evalstate HF Staff commited on
Commit
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1 Parent(s): 743c0d2

Refresh transformers dataset snapshot 20260714T180038Z

Browse files
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  - eval set creation
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  Notes:
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  - raw data only; no labels or moderation decisions
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15195
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15196
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15197
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15201
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15204
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15206
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15208
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15209
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15210
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15211
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15212
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15213
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15214
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15215
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15216
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15217
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15218
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15219
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15220
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15221
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15222
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15223
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15224
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15225
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15226
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15227
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15228
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15229
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15230
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15231
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15232
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15233
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15234
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15235
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15236
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15237
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15250
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15251
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15252
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15253
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15254
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17835
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17839
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17840
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17841
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17867
  "number": 47238,
17868
  "title": "Fix half-precision torch.compile crash in DETR-family sine position embeddings",
17869
  "url": "https://github.com/huggingface/transformers/pull/47238",
17870
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17871
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17872
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17873
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17874
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19962
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19963
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19964
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19965
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19970
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19971
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19972
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19973
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22880
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22881
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22883
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22885
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22887
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22908
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22909
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22910
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22926
+ "kind": "pull_request",
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22928
+ "title": "Fix PPFormulaNet training loss: prevent incorrect label shift in ForCausalLMLoss",
22929
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22930
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22931
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22940
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22941
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22942
  "name": "Sai Teja Bandaru",
 
24149
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24150
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24160
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24161
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24181
  "number": 47314,
24182
  "title": "Keep user-typed multimodal placeholders out of the placeholder expansion",
24183
  "url": "https://github.com/huggingface/transformers/pull/47314",
24184
+ "state": "closed",
24185
  "merged": false,
24186
  "draft": false,
24187
  "created_at": "2026-07-14T08:33:13Z"
 
24654
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avakudo",
24655
  "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avakudo",
24656
  "repo_first_seen_at": "2026-07-13T22:52:41Z",
24657
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24664
  "snapshot_review_comment_count": 0,
24665
  "repo_association": "NONE",
new-contributors-report.md CHANGED
@@ -1,9 +1,9 @@
1
  # New Contributor Report: huggingface/transformers
2
 
3
- - Snapshot: `20260714T120113Z`
4
- - Generated: `2026-07-14T12:02:45Z`
5
  - Activity window: `60d`
6
- - Contributors: `366`
7
 
8
  ## Summary
9
 
@@ -14,17 +14,17 @@
14
  | `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 109 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
15
  | `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 107 | 7 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
16
  | `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-07-19T13:27:51Z` | 101 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
17
- | `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2024-02-08T22:19:09Z` | 78 | 2 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
18
  | `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 70 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
19
  | `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 58 | 2 | mixed | low | low | targets high-star repos |
20
  | `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1813d | `2025-09-11T21:27:59Z` | 54 | 1 | strong | low | low | targets high-star repos |
21
  | `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2360d | `2024-09-02T13:41:47Z` | 51 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
22
- | `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3961d | `2023-02-27T14:00:41Z` | 48 | 0 | strong | low | low | targets high-star repos |
23
  | `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2996d | `2025-10-14T03:02:06Z` | 44 | 1 | strong | moderate | low | targets high-star repos |
24
  | `harshaljanjani` | [profile](https://github.com/harshaljanjani) | no | CONTRIBUTOR | 1961d | `2025-09-17T20:29:13Z` | 37 | 20 | strong | low | low | targets high-star repos |
25
  | `itazap` | [profile](https://github.com/itazap) | no | MEMBER | 3139d | `2024-10-21T07:08:47Z` | 37 | 0 | mixed | low | low | no visible non-self stars; targets high-star repos |
26
  | `jiqing-feng` | [profile](https://github.com/jiqing-feng) | no | CONTRIBUTOR | 1396d | `2024-03-21T04:37:45Z` | 35 | 5 | strong | moderate | low | high recent PR volume |
27
- | `IlyasMoutawwakil` | [profile](https://github.com/IlyasMoutawwakil) | no | MEMBER | 2354d | `2025-07-04T08:41:29Z` | 34 | 4 | strong | low | low | — |
28
  | `3outeille` | [profile](https://github.com/3outeille) | no | MEMBER | 2625d | `2025-11-26T16:58:10Z` | 34 | 1 | mixed | low | low | high open PR share; targets high-star repos |
29
  | `eustlb` | [profile](https://github.com/eustlb) | no | MEMBER | 1607d | `2025-01-20T12:27:19Z` | 33 | 0 | strong | low | low | targets high-star repos |
30
  | `yonigozlan` | [profile](https://github.com/yonigozlan) | no | MEMBER | 1978d | `2025-04-02T00:38:09Z` | 32 | 0 | strong | low | low | targets high-star repos |
@@ -188,6 +188,7 @@
188
  | `atharv1945` | [profile](https://github.com/atharv1945) | no | CONTRIBUTOR | 1082d | `2026-06-15T10:52:55Z` | 1 | 1 | strong | low | low | targets high-star repos |
189
  | `c1prk` | [profile](https://github.com/c1prk) | no | CONTRIBUTOR | 2143d | `2026-06-23T06:34:53Z` | 1 | 1 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
190
  | `daviswer` | [profile](https://github.com/daviswer) | no | CONTRIBUTOR | 4261d | `2026-06-15T02:09:07Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 
191
  | `evnsnclr` | [profile](https://github.com/evnsnclr) | no | NONE | 1082d | `2026-07-04T15:08:32Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
192
  | `Heatdh` | [profile](https://github.com/Heatdh) | no | FIRST_TIME_CONTRIBUTOR | 2060d | `2026-07-01T21:42:33Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
193
  | `Jeronymous` | [profile](https://github.com/Jeronymous) | no | FIRST_TIME_CONTRIBUTOR | 3571d | `2026-07-10T13:02:21Z` | 1 | 1 | weak | moderate | low | high open PR share |
@@ -203,6 +204,7 @@
203
  | `shubhammr21` | [profile](https://github.com/shubhammr21) | no | FIRST_TIME_CONTRIBUTOR | 4155d | `2026-05-22T10:45:10Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
204
  | `silicon-dispatch-100` | [profile](https://github.com/silicon-dispatch-100) | no | FIRST_TIMER | 3377d | `2026-06-24T06:33:39Z` | 1 | 1 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
205
  | `sisaman` | [profile](https://github.com/sisaman) | no | CONTRIBUTOR | 4905d | `2026-06-17T15:54:08Z` | 1 | 1 | mixed | low | low | high open PR share; targets high-star repos |
 
206
  | `XanxusCrypto` | [profile](https://github.com/XanxusCrypto) | no | CONTRIBUTOR | 3282d | `2026-04-02T09:17:32Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
207
  | `0Sh1khar` | [profile](https://github.com/0Sh1khar) | no | NONE | 660d | `2026-05-18T14:31:57Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
208
  | `abcd1927` | [profile](https://github.com/abcd1927) | no | CONTRIBUTOR | 2561d | `2026-05-18T08:06:44Z` | 1 | 0 | strong | low | low | targets high-star repos |
@@ -248,7 +250,7 @@
248
  | `csantosbh` | [profile](https://github.com/csantosbh) | no | CONTRIBUTOR | 5103d | `2026-06-04T14:07:37Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
249
  | `Danish08654` | [profile](https://github.com/Danish08654) | no | NONE | 561d | `2026-05-28T09:15:36Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
250
  | `danyalahmed1995` | [profile](https://github.com/danyalahmed1995) | no | CONTRIBUTOR | 2355d | `2026-05-26T00:41:01Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
251
- | `David-Wu1119` | [profile](https://github.com/David-Wu1119) | no | FIRST_TIME_CONTRIBUTOR | 1156d | `2026-07-10T06:24:16Z` | 1 | 0 | mixed | moderate | low | high recent PR volume; high open PR share; targets high-star repos |
252
  | `DavidJohnQuinlan` | [profile](https://github.com/DavidJohnQuinlan) | no | FIRST_TIME_CONTRIBUTOR | 2501d | `2026-07-09T14:26:35Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
253
  | `davidnichols-ops` | [profile](https://github.com/davidnichols-ops) | no | NONE | 37d | `2026-07-12T03:57:42Z` | 1 | 0 | weak | moderate | medium | very new account; high open PR share |
254
  | `delcenjo` | [profile](https://github.com/delcenjo) | no | CONTRIBUTOR | 121d | `2026-06-23T19:12:59Z` | 1 | 0 | strong | high | medium | young account; high recent PR volume; broad repo spread; no visible non-self stars |
@@ -285,7 +287,7 @@
285
  | `kfojcik-intel` | [profile](https://github.com/kfojcik-intel) | no | FIRST_TIME_CONTRIBUTOR | 1976d | `2026-05-18T08:12:12Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
286
  | `kiankyars` | [profile](https://github.com/kiankyars) | no | NONE | 2112d | `2026-05-23T05:32:32Z` | 1 | 0 | weak | high | medium | broad repo spread; high open PR share |
287
  | `kiwigitops` | [profile](https://github.com/kiwigitops) | no | CONTRIBUTOR | 81d | `2026-05-18T23:18:34Z` | 1 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share |
288
- | `KKothuri` | [profile](https://github.com/KKothuri) | yes | FIRST_TIME_CONTRIBUTOR | 3216d | `2026-07-14T08:59:57Z` | 1 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
289
  | `kurtmckee` | [profile](https://github.com/kurtmckee) | no | CONTRIBUTOR | 6391d | `2026-06-12T11:41:21Z` | 1 | 0 | mixed | high | low | high recent PR volume; broad repo spread; no visible non-self stars |
290
  | `labAxiaoming` | [profile](https://github.com/labAxiaoming) | no | FIRST_TIME_CONTRIBUTOR | 3144d | `2026-07-07T13:04:02Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
291
  | `lakshmiprasanna07` | [profile](https://github.com/lakshmiprasanna07) | no | NONE | 1219d | `2026-07-03T19:17:34Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -336,6 +338,7 @@
336
  | `RithwikSharma` | [profile](https://github.com/RithwikSharma) | no | NONE | 2171d | `2026-06-20T02:29:20Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
337
  | `rodriguescarson` | [profile](https://github.com/rodriguescarson) | no | NONE | 4589d | `2026-07-02T17:18:05Z` | 1 | 0 | strong | very high | medium | high recent PR volume; very broad repo spread |
338
  | `saadkhaleeq610` | [profile](https://github.com/saadkhaleeq610) | no | NONE | 2359d | `2026-05-17T07:52:23Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
339
  | `saitejabandaru-in` | [profile](https://github.com/saitejabandaru-in) | no | NONE | 564d | `2026-06-25T00:20:31Z` | 1 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share |
340
  | `Sanjays2402` | [profile](https://github.com/Sanjays2402) | no | NONE | 2554d | `2026-05-23T19:26:01Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
341
  | `Sarimsaljook` | [profile](https://github.com/Sarimsaljook) | no | NONE | 1930d | `2026-06-27T01:05:09Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
@@ -357,7 +360,7 @@
357
  | `snehasuman019` | [profile](https://github.com/snehasuman019) | no | NONE | 474d | `2026-05-29T16:36:41Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
358
  | `snkii` | [profile](https://github.com/snkii) | no | FIRST_TIME_CONTRIBUTOR | 2654d | `2026-07-11T06:10:43Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
359
  | `someaka` | [profile](https://github.com/someaka) | no | NONE | 1845d | `2026-06-07T17:49:40Z` | 1 | 0 | weak | moderate | medium | high recent PR volume; many recent closed-unmerged PRs; targets high-star repos |
360
- | `souvikDevloper` | [profile](https://github.com/souvikDevloper) | yes | FIRST_TIME_CONTRIBUTOR | 1110d | `2026-07-12T05:49:14Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
361
  | `srinjoy356` | [profile](https://github.com/srinjoy356) | no | FIRST_TIME_CONTRIBUTOR | 992d | `2026-05-26T18:36:12Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
362
  | `sshivampeta` | [profile](https://github.com/sshivampeta) | no | CONTRIBUTOR | 2929d | `2026-07-04T17:25:37Z` | 1 | 0 | weak | moderate | low | high open PR share |
363
  | `subin9` | [profile](https://github.com/subin9) | no | FIRST_TIME_CONTRIBUTOR | 1577d | `2026-07-02T05:11:17Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -505,11 +508,11 @@ Example artifacts:
505
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Astevhliu)
506
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Astevhliu)
507
  - repo first seen: `2024-02-08T22:19:09Z`
508
- - repo last seen: `2026-07-13T18:14:33Z`
509
  - first seen in snapshot: **no**
510
  - repo association: **MEMBER**
511
- - repo primary artifacts: **80**
512
- - snapshot authored PRs/issues: **78 PRs / 2 issues**
513
  - snapshot discussion activity: **42 comments / 191 reviews / 319 review comments**
514
  - account age: **2296 days**
515
  - recent public PR activity: **30 PRs** (25 merged / 0 closed-unmerged / 5 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**)
@@ -518,9 +521,9 @@ Example artifacts:
518
  - heuristic read: **high recent PR volume; no visible non-self stars; targets high-star repos**
519
 
520
  Example artifacts:
 
521
  - [PR #47304: [docs] MPS graph cache](https://github.com/huggingface/transformers/pull/47304) — open
522
  - [PR #47302: [docs] TokenizersBackend fallback](https://github.com/huggingface/transformers/pull/47302) — open
523
- - [PR #47301: [docs] MTP support](https://github.com/huggingface/transformers/pull/47301) — open
524
  - [Issue #36979: [Community contributions] Model cards](https://github.com/huggingface/transformers/issues/36979) — closed
525
  - [Issue #28936: [i18n-es] Translating docs to Spanish](https://github.com/huggingface/transformers/issues/28936) — open
526
 
