evalstate HF Staff commited on
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Refresh transformers dataset snapshot 20260703T000025Z

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16150
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16151
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19899
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19900
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20803
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20804
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20805
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20806
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new-contributors-report.md CHANGED
@@ -1,9 +1,9 @@
1
  # New Contributor Report: huggingface/transformers
2
 
3
- - Snapshot: `20260702T180034Z`
4
- - Generated: `2026-07-02T18:02:42Z`
5
  - Activity window: `60d`
6
- - Contributors: `348`
7
 
8
  ## Summary
9
 
@@ -33,15 +33,15 @@
33
  | `IlyasMoutawwakil` | [profile](https://github.com/IlyasMoutawwakil) | no | MEMBER | 2354d | `2025-07-04T08:41:29Z` | 26 | 4 | strong | low | low | — |
34
  | `hmellor` | [profile](https://github.com/hmellor) | no | MEMBER | 3592d | `2025-08-14T10:03:14Z` | 22 | 2 | strong | low | low | high recent PR volume; targets high-star repos |
35
  | `Abdennacer-Badaoui` | [profile](https://github.com/Abdennacer-Badaoui) | no | MEMBER | 1414d | `2026-01-08T18:13:10Z` | 21 | 0 | strong | moderate | low | — |
 
36
  | `kashif` | [profile](https://github.com/kashif) | no | MEMBER | 6569d | `2025-09-08T13:05:54Z` | 20 | 0 | mixed | high | low | high recent PR volume; broad repo spread; targets high-star repos |
37
  | `YangKai0616` | [profile](https://github.com/YangKai0616) | no | CONTRIBUTOR | 1497d | `2025-12-24T11:54:53Z` | 20 | 0 | mixed | moderate | low | — |
38
- | `michaelbenayoun` | [profile](https://github.com/michaelbenayoun) | no | MEMBER | 3365d | `2024-10-24T15:39:49Z` | 19 | 0 | strong | moderate | low | targets high-star repos |
39
  | `LinZiyuu` | [profile](https://github.com/LinZiyuu) | no | CONTRIBUTOR | 1483d | `2026-05-13T14:52:41Z` | 16 | 1 | weak | moderate | low | high open PR share |
40
  | `sergereview[bot]` | [profile](https://github.com/sergereview[bot]) | no | NONE | ?d | `2026-05-13T06:40:41Z` | 15 | 0 | n/a | n/a | n/a | summary unavailable |
 
