers/models/glm4v_moe",
7447
+ "src/transformers/models/ernie4_5_vl_moe",
7448
+ "src/transformers/models/glm4v",
7449
+ "src/transformers/models/paddleocr_vl"
7450
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7451
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7452
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7453
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7454
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7457
+ "size_similarity": 0.081,
7458
+ "breadth_similarity": 0.564,
7459
+ "concentration_similarity": 0.938,
7460
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7462
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7465
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7466
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7467
+ "src/transformers/models/glm_ocr/modular_glm_ocr.py",
7468
+ "src/transformers/models/paddleocr_vl/modeling_paddleocr_vl.py",
7469
+ "src/transformers/models/qwen2_5_omni/modeling_qwen2_5_omni.py",
7470
+ "src/transformers/models/qwen2_5_omni/modular_qwen2_5_omni.py"
7471
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7473
+ "src/transformers/models/ernie4_5_vl_moe",
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+ "src/transformers/models/glm4v",
7475
+ "src/transformers/models/glm4v_moe",
7476
+ "src/transformers/models/glm_image",
7477
+ "src/transformers/models/glm_ocr",
7478
+ "src/transformers/models/paddleocr_vl",
7479
+ "src/transformers/models/qwen2_5_omni",
7480
+ "src/transformers/models/qwen2_5_vl",
7481
+ "src/transformers/models/qwen2_vl",
7482
+ "src/transformers/models/qwen3_5"
7483
+ ]
7484
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7485
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7486
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7487
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7488
  "cluster_id": "pr-scope-47316-2",
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  "pr_numbers": [
 
7579
  47360
7580
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7581
  "representative_pr_number": 46887,
7582
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  "summary": "2 open PRs cluster in `.github/workflows`, `.github` with similar change breadth; representative PR #46887.",
7584
  "shared_filenames": [],
7585
  "shared_directories": [
 
7590
  {
7591
  "left_pr_number": 46887,
7592
  "right_pr_number": 47360,
7593
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7594
  "content_similarity": 0.193,
7595
  "size_similarity": 0.931,
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  "breadth_similarity": 1.0,
 
7603
  }
7604
  ]
7605
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
7606
  {
7607
  "cluster_id": "pr-scope-43446-2",
7608
  "pr_numbers": [
 
7668
  }
7669
  ]
7670
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
7671
  {
7672
  "cluster_id": "pr-scope-44606-2",
7673
  "pr_numbers": [
 
7868
  47342
7869
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7870
  "representative_pr_number": 45105,
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  "summary": "2 open PRs cluster in `tests/utils`, `src/transformers`, `tests` with similar change breadth; representative PR #45105.",
7873
  "shared_filenames": [],
7874
  "shared_directories": [
 
7881
  {
7882
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7883
  "right_pr_number": 47342,
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+ "content_similarity": 0.068,
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7887
  "breadth_similarity": 1.0,
7888
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