@@ -530,12 +533,12 @@ Example artifacts:
530
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArthurZucker)
531
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArthurZucker)
532
  - repo first seen: `2023-02-24T14:13:29Z`
533
- - repo last seen: `2026-07-13T10:24:14Z`
534
  - first seen in snapshot: **no**
535
  - repo association: **MEMBER**
536
  - repo primary artifacts: **74**
537
  - snapshot authored PRs/issues: **70 PRs / 4 issues**
538
- - snapshot discussion activity: **205 comments / 772 reviews / 1542 review comments**
539
  - account age: **2590 days**
540
  - recent public PR activity: **60 PRs** (36 merged / 5 closed-unmerged / 19 open; merged rate **60%**, closed-unmerged rate **8%**, open rate **32%**)
541
  - public orgs: none visible
@@ -556,12 +559,12 @@ Example artifacts:
556
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avasqu)
557
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avasqu)
558
  - repo first seen: `2025-08-26T12:13:50Z`
559
- - repo last seen: `2026-07-13T18:45:38Z`
560
  - first seen in snapshot: **no**
561
  - repo association: **MEMBER**
562
  - repo primary artifacts: **60**
563
  - snapshot authored PRs/issues: **58 PRs / 2 issues**
564
- - snapshot discussion activity: **784 comments / 1476 reviews / 5991 review comments**
565
  - account age: **1991 days**
566
  - recent public PR activity: **21 PRs** (12 merged / 3 closed-unmerged / 6 open; merged rate **57%**, closed-unmerged rate **14%**, open rate **29%**)
567
  - public orgs: none visible
@@ -630,12 +633,12 @@ Example artifacts:
630
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARocketknight1)
631
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARocketknight1)
632
  - repo first seen: `2023-02-27T14:00:41Z`
633
- - repo last seen: `2026-07-14T12:00:06Z`
634
  - first seen in snapshot: **no**
635
  - repo association: **MEMBER**
636
- - repo primary artifacts: **48**
637
- - snapshot authored PRs/issues: **48 PRs / 0 issues**
638
- - snapshot discussion activity: **910 comments / 359 reviews / 238 review comments**
639
  - account age: **3961 days**
640
  - recent public PR activity: **17 PRs** (16 merged / 1 closed-unmerged / 0 open; merged rate **94%**, closed-unmerged rate **6%**, open rate **0%**)
641
  - public orgs: `huggingface`
@@ -643,9 +646,9 @@ Example artifacts:
643
  - heuristic read: **targets high-star repos**
644
 
645
  Example artifacts:
 
646
  - [PR #47142: Cleanup pipelines, stop materializing generators](https://github.com/huggingface/transformers/pull/47142) — closed, merged
647
  - [PR #46980: Raise a loud error for missing prefix](https://github.com/huggingface/transformers/pull/46980) — closed, merged
648
- - [PR #46419: Port ESMC and ESMFold2 to Transformers](https://github.com/huggingface/transformers/pull/46419) — open
649
 
650
  ### `sywangyi`
651
 
@@ -752,12 +755,12 @@ Example artifacts:
752
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIlyasMoutawwakil)
753
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIlyasMoutawwakil)
754
  - repo first seen: `2025-07-04T08:41:29Z`
755
- - repo last seen: `2026-07-14T12:01:51Z`
756
  - first seen in snapshot: **no**
757
  - repo association: **MEMBER**
758
- - repo primary artifacts: **38**
759
- - snapshot authored PRs/issues: **34 PRs / 4 issues**
760
- - snapshot discussion activity: **87 comments / 511 reviews / 468 review comments**
761
  - account age: **2354 days**
762
  - recent public PR activity: **22 PRs** (16 merged / 2 closed-unmerged / 4 open; merged rate **73%**, closed-unmerged rate **9%**, open rate **18%**)
763
  - public orgs: `huggingface`, `Chouafa`
@@ -765,9 +768,9 @@ Example artifacts:
765
  - heuristic read: **—**
766
 
767
  Example artifacts:
768
- - [PR #47313: DeepGEMM shouldn't pad on SM90](https://github.com/huggingface/transformers/pull/47313) — open
 
769
  - [PR #47243: Executorch exporter fixes](https://github.com/huggingface/transformers/pull/47243) — open
770
- - [PR #47242: Remove Executorch from CI until latest version is supported and fully tested on CI env](https://github.com/huggingface/transformers/pull/47242) — closed, merged
771
  - [Issue #46443: Vision RoPE refactor](https://github.com/huggingface/transformers/issues/46443) — open
772
  - [Issue #45571: A nice UX for generating dynamic tensors that break torch.compile/torch.export](https://github.com/huggingface/transformers/issues/45571) — open
773
  - [Issue #43682: `torch.compile` and `torch.export` helper function to be moved from `import_utils`](https://github.com/huggingface/transformers/issues/43682) — open
@@ -936,7 +939,7 @@ Example artifacts:
936
  Example artifacts:
937
  - [PR #47296: Make `MODEL_IDS_TO_TOKENIZERS_BACKEND` capture all DeepSeek R1 distills](https://github.com/huggingface/transformers/pull/47296) — closed, merged
938
  - [PR #47245: Be more defensive with `remap_legacy_layer_types` for custom models](https://github.com/huggingface/transformers/pull/47245) — closed, merged
939
- - [PR #47198: :rotating_light: Fix GPTBigCode and GPTNeoX for the Transformers modelling backend for vLLM](https://github.com/huggingface/transformers/pull/47198) — open
940
  - [Issue #43522: Weights are not tied when model is loaded onto the `meta` device](https://github.com/huggingface/transformers/issues/43522) — closed
941
  - [Issue #42738: BERT-like models with RoPE](https://github.com/huggingface/transformers/issues/42738) — open
942
 
@@ -1109,12 +1112,12 @@ Example artifacts:
1109
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aebezzam)
1110
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aebezzam)
1111
  - repo first seen: `2025-07-25T12:59:52Z`
1112
- - repo last seen: `2026-07-10T13:51:50Z`
1113
  - first seen in snapshot: **no**
1114
  - repo association: **MEMBER**
1115
  - repo primary artifacts: **15**
1116
  - snapshot authored PRs/issues: **15 PRs / 0 issues**
1117
- - snapshot discussion activity: **86 comments / 406 reviews / 1043 review comments**
1118
  - account age: **4714 days**
1119
  - recent public PR activity: **6 PRs** (3 merged / 0 closed-unmerged / 3 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
1120
  - public orgs: `LCAV`
@@ -1271,12 +1274,12 @@ Example artifacts:
1271
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ABenjaminBossan)
1272
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ABenjaminBossan)
1273
  - repo first seen: `2024-10-17T11:56:32Z`
1274
- - repo last seen: `2026-07-10T13:32:09Z`
1275
  - first seen in snapshot: **no**
1276
  - repo association: **MEMBER**
1277
  - repo primary artifacts: **10**
1278
  - snapshot authored PRs/issues: **10 PRs / 0 issues**
1279
- - snapshot discussion activity: **40 comments / 13 reviews / 15 review comments**
1280
  - account age: **4501 days**
1281
  - recent public PR activity: **49 PRs** (45 merged / 1 closed-unmerged / 3 open; merged rate **92%**, closed-unmerged rate **2%**, open rate **6%**)
1282
  - public orgs: `huggingface`
@@ -2115,12 +2118,12 @@ Example artifacts:
2115
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ADovis01)
2116
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ADovis01)
2117
  - repo first seen: `2026-06-02T09:04:53Z`
2118
- - repo last seen: `2026-06-17T03:14:21Z`
2119
  - first seen in snapshot: **no**
2120
  - repo association: **CONTRIBUTOR**
2121
  - repo primary artifacts: **3**
2122
  - snapshot authored PRs/issues: **3 PRs / 0 issues**
2123
- - snapshot discussion activity: **0 comments / 3 reviews / 3 review comments**
2124
  - account age: **2009 days**
2125
  - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
2126
  - public orgs: none visible
@@ -3476,12 +3479,12 @@ Example artifacts:
3476
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asrishtiii28)
3477
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asrishtiii28)
3478
  - repo first seen: `2026-06-09T09:34:02Z`
3479
- - repo last seen: `2026-07-05T06:57:55Z`
3480
  - first seen in snapshot: **no**
3481
  - repo association: **FIRST_TIME_CONTRIBUTOR**
3482
  - repo primary artifacts: **2**
3483
  - snapshot authored PRs/issues: **2 PRs / 0 issues**
3484
- - snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
3485
  - account age: **1008 days**
3486
  - recent public PR activity: **3 PRs** (2 merged / 0 closed-unmerged / 1 open; merged rate **67%**, closed-unmerged rate **0%**, open rate **33%**)
3487
  - public orgs: none visible
@@ -3489,7 +3492,7 @@ Example artifacts:
3489
  - heuristic read: **—**
3490
 
3491
  Example artifacts:
3492
- - [PR #47082: Add RoMa keypoint matcher](https://github.com/huggingface/transformers/pull/47082) — open, draft
3493
  - [PR #46542: Vision RoPE refactor](https://github.com/huggingface/transformers/pull/46542) — closed
3494
 
3495
  ### `w-Jessamine`
@@ -3564,12 +3567,12 @@ Example artifacts:
3564
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atomaarsen)
3565
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atomaarsen)
3566
  - repo first seen: `2025-12-02T16:00:11Z`
3567
- - repo last seen: `2026-07-14T11:36:28Z`
3568
  - first seen in snapshot: **no**
3569
  - repo association: **MEMBER**
3570
  - repo primary artifacts: **26**
3571
  - snapshot authored PRs/issues: **19 PRs / 7 issues**
3572
- - snapshot discussion activity: **65 comments / 157 reviews / 153 review comments**
3573
  - account age: **3012 days**
3574
  - recent public PR activity: **52 PRs** (50 merged / 0 closed-unmerged / 2 open; merged rate **96%**, closed-unmerged rate **0%**, open rate **4%**)
3575
  - public orgs: `nltk`, `huggingface`, `embeddings-benchmark`, `Hugging-Face-Helping-Hand`
@@ -4512,6 +4515,28 @@ Example artifacts:
4512
  - [PR #47179: Add Granite-swa and Granitemoe-swa model support](https://github.com/huggingface/transformers/pull/47179) — open
4513
  - [Issue #46645: Add SWA+sink option to Granite models](https://github.com/huggingface/transformers/issues/46645) — open
4514
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
4515
  ### `evnsnclr`
4516
 
4517
  - profile: [github.com/evnsnclr](https://github.com/evnsnclr)
@@ -4842,6 +4867,28 @@ Example artifacts:
4842
  - [PR #46727: Improve AutoImageProcessor error for unavailable backends](https://github.com/huggingface/transformers/pull/46727) — closed, merged
4843
  - [Issue #46726: AutoProcessor reports “Unrecognized image processor” when required vision backend is missing](https://github.com/huggingface/transformers/issues/46726) — closed
4844
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
4845
  ### `XanxusCrypto`
4846
 
4847
  - profile: [github.com/XanxusCrypto](https://github.com/XanxusCrypto)
@@ -5796,7 +5843,7 @@ Example artifacts:
5796
  - repo first seen: `2026-07-10T06:24:16Z`
5797
  - repo last seen: `2026-07-13T21:21:52Z`
5798
  - first seen in snapshot: **no**
5799
- - repo association: **FIRST_TIME_CONTRIBUTOR**
5800
  - repo primary artifacts: **1**
5801
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
5802
  - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
@@ -5807,7 +5854,7 @@ Example artifacts:
5807
  - heuristic read: **high recent PR volume; high open PR share; targets high-star repos**
5808
 
5809
  Example artifacts:
5810
- - [PR #47238: Fix half-precision torch.compile crash in DETR-family sine position embeddings](https://github.com/huggingface/transformers/pull/47238) — open
5811
 
5812
  ### `DavidJohnQuinlan`
5813
 
@@ -6572,7 +6619,7 @@ Example artifacts:
6572
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AKKothuri)
6573
  - repo first seen: `2026-07-14T08:59:57Z`
6574
  - repo last seen: `2026-07-14T08:59:57Z`
6575
- - first seen in snapshot: **yes**
6576
  - repo association: **FIRST_TIME_CONTRIBUTOR**
6577
  - repo primary artifacts: **1**
6578
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -7636,6 +7683,27 @@ Example artifacts:
7636
  Example artifacts:
7637
  - [PR #46010: fix(cache): StaticCache.get_seq_length() now returns int instead of Tensor](https://github.com/huggingface/transformers/pull/46010) — closed
7638
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
7639
  ### `saitejabandaru-in`
7640
 
7641
  - profile: [github.com/saitejabandaru-in](https://github.com/saitejabandaru-in)
@@ -8084,8 +8152,8 @@ Example artifacts:
8084
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AsouvikDevloper)
8085
  - repo first seen: `2026-07-12T05:49:14Z`
8086
  - repo last seen: `2026-07-14T08:33:13Z`
8087
- - first seen in snapshot: **yes**
8088
- - repo association: **FIRST_TIME_CONTRIBUTOR**
8089
  - repo primary artifacts: **1**
8090
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
8091
  - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
@@ -8096,7 +8164,7 @@ Example artifacts:
8096
  - heuristic read: **high open PR share; targets high-star repos**
8097
 