41
  | `AI-Safeter` | [profile](https://github.com/AI-Safeter) | no | NONE | 0d | `2026-05-19T04:38:35Z` | 14 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
42
  | `ebezzam` | [profile](https://github.com/ebezzam) | no | MEMBER | 4714d | `2025-07-25T12:59:52Z` | 13 | 0 | mixed | low | low | high open PR share |
43
  | `Rohan5commit` | [profile](https://github.com/Rohan5commit) | no | FIRST_TIME_CONTRIBUTOR | 636d | `2026-06-12T06:11:19Z` | 13 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; no visible non-self stars |
44
- | `Sunt-ing` | [profile](https://github.com/Sunt-ing) | no | CONTRIBUTOR | 2841d | `2026-06-18T09:58:22Z` | 13 | 0 | weak | moderate | medium | high recent PR volume; high open PR share; targets high-star repos |
45
  | `molbap` | [profile](https://github.com/molbap) | no | MEMBER | 2914d | `2024-06-13T14:13:17Z` | 12 | 1 | weak | low | low | high open PR share; targets high-star repos |
46
  | `he-yufeng` | [profile](https://github.com/he-yufeng) | no | CONTRIBUTOR | 2909d | `2026-03-14T18:33:53Z` | 11 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
47
  | `KartavyaDikshit` | [profile](https://github.com/KartavyaDikshit) | no | FIRST_TIME_CONTRIBUTOR | 1742d | `2026-06-22T01:23:43Z` | 11 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread |
@@ -61,7 +61,6 @@
61
  | `XciD` | [profile](https://github.com/XciD) | no | MEMBER | 4481d | `2026-05-14T05:53:53Z` | 6 | 0 | mixed | high | low | extremely high recent PR volume; broad repo spread |
62
  | `jamesbraza` | [profile](https://github.com/jamesbraza) | no | CONTRIBUTOR | 4221d | `2026-04-23T00:37:54Z` | 5 | 5 | strong | moderate | low | high recent PR volume |
63
  | `sharmax-vikas` | [profile](https://github.com/sharmax-vikas) | no | CONTRIBUTOR | 702d | `2026-06-18T18:50:23Z` | 5 | 5 | weak | low | low | high open PR share; targets high-star repos |
64
- | `CharlieKerfoot` | [profile](https://github.com/CharlieKerfoot) | no | CONTRIBUTOR | 1583d | `2026-05-03T18:22:43Z` | 5 | 0 | weak | moderate | low | high recent PR volume; targets high-star repos |
65
  | `filipinescu` | [profile](https://github.com/filipinescu) | no | CONTRIBUTOR | 953d | `2026-05-22T20:20:49Z` | 5 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
66
  | `kamran-nizamani` | [profile](https://github.com/kamran-nizamani) | no | CONTRIBUTOR | 622d | `2026-06-11T21:16:42Z` | 5 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
67
  | `McPatate` | [profile](https://github.com/McPatate) | no | MEMBER | 4207d | `2025-09-05T15:52:11Z` | 5 | 0 | strong | moderate | low | high recent PR volume |
@@ -94,6 +93,7 @@
94
  | `jashshah999` | [profile](https://github.com/jashshah999) | no | CONTRIBUTOR | 2570d | `2026-02-25T22:23:20Z` | 8 | 0 | mixed | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
95
  | `JJJYmmm` | [profile](https://github.com/JJJYmmm) | no | CONTRIBUTOR | 1648d | `2026-01-27T10:34:17Z` | 8 | 0 | mixed | moderate | low | targets high-star repos |
96
  | `Aravind-11` | [profile](https://github.com/Aravind-11) | no | CONTRIBUTOR | 2872d | `2025-11-10T23:38:23Z` | 5 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 
97
  | `kmswin1` | [profile](https://github.com/kmswin1) | no | FIRST_TIME_CONTRIBUTOR | 3449d | `2026-03-09T09:03:10Z` | 5 | 0 | mixed | low | low | — |
98
  | `merveenoyan` | [profile](https://github.com/merveenoyan) | no | MEMBER | 2500d | `2025-10-30T12:45:06Z` | 4 | 1 | mixed | moderate | low | — |
99
  | `curnane-lab` | [profile](https://github.com/curnane-lab) | no | FIRST_TIME_CONTRIBUTOR | 248d | `2026-04-24T15:14:11Z` | 4 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
@@ -223,8 +223,7 @@
223
  | `blut-agent` | [profile](https://github.com/blut-agent) | no | NONE | 23d | `2026-05-16T06:31:21Z` | 1 | 0 | weak | very high | high | very new account; high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
224
  | `bojanstef` | [profile](https://github.com/bojanstef) | no | NONE | 4629d | `2026-06-16T20:50:26Z` | 1 | 0 | strong | moderate | low | — |
225
  | `botbikamordehai2-sketch` | [profile](https://github.com/botbikamordehai2-sketch) | no | NONE | 51d | `2026-06-15T15:18:04Z` | 1 | 0 | weak | very high | high | very new account; extremely high recent PR volume; very broad repo spread; high open PR share |
226
- | `Butterfingrz` | [profile](https://github.com/Butterfingrz) | no | FIRST_TIME_CONTRIBUTOR | 1134d | `2026-06-29T14:31:31Z` | 1 | 0 | mixed | moderate | low | high open PR share |
227
- | `butterwecksolutions` | [profile](https://github.com/butterwecksolutions) | no | NONE | 4479d | `2026-05-03T23:41:12Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
228
  | `C1-BA-B1-F3` | [profile](https://github.com/C1-BA-B1-F3) | no | NONE | 3300d | `2026-06-25T12:57:12Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
229
  | `calliec-1223` | [profile](https://github.com/calliec-1223) | no | CONTRIBUTOR | 68d | `2026-06-02T02:20:39Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
230
  | `Caromisc` | [profile](https://github.com/Caromisc) | no | CONTRIBUTOR | 2207d | `2026-05-07T11:04:43Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -277,8 +276,8 @@
277
  | `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 |
278
  | `lalitha2410` | [profile](https://github.com/lalitha2410) | no | FIRST_TIMER | 1043d | `2026-05-17T13:42:37Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
279
  | `lanxuejin` | [profile](https://github.com/lanxuejin) | no | FIRST_TIME_CONTRIBUTOR | 2869d | `2026-06-04T12:32:43Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
280
- | `lcheng321` | [profile](https://github.com/lcheng321) | yes | FIRST_TIME_CONTRIBUTOR | 2614d | `2026-06-20T07:49:11Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
281
- | `Lemniscate-world` | [profile](https://github.com/Lemniscate-world) | yes | FIRST_TIME_CONTRIBUTOR | 1024d | `2026-06-09T11:39:04Z` | 1 | 0 | mixed | moderate | low | — |
282
  | `lewtun` | [profile](https://github.com/lewtun) | no | MEMBER | 3372d | `2024-10-18T08:50:17Z` | 1 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
283
  | `lianakoleva` | [profile](https://github.com/lianakoleva) | no | NONE | 2780d | `2026-05-13T17:04:37Z` | 1 | 0 | weak | moderate | low | high open PR share; no visible non-self stars |
284
  | `LiangSu8899` | [profile](https://github.com/LiangSu8899) | no | FIRST_TIME_CONTRIBUTOR | 3682d | `2026-07-01T10:41:28Z` | 1 | 0 | mixed | low | low | high recent PR volume |
@@ -305,7 +304,7 @@
305
  | `professoralbay` | [profile](https://github.com/professoralbay) | no | FIRST_TIMER | 780d | `2026-06-03T20:51:18Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
306
  | `Protocol-zero-0` | [profile](https://github.com/Protocol-zero-0) | no | NONE | 110d | `2026-05-16T15:42:56Z` | 1 | 0 | weak | very high | high | young account; high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
307
  | `Pruthvi226` | [profile](https://github.com/Pruthvi226) | no | NONE | 657d | `2026-06-26T13:43:59Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
308
- | `psiddh` | [profile](https://github.com/psiddh) | no | FIRST_TIME_CONTRIBUTOR | 5020d | `2026-07-01T03:58:40Z` | 1 | 0 | strong | moderate | low | high recent PR volume; no visible non-self stars |
309
  | `puneetdixit200` | [profile](https://github.com/puneetdixit200) | no | NONE | 223d | `2026-05-16T09:13:29Z` | 1 | 0 | weak | moderate | low | young account; high open PR share; targets high-star repos |
310
  | `puwaer` | [profile](https://github.com/puwaer) | no | NONE | 1811d | `2026-06-16T05:24:18Z` | 1 | 0 | strong | moderate | low | — |
311
  | `pvelayudhan` | [profile](https://github.com/pvelayudhan) | no | CONTRIBUTOR | 2051d | `2026-05-27T14:26:06Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
@@ -316,7 +315,7 @@
316
  | `RaunaqDavidNath` | [profile](https://github.com/RaunaqDavidNath) | no | CONTRIBUTOR | 1039d | `2026-06-30T07:35:47Z` | 1 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
317
  | `rishiarora123` | [profile](https://github.com/rishiarora123) | no | NONE | 1872d | `2026-05-22T18:19:48Z` | 1 | 0 | weak | moderate | low | high recent PR volume; many recent closed-unmerged PRs; no visible non-self stars |
318
  | `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 |
319
- | `rodriguescarson` | [profile](https://github.com/rodriguescarson) | yes | NONE | 4589d | `2026-07-02T17:18:05Z` | 1 | 0 | strong | very high | medium | high recent PR volume; very broad repo spread |
320
  | `rraghavkaushik` | [profile](https://github.com/rraghavkaushik) | no | CONTRIBUTOR | 1057d | `2026-05-06T10:53:47Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
321
  | `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 |
322
  | `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 |
@@ -945,6 +944,29 @@ Example artifacts:
945
  - [PR #46810: update kernels-community/aiter-rope version](https://github.com/huggingface/transformers/pull/46810) — closed, merged
946
  - [PR #46268: Add some AITER kernel routing for ROCm](https://github.com/huggingface/transformers/pull/46268) — closed, merged
947
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
948
  ### `kashif`
949
 
950
  - profile: [github.com/kashif](https://github.com/kashif)
@@ -991,29 +1013,6 @@ Example artifacts:
991
  - [PR #46320: [RecurrentGemma] Support attn_implementation dispatch](https://github.com/huggingface/transformers/pull/46320) — closed, merged
992
  - [PR #46317: [Zamba] Support attn_implementation dispatch](https://github.com/huggingface/transformers/pull/46317) — closed, merged
993
 