8098
  Example artifacts:
8099
- - [PR #47314: Keep user-typed multimodal placeholders out of the placeholder expansion](https://github.com/huggingface/transformers/pull/47314) — open
8100
 
8101
  ### `srinjoy356`
8102
 
@@ -8272,12 +8340,12 @@ Example artifacts:
8272
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avakudo)
8273
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avakudo)
8274
  - repo first seen: `2026-07-13T22:52:41Z`
8275
- - repo last seen: `2026-07-13T22:52:41Z`
8276
  - first seen in snapshot: **no**
8277
  - repo association: **NONE**
8278
  - repo primary artifacts: **1**
8279
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
8280
- - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
8281
  - account age: **1218 days**
8282
  - recent public PR activity: **7 PRs** (1 merged / 0 closed-unmerged / 6 open; merged rate **14%**, closed-unmerged rate **0%**, open rate **86%**)
8283
  - public orgs: none visible
 
1
  # New Contributor Report: huggingface/transformers
2
 
3
+ - Snapshot: `20260714T180038Z`
4
+ - Generated: `2026-07-14T18:02:22Z`
5
  - Activity window: `60d`
6
+ - Contributors: `369`
7
 
8
  ## Summary
9
 
 
14
  | `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 109 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
15
  | `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 107 | 7 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
16
  | `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-07-19T13:27:51Z` | 101 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
17
+ | `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2024-02-08T22:19:09Z` | 79 | 2 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
18
  | `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 70 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
19
  | `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 58 | 2 | mixed | low | low | targets high-star repos |
20
  | `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1813d | `2025-09-11T21:27:59Z` | 54 | 1 | strong | low | low | targets high-star repos |
21
  | `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2360d | `2024-09-02T13:41:47Z` | 51 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
22
+ | `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3961d | `2023-02-27T14:00:41Z` | 49 | 0 | strong | low | low | targets high-star repos |
23
  | `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2996d | `2025-10-14T03:02:06Z` | 44 | 1 | strong | moderate | low | targets high-star repos |
24
  | `harshaljanjani` | [profile](https://github.com/harshaljanjani) | no | CONTRIBUTOR | 1961d | `2025-09-17T20:29:13Z` | 37 | 20 | strong | low | low | targets high-star repos |
25
  | `itazap` | [profile](https://github.com/itazap) | no | MEMBER | 3139d | `2024-10-21T07:08:47Z` | 37 | 0 | mixed | low | low | no visible non-self stars; targets high-star repos |
26
  | `jiqing-feng` | [profile](https://github.com/jiqing-feng) | no | CONTRIBUTOR | 1396d | `2024-03-21T04:37:45Z` | 35 | 5 | strong | moderate | low | high recent PR volume |
27
+ | `IlyasMoutawwakil` | [profile](https://github.com/IlyasMoutawwakil) | no | MEMBER | 2354d | `2025-07-04T08:41:29Z` | 35 | 4 | strong | low | low | — |
28
  | `3outeille` | [profile](https://github.com/3outeille) | no | MEMBER | 2625d | `2025-11-26T16:58:10Z` | 34 | 1 | mixed | low | low | high open PR share; targets high-star repos |
29
  | `eustlb` | [profile](https://github.com/eustlb) | no | MEMBER | 1607d | `2025-01-20T12:27:19Z` | 33 | 0 | strong | low | low | targets high-star repos |
30
  | `yonigozlan` | [profile](https://github.com/yonigozlan) | no | MEMBER | 1978d | `2025-04-02T00:38:09Z` | 32 | 0 | strong | low | low | targets high-star repos |
 
188
  | `atharv1945` | [profile](https://github.com/atharv1945) | no | CONTRIBUTOR | 1082d | `2026-06-15T10:52:55Z` | 1 | 1 | strong | low | low | targets high-star repos |
189
  | `c1prk` | [profile](https://github.com/c1prk) | no | CONTRIBUTOR | 2143d | `2026-06-23T06:34:53Z` | 1 | 1 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
190
  | `daviswer` | [profile](https://github.com/daviswer) | no | CONTRIBUTOR | 4261d | `2026-06-15T02:09:07Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
191
+ | `debasisdwivedy` | [profile](https://github.com/debasisdwivedy) | yes | FIRST_TIME_CONTRIBUTOR | 3672d | `2026-07-14T15:29:30Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
192
  | `evnsnclr` | [profile](https://github.com/evnsnclr) | no | NONE | 1082d | `2026-07-04T15:08:32Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
193
  | `Heatdh` | [profile](https://github.com/Heatdh) | no | FIRST_TIME_CONTRIBUTOR | 2060d | `2026-07-01T21:42:33Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
194
  | `Jeronymous` | [profile](https://github.com/Jeronymous) | no | FIRST_TIME_CONTRIBUTOR | 3571d | `2026-07-10T13:02:21Z` | 1 | 1 | weak | moderate | low | high open PR share |
 
204
  | `shubhammr21` | [profile](https://github.com/shubhammr21) | no | FIRST_TIME_CONTRIBUTOR | 4155d | `2026-05-22T10:45:10Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
205
  | `silicon-dispatch-100` | [profile](https://github.com/silicon-dispatch-100) | no | FIRST_TIMER | 3377d | `2026-06-24T06:33:39Z` | 1 | 1 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
206
  | `sisaman` | [profile](https://github.com/sisaman) | no | CONTRIBUTOR | 4905d | `2026-06-17T15:54:08Z` | 1 | 1 | mixed | low | low | high open PR share; targets high-star repos |
207
+ | `sohumt123` | [profile](https://github.com/sohumt123) | yes | FIRST_TIME_CONTRIBUTOR | 451d | `2026-07-14T16:42:44Z` | 1 | 1 | weak | high | medium | broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
208
  | `XanxusCrypto` | [profile](https://github.com/XanxusCrypto) | no | CONTRIBUTOR | 3282d | `2026-04-02T09:17:32Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
209
  | `0Sh1khar` | [profile](https://github.com/0Sh1khar) | no | NONE | 660d | `2026-05-18T14:31:57Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
210
  | `abcd1927` | [profile](https://github.com/abcd1927) | no | CONTRIBUTOR | 2561d | `2026-05-18T08:06:44Z` | 1 | 0 | strong | low | low | targets high-star repos |
 
250
  | `csantosbh` | [profile](https://github.com/csantosbh) | no | CONTRIBUTOR | 5103d | `2026-06-04T14:07:37Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
251
  | `Danish08654` | [profile](https://github.com/Danish08654) | no | NONE | 561d | `2026-05-28T09:15:36Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
252
  | `danyalahmed1995` | [profile](https://github.com/danyalahmed1995) | no | CONTRIBUTOR | 2355d | `2026-05-26T00:41:01Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
253
+ | `David-Wu1119` | [profile](https://github.com/David-Wu1119) | no | CONTRIBUTOR | 1156d | `2026-07-10T06:24:16Z` | 1 | 0 | mixed | moderate | low | high recent PR volume; high open PR share; targets high-star repos |
254
  | `DavidJohnQuinlan` | [profile](https://github.com/DavidJohnQuinlan) | no | FIRST_TIME_CONTRIBUTOR | 2501d | `2026-07-09T14:26:35Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
255
  | `davidnichols-ops` | [profile](https://github.com/davidnichols-ops) | no | NONE | 37d | `2026-07-12T03:57:42Z` | 1 | 0 | weak | moderate | medium | very new account; high open PR share |
256
  | `delcenjo` | [profile](https://github.com/delcenjo) | no | CONTRIBUTOR | 121d | `2026-06-23T19:12:59Z` | 1 | 0 | strong | high | medium | young account; high recent PR volume; broad repo spread; no visible non-self stars |
 
287
  | `kfojcik-intel` | [profile](https://github.com/kfojcik-intel) | no | FIRST_TIME_CONTRIBUTOR | 1976d | `2026-05-18T08:12:12Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
288
  | `kiankyars` | [profile](https://github.com/kiankyars) | no | NONE | 2112d | `2026-05-23T05:32:32Z` | 1 | 0 | weak | high | medium | broad repo spread; high open PR share |
289
  | `kiwigitops` | [profile](https://github.com/kiwigitops) | no | CONTRIBUTOR | 81d | `2026-05-18T23:18:34Z` | 1 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share |
290
+ | `KKothuri` | [profile](https://github.com/KKothuri) | no | FIRST_TIME_CONTRIBUTOR | 3216d | `2026-07-14T08:59:57Z` | 1 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
291
  | `kurtmckee` | [profile](https://github.com/kurtmckee) | no | CONTRIBUTOR | 6391d | `2026-06-12T11:41:21Z` | 1 | 0 | mixed | high | low | high recent PR volume; broad repo spread; no visible non-self stars |
292
  | `labAxiaoming` | [profile](https://github.com/labAxiaoming) | no | FIRST_TIME_CONTRIBUTOR | 3144d | `2026-07-07T13:04:02Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
293
  | `lakshmiprasanna07` | [profile](https://github.com/lakshmiprasanna07) | no | NONE | 1219d | `2026-07-03T19:17:34Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
338
  | `RithwikSharma` | [profile](https://github.com/RithwikSharma) | no | NONE | 2171d | `2026-06-20T02:29:20Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
339
  | `rodriguescarson` | [profile](https://github.com/rodriguescarson) | no | NONE | 4589d | `2026-07-02T17:18:05Z` | 1 | 0 | strong | very high | medium | high recent PR volume; very broad repo spread |
340
  | `saadkhaleeq610` | [profile](https://github.com/saadkhaleeq610) | no | NONE | 2359d | `2026-05-17T07:52:23Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
341
+ | `sagnikai` | [profile](https://github.com/sagnikai) | yes | FIRST_TIMER | 2557d | `2026-07-14T13:20:23Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
342
  | `saitejabandaru-in` | [profile](https://github.com/saitejabandaru-in) | no | NONE | 564d | `2026-06-25T00:20:31Z` | 1 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share |
343
  | `Sanjays2402` | [profile](https://github.com/Sanjays2402) | no | NONE | 2554d | `2026-05-23T19:26:01Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
344
  | `Sarimsaljook` | [profile](https://github.com/Sarimsaljook) | no | NONE | 1930d | `2026-06-27T01:05:09Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 
360
  | `snehasuman019` | [profile](https://github.com/snehasuman019) | no | NONE | 474d | `2026-05-29T16:36:41Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
361
  | `snkii` | [profile](https://github.com/snkii) | no | FIRST_TIME_CONTRIBUTOR | 2654d | `2026-07-11T06:10:43Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
362
  | `someaka` | [profile](https://github.com/someaka) | no | NONE | 1845d | `2026-06-07T17:49:40Z` | 1 | 0 | weak | moderate | medium | high recent PR volume; many recent closed-unmerged PRs; targets high-star repos |
363
+ | `souvikDevloper` | [profile](https://github.com/souvikDevloper) | no | NONE | 1110d | `2026-07-12T05:49:14Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
364
  | `srinjoy356` | [profile](https://github.com/srinjoy356) | no | FIRST_TIME_CONTRIBUTOR | 992d | `2026-05-26T18:36:12Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
365
  | `sshivampeta` | [profile](https://github.com/sshivampeta) | no | CONTRIBUTOR | 2929d | `2026-07-04T17:25:37Z` | 1 | 0 | weak | moderate | low | high open PR share |
366
  | `subin9` | [profile](https://github.com/subin9) | no | FIRST_TIME_CONTRIBUTOR | 1577d | `2026-07-02T05:11:17Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
508
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Astevhliu)
509
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Astevhliu)
510
  - repo first seen: `2024-02-08T22:19:09Z`
511
+ - repo last seen: `2026-07-14T15:37:22Z`
512
  - first seen in snapshot: **no**
513
  - repo association: **MEMBER**
514
+ - repo primary artifacts: **81**
515
+ - snapshot authored PRs/issues: **79 PRs / 2 issues**
516
  - snapshot discussion activity: **42 comments / 191 reviews / 319 review comments**
517
  - account age: **2296 days**
518
  - recent public PR activity: **30 PRs** (25 merged / 0 closed-unmerged / 5 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**)
 
521
  - heuristic read: **high recent PR volume; no visible non-self stars; targets high-star repos**
522
 
523
  Example artifacts:
524
+ - [PR #47324: [docs] DeepGEMM requirements](https://github.com/huggingface/transformers/pull/47324) — closed, merged
525
  - [PR #47304: [docs] MPS graph cache](https://github.com/huggingface/transformers/pull/47304) — open
526
  - [PR #47302: [docs] TokenizersBackend fallback](https://github.com/huggingface/transformers/pull/47302) — open
 
527
  - [Issue #36979: [Community contributions] Model cards](https://github.com/huggingface/transformers/issues/36979) — closed
528
  - [Issue #28936: [i18n-es] Translating docs to Spanish](https://github.com/huggingface/transformers/issues/28936) — open
529
 
 
533
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArthurZucker)
534
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArthurZucker)
535
  - repo first seen: `2023-02-24T14:13:29Z`
536
+ - repo last seen: `2026-07-14T15:23:01Z`
537
  - first seen in snapshot: **no**
538
  - repo association: **MEMBER**
539
  - repo primary artifacts: **74**
540
  - snapshot authored PRs/issues: **70 PRs / 4 issues**
541
+ - snapshot discussion activity: **205 comments / 773 reviews / 1542 review comments**
542
  - account age: **2590 days**
543
  - recent public PR activity: **60 PRs** (36 merged / 5 closed-unmerged / 19 open; merged rate **60%**, closed-unmerged rate **8%**, open rate **32%**)
544
  - public orgs: none visible
 
559
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avasqu)
560
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avasqu)
561
  - repo first seen: `2025-08-26T12:13:50Z`
562
+ - repo last seen: `2026-07-14T16:58:07Z`
563
  - first seen in snapshot: **no**
564
  - repo association: **MEMBER**
565
  - repo primary artifacts: **60**
566
  - snapshot authored PRs/issues: **58 PRs / 2 issues**
567
+ - snapshot discussion activity: **793 comments / 1486 reviews / 6030 review comments**
568
  - account age: **1991 days**
569
  - recent public PR activity: **21 PRs** (12 merged / 3 closed-unmerged / 6 open; merged rate **57%**, closed-unmerged rate **14%**, open rate **29%**)
570
  - public orgs: none visible
 
633
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARocketknight1)
634
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARocketknight1)
635
  - repo first seen: `2023-02-27T14:00:41Z`
636
+ - repo last seen: `2026-07-14T14:58:03Z`
637
  - first seen in snapshot: **no**
638
  - repo association: **MEMBER**
639
+ - repo primary artifacts: **49**
640
+ - snapshot authored PRs/issues: **49 PRs / 0 issues**
641
+ - snapshot discussion activity: **915 comments / 360 reviews / 238 review comments**
642
  - account age: **3961 days**
643
  - recent public PR activity: **17 PRs** (16 merged / 1 closed-unmerged / 0 open; merged rate **94%**, closed-unmerged rate **6%**, open rate **0%**)
644
  - public orgs: `huggingface`
 
646
  - heuristic read: **targets high-star repos**
647
 
648
  Example artifacts:
649
+ - [PR #47320: Deprecate the old response_schema](https://github.com/huggingface/transformers/pull/47320) — open
650
  - [PR #47142: Cleanup pipelines, stop materializing generators](https://github.com/huggingface/transformers/pull/47142) — closed, merged
651
  - [PR #46980: Raise a loud error for missing prefix](https://github.com/huggingface/transformers/pull/46980) — closed, merged
 
652
 
653
  ### `sywangyi`
654
 
 
755
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIlyasMoutawwakil)
756
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIlyasMoutawwakil)
757
  - repo first seen: `2025-07-04T08:41:29Z`
758
+ - repo last seen: `2026-07-14T16:52:07Z`
759
  - first seen in snapshot: **no**
760
  - repo association: **MEMBER**
761
+ - repo primary artifacts: **39**
762
+ - snapshot authored PRs/issues: **35 PRs / 4 issues**
763
+ - snapshot discussion activity: **87 comments / 516 reviews / 472 review comments**
764
  - account age: **2354 days**
765
  - recent public PR activity: **22 PRs** (16 merged / 2 closed-unmerged / 4 open; merged rate **73%**, closed-unmerged rate **9%**, open rate **18%**)
766
  - public orgs: `huggingface`, `Chouafa`
 
768
  - heuristic read: **—**
769
 
770
  Example artifacts:
771
+ - [PR #47323: Fix deepgemm on multiple devices](https://github.com/huggingface/transformers/pull/47323) — open
772
+ - [PR #47313: DeepGEMM shouldn't pad on SM90](https://github.com/huggingface/transformers/pull/47313) — closed, merged
773
  - [PR #47243: Executorch exporter fixes](https://github.com/huggingface/transformers/pull/47243) — open
 
774
  - [Issue #46443: Vision RoPE refactor](https://github.com/huggingface/transformers/issues/46443) — open
775
  - [Issue #45571: A nice UX for generating dynamic tensors that break torch.compile/torch.export](https://github.com/huggingface/transformers/issues/45571) — open
776
  - [Issue #43682: `torch.compile` and `torch.export` helper function to be moved from `import_utils`](https://github.com/huggingface/transformers/issues/43682) — open
 
939
  Example artifacts:
940
  - [PR #47296: Make `MODEL_IDS_TO_TOKENIZERS_BACKEND` capture all DeepSeek R1 distills](https://github.com/huggingface/transformers/pull/47296) — closed, merged
941
  - [PR #47245: Be more defensive with `remap_legacy_layer_types` for custom models](https://github.com/huggingface/transformers/pull/47245) — closed, merged
942
+ - [PR #47198: :rotating_light: Fix GPTBigCode and GPTNeoX for the Transformers modelling backend for vLLM](https://github.com/huggingface/transformers/pull/47198) — closed, merged
943
  - [Issue #43522: Weights are not tied when model is loaded onto the `meta` device](https://github.com/huggingface/transformers/issues/43522) — closed
944
  - [Issue #42738: BERT-like models with RoPE](https://github.com/huggingface/transformers/issues/42738) — open
945
 
 
1112
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aebezzam)
1113
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aebezzam)
1114
  - repo first seen: `2025-07-25T12:59:52Z`
1115
+ - repo last seen: `2026-07-14T16:08:34Z`
1116
  - first seen in snapshot: **no**
1117
  - repo association: **MEMBER**
1118
  - repo primary artifacts: **15**
1119
  - snapshot authored PRs/issues: **15 PRs / 0 issues**
1120
+ - snapshot discussion activity: **87 comments / 408 reviews / 1045 review comments**
1121
  - account age: **4714 days**
1122
  - recent public PR activity: **6 PRs** (3 merged / 0 closed-unmerged / 3 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
1123
  - public orgs: `LCAV`
 
1274
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ABenjaminBossan)
1275
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ABenjaminBossan)
1276
  - repo first seen: `2024-10-17T11:56:32Z`
1277
+ - repo last seen: `2026-07-14T12:08:57Z`
1278
  - first seen in snapshot: **no**
1279
  - repo association: **MEMBER**
1280
  - repo primary artifacts: **10**
1281
  - snapshot authored PRs/issues: **10 PRs / 0 issues**
1282
+ - snapshot discussion activity: **41 comments / 13 reviews / 15 review comments**
1283
  - account age: **4501 days**
1284
  - recent public PR activity: **49 PRs** (45 merged / 1 closed-unmerged / 3 open; merged rate **92%**, closed-unmerged rate **2%**, open rate **6%**)
1285
  - public orgs: `huggingface`
 
2118
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ADovis01)
2119
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ADovis01)
2120
  - repo first seen: `2026-06-02T09:04:53Z`
2121
+ - repo last seen: `2026-07-14T13:34:20Z`
2122
  - first seen in snapshot: **no**
2123
  - repo association: **CONTRIBUTOR**
2124
  - repo primary artifacts: **3**
2125
  - snapshot authored PRs/issues: **3 PRs / 0 issues**
2126
+ - snapshot discussion activity: **1 comments / 3 reviews / 3 review comments**
2127
  - account age: **2009 days**
2128
  - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
2129
  - public orgs: none visible
 
3479
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asrishtiii28)
3480
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asrishtiii28)
3481
  - repo first seen: `2026-06-09T09:34:02Z`
3482
+ - repo last seen: `2026-07-14T17:24:49Z`
3483
  - first seen in snapshot: **no**
3484
  - repo association: **FIRST_TIME_CONTRIBUTOR**
3485
  - repo primary artifacts: **2**
3486
  - snapshot authored PRs/issues: **2 PRs / 0 issues**
3487
+ - snapshot discussion activity: **7 comments / 0 reviews / 0 review comments**
3488
  - account age: **1008 days**
3489
  - recent public PR activity: **3 PRs** (2 merged / 0 closed-unmerged / 1 open; merged rate **67%**, closed-unmerged rate **0%**, open rate **33%**)
3490
  - public orgs: none visible
 
3492
  - heuristic read: **—**
3493
 
3494
  Example artifacts:
3495
+ - [PR #47082: Add RoMa keypoint matcher](https://github.com/huggingface/transformers/pull/47082) — open
3496
  - [PR #46542: Vision RoPE refactor](https://github.com/huggingface/transformers/pull/46542) — closed
3497
 
3498
  ### `w-Jessamine`
 
3567
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atomaarsen)
3568
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atomaarsen)
3569
  - repo first seen: `2025-12-02T16:00:11Z`
3570
+ - repo last seen: `2026-07-14T14:03:49Z`
3571
  - first seen in snapshot: **no**
3572
  - repo association: **MEMBER**
3573
  - repo primary artifacts: **26**
3574
  - snapshot authored PRs/issues: **19 PRs / 7 issues**
3575
+ - snapshot discussion activity: **68 comments / 157 reviews / 153 review comments**
3576
  - account age: **3012 days**
3577
  - recent public PR activity: **52 PRs** (50 merged / 0 closed-unmerged / 2 open; merged rate **96%**, closed-unmerged rate **0%**, open rate **4%**)
3578
  - public orgs: `nltk`, `huggingface`, `embeddings-benchmark`, `Hugging-Face-Helping-Hand`
 
4515
  - [PR #47179: Add Granite-swa and Granitemoe-swa model support](https://github.com/huggingface/transformers/pull/47179) — open
4516
  - [Issue #46645: Add SWA+sink option to Granite models](https://github.com/huggingface/transformers/issues/46645) — open
4517
 
4518
+ ### `debasisdwivedy`
4519
+
4520
+ - profile: [github.com/debasisdwivedy](https://github.com/debasisdwivedy)
4521
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adebasisdwivedy)
4522
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adebasisdwivedy)
4523
+ - repo first seen: `2026-07-14T15:29:30Z`
4524
+ - repo last seen: `2026-07-14T15:39:02Z`
4525
+ - first seen in snapshot: **yes**
4526
+ - repo association: **FIRST_TIME_CONTRIBUTOR**
4527
+ - repo primary artifacts: **2**
4528
+ - snapshot authored PRs/issues: **1 PRs / 1 issues**
4529
+ - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
4530
+ - account age: **3672 days**
4531
+ - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
4532
+ - public orgs: none visible
4533
+ - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
4534
+ - heuristic read: **high open PR share; targets high-star repos**
4535
+
4536
+ Example artifacts:
4537
+ - [PR #47322: adding amd quark config class changes](https://github.com/huggingface/transformers/pull/47322) — open
4538
+ - [Issue #47321: AMD quark class not updated](https://github.com/huggingface/transformers/issues/47321) — open
4539
+
4540
  ### `evnsnclr`
4541
 
4542
  - profile: [github.com/evnsnclr](https://github.com/evnsnclr)
 
4867
  - [PR #46727: Improve AutoImageProcessor error for unavailable backends](https://github.com/huggingface/transformers/pull/46727) — closed, merged
4868
  - [Issue #46726: AutoProcessor reports “Unrecognized image processor” when required vision backend is missing](https://github.com/huggingface/transformers/issues/46726) — closed
4869
 
4870
+ ### `sohumt123`
4871
+
4872
+ - profile: [github.com/sohumt123](https://github.com/sohumt123)
4873
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asohumt123)
4874
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asohumt123)
4875
+ - repo first seen: `2026-07-14T16:42:44Z`
4876
+ - repo last seen: `2026-07-14T16:43:33Z`
4877
+ - first seen in snapshot: **yes**
4878
+ - repo association: **FIRST_TIME_CONTRIBUTOR**
4879
+ - repo primary artifacts: **2**
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4884
+ - public orgs: none visible
4885
+ - compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
4886
+ - heuristic read: **broad repo spread; high open PR share; no visible non-self stars; targets high-star repos**
4887
+
4888
+ Example artifacts:
4889
+ - [PR #47326: Fix assistant tokens mask when a generation span ends at token index 0 or on stripped whitespace](https://github.com/huggingface/transformers/pull/47326) — open
4890
+ - [Issue #47325: `return_assistant_tokens_mask` masks the rest of the sequence when a `{% generation %}` span ends at token index 0 or on whitespace stripped by the pre-tokenizer](https://github.com/huggingface/transformers/issues/47325) — open
4891
+
4892
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4893
 
4894
  - profile: [github.com/XanxusCrypto](https://github.com/XanxusCrypto)
 
5843
  - repo first seen: `2026-07-10T06:24:16Z`
5844
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5845
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5846
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5849
  - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
 
5854
  - heuristic read: **high recent PR volume; high open PR share; targets high-star repos**
5855
 
5856
  Example artifacts:
5857
+ - [PR #47238: Fix half-precision torch.compile crash in DETR-family sine position embeddings](https://github.com/huggingface/transformers/pull/47238) — closed, merged
5858
 
5859
  ### `DavidJohnQuinlan`
5860
 
 
6619
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AKKothuri)
6620
  - repo first seen: `2026-07-14T08:59:57Z`
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7683
  Example artifacts:
7684
  - [PR #46010: fix(cache): StaticCache.get_seq_length() now returns int instead of Tensor](https://github.com/huggingface/transformers/pull/46010) — closed
7685
 
7686
+ ### `sagnikai`
7687
+
7688
+ - profile: [github.com/sagnikai](https://github.com/sagnikai)
7689
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asagnikai)
7690
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asagnikai)
7691
+ - repo first seen: `2026-07-14T13:20:23Z`
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7702
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7703
+
7704
+ Example artifacts:
7705
+ - [PR #47319: Fix PPFormulaNet training loss: prevent incorrect label shift in ForCausalLMLoss](https://github.com/huggingface/transformers/pull/47319) — closed
7706
+
7707
  ### `saitejabandaru-in`
7708
 
7709
  - profile: [github.com/saitejabandaru-in](https://github.com/saitejabandaru-in)
 