994
- ### `michaelbenayoun`
995
-
996
- - profile: [github.com/michaelbenayoun](https://github.com/michaelbenayoun)
997
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amichaelbenayoun)
998
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amichaelbenayoun)
999
- - repo first seen: `2024-10-24T15:39:49Z`
1000
- - repo last seen: `2026-06-25T15:01:32Z`
1001
- - first seen in snapshot: **no**
1002
- - repo association: **MEMBER**
1003
- - repo primary artifacts: **19**
1004
- - snapshot authored PRs/issues: **19 PRs / 0 issues**
1005
- - snapshot discussion activity: **9 comments / 14 reviews / 18 review comments**
1006
- - account age: **3365 days**
1007
- - recent public PR activity: **21 PRs** (18 merged / 0 closed-unmerged / 3 open; merged rate **86%**, closed-unmerged rate **0%**, open rate **14%**)
1008
- - public orgs: `huggingface`
1009
- - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
1010
- - heuristic read: **targets high-star repos**
1011
-
1012
- Example artifacts:
1013
- - [PR #46889: Kernel api doc, part 2](https://github.com/huggingface/transformers/pull/46889) — open
1014
- - [PR #46754: Documentation for the kernel API](https://github.com/huggingface/transformers/pull/46754) — closed, merged
1015
- - [PR #46520: Kernelize refactor](https://github.com/huggingface/transformers/pull/46520) — closed, merged
1016
-
1017
  ### `LinZiyuu`
1018
 
1019
  - profile: [github.com/LinZiyuu](https://github.com/LinZiyuu)
@@ -1062,6 +1061,29 @@ Example artifacts:
1062
  - [PR #47001: [serge] Fix 8 integration tests for model `mamba2` failing with `OOM` (other (8))](https://github.com/huggingface/transformers/pull/47001) — closed
1063
  - [PR #46999: [serge] Fix 1 integration tests regressed by commit 1f3294c82c1d (PR #46850)](https://github.com/huggingface/transformers/pull/46999) — closed
1064
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1065
  ### `AI-Safeter`
1066
 
1067
  - profile: [github.com/AI-Safeter](https://github.com/AI-Safeter)
@@ -1131,29 +1153,6 @@ Example artifacts:
1131
  - [PR #46648: Fix typo in modeling_mobilebert.py: 'embedings' → 'embeddings'](https://github.com/huggingface/transformers/pull/46648) — closed
1132
  - [PR #46647: Fix typo in modeling_rope_utils.py: 'funcitonality' → 'functionality'](https://github.com/huggingface/transformers/pull/46647) — closed
1133
 
1134
- ### `Sunt-ing`
1135
-
1136
- - profile: [github.com/Sunt-ing](https://github.com/Sunt-ing)
1137
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASunt-ing)
1138
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASunt-ing)
1139
- - repo first seen: `2026-06-18T09:58:22Z`
1140
- - repo last seen: `2026-07-01T06:58:38Z`
1141
- - first seen in snapshot: **no**
1142
- - repo association: **CONTRIBUTOR**
1143
- - repo primary artifacts: **13**
1144
- - snapshot authored PRs/issues: **13 PRs / 0 issues**
1145
- - snapshot discussion activity: **10 comments / 3 reviews / 3 review comments**
1146
- - account age: **2841 days**
1147
- - recent public PR activity: **52 PRs** (17 merged / 6 closed-unmerged / 29 open; merged rate **33%**, closed-unmerged rate **12%**, open rate **56%**)
1148
- - public orgs: none visible
1149
- - compact scores: follow-through **weak**, breadth **moderate**, automation risk **medium**
1150
- - heuristic read: **high recent PR volume; high open PR share; targets high-star repos**
1151
-
1152
- Example artifacts:
1153
- - [PR #46994: Raise a clear error for empty token lists in bad_words_ids / sequence_bias](https://github.com/huggingface/transformers/pull/46994) — open
1154
- - [PR #46993: Fix prompt lookup decoding generating past max_length](https://github.com/huggingface/transformers/pull/46993) — open
1155
- - [PR #46937: Reject assisted generation for LFM2 and LFM2-MoE (set _is_stateful)](https://github.com/huggingface/transformers/pull/46937) — closed, merged
1156
-
1157
  ### `molbap`
1158
 
1159
  - profile: [github.com/molbap](https://github.com/molbap)
@@ -1345,12 +1344,12 @@ Example artifacts:
1345
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adacorvo)
1346
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adacorvo)
1347
  - repo first seen: `2026-03-13T14:45:22Z`
1348
- - repo last seen: `2026-07-02T17:59:03Z`
1349
  - first seen in snapshot: **no**
1350
  - repo association: **MEMBER**
1351
  - repo primary artifacts: **17**
1352
  - snapshot authored PRs/issues: **7 PRs / 10 issues**
1353
- - snapshot discussion activity: **19 comments / 20 reviews / 20 review comments**
1354
  - account age: **5087 days**
1355
  - recent public PR activity: **7 PRs** (1 merged / 3 closed-unmerged / 3 open; merged rate **14%**, closed-unmerged rate **43%**, open rate **43%**)
1356
  - public orgs: none visible
@@ -1358,7 +1357,7 @@ Example artifacts:
1358
  - heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**
1359
 
1360
  Example artifacts:
1361
- - [PR #47029: Skip caching_allocator_warmup on Neuron (no reuse pool to warm; currently OOMs)](https://github.com/huggingface/transformers/pull/47029) — open
1362
  - [PR #46590: feat(generation): allow user to keep input tensors on cpu](https://github.com/huggingface/transformers/pull/46590) — closed, merged
1363
  - [PR #46446: Fix several bugs in `cache_implementation=static`](https://github.com/huggingface/transformers/pull/46446) — closed, merged
1364
  - [Issue #46441: Qwen3.5 crash with `cache_implementation="static"` — `KeyError: 'linear_attention'`](https://github.com/huggingface/transformers/issues/46441) — open
@@ -1604,29 +1603,6 @@ Example artifacts:
1604
  - [Issue #46897: Florence2 training-loss double-shift bug (same pattern as Moonshine #46784)](https://github.com/huggingface/transformers/issues/46897) — closed
1605
  - [Issue #46894: CohereASR training-loss double-shift bug (same pattern as Moonshine #46784)](https://github.com/huggingface/transformers/issues/46894) — open
1606
 