8152
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AsouvikDevloper)
8153
  - repo first seen: `2026-07-12T05:49:14Z`
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  - repo last seen: `2026-07-14T08:33:13Z`
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+ - repo association: **NONE**
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  - heuristic read: **high open PR share; targets high-star repos**
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8166
  Example artifacts:
8167
+ - [PR #47314: Keep user-typed multimodal placeholders out of the placeholder expansion](https://github.com/huggingface/transformers/pull/47314) — closed
8168
 
8169
  ### `srinjoy356`
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8340
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8341
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avakudo)
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1745
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1761
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1776
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1777
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1778
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1779
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1780
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1786
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1787
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1829
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1830
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1835
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1836
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1853
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1854
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1856
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1858
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1859
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1860
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1864
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1865
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1871
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1872
  "shared_filenames": [
1873
  "src/transformers/utils/import_utils.py"
1874
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@@ -1879,13 +2175,13 @@
1879
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1880
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1881
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1882
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1883
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1885
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1886
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1887
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1888
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1889
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1890
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1891
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@@ -1896,12 +2192,12 @@
1896
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1897
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1898
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1899
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1906
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1907
  "src/transformers/utils/import_utils.py"
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1913
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1914
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1915
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1916
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1917
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1918
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1919
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1920
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1921
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1922
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1923
  "shared_filenames": [
1924
  "src/transformers/utils/import_utils.py"
1925
  ],
@@ -1930,13 +2226,13 @@
1930
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1931
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1932
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1933
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1934
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1935
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1936
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1938
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1939
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1940
  "shared_filenames": [
1941
  "src/transformers/utils/import_utils.py"
1942
  ],
@@ -1947,13 +2243,13 @@
1947
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1948
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1949
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1950
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1951
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1956
- "concentration_similarity": 0.421,
1957
  "shared_filenames": [
1958
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1959
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@@ -2263,7 +2559,7 @@
2263
  {
2264
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2265
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2267
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2269
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@@ -2912,216 +3208,83 @@
2912
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2913
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2914
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2915
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2916
- "right_pr_number": 45883,
2917
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2918
- "content_similarity": 0.576,
2919
- "size_similarity": 0.392,
2920
- "breadth_similarity": 0.325,
2921
- "concentration_similarity": 0.92,
2922
- "shared_filenames": [
2923
- "src/transformers/models/gemma4/modeling_gemma4.py",
2924
- "src/transformers/models/gemma4/modular_gemma4.py"
2925
- ],
2926
- "shared_directories": [
2927
- "src/transformers/models/gemma4",
2928
- "src/transformers/models",
2929
- "src/transformers",
2930
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2931
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2938
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- "breadth_similarity": 0.561,
2940
- "concentration_similarity": 0.499,
2941
- "shared_filenames": [
2942
- "src/transformers/models/gemma4/modeling_gemma4.py",
2943
- "src/transformers/models/gemma4/modular_gemma4.py"
2944
- ],
2945
- "shared_directories": [
2946
- "src/transformers/models/gemma4",
2947
- "src/transformers/models",
2948
- "src/transformers",
2949
- "tests/models",
2950
- "src",
2951
- "tests"
2952
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2953
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2954
- {
2955
- "left_pr_number": 45294,
2956
- "right_pr_number": 46642,
2957
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2958
- "content_similarity": 0.314,
2959
- "size_similarity": 0.275,
2960
- "breadth_similarity": 0.561,
2961
- "concentration_similarity": 0.51,
2962
- "shared_filenames": [
2963
- "src/transformers/models/gemma4/modeling_gemma4.py",
2964
- "src/transformers/models/gemma4/modular_gemma4.py"
2965
- ],
2966
- "shared_directories": [
2967
- "src/transformers/models/gemma4",
2968
- "src/transformers/models",
2969
- "src/transformers",
2970
- "tests/models",
2971
- "src",
2972
- "tests"
2973
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2974
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2975
- {
2976
- "left_pr_number": 45883,
2977
- "right_pr_number": 46642,
2978
- "similarity": 0.302,
2979
- "content_similarity": 0.322,
2980
- "size_similarity": 0.256,
2981
- "breadth_similarity": 0.174,
2982
- "concentration_similarity": 0.419,
2983
- "shared_filenames": [
2984
- "src/transformers/models/gemma4/modeling_gemma4.py",
2985
- "src/transformers/models/gemma4/modular_gemma4.py"
2986
- ],
2987
- "shared_directories": [
2988
- "src/transformers/models/gemma4",
2989
- "src/transformers/models",
2990
- "src/transformers",
2991
- "src"
2992
- ]
2993
- }
2994
- ]
2995
- },
2996
- {
2997
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2998
- "pr_numbers": [
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3001
- 45422,
3002
- 47314
3003
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3004
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3005
- "average_similarity": 0.473,
3006
- "summary": "4 open PRs share weighted file overlap around `tests/test_processing_common.py`, `src/transformers/processing_utils.py`, `src/transformers/tokenization_utils_base.py`; representative PR #44543.",
3007
- "shared_filenames": [
3008
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3009
- "src/transformers/processing_utils.py",
3010
- "src/transformers/tokenization_utils_base.py"
3011
- ],
3012
- "shared_directories": [
3013
- "src/transformers",
3014
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3015
- "src"
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- ],
3017
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3021
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3024
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3025
- "concentration_similarity": 0.683,
3026
- "shared_filenames": [
3027
- "src/transformers/processing_utils.py",
3028
- "tests/test_processing_common.py"
3029
- ],
3030
- "shared_directories": [
3031
- "src/transformers",
3032
- "src",
3033
- "tests"
3034
- ]
3035
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3036
- {
3037
- "left_pr_number": 41606,
3038
- "right_pr_number": 45422,
3039
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3040
- "content_similarity": 0.422,
3041
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3042
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3043
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3044
- "shared_filenames": [
3045
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3046
- "tests/test_processing_common.py"
3047
- ],
3048
- "shared_directories": [
3049
- "src/transformers",
3050
- "src",
3051
- "tests"
3052
- ]
3053
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3054
- {
3055
- "left_pr_number": 44543,
3056
- "right_pr_number": 45422,
3057
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3058
- "content_similarity": 0.454,
3059
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3060
- "breadth_similarity": 0.75,
3061
- "concentration_similarity": 0.802,
3062
  "shared_filenames": [
3063
- "src/transformers/processing_utils.py",
3064
- "tests/test_processing_common.py"
3065
  ],
3066
  "shared_directories": [
 
 
3067
  "src/transformers",
3068
- "src",
3069
- "tests"
3070
  ]
3071
  },
3072
  {
3073
- "left_pr_number": 44543,
3074
- "right_pr_number": 47314,
3075
- "similarity": 0.445,
3076
- "content_similarity": 0.41,
3077
- "size_similarity": 0.5,
3078
- "breadth_similarity": 0.393,
3079
- "concentration_similarity": 0.877,
3080
  "shared_filenames": [
3081
- "src/transformers/processing_utils.py",
3082
- "tests/test_processing_common.py"
3083
  ],
3084
  "shared_directories": [
 
 
3085
  "src/transformers",
 
3086
  "src",
3087
  "tests"
3088
  ]
3089
  },
3090
  {
3091
- "left_pr_number": 41606,
3092
- "right_pr_number": 47314,
3093
- "similarity": 0.37,
3094
- "content_similarity": 0.353,
3095
- "size_similarity": 0.291,
3096
- "breadth_similarity": 0.393,
3097
- "concentration_similarity": 0.805,
3098
  "shared_filenames": [
3099
- "src/transformers/processing_utils.py",
3100
- "tests/test_processing_common.py"
3101
  ],
3102
  "shared_directories": [
 
 
3103
  "src/transformers",
 
3104
  "src",
3105
  "tests"
3106
  ]
3107
  },
3108
  {
3109
- "left_pr_number": 45422,
3110
- "right_pr_number": 47314,
3111
- "similarity": 0.362,
3112
- "content_similarity": 0.339,
3113
- "size_similarity": 0.166,
3114
- "breadth_similarity": 0.536,
3115
- "concentration_similarity": 0.924,
3116
  "shared_filenames": [
3117
- "src/transformers/processing_utils.py",
3118
- "src/transformers/tokenization_utils_base.py",
3119
- "tests/test_processing_common.py"
3120
  ],
3121
  "shared_directories": [
 
 
3122
  "src/transformers",
3123
- "src",
3124
- "tests"
3125
  ]
3126
  }
3127
  ]
@@ -3214,7 +3377,7 @@
3214
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3215
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3216
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3217
- "content_similarity": 0.419,
3218
  "size_similarity": 0.229,
3219
  "breadth_similarity": 1.0,
3220
  "concentration_similarity": 0.756,
@@ -3232,7 +3395,7 @@
3232
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3233
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3234
  "right_pr_number": 47017,
3235
- "similarity": 0.43,
3236
  "content_similarity": 0.453,
3237
  "size_similarity": 0.237,
3238
  "breadth_similarity": 0.5,
@@ -3285,8 +3448,8 @@
3285
  {
3286
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3287
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3288
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3289
- "content_similarity": 0.137,
3290
  "size_similarity": 1.0,
3291
  "breadth_similarity": 1.0,
3292
  "concentration_similarity": 1.0,
@@ -3301,8 +3464,8 @@
3301
  {
3302
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3303
  "right_pr_number": 44550,
3304
- "similarity": 0.365,
3305
- "content_similarity": 0.102,
3306
  "size_similarity": 0.957,
3307
  "breadth_similarity": 1.0,
3308
  "concentration_similarity": 1.0,
@@ -3316,8 +3479,8 @@
3316
  {
3317
  "left_pr_number": 44550,
3318
  "right_pr_number": 47301,
3319
- "similarity": 0.36,
3320
- "content_similarity": 0.105,
3321
  "size_similarity": 0.909,
3322
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3323
  "concentration_similarity": 1.0,
@@ -3332,7 +3495,7 @@
3332
  "left_pr_number": 33686,
3333
  "right_pr_number": 44407,
3334
  "similarity": 0.355,
3335
- "content_similarity": 0.088,
3336
  "size_similarity": 0.957,
3337
  "breadth_similarity": 1.0,
3338
  "concentration_similarity": 1.0,
@@ -3347,7 +3510,7 @@
3347
  "left_pr_number": 33686,
3348
  "right_pr_number": 47301,
3349
  "similarity": 0.35,
3350
- "content_similarity": 0.091,
3351
  "size_similarity": 0.909,
3352
  "breadth_similarity": 1.0,
3353
  "concentration_similarity": 1.0,
@@ -3362,7 +3525,7 @@
3362
  "left_pr_number": 44407,
3363
  "right_pr_number": 47301,
3364
  "similarity": 0.348,
3365
- "content_similarity": 0.097,
3366
  "size_similarity": 0.87,
3367
  "breadth_similarity": 1.0,
3368
  "concentration_similarity": 1.0,
@@ -3395,10 +3558,10 @@
3395
  "pairwise": [
3396
  {
3397
  "left_pr_number": 46319,
3398
- "right_pr_number": 47212,
3399
  "similarity": 0.362,
3400
- "content_similarity": 0.094,
3401
- "size_similarity": 0.974,
3402
  "breadth_similarity": 1.0,
3403
  "concentration_similarity": 1.0,
3404
  "shared_filenames": [],
@@ -3410,10 +3573,10 @@
3410
  },
3411
  {
3412
  "left_pr_number": 46319,
3413
- "right_pr_number": 47304,
3414
- "similarity": 0.362,
3415
- "content_similarity": 0.1,
3416
- "size_similarity": 0.946,
3417
  "breadth_similarity": 1.0,
3418
  "concentration_similarity": 1.0,
3419
  "shared_filenames": [],
@@ -3426,7 +3589,7 @@
3426
  {
3427
  "left_pr_number": 46889,
3428
  "right_pr_number": 47212,
3429
- "similarity": 0.358,
3430
  "content_similarity": 0.082,
3431
  "size_similarity": 1.0,
3432
  "breadth_similarity": 1.0,
@@ -3441,8 +3604,8 @@
3441
  {
3442
  "left_pr_number": 47212,
3443
  "right_pr_number": 47304,
3444
- "similarity": 0.358,
3445
- "content_similarity": 0.1,
3446
  "size_similarity": 0.921,
3447
  "breadth_similarity": 1.0,
3448
  "concentration_similarity": 1.0,
@@ -3471,7 +3634,7 @@
3471
  {
3472
  "left_pr_number": 46889,
3473
  "right_pr_number": 47304,
3474
- "similarity": 0.35,
3475
  "content_similarity": 0.088,
3476
  "size_similarity": 0.921,
3477
  "breadth_similarity": 1.0,
@@ -3669,7 +3832,7 @@
3669
  47303
3670
  ],
3671
  "representative_pr_number": 47140,
3672
- "average_similarity": 0.837,
3673
  "summary": "3 open PRs share weighted file overlap around `src/transformers/cli/chat.py`, `tests/cli/test_chat.py`; representative PR #47140.",
3674
  "shared_filenames": [
3675
  "src/transformers/cli/chat.py",
@@ -3706,8 +3869,8 @@
3706
  {
3707
  "left_pr_number": 46567,
3708
  "right_pr_number": 47140,
3709
- "similarity": 0.852,
3710
- "content_similarity": 0.811,
3711
  "size_similarity": 0.963,
3712
  "breadth_similarity": 1.0,
3713
  "concentration_similarity": 0.796,
@@ -3818,85 +3981,77 @@
3818
  ]
3819
  },
3820
  {
3821
- "cluster_id": "pr-scope-42668-3",
3822
  "pr_numbers": [
3823
- 42668,
3824
- 45627,
3825
- 46161
3826
  ],
3827
- "representative_pr_number": 45627,
3828
- "average_similarity": 0.633,
3829
- "summary": "3 open PRs share weighted file overlap around `tests/models/auto/test_processor_auto.py`, `src/transformers/processing_utils.py`; representative PR #45627.",
3830
  "shared_filenames": [
3831
- "tests/models/auto/test_processor_auto.py",
3832
- "src/transformers/processing_utils.py"
3833
  ],
3834
  "shared_directories": [
3835
- "tests/models/auto",
3836
- "tests/models",
3837
  "src/transformers",
3838
- "tests",
3839
  "src"
3840
  ],
3841
  "pairwise": [
3842
  {
3843
- "left_pr_number": 45627,
3844
- "right_pr_number": 46161,
3845
- "similarity": 0.672,
3846
- "content_similarity": 0.586,
3847
- "size_similarity": 0.747,
3848
  "breadth_similarity": 1.0,
3849
- "concentration_similarity": 0.985,
3850
  "shared_filenames": [
3851
- "src/transformers/processing_utils.py",
3852
- "tests/models/auto/test_processor_auto.py"
3853
  ],
3854
  "shared_directories": [
3855
- "tests/models/auto",
 
3856
  "src/transformers",
3857
- "tests/models",
3858
- "src",
3859
- "tests"
3860
  ]
3861
  },
3862
  {
3863
- "left_pr_number": 42668,
3864
- "right_pr_number": 45627,
3865
- "similarity": 0.657,
3866
- "content_similarity": 0.8,
3867
- "size_similarity": 0.189,
3868
- "breadth_similarity": 0.216,
3869
- "concentration_similarity": 0.952,
3870
  "shared_filenames": [
3871
- "src/transformers/processing_utils.py",
3872
- "tests/models/auto/test_processor_auto.py"
3873
  ],
3874
  "shared_directories": [
3875
- "tests/models/auto",
 
3876
  "src/transformers",
3877
- "tests/models",
3878
- "src",
3879
- "tests"
3880
  ]
3881
  },
3882
  {
3883
- "left_pr_number": 42668,
3884
- "right_pr_number": 46161,
3885
- "similarity": 0.57,
3886
- "content_similarity": 0.662,
3887
- "size_similarity": 0.253,
3888
- "breadth_similarity": 0.216,
3889
- "concentration_similarity": 0.937,
3890
  "shared_filenames": [
3891
- "src/transformers/processing_utils.py",
3892
- "tests/models/auto/test_processor_auto.py"
3893
  ],
3894
  "shared_directories": [
3895
- "tests/models/auto",
 
3896
  "src/transformers",
3897
- "tests/models",
3898
- "src",
3899
- "tests"
3900
  ]
3901
  }
3902
  ]
@@ -3909,7 +4064,7 @@
3909
  44676
3910
  ],
3911
  "representative_pr_number": 44059,
3912
- "average_similarity": 0.575,
3913
  "summary": "3 open PRs share weighted file overlap around `src/transformers/models/gpt2/modeling_gpt2.py`; representative PR #44059.",
3914
  "shared_filenames": [
3915
  "src/transformers/models/gpt2/modeling_gpt2.py"
@@ -3942,8 +4097,8 @@
3942
  {
3943
  "left_pr_number": 44015,
3944
  "right_pr_number": 44059,
3945
- "similarity": 0.619,
3946
- "content_similarity": 0.685,
3947
  "size_similarity": 0.543,
3948
  "breadth_similarity": 0.333,
3949
  "concentration_similarity": 0.488,
@@ -3960,8 +4115,8 @@
3960
  {
3961
  "left_pr_number": 44015,
3962
  "right_pr_number": 44676,
3963
- "similarity": 0.422,
3964
- "content_similarity": 0.513,
3965
  "size_similarity": 0.034,
3966
  "breadth_similarity": 0.333,
3967
  "concentration_similarity": 0.488,
@@ -3977,82 +4132,6 @@
3977
  }
3978
  ]
3979
  },
3980
- {
3981
- "cluster_id": "pr-scope-45570-3",
3982
- "pr_numbers": [
3983
- 45570,
3984
- 46795,
3985
- 47150
3986
- ],
3987
- "representative_pr_number": 46795,
3988
- "average_similarity": 0.574,
3989
- "summary": "3 open PRs share weighted file overlap around `src/transformers/models/whisper/generation_whisper.py`; representative PR #46795.",
3990
- "shared_filenames": [
3991
- "src/transformers/models/whisper/generation_whisper.py"
3992
- ],
3993
- "shared_directories": [
3994
- "src/transformers/models/whisper",
3995
- "src/transformers/models",
3996
- "src/transformers",
3997
- "src"
3998
- ],
3999
- "pairwise": [
4000
- {
4001
- "left_pr_number": 46795,
4002
- "right_pr_number": 47150,
4003
- "similarity": 0.898,
4004
- "content_similarity": 0.997,
4005
- "size_similarity": 0.333,
4006
- "breadth_similarity": 1.0,
4007
- "concentration_similarity": 1.0,
4008
- "shared_filenames": [
4009
- "src/transformers/models/whisper/generation_whisper.py"
4010
- ],
4011
- "shared_directories": [
4012
- "src/transformers/models/whisper",
4013
- "src/transformers/models",
4014
- "src/transformers",
4015
- "src"
4016
- ]
4017
- },
4018
- {
4019
- "left_pr_number": 45570,
4020
- "right_pr_number": 46795,
4021
- "similarity": 0.445,
4022
- "content_similarity": 0.341,
4023
- "size_similarity": 0.375,
4024
- "breadth_similarity": 1.0,
4025
- "concentration_similarity": 1.0,
4026
- "shared_filenames": [
4027
- "src/transformers/models/whisper/generation_whisper.py"
4028
- ],
4029
- "shared_directories": [
4030
- "src/transformers/models/whisper",
4031
- "src/transformers/models",
4032
- "src/transformers",
4033
- "src"
4034
- ]
4035
- },
4036
- {
4037
- "left_pr_number": 45570,
4038
- "right_pr_number": 47150,
4039
- "similarity": 0.38,
4040
- "content_similarity": 0.301,
4041
- "size_similarity": 0.125,
4042
- "breadth_similarity": 1.0,
4043
- "concentration_similarity": 1.0,
4044
- "shared_filenames": [
4045
- "src/transformers/models/whisper/generation_whisper.py"
4046
- ],
4047
- "shared_directories": [
4048
- "src/transformers/models/whisper",
4049
- "src/transformers/models",
4050
- "src/transformers",
4051
- "src"
4052
- ]
4053
- }
4054
- ]
4055
- },
4056
  {
4057
  "cluster_id": "pr-scope-45606-3",
4058
  "pr_numbers": [
@@ -4340,7 +4419,7 @@
4340
  44682
4341
  ],
4342
  "representative_pr_number": 43656,
4343
- "average_similarity": 0.475,
4344
  "summary": "3 open PRs share weighted file overlap around `src/transformers/cli/serve.py`; representative PR #43656.",
4345
  "shared_filenames": [
4346
  "src/transformers/cli/serve.py"
@@ -4354,8 +4433,8 @@
4354
  {
4355
  "left_pr_number": 43656,
4356
  "right_pr_number": 43842,
4357
- "similarity": 0.579,
4358
- "content_similarity": 0.565,
4359
  "size_similarity": 0.222,
4360
  "breadth_similarity": 1.0,
4361
  "concentration_similarity": 1.0,
@@ -4371,8 +4450,8 @@
4371
  {
4372
  "left_pr_number": 43656,
4373
  "right_pr_number": 44682,
4374
- "similarity": 0.439,
4375
- "content_similarity": 0.489,
4376
  "size_similarity": 0.048,
4377
  "breadth_similarity": 0.5,
4378
  "concentration_similarity": 0.802,
@@ -4388,8 +4467,8 @@
4388
  {
4389
  "left_pr_number": 43842,
4390
  "right_pr_number": 44682,
4391
- "similarity": 0.405,
4392
- "content_similarity": 0.448,
4393
  "size_similarity": 0.011,
4394
  "breadth_similarity": 0.5,
4395
  "concentration_similarity": 0.802,
@@ -4765,74 +4844,6 @@
4765
  }
4766
  ]
4767
  },
4768
- {
4769
- "cluster_id": "pr-scope-45541-3",
4770
- "pr_numbers": [
4771
- 45541,
4772
- 46177,
4773
- 47224
4774
- ],
4775
- "representative_pr_number": 45541,
4776
- "average_similarity": 0.417,
4777
- "summary": "3 open PRs share weighted file overlap around `src/transformers/tokenization_utils_base.py`; representative PR #45541.",
4778
- "shared_filenames": [
4779
- "src/transformers/tokenization_utils_base.py"
4780
- ],
4781
- "shared_directories": [
4782
- "src/transformers",
4783
- "src"
4784
- ],
4785
- "pairwise": [
4786
- {
4787
- "left_pr_number": 45541,
4788
- "right_pr_number": 46177,
4789
- "similarity": 0.524,
4790
- "content_similarity": 0.423,
4791
- "size_similarity": 0.519,
4792
- "breadth_similarity": 1.0,
4793
- "concentration_similarity": 1.0,
4794
- "shared_filenames": [
4795
- "src/transformers/tokenization_utils_base.py"
4796
- ],
4797
- "shared_directories": [
4798
- "src/transformers",
4799
- "src"
4800
- ]
4801
- },
4802
- {
4803
- "left_pr_number": 45541,
4804
- "right_pr_number": 47224,
4805
- "similarity": 0.407,
4806
- "content_similarity": 0.334,
4807
- "size_similarity": 0.75,
4808
- "breadth_similarity": 0.267,
4809
- "concentration_similarity": 0.694,
4810
- "shared_filenames": [
4811
- "src/transformers/tokenization_utils_base.py"
4812
- ],
4813
- "shared_directories": [
4814
- "src/transformers",
4815
- "src"
4816
- ]
4817
- },
4818
- {
4819
- "left_pr_number": 46177,
4820
- "right_pr_number": 47224,
4821
- "similarity": 0.32,
4822
- "content_similarity": 0.286,
4823
- "size_similarity": 0.389,
4824
- "breadth_similarity": 0.267,
4825
- "concentration_similarity": 0.694,
4826
- "shared_filenames": [
4827
- "src/transformers/tokenization_utils_base.py"
4828
- ],
4829
- "shared_directories": [
4830
- "src/transformers",
4831
- "src"
4832
- ]
4833
- }
4834
- ]
4835
- },
4836
  {
4837
  "cluster_id": "pr-scope-45300-3",
4838
  "pr_numbers": [
@@ -4923,6 +4934,74 @@
4923
  }
4924
  ]
4925
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
4926
  {
4927
  "cluster_id": "pr-scope-46004-3",
4928
  "pr_numbers": [
@@ -5091,7 +5170,7 @@
5091
  {
5092
  "left_pr_number": 46357,
5093
  "right_pr_number": 47302,
5094
- "similarity": 0.379,
5095
  "content_similarity": 0.121,
5096
  "size_similarity": 0.958,
5097
  "breadth_similarity": 1.0,
@@ -5107,7 +5186,7 @@
5107
  "left_pr_number": 45851,
5108
  "right_pr_number": 46357,
5109
  "similarity": 0.345,
5110
- "content_similarity": 0.116,
5111
  "size_similarity": 0.761,
5112
  "breadth_similarity": 1.0,
5113
  "concentration_similarity": 1.0,
@@ -5595,7 +5674,7 @@
5595
  "left_pr_number": 42824,
5596
  "right_pr_number": 46461,
5597
  "similarity": 0.717,
5598
- "content_similarity": 0.747,
5599
  "size_similarity": 0.652,
5600
  "breadth_similarity": 0.5,
5601
  "concentration_similarity": 0.928,
@@ -5683,7 +5762,7 @@
5683
  "left_pr_number": 44794,
5684
  "right_pr_number": 45977,
5685
  "similarity": 0.715,
5686
- "content_similarity": 0.735,
5687
  "size_similarity": 0.596,
5688
  "breadth_similarity": 0.694,
5689
  "concentration_similarity": 0.82,
@@ -5734,7 +5813,7 @@
5734
  "left_pr_number": 43779,
5735
  "right_pr_number": 43816,
5736
  "similarity": 0.66,
5737
- "content_similarity": 0.674,
5738
  "size_similarity": 0.25,
5739
  "breadth_similarity": 1.0,
5740
  "concentration_similarity": 1.0,
@@ -5964,7 +6043,7 @@
5964
  "left_pr_number": 44228,
5965
  "right_pr_number": 46324,
5966
  "similarity": 0.563,
5967
- "content_similarity": 0.6,
5968
  "size_similarity": 0.259,
5969
  "breadth_similarity": 0.583,
5970
  "concentration_similarity": 0.926,
@@ -6044,10 +6123,10 @@
6044
  "left_pr_number": 45682,
6045
  "right_pr_number": 46766,
6046
  "similarity": 0.535,
6047
- "content_similarity": 0.529,
6048
- "size_similarity": 0.216,
6049
  "breadth_similarity": 1.0,
6050
- "concentration_similarity": 0.632,
6051
  "shared_filenames": [
6052
  "src/transformers/integrations/peft.py",
6053
  "tests/peft_integration/test_peft_integration.py"
@@ -6084,7 +6163,7 @@
6084
  "left_pr_number": 45056,
6085
  "right_pr_number": 45128,
6086
  "similarity": 0.509,
6087
- "content_similarity": 0.408,
6088
  "size_similarity": 0.669,
6089
  "breadth_similarity": 0.875,
6090
  "concentration_similarity": 0.724,
@@ -6608,7 +6687,7 @@
6608
  44339
6609
  ],
6610
  "representative_pr_number": 41356,
6611
- "average_similarity": 0.438,
6612
  "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.",
6613
  "shared_filenames": [
6614
  "docs/source/en/model_doc/deimv2.md",
@@ -6632,7 +6711,7 @@
6632
  {
6633
  "left_pr_number": 41356,
6634
  "right_pr_number": 44339,
6635
- "similarity": 0.438,
6636
  "content_similarity": 0.476,
6637
  "size_similarity": 0.081,
6638
  "breadth_similarity": 0.444,
@@ -6718,7 +6797,7 @@
6718
  "left_pr_number": 46127,
6719
  "right_pr_number": 46257,
6720
  "similarity": 0.432,
6721
- "content_similarity": 0.427,
6722
  "size_similarity": 0.053,
6723
  "breadth_similarity": 0.75,
6724
  "concentration_similarity": 1.0,
@@ -6758,7 +6837,7 @@
6758
  "left_pr_number": 45822,
6759
  "right_pr_number": 47215,
6760
  "similarity": 0.431,
6761
- "content_similarity": 0.404,
6762
  "size_similarity": 0.114,
6763
  "breadth_similarity": 0.875,
6764
  "concentration_similarity": 0.869,
@@ -6894,45 +6973,6 @@
6894
  }
6895
  ]
6896
  },
6897
- {
6898
- "cluster_id": "pr-scope-44369-2",
6899
- "pr_numbers": [
6900
- 44369,
6901
- 45114
6902
- ],
6903
- "representative_pr_number": 44369,
6904
- "average_similarity": 0.402,
6905
- "summary": "2 open PRs share weighted file overlap around `docs/source/en/tasks/zero_shot_object_detection.md`; representative PR #44369.",
6906
- "shared_filenames": [
6907
- "docs/source/en/tasks/zero_shot_object_detection.md"
6908
- ],
6909
- "shared_directories": [
6910
- "docs/source/en/tasks",
6911
- "docs/source/en",
6912
- "docs/source",
6913
- "docs"
6914
- ],
6915
- "pairwise": [
6916
- {
6917
- "left_pr_number": 44369,
6918
- "right_pr_number": 45114,
6919
- "similarity": 0.402,
6920
- "content_similarity": 0.246,
6921
- "size_similarity": 0.808,
6922
- "breadth_similarity": 0.625,
6923
- "concentration_similarity": 0.919,
6924
- "shared_filenames": [
6925
- "docs/source/en/tasks/zero_shot_object_detection.md"
6926
- ],
6927
- "shared_directories": [
6928
- "docs/source/en/tasks",
6929
- "docs/source/en",
6930
- "docs/source",
6931
- "docs"
6932
- ]
6933
- }
6934
- ]
6935
- },
6936
  {
6937
  "cluster_id": "pr-scope-43446-2",
6938
  "pr_numbers": [
@@ -6998,6 +7038,45 @@
6998
  }
6999
  ]
7000
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
7001
  {
7002
  "cluster_id": "pr-scope-44606-2",
7003
  "pr_numbers": [
@@ -7005,7 +7084,7 @@
7005
  45086
7006
  ],
7007
  "representative_pr_number": 44606,
7008
- "average_similarity": 0.393,
7009
  "summary": "2 open PRs share weighted file overlap around `src/transformers/tokenization_utils_tokenizers.py`; representative PR #44606.",
7010
  "shared_filenames": [
7011
  "src/transformers/tokenization_utils_tokenizers.py"
@@ -7018,8 +7097,8 @@
7018
  {
7019
  "left_pr_number": 44606,
7020
  "right_pr_number": 45086,
7021
- "similarity": 0.393,
7022
- "content_similarity": 0.299,
7023
  "size_similarity": 0.222,
7024
  "breadth_similarity": 1.0,
7025
  "concentration_similarity": 1.0,
@@ -7086,6 +7165,49 @@
7086
  }
7087
  ]
7088
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
7089
  {
7090
  "cluster_id": "pr-scope-43757-2",
7091
  "pr_numbers": [
@@ -7159,7 +7281,7 @@
7159
  45552
7160
  ],
7161
  "representative_pr_number": 44642,
7162
- "average_similarity": 0.361,
7163
  "summary": "2 open PRs share weighted file overlap around `src/transformers/utils/auto_docstring.py`; representative PR #44642.",
7164
  "shared_filenames": [
7165
  "src/transformers/utils/auto_docstring.py"
@@ -7173,8 +7295,8 @@
7173
  {
7174
  "left_pr_number": 44642,
7175
  "right_pr_number": 45552,
7176
- "similarity": 0.361,
7177
- "content_similarity": 0.265,
7178
  "size_similarity": 0.167,
7179
  "breadth_similarity": 1.0,
7180
  "concentration_similarity": 1.0,
@@ -7196,7 +7318,7 @@
7196
  46792
7197
  ],
7198
  "representative_pr_number": 45975,
7199
- "average_similarity": 0.356,
7200
  "summary": "2 open PRs share weighted file overlap around `src/transformers/cli/serving/model_manager.py`, `src/transformers/cli/serve.py`; representative PR #45975.",
7201
  "shared_filenames": [
7202
  "src/transformers/cli/serving/model_manager.py",
@@ -7212,8 +7334,8 @@
7212
  {
7213
  "left_pr_number": 45975,
7214
  "right_pr_number": 46792,
7215
- "similarity": 0.356,
7216
- "content_similarity": 0.26,
7217
  "size_similarity": 0.444,
7218
  "breadth_similarity": 0.75,
7219
  "concentration_similarity": 0.647,
 