1607
- ### `CharlieKerfoot`
1608
-
1609
- - profile: [github.com/CharlieKerfoot](https://github.com/CharlieKerfoot)
1610
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ACharlieKerfoot)
1611
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ACharlieKerfoot)
1612
- - repo first seen: `2026-05-03T18:22:43Z`
1613
- - repo last seen: `2026-05-05T17:24:06Z`
1614
- - first seen in snapshot: **no**
1615
- - repo association: **CONTRIBUTOR**
1616
- - repo primary artifacts: **5**
1617
- - snapshot authored PRs/issues: **5 PRs / 0 issues**
1618
- - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
1619
- - account age: **1583 days**
1620
- - recent public PR activity: **37 PRs** (12 merged / 13 closed-unmerged / 12 open; merged rate **32%**, closed-unmerged rate **35%**, open rate **32%**)
1621
- - public orgs: none visible
1622
- - compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
1623
- - heuristic read: **high recent PR volume; targets high-star repos**
1624
-
1625
- Example artifacts:
1626
- - [PR #45792: fix: forward use_cache kwarg to attention mixer in nemotron_h](https://github.com/huggingface/transformers/pull/45792) — closed, merged
1627
- - [PR #45791: fix: validate special token ids against attribute values](https://github.com/huggingface/transformers/pull/45791) — closed, merged
1628
- - [PR #45757: fix: align attention_mask padding with appended eos token in clvp](https://github.com/huggingface/transformers/pull/45757) — closed
1629
-
1630
  ### `filipinescu`
1631
 
1632
  - profile: [github.com/filipinescu](https://github.com/filipinescu)
@@ -2369,6 +2345,29 @@ Example artifacts:
2369
  - [PR #46872: Fix RT-DETR extra feature-level projection indexing (#46832)](https://github.com/huggingface/transformers/pull/46872) — closed
2370
  - [PR #45073: Refactor OwlViT to modular Transformers](https://github.com/huggingface/transformers/pull/45073) — open
2371
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2372
  ### `kmswin1`
2373
 
2374
  - profile: [github.com/kmswin1](https://github.com/kmswin1)
@@ -5237,7 +5236,7 @@ Example artifacts:
5237
  - repo first seen: `2026-06-29T14:31:31Z`
5238
  - repo last seen: `2026-07-02T17:18:49Z`
5239
  - first seen in snapshot: **no**
5240
- - repo association: **FIRST_TIME_CONTRIBUTOR**
5241
  - repo primary artifacts: **1**
5242
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
5243
  - snapshot discussion activity: **3 comments / 9 reviews / 9 review comments**
@@ -5248,28 +5247,7 @@ Example artifacts:
5248
  - heuristic read: **high open PR share**
5249
 
5250
  Example artifacts:
5251
- - [PR #46960: Fix silent SDPA math-kernel fallback for GQA when key/value head_dim > 256 or differ](https://github.com/huggingface/transformers/pull/46960) — open
5252
-
5253
- ### `butterwecksolutions`
5254
-
5255
- - profile: [github.com/butterwecksolutions](https://github.com/butterwecksolutions)
5256
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Abutterwecksolutions)
5257
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Abutterwecksolutions)
5258
- - repo first seen: `2026-05-03T23:41:12Z`
5259
- - repo last seen: `2026-05-07T05:07:07Z`
5260
- - first seen in snapshot: **no**
5261
- - repo association: **NONE**
5262
- - repo primary artifacts: **1**
5263
- - snapshot authored PRs/issues: **1 PRs / 0 issues**
5264
- - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
5265
- - account age: **4479 days**
5266
- - recent public PR activity: **8 PRs** (1 merged / 4 closed-unmerged / 3 open; merged rate **12%**, closed-unmerged rate **50%**, open rate **38%**)
5267
- - public orgs: none visible
5268
- - compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
5269
- - heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
5270
-
5271
- Example artifacts:
5272
- - [PR #45769: feat: add bf16_loss training argument for VRAM-efficient QLoRA by keeping loss in BF16 during training to save ~1.4 GB VRAM](https://github.com/huggingface/transformers/pull/45769) — closed
5273
 
5274
  ### `C1-BA-B1-F3`
5275
 
@@ -6370,7 +6348,7 @@ Example artifacts:
6370
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Alcheng321)
6371
  - repo first seen: `2026-06-20T07:49:11Z`
6372
  - repo last seen: `2026-07-02T14:15:32Z`
6373
- - first seen in snapshot: **yes**
6374
  - repo association: **FIRST_TIME_CONTRIBUTOR**
6375
  - repo primary artifacts: **1**
6376
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -6391,7 +6369,7 @@ Example artifacts:
6391
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ALemniscate-world)
6392
  - repo first seen: `2026-06-09T11:39:04Z`
6393
  - repo last seen: `2026-07-02T13:28:50Z`
6394
- - first seen in snapshot: **yes**
6395
  - repo association: **FIRST_TIME_CONTRIBUTOR**
6396
  - repo primary artifacts: **1**
6397
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -6642,12 +6620,12 @@ Example artifacts:
6642
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AMi-Jiazhi)
6643
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AMi-Jiazhi)
6644
  - repo first seen: `2026-06-04T14:08:08Z`
6645
- - repo last seen: `2026-07-02T13:08:57Z`
6646
  - first seen in snapshot: **no**
6647
  - repo association: **FIRST_TIME_CONTRIBUTOR**
6648
  - repo primary artifacts: **1**
6649
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
6650
- - snapshot discussion activity: **1 comments / 11 reviews / 11 review comments**
6651
  - account age: **2414 days**
6652
  - recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
6653
  - public orgs: none visible
@@ -6959,7 +6937,7 @@ Example artifacts:
6959
  - repo first seen: `2026-07-01T03:58:40Z`
6960
  - repo last seen: `2026-07-01T03:58:40Z`
6961
  - first seen in snapshot: **no**
6962
- - repo association: **FIRST_TIME_CONTRIBUTOR**
6963
  - repo primary artifacts: **1**
6964
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
6965
  - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
@@ -6970,7 +6948,7 @@ Example artifacts:
6970
  - heuristic read: **high recent PR volume; no visible non-self stars**
6971
 
6972
  Example artifacts:
6973
- - [PR #46989: Add QNN (Qualcomm HTP) backend to the ExecuTorch exporter](https://github.com/huggingface/transformers/pull/46989) — open, draft
6974
 
6975
  ### `puneetdixit200`
6976
 
@@ -7189,7 +7167,7 @@ Example artifacts:
7189
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Arodriguescarson)
7190
  - repo first seen: `2026-07-02T17:18:05Z`
7191
  - repo last seen: `2026-07-02T18:00:02Z`
7192
- - first seen in snapshot: **yes**
7193
  - repo association: **NONE**
7194
  - repo primary artifacts: **1**
7195
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
 