1
  {
2
  "repo": "huggingface/transformers",
3
+ "snapshot_id": "20260714T180038Z",
4
+ "generated_at": "2026-07-14T18:02:11Z",
5
  "cluster_count": 81,
6
  "pr_scope_clusters": [
7
  {
 
19
  45273
20
  ],
21
  "representative_pr_number": 45067,
22
+ "average_similarity": 0.424,
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"
 
286
  ]
287
  },
288
  {
289
+ "left_pr_number": 43636,
290
+ "right_pr_number": 44660,
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+ "src/transformers/utils",
1877
+ "tests/quantization/compressed_tensors_integration",
1878
+ "src/transformers",
1879
+ "tests/quantization",
1880
+ "src",
1881
+ "tests"
1882
+ ]
1883
+ },
1884
+ {
1885
+ "left_pr_number": 43747,
1886
+ "right_pr_number": 47152,
1887
+ "similarity": 0.321,
1888
+ "content_similarity": 0.173,
1889
+ "size_similarity": 0.36,
1890
+ "breadth_similarity": 1.0,
1891
+ "concentration_similarity": 0.933,
1892
+ "shared_filenames": [],
1893
+ "shared_directories": [
1894
+ "tests/quantization/compressed_tensors_integration",
1895
+ "src/transformers",
1896
+ "tests/quantization",
1897
+ "src",
1898
+ "tests"
1899
+ ]
1900
+ },
1901
+ {
1902
+ "left_pr_number": 45480,
1903
+ "right_pr_number": 47216,
1904
+ "similarity": 0.316,
1905
+ "content_similarity": 0.345,
1906
+ "size_similarity": 0.19,
1907
+ "breadth_similarity": 0.3,
1908
+ "concentration_similarity": 0.326,
1909
  "shared_filenames": [
1910
  "tests/quantization/compressed_tensors_integration/test_compressed_models.py"
1911
  ],
 
1918
  {
1919
  "left_pr_number": 45480,
1920
  "right_pr_number": 46303,
1921
+ "similarity": 0.315,
1922
+ "content_similarity": 0.207,
1923
  "size_similarity": 0.23,
1924
  "breadth_similarity": 1.0,
1925
  "concentration_similarity": 0.71,
 
1949
  "left_pr_number": 43747,
1950
  "right_pr_number": 45699,
1951
  "similarity": 0.295,
1952
+ "content_similarity": 0.298,
1953
  "size_similarity": 0.127,
1954
  "breadth_similarity": 0.311,
1955
  "concentration_similarity": 0.725,
 
1987
  "pr_numbers": [
1988
  44385,
1989
  44615,
 
1990
  46152,
1991
  46995,
1992
+ 47222,
1993
  47318
1994
  ],
1995
+ "representative_pr_number": 44615,
1996
+ "average_similarity": 0.398,
1997
+ "summary": "6 open PRs share weighted file overlap around `src/transformers/utils/import_utils.py`; representative PR #44615.",
1998
  "shared_filenames": [
1999
  "src/transformers/utils/import_utils.py"
2000
  ],
2001
  "shared_directories": [
2002
  "src/transformers/utils",
2003
  "src/transformers",
2004
+ "src"
 
2005
  ],
2006
  "pairwise": [
2007
  {
2008
  "left_pr_number": 44615,
2009
  "right_pr_number": 46152,
2010
+ "similarity": 0.612,
2011
+ "content_similarity": 0.535,
2012
  "size_similarity": 0.583,
2013
  "breadth_similarity": 1.0,
2014
  "concentration_similarity": 1.0,
 
2024
  {
2025
  "left_pr_number": 44615,
2026
  "right_pr_number": 46995,
2027
+ "similarity": 0.476,
2028
+ "content_similarity": 0.417,
2029
  "size_similarity": 0.229,
2030
  "breadth_similarity": 1.0,
2031
  "concentration_similarity": 1.0,
 
2041
  {
2042
  "left_pr_number": 46152,
2043
  "right_pr_number": 46995,
2044
+ "similarity": 0.472,
2045
+ "content_similarity": 0.431,
2046
  "size_similarity": 0.133,
2047
  "breadth_similarity": 1.0,
2048
  "concentration_similarity": 1.0,
 
2058
  {
2059
  "left_pr_number": 46152,
2060
  "right_pr_number": 47318,
2061
+ "similarity": 0.45,
2062
+ "content_similarity": 0.373,
2063
  "size_similarity": 0.833,
2064
  "breadth_similarity": 0.333,
2065
  "concentration_similarity": 0.625,
 
2073
  ]
2074
  },
2075
  {
2076
+ "left_pr_number": 44385,
2077
+ "right_pr_number": 46995,
2078
+ "similarity": 0.425,
2079
+ "content_similarity": 0.308,
2080
+ "size_similarity": 0.615,
2081
+ "breadth_similarity": 0.667,
2082
+ "concentration_similarity": 1.0,
2083
  "shared_filenames": [
2084
  "src/transformers/utils/import_utils.py"
2085
  ],
 
2090
  ]
2091
  },
2092
  {
2093
+ "left_pr_number": 44615,
2094
+ "right_pr_number": 47222,
2095
+ "similarity": 0.41,
2096
+ "content_similarity": 0.283,
2097
+ "size_similarity": 0.857,
2098
+ "breadth_similarity": 0.5,
2099
+ "concentration_similarity": 0.667,
2100
  "shared_filenames": [
2101
  "src/transformers/utils/import_utils.py"
2102
  ],
 
2110
  "left_pr_number": 44385,
2111
  "right_pr_number": 44615,
2112
  "similarity": 0.402,
2113
+ "content_similarity": 0.328,
2114
  "size_similarity": 0.371,
2115
  "breadth_similarity": 0.667,
2116
  "concentration_similarity": 1.0,
 
2126
  {
2127
  "left_pr_number": 44615,
2128
  "right_pr_number": 47318,
2129
+ "similarity": 0.39,
2130
+ "content_similarity": 0.36,
2131
  "size_similarity": 0.486,
2132
  "breadth_similarity": 0.333,
2133
  "concentration_similarity": 0.625,
 
2141
  ]
2142
  },
2143
  {
2144
+ "left_pr_number": 44385,
2145
+ "right_pr_number": 46152,
2146
+ "similarity": 0.386,
2147
+ "content_similarity": 0.339,
2148
+ "size_similarity": 0.217,
2149
+ "breadth_similarity": 0.667,
2150
+ "concentration_similarity": 1.0,
2151
  "shared_filenames": [
2152
  "src/transformers/utils/import_utils.py"
2153
  ],
2154
  "shared_directories": [
2155
  "src/transformers/utils",
2156
  "src/transformers",
2157
+ "src"
 
2158
  ]
2159
  },
2160
  {
2161
+ "left_pr_number": 46152,
2162
+ "right_pr_number": 47222,
2163
+ "similarity": 0.363,
2164
+ "content_similarity": 0.293,
2165
+ "size_similarity": 0.5,
2166
+ "breadth_similarity": 0.5,
2167
+ "concentration_similarity": 0.667,
2168
  "shared_filenames": [
2169
  "src/transformers/utils/import_utils.py"
2170
  ],
 
2175
  ]
2176
  },
2177
  {
2178
+ "left_pr_number": 47222,
2179
  "right_pr_number": 47318,
2180
+ "similarity": 0.338,
2181
+ "content_similarity": 0.23,
2182
+ "size_similarity": 0.417,
2183
+ "breadth_similarity": 0.667,
2184
+ "concentration_similarity": 0.958,
2185
  "shared_filenames": [
2186
  "src/transformers/utils/import_utils.py"
2187
  ],
 