1
  # New Contributor Report: huggingface/transformers
2
 
3
+ - Snapshot: `20260703T000025Z`
4
+ - Generated: `2026-07-03T00:01:20Z`
5
  - Activity window: `60d`
6
+ - Contributors: `347`
7
 
8
  ## Summary
9
 
 
33
  | `IlyasMoutawwakil` | [profile](https://github.com/IlyasMoutawwakil) | no | MEMBER | 2354d | `2025-07-04T08:41:29Z` | 26 | 4 | strong | low | low | — |
34
  | `hmellor` | [profile](https://github.com/hmellor) | no | MEMBER | 3592d | `2025-08-14T10:03:14Z` | 22 | 2 | strong | low | low | high recent PR volume; targets high-star repos |
35
  | `Abdennacer-Badaoui` | [profile](https://github.com/Abdennacer-Badaoui) | no | MEMBER | 1414d | `2026-01-08T18:13:10Z` | 21 | 0 | strong | moderate | low | — |
36
+ | `michaelbenayoun` | [profile](https://github.com/michaelbenayoun) | no | MEMBER | 3365d | `2024-10-24T15:39:49Z` | 21 | 0 | strong | moderate | low | targets high-star repos |
37
  | `kashif` | [profile](https://github.com/kashif) | no | MEMBER | 6569d | `2025-09-08T13:05:54Z` | 20 | 0 | mixed | high | low | high recent PR volume; broad repo spread; targets high-star repos |
38
  | `YangKai0616` | [profile](https://github.com/YangKai0616) | no | CONTRIBUTOR | 1497d | `2025-12-24T11:54:53Z` | 20 | 0 | mixed | moderate | low | — |
 
39
  | `LinZiyuu` | [profile](https://github.com/LinZiyuu) | no | CONTRIBUTOR | 1483d | `2026-05-13T14:52:41Z` | 16 | 1 | weak | moderate | low | high open PR share |
40
  | `sergereview[bot]` | [profile](https://github.com/sergereview[bot]) | no | NONE | ?d | `2026-05-13T06:40:41Z` | 15 | 0 | n/a | n/a | n/a | summary unavailable |
41
+ | `Sunt-ing` | [profile](https://github.com/Sunt-ing) | no | CONTRIBUTOR | 2841d | `2026-06-18T09:58:22Z` | 15 | 0 | weak | moderate | medium | high recent PR volume; high open PR share; targets high-star repos |
42
  | `AI-Safeter` | [profile](https://github.com/AI-Safeter) | no | NONE | 0d | `2026-05-19T04:38:35Z` | 14 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
43
  | `ebezzam` | [profile](https://github.com/ebezzam) | no | MEMBER | 4714d | `2025-07-25T12:59:52Z` | 13 | 0 | mixed | low | low | high open PR share |
44
  | `Rohan5commit` | [profile](https://github.com/Rohan5commit) | no | FIRST_TIME_CONTRIBUTOR | 636d | `2026-06-12T06:11:19Z` | 13 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; no visible non-self stars |
 
45
  | `molbap` | [profile](https://github.com/molbap) | no | MEMBER | 2914d | `2024-06-13T14:13:17Z` | 12 | 1 | weak | low | low | high open PR share; targets high-star repos |
46
  | `he-yufeng` | [profile](https://github.com/he-yufeng) | no | CONTRIBUTOR | 2909d | `2026-03-14T18:33:53Z` | 11 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
47
  | `KartavyaDikshit` | [profile](https://github.com/KartavyaDikshit) | no | FIRST_TIME_CONTRIBUTOR | 1742d | `2026-06-22T01:23:43Z` | 11 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread |
 
61
  | `XciD` | [profile](https://github.com/XciD) | no | MEMBER | 4481d | `2026-05-14T05:53:53Z` | 6 | 0 | mixed | high | low | extremely high recent PR volume; broad repo spread |
62
  | `jamesbraza` | [profile](https://github.com/jamesbraza) | no | CONTRIBUTOR | 4221d | `2026-04-23T00:37:54Z` | 5 | 5 | strong | moderate | low | high recent PR volume |
63
  | `sharmax-vikas` | [profile](https://github.com/sharmax-vikas) | no | CONTRIBUTOR | 702d | `2026-06-18T18:50:23Z` | 5 | 5 | weak | low | low | high open PR share; targets high-star repos |
 
64
  | `filipinescu` | [profile](https://github.com/filipinescu) | no | CONTRIBUTOR | 953d | `2026-05-22T20:20:49Z` | 5 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
65
  | `kamran-nizamani` | [profile](https://github.com/kamran-nizamani) | no | CONTRIBUTOR | 622d | `2026-06-11T21:16:42Z` | 5 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
66
  | `McPatate` | [profile](https://github.com/McPatate) | no | MEMBER | 4207d | `2025-09-05T15:52:11Z` | 5 | 0 | strong | moderate | low | high recent PR volume |
 
93
  | `jashshah999` | [profile](https://github.com/jashshah999) | no | CONTRIBUTOR | 2570d | `2026-02-25T22:23:20Z` | 8 | 0 | mixed | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
94
  | `JJJYmmm` | [profile](https://github.com/JJJYmmm) | no | CONTRIBUTOR | 1648d | `2026-01-27T10:34:17Z` | 8 | 0 | mixed | moderate | low | targets high-star repos |
95
  | `Aravind-11` | [profile](https://github.com/Aravind-11) | no | CONTRIBUTOR | 2872d | `2025-11-10T23:38:23Z` | 5 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
96
+ | `CharlieKerfoot` | [profile](https://github.com/CharlieKerfoot) | no | CONTRIBUTOR | 1583d | `2026-05-03T18:22:43Z` | 5 | 0 | weak | moderate | low | high recent PR volume; targets high-star repos |
97
  | `kmswin1` | [profile](https://github.com/kmswin1) | no | FIRST_TIME_CONTRIBUTOR | 3449d | `2026-03-09T09:03:10Z` | 5 | 0 | mixed | low | low | — |
98
  | `merveenoyan` | [profile](https://github.com/merveenoyan) | no | MEMBER | 2500d | `2025-10-30T12:45:06Z` | 4 | 1 | mixed | moderate | low | — |
99
  | `curnane-lab` | [profile](https://github.com/curnane-lab) | no | FIRST_TIME_CONTRIBUTOR | 248d | `2026-04-24T15:14:11Z` | 4 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
 