2192
  ]
2193
  },
2194
  {
2195
+ "left_pr_number": 46995,
2196
  "right_pr_number": 47318,
2197
+ "similarity": 0.319,
2198
+ "content_similarity": 0.339,
2199
+ "size_similarity": 0.111,
2200
+ "breadth_similarity": 0.333,
2201
  "concentration_similarity": 0.625,
2202
  "shared_filenames": [
2203
  "src/transformers/utils/import_utils.py"
 
2209
  ]
2210
  },
2211
  {
2212
+ "left_pr_number": 44385,
2213
+ "right_pr_number": 47318,
2214
+ "similarity": 0.312,
2215
+ "content_similarity": 0.267,
2216
+ "size_similarity": 0.181,
2217
+ "breadth_similarity": 0.667,
2218
+ "concentration_similarity": 0.625,
2219
  "shared_filenames": [
2220
  "src/transformers/utils/import_utils.py"
2221
  ],
 
2226
  ]
2227
  },
2228
  {
2229
+ "left_pr_number": 46995,
2230
+ "right_pr_number": 47222,
2231
+ "similarity": 0.31,
2232
+ "content_similarity": 0.266,
2233
+ "size_similarity": 0.267,
2234
+ "breadth_similarity": 0.5,
2235
+ "concentration_similarity": 0.667,
2236
  "shared_filenames": [
2237
  "src/transformers/utils/import_utils.py"
2238
  ],
 
2243
  ]
2244
  },
2245
  {
2246
+ "left_pr_number": 44385,
2247
+ "right_pr_number": 47222,
2248
+ "similarity": 0.303,
2249
+ "content_similarity": 0.209,
2250
+ "size_similarity": 0.433,
2251
+ "breadth_similarity": 0.583,
2252
+ "concentration_similarity": 0.667,
2253
  "shared_filenames": [
2254
  "src/transformers/utils/import_utils.py"
2255
  ],
 
2559
  {
2560
  "left_pr_number": 41097,
2561
  "right_pr_number": 46696,
2562
+ "similarity": 0.459,
2563
  "content_similarity": 0.355,
2564
  "size_similarity": 0.4,
2565
  "breadth_similarity": 1.0,
 
3208
  ]
3209
  },
3210
  {
3211
+ "left_pr_number": 45438,
3212
+ "right_pr_number": 45883,
3213
+ "similarity": 0.54,
3214
+ "content_similarity": 0.576,
3215
+ "size_similarity": 0.392,
3216
+ "breadth_similarity": 0.325,
3217
+ "concentration_similarity": 0.92,
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3218
  "shared_filenames": [
3219
+ "src/transformers/models/gemma4/modeling_gemma4.py",
3220
+ "src/transformers/models/gemma4/modular_gemma4.py"
3221
  ],
3222
  "shared_directories": [
3223
+ "src/transformers/models/gemma4",
3224
+ "src/transformers/models",
3225
  "src/transformers",
3226
+ "src"
 
3227
  ]
3228
  },
3229
  {
3230
+ "left_pr_number": 45438,
3231
+ "right_pr_number": 46642,
3232
+ "similarity": 0.401,
3233
+ "content_similarity": 0.317,
3234
+ "size_similarity": 0.654,
3235
+ "breadth_similarity": 0.561,
3236
+ "concentration_similarity": 0.499,
3237
  "shared_filenames": [
3238
+ "src/transformers/models/gemma4/modeling_gemma4.py",
3239
+ "src/transformers/models/gemma4/modular_gemma4.py"
3240
  ],
3241
  "shared_directories": [
3242
+ "src/transformers/models/gemma4",
3243
+ "src/transformers/models",
3244
  "src/transformers",
3245
+ "tests/models",
3246
  "src",
3247
  "tests"
3248
  ]
3249
  },
3250
  {
3251
+ "left_pr_number": 45294,
3252
+ "right_pr_number": 46642,
3253
+ "similarity": 0.343,
3254
+ "content_similarity": 0.314,
3255
+ "size_similarity": 0.275,
3256
+ "breadth_similarity": 0.561,
3257
+ "concentration_similarity": 0.51,
3258
  "shared_filenames": [
3259
+ "src/transformers/models/gemma4/modeling_gemma4.py",
3260
+ "src/transformers/models/gemma4/modular_gemma4.py"
3261
  ],
3262
  "shared_directories": [
3263
+ "src/transformers/models/gemma4",
3264
+ "src/transformers/models",
3265
  "src/transformers",
3266
+ "tests/models",
3267
  "src",
3268
  "tests"
3269
  ]
3270
  },
3271
  {
3272
+ "left_pr_number": 45883,
3273
+ "right_pr_number": 46642,
3274
+ "similarity": 0.302,
3275
+ "content_similarity": 0.322,
3276
+ "size_similarity": 0.256,
3277
+ "breadth_similarity": 0.174,
3278
+ "concentration_similarity": 0.419,
3279
  "shared_filenames": [
3280
+ "src/transformers/models/gemma4/modeling_gemma4.py",
3281
+ "src/transformers/models/gemma4/modular_gemma4.py"
 
3282
  ],
3283
  "shared_directories": [
3284
+ "src/transformers/models/gemma4",
3285
+ "src/transformers/models",
3286
  "src/transformers",
3287
+ "src"
 
3288
  ]
3289
  }
3290
  ]
 
3377
  "left_pr_number": 45317,
3378
  "right_pr_number": 47017,
3379
  "similarity": 0.465,
3380
+ "content_similarity": 0.418,
3381
  "size_similarity": 0.229,
3382
  "breadth_similarity": 1.0,
3383
  "concentration_similarity": 0.756,
 
3395
  {
3396
  "left_pr_number": 46580,
3397
  "right_pr_number": 47017,
3398
+ "similarity": 0.429,
3399
  "content_similarity": 0.453,
3400
  "size_similarity": 0.237,
3401
  "breadth_similarity": 0.5,
 
3448
  {
3449
  "left_pr_number": 33686,
3450
  "right_pr_number": 44550,
3451
+ "similarity": 0.395,
3452
+ "content_similarity": 0.136,
3453
  "size_similarity": 1.0,
3454
  "breadth_similarity": 1.0,
3455
  "concentration_similarity": 1.0,
 
3464
  {
3465
  "left_pr_number": 44407,
3466
  "right_pr_number": 44550,
3467
+ "similarity": 0.364,
3468
+ "content_similarity": 0.101,
3469
  "size_similarity": 0.957,
3470
  "breadth_similarity": 1.0,
3471
  "concentration_similarity": 1.0,
 
3479
  {
3480
  "left_pr_number": 44550,
3481
  "right_pr_number": 47301,
3482
+ "similarity": 0.359,
3483
+ "content_similarity": 0.104,
3484
  "size_similarity": 0.909,
3485
  "breadth_similarity": 1.0,
3486
  "concentration_similarity": 1.0,
 
3495
  "left_pr_number": 33686,
3496
  "right_pr_number": 44407,
3497
  "similarity": 0.355,
3498
+ "content_similarity": 0.087,
3499
  "size_similarity": 0.957,
3500
  "breadth_similarity": 1.0,
3501
  "concentration_similarity": 1.0,
 
3510
  "left_pr_number": 33686,
3511
  "right_pr_number": 47301,
3512
  "similarity": 0.35,
3513
+ "content_similarity": 0.09,
3514
  "size_similarity": 0.909,
3515
  "breadth_similarity": 1.0,
3516
  "concentration_similarity": 1.0,
 
3525
  "left_pr_number": 44407,
3526
  "right_pr_number": 47301,
3527
  "similarity": 0.348,
3528
+ "content_similarity": 0.096,
3529
  "size_similarity": 0.87,
3530
  "breadth_similarity": 1.0,
3531
  "concentration_similarity": 1.0,
 
3558
  "pairwise": [
3559
  {
3560
  "left_pr_number": 46319,
3561
+ "right_pr_number": 47304,
3562
  "similarity": 0.362,
3563
+ "content_similarity": 0.1,
3564
+ "size_similarity": 0.946,
3565
  "breadth_similarity": 1.0,
3566
  "concentration_similarity": 1.0,
3567
  "shared_filenames": [],
 
3573
  },
3574
  {
3575
  "left_pr_number": 46319,
3576
+ "right_pr_number": 47212,
3577
+ "similarity": 0.361,
3578
+ "content_similarity": 0.093,
3579
+ "size_similarity": 0.974,
3580
  "breadth_similarity": 1.0,
3581
  "concentration_similarity": 1.0,
3582
  "shared_filenames": [],
 
3589
  {
3590
  "left_pr_number": 46889,
3591
  "right_pr_number": 47212,
3592
+ "similarity": 0.357,
3593
  "content_similarity": 0.082,
3594
  "size_similarity": 1.0,
3595
  "breadth_similarity": 1.0,
 
3604
  {
3605
  "left_pr_number": 47212,
3606
  "right_pr_number": 47304,
3607
+ "similarity": 0.357,
3608
+ "content_similarity": 0.099,
3609
  "size_similarity": 0.921,
3610
  "breadth_similarity": 1.0,
3611
  "concentration_similarity": 1.0,
 
3634
  {
3635
  "left_pr_number": 46889,
3636
  "right_pr_number": 47304,
3637
+ "similarity": 0.349,
3638
  "content_similarity": 0.088,
3639
  "size_similarity": 0.921,
3640
  "breadth_similarity": 1.0,
 
3832
  47303
3833
  ],
3834
  "representative_pr_number": 47140,
3835
+ "average_similarity": 0.836,
3836
  "summary": "3 open PRs share weighted file overlap around `src/transformers/cli/chat.py`, `tests/cli/test_chat.py`; representative PR #47140.",
3837
  "shared_filenames": [
3838
  "src/transformers/cli/chat.py",
 
3869
  {
3870
  "left_pr_number": 46567,
3871
  "right_pr_number": 47140,
3872
+ "similarity": 0.851,
3873
+ "content_similarity": 0.81,
3874
  "size_similarity": 0.963,
3875
  "breadth_similarity": 1.0,
3876
  "concentration_similarity": 0.796,
 
3981
  ]
3982
  },
3983
  {
3984
+ "cluster_id": "pr-scope-45570-3",
3985
  "pr_numbers": [
3986
+ 45570,
3987
+ 46795,
3988
+ 47150
3989
  ],
3990
+ "representative_pr_number": 46795,
3991
+ "average_similarity": 0.574,
3992
+ "summary": "3 open PRs share weighted file overlap around `src/transformers/models/whisper/generation_whisper.py`; representative PR #46795.",
3993
  "shared_filenames": [
3994
+ "src/transformers/models/whisper/generation_whisper.py"
 
3995
  ],
3996
  "shared_directories": [
3997
+ "src/transformers/models/whisper",
3998
+ "src/transformers/models",
3999
  "src/transformers",
 
4000
  "src"
4001
  ],
4002
  "pairwise": [
4003
  {
4004
+ "left_pr_number": 46795,
4005
+ "right_pr_number": 47150,
4006
+ "similarity": 0.898,
4007
+ "content_similarity": 0.997,
4008
+ "size_similarity": 0.333,
4009
  "breadth_similarity": 1.0,
4010
+ "concentration_similarity": 1.0,
4011
  "shared_filenames": [
4012
+ "src/transformers/models/whisper/generation_whisper.py"
 
4013
  ],
4014
  "shared_directories": [
4015
+ "src/transformers/models/whisper",
4016
+ "src/transformers/models",
4017
  "src/transformers",
4018
+ "src"
 
 
4019
  ]
4020
  },
4021
  {
4022
+ "left_pr_number": 45570,
4023
+ "right_pr_number": 46795,
4024
+ "similarity": 0.445,
4025
+ "content_similarity": 0.341,
4026
+ "size_similarity": 0.375,
4027
+ "breadth_similarity": 1.0,
4028
+ "concentration_similarity": 1.0,
4029
  "shared_filenames": [
4030
+ "src/transformers/models/whisper/generation_whisper.py"
 
4031
  ],
4032
  "shared_directories": [
4033
+ "src/transformers/models/whisper",
4034
+ "src/transformers/models",
4035
  "src/transformers",
4036
+ "src"
 
 
4037
  ]
4038
  },
4039
  {
4040
+ "left_pr_number": 45570,
4041
+ "right_pr_number": 47150,
4042
+ "similarity": 0.38,
4043
+ "content_similarity": 0.301,
4044
+ "size_similarity": 0.125,
4045
+ "breadth_similarity": 1.0,
4046
+ "concentration_similarity": 1.0,
4047
  "shared_filenames": [
4048
+ "src/transformers/models/whisper/generation_whisper.py"
 
4049
  ],
4050
  "shared_directories": [
4051
+ "src/transformers/models/whisper",
4052
+ "src/transformers/models",
4053
  "src/transformers",
4054
+ "src"
 
 
4055
  ]
4056
  }
4057
  ]
 
4064
  44676
4065
  ],
4066
  "representative_pr_number": 44059,
4067
+ "average_similarity": 0.573,
4068
  "summary": "3 open PRs share weighted file overlap around `src/transformers/models/gpt2/modeling_gpt2.py`; representative PR #44059.",
4069
  "shared_filenames": [
4070
  "src/transformers/models/gpt2/modeling_gpt2.py"
 
4097
  {
4098
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