223
  | `blut-agent` | [profile](https://github.com/blut-agent) | no | NONE | 23d | `2026-05-16T06:31:21Z` | 1 | 0 | weak | very high | high | very new account; high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
224
  | `bojanstef` | [profile](https://github.com/bojanstef) | no | NONE | 4629d | `2026-06-16T20:50:26Z` | 1 | 0 | strong | moderate | low | — |
225
  | `botbikamordehai2-sketch` | [profile](https://github.com/botbikamordehai2-sketch) | no | NONE | 51d | `2026-06-15T15:18:04Z` | 1 | 0 | weak | very high | high | very new account; extremely high recent PR volume; very broad repo spread; high open PR share |
226
+ | `Butterfingrz` | [profile](https://github.com/Butterfingrz) | no | CONTRIBUTOR | 1134d | `2026-06-29T14:31:31Z` | 1 | 0 | mixed | moderate | low | high open PR share |
 
227
  | `C1-BA-B1-F3` | [profile](https://github.com/C1-BA-B1-F3) | no | NONE | 3300d | `2026-06-25T12:57:12Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
228
  | `calliec-1223` | [profile](https://github.com/calliec-1223) | no | CONTRIBUTOR | 68d | `2026-06-02T02:20:39Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
229
  | `Caromisc` | [profile](https://github.com/Caromisc) | no | CONTRIBUTOR | 2207d | `2026-05-07T11:04:43Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
276
  | `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 |
277
  | `lalitha2410` | [profile](https://github.com/lalitha2410) | no | FIRST_TIMER | 1043d | `2026-05-17T13:42:37Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
278
  | `lanxuejin` | [profile](https://github.com/lanxuejin) | no | FIRST_TIME_CONTRIBUTOR | 2869d | `2026-06-04T12:32:43Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
279
+ | `lcheng321` | [profile](https://github.com/lcheng321) | no | FIRST_TIME_CONTRIBUTOR | 2614d | `2026-06-20T07:49:11Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
280
+ | `Lemniscate-world` | [profile](https://github.com/Lemniscate-world) | no | FIRST_TIME_CONTRIBUTOR | 1024d | `2026-06-09T11:39:04Z` | 1 | 0 | mixed | moderate | low | — |
281
  | `lewtun` | [profile](https://github.com/lewtun) | no | MEMBER | 3372d | `2024-10-18T08:50:17Z` | 1 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
282
  | `lianakoleva` | [profile](https://github.com/lianakoleva) | no | NONE | 2780d | `2026-05-13T17:04:37Z` | 1 | 0 | weak | moderate | low | high open PR share; no visible non-self stars |
283
  | `LiangSu8899` | [profile](https://github.com/LiangSu8899) | no | FIRST_TIME_CONTRIBUTOR | 3682d | `2026-07-01T10:41:28Z` | 1 | 0 | mixed | low | low | high recent PR volume |
 
304
  | `professoralbay` | [profile](https://github.com/professoralbay) | no | FIRST_TIMER | 780d | `2026-06-03T20:51:18Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
305
  | `Protocol-zero-0` | [profile](https://github.com/Protocol-zero-0) | no | NONE | 110d | `2026-05-16T15:42:56Z` | 1 | 0 | weak | very high | high | young account; high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
306
  | `Pruthvi226` | [profile](https://github.com/Pruthvi226) | no | NONE | 657d | `2026-06-26T13:43:59Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
307
+ | `psiddh` | [profile](https://github.com/psiddh) | no | NONE | 5020d | `2026-07-01T03:58:40Z` | 1 | 0 | strong | moderate | low | high recent PR volume; no visible non-self stars |
308
  | `puneetdixit200` | [profile](https://github.com/puneetdixit200) | no | NONE | 223d | `2026-05-16T09:13:29Z` | 1 | 0 | weak | moderate | low | young account; high open PR share; targets high-star repos |
309
  | `puwaer` | [profile](https://github.com/puwaer) | no | NONE | 1811d | `2026-06-16T05:24:18Z` | 1 | 0 | strong | moderate | low | — |
310
  | `pvelayudhan` | [profile](https://github.com/pvelayudhan) | no | CONTRIBUTOR | 2051d | `2026-05-27T14:26:06Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 
315
  | `RaunaqDavidNath` | [profile](https://github.com/RaunaqDavidNath) | no | CONTRIBUTOR | 1039d | `2026-06-30T07:35:47Z` | 1 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
316
  | `rishiarora123` | [profile](https://github.com/rishiarora123) | no | NONE | 1872d | `2026-05-22T18:19:48Z` | 1 | 0 | weak | moderate | low | high recent PR volume; many recent closed-unmerged PRs; no visible non-self stars |
317
  | `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 |
318
+ | `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 |
319
  | `rraghavkaushik` | [profile](https://github.com/rraghavkaushik) | no | CONTRIBUTOR | 1057d | `2026-05-06T10:53:47Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
320
  | `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 |
321
  | `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 |
 
944
  - [PR #46810: update kernels-community/aiter-rope version](https://github.com/huggingface/transformers/pull/46810) — closed, merged
945
  - [PR #46268: Add some AITER kernel routing for ROCm](https://github.com/huggingface/transformers/pull/46268) — closed, merged
946
 
947
+ ### `michaelbenayoun`
948
+
949
+ - profile: [github.com/michaelbenayoun](https://github.com/michaelbenayoun)
950
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amichaelbenayoun)
951
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amichaelbenayoun)
952
+ - repo first seen: `2024-10-24T15:39:49Z`
953
+ - repo last seen: `2026-07-02T23:07:48Z`
954
+ - first seen in snapshot: **no**
955
+ - repo association: **MEMBER**
956
+ - repo primary artifacts: **21**
957
+ - snapshot authored PRs/issues: **21 PRs / 0 issues**
958
+ - snapshot discussion activity: **9 comments / 14 reviews / 18 review comments**
959
+ - account age: **3365 days**
960
+ - recent public PR activity: **21 PRs** (18 merged / 0 closed-unmerged / 3 open; merged rate **86%**, closed-unmerged rate **0%**, open rate **14%**)
961
+ - public orgs: `huggingface`
962
+ - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
963
+ - heuristic read: **targets high-star repos**
964
+
965
+ Example artifacts:
966
+ - [PR #47035: Torch compile backend defaults to "neuron"](https://github.com/huggingface/transformers/pull/47035) — open
967
+ - [PR #47034: Neuron sft exp](https://github.com/huggingface/transformers/pull/47034) — open, draft
968
+ - [PR #46889: Kernel api doc, part 2](https://github.com/huggingface/transformers/pull/46889) — open
969
+
970
  ### `kashif`
971
 
972
  - profile: [github.com/kashif](https://github.com/kashif)
 
1013
  - [PR #46320: [RecurrentGemma] Support attn_implementation dispatch](https://github.com/huggingface/transformers/pull/46320) — closed, merged
1014
  - [PR #46317: [Zamba] Support attn_implementation dispatch](https://github.com/huggingface/transformers/pull/46317) — closed, merged
1015
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1016
  ### `LinZiyuu`
1017
 
1018
  - profile: [github.com/LinZiyuu](https://github.com/LinZiyuu)
 
1061
  - [PR #47001: [serge] Fix 8 integration tests for model `mamba2` failing with `OOM` (other (8))](https://github.com/huggingface/transformers/pull/47001) — closed
1062
  - [PR #46999: [serge] Fix 1 integration tests regressed by commit 1f3294c82c1d (PR #46850)](https://github.com/huggingface/transformers/pull/46999) — closed
1063
 
1064
+ ### `Sunt-ing`
1065
+
1066
+ - profile: [github.com/Sunt-ing](https://github.com/Sunt-ing)
1067
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASunt-ing)
1068
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASunt-ing)
1069
+ - repo first seen: `2026-06-18T09:58:22Z`
1070
+ - repo last seen: `2026-07-02T22:24:38Z`
1071
+ - first seen in snapshot: **no**
1072
+ - repo association: **CONTRIBUTOR**
1073
+ - repo primary artifacts: **15**
1074
+ - snapshot authored PRs/issues: **15 PRs / 0 issues**
1075
+ - snapshot discussion activity: **11 comments / 3 reviews / 3 review comments**
1076
+ - account age: **2841 days**
1077
+ - recent public PR activity: **52 PRs** (17 merged / 6 closed-unmerged / 29 open; merged rate **33%**, closed-unmerged rate **12%**, open rate **56%**)
1078
+ - public orgs: none visible
1079
+ - compact scores: follow-through **weak**, breadth **moderate**, automation risk **medium**
1080
+ - heuristic read: **high recent PR volume; high open PR share; targets high-star repos**
1081
+
1082
+ Example artifacts:
1083
+ - [PR #47033: Fix serve tool parsing for legacy response schemas](https://github.com/huggingface/transformers/pull/47033) — open
1084
+ - [PR #47032: Fix image-text-to-text stop_sequence handling](https://github.com/huggingface/transformers/pull/47032) — open
1085
+ - [PR #46994: Raise a clear error for empty token lists in bad_words_ids / sequence_bias](https://github.com/huggingface/transformers/pull/46994) — open
1086
+
1087
  ### `AI-Safeter`
1088
 
1089
  - profile: [github.com/AI-Safeter](https://github.com/AI-Safeter)
 
1153
  - [PR #46648: Fix typo in modeling_mobilebert.py: 'embedings' → 'embeddings'](https://github.com/huggingface/transformers/pull/46648) — closed
1154
  - [PR #46647: Fix typo in modeling_rope_utils.py: 'funcitonality' → 'functionality'](https://github.com/huggingface/transformers/pull/46647) — closed
1155
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1156
  ### `molbap`
1157
 
1158
  - profile: [github.com/molbap](https://github.com/molbap)
 
1344
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adacorvo)
1345
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adacorvo)
1346
  - repo first seen: `2026-03-13T14:45:22Z`
1347
+ - repo last seen: `2026-07-02T18:39:10Z`
1348
  - first seen in snapshot: **no**
1349
  - repo association: **MEMBER**
1350
  - repo primary artifacts: **17**
1351
  - snapshot authored PRs/issues: **7 PRs / 10 issues**
1352
+ - snapshot discussion activity: **20 comments / 20 reviews / 20 review comments**
1353
  - account age: **5087 days**
1354
  - recent public PR activity: **7 PRs** (1 merged / 3 closed-unmerged / 3 open; merged rate **14%**, closed-unmerged rate **43%**, open rate **43%**)
1355
  - public orgs: none visible
 
1357
  - heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**
1358
 
1359
  Example artifacts:
1360
+ - [PR #47029: Skip caching_allocator_warmup on Neuron (no reuse pool to warm; currently OOMs)](https://github.com/huggingface/transformers/pull/47029) — open, draft
1361
  - [PR #46590: feat(generation): allow user to keep input tensors on cpu](https://github.com/huggingface/transformers/pull/46590) — closed, merged
1362
  - [PR #46446: Fix several bugs in `cache_implementation=static`](https://github.com/huggingface/transformers/pull/46446) — closed, merged
1363
  - [Issue #46441: Qwen3.5 crash with `cache_implementation="static"` — `KeyError: 'linear_attention'`](https://github.com/huggingface/transformers/issues/46441) — open
 
1603
  - [Issue #46897: Florence2 training-loss double-shift bug (same pattern as Moonshine #46784)](https://github.com/huggingface/transformers/issues/46897) — closed
1604
  - [Issue #46894: CohereASR training-loss double-shift bug (same pattern as Moonshine #46784)](https://github.com/huggingface/transformers/issues/46894) — open
1605
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1606
  ### `filipinescu`
1607
 
1608
  - profile: [github.com/filipinescu](https://github.com/filipinescu)
 
2345
  - [PR #46872: Fix RT-DETR extra feature-level projection indexing (#46832)](https://github.com/huggingface/transformers/pull/46872) — closed
2346
  - [PR #45073: Refactor OwlViT to modular Transformers](https://github.com/huggingface/transformers/pull/45073) — open
2347
 
2348
+ ### `CharlieKerfoot`
2349
+
2350
+ - profile: [github.com/CharlieKerfoot](https://github.com/CharlieKerfoot)
2351
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ACharlieKerfoot)
2352
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ACharlieKerfoot)
2353
+ - repo first seen: `2026-05-03T18:22:43Z`
2354
+ - repo last seen: `2026-05-05T17:24:06Z`
2355
+ - first seen in snapshot: **no**
2356
+ - repo association: **CONTRIBUTOR**
2357
+ - repo primary artifacts: **5**
2358
+ - snapshot authored PRs/issues: **5 PRs / 0 issues**
2359
+ - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
2360
+ - account age: **1583 days**
2361
+ - recent public PR activity: **37 PRs** (12 merged / 13 closed-unmerged / 12 open; merged rate **32%**, closed-unmerged rate **35%**, open rate **32%**)
2362
+ - public orgs: none visible
2363
+ - compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
2364
+ - heuristic read: **high recent PR volume; targets high-star repos**
2365
+
2366
+ Example artifacts:
2367
+ - [PR #45792: fix: forward use_cache kwarg to attention mixer in nemotron_h](https://github.com/huggingface/transformers/pull/45792) — closed, merged
2368
+ - [PR #45791: fix: validate special token ids against attribute values](https://github.com/huggingface/transformers/pull/45791) — closed, merged
2369
+ - [PR #45757: fix: align attention_mask padding with appended eos token in clvp](https://github.com/huggingface/transformers/pull/45757) — closed
2370
+
2371
  ### `kmswin1`
2372
 
2373
  - profile: [github.com/kmswin1](https://github.com/kmswin1)
 
5236
  - repo first seen: `2026-06-29T14:31:31Z`
5237
  - repo last seen: `2026-07-02T17:18:49Z`
5238
  - first seen in snapshot: **no**
5239
+ - repo association: **CONTRIBUTOR**
5240
  - repo primary artifacts: **1**
5241
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
5242
  - snapshot discussion activity: **3 comments / 9 reviews / 9 review comments**
 
5247
  - heuristic read: **high open PR share**
5248
 
5249
  Example artifacts:
5250
+ - [PR #46960: Fix silent SDPA math-kernel fallback for GQA when key/value head_dim > 256 or differ](https://github.com/huggingface/transformers/pull/46960) — closed, merged
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
5251
 
5252
  ### `C1-BA-B1-F3`
5253
 
 
6348
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Alcheng321)
6349
  - repo first seen: `2026-06-20T07:49:11Z`
6350
  - repo last seen: `2026-07-02T14:15:32Z`
6351
+ - first seen in snapshot: **no**
6352
  - repo association: **FIRST_TIME_CONTRIBUTOR**
6353
  - repo primary artifacts: **1**
6354
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
 
6369
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ALemniscate-world)
6370
  - repo first seen: `2026-06-09T11:39:04Z`
6371
  - repo last seen: `2026-07-02T13:28:50Z`
6372
+ - first seen in snapshot: **no**
6373
  - repo association: **FIRST_TIME_CONTRIBUTOR**
6374
  - repo primary artifacts: **1**
6375
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
 
6620
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AMi-Jiazhi)
6621
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AMi-Jiazhi)
6622
  - repo first seen: `2026-06-04T14:08:08Z`
6623
+ - repo last seen: `2026-07-02T18:19:09Z`
6624
  - first seen in snapshot: **no**
6625
  - repo association: **FIRST_TIME_CONTRIBUTOR**
6626
  - repo primary artifacts: **1**
6627
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
6628
+ - snapshot discussion activity: **2 comments / 11 reviews / 11 review comments**
6629
  - account age: **2414 days**
6630
  - recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
6631
  - public orgs: none visible
 
6937
  - repo first seen: `2026-07-01T03:58:40Z`
6938
  - repo last seen: `2026-07-01T03:58:40Z`
6939
  - first seen in snapshot: **no**
6940
+ - repo association: **NONE**
6941
  - repo primary artifacts: **1**
6942
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
6943
  - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
 
6948
  - heuristic read: **high recent PR volume; no visible non-self stars**
6949
 
6950
  Example artifacts:
6951
+ - [PR #46989: Add QNN (Qualcomm HTP) backend to the ExecuTorch exporter](https://github.com/huggingface/transformers/pull/46989) — closed, draft
6952
 
6953
  ### `puneetdixit200`
6954
 
 
7167
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Arodriguescarson)
7168
  - repo first seen: `2026-07-02T17:18:05Z`
7169
  - repo last seen: `2026-07-02T18:00:02Z`
7170
+ - first seen in snapshot: **no**
7171
  - repo association: **NONE**
7172
  - repo primary artifacts: **1**
7173
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
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- "similarity": 0.508,
1978
- "content_similarity": 0.344,
1979
- "size_similarity": 0.778,
1980
- "breadth_similarity": 1.0,
1981
- "concentration_similarity": 1.0,
1982
- "shared_filenames": [
1983
- "src/transformers/modeling_utils.py"
1984
- ],
1985
- "shared_directories": [
1986
- "src/transformers",
1987
- "src"
1988
- ]
1989
- },
1990
- {
1991
- "left_pr_number": 45655,
1992
- "right_pr_number": 47029,
1993
- "similarity": 0.501,
1994
- "content_similarity": 0.287,
1995
- "size_similarity": 1.0,
1996
- "breadth_similarity": 1.0,
1997
- "concentration_similarity": 1.0,
1998
- "shared_filenames": [
1999
- "src/transformers/modeling_utils.py"
2000
- ],
2001
- "shared_directories": [
2002
- "src/transformers",
2003
- "src"
2004
- ]
2005
- },
2006
- {
2007
- "left_pr_number": 45548,
2008
- "right_pr_number": 47018,
2009
- "similarity": 0.478,
2010
- "content_similarity": 0.31,
2011
- "size_similarity": 0.904,
2012
- "breadth_similarity": 0.75,
2013
- "concentration_similarity": 1.0,
2014
- "shared_filenames": [
2015
- "src/transformers/modeling_utils.py"
2016
- ],
2017
- "shared_directories": [
2018
- "src/transformers",
2019
- "src"
2020
- ]
2021
- },
2022
- {
2023
- "left_pr_number": 45649,
2024
- "right_pr_number": 47018,
2025
- "similarity": 0.431,
2026
- "content_similarity": 0.373,
2027
- "size_similarity": 0.135,
2028
- "breadth_similarity": 1.0,
2029
- "concentration_similarity": 1.0,
2030
- "shared_filenames": [
2031
- "src/transformers/modeling_utils.py"
2032
- ],
2033
- "shared_directories": [
2034
- "src/transformers",
2035
- "src"
2036
- ]
2037
- },
2038
- {
2039
- "left_pr_number": 45655,
2040
- "right_pr_number": 47018,
2041
- "similarity": 0.394,
2042
- "content_similarity": 0.311,
2043
- "size_similarity": 0.173,
2044
- "breadth_similarity": 1.0,
2045
- "concentration_similarity": 1.0,
2046
- "shared_filenames": [
2047
- "src/transformers/modeling_utils.py"
2048
- ],
2049
- "shared_directories": [
2050
- "src/transformers",
2051
- "src"
2052
- ]
2053
- },
2054
- {
2055
- "left_pr_number": 47018,
2056
- "right_pr_number": 47029,
2057
- "similarity": 0.394,
2058
- "content_similarity": 0.311,
2059
- "size_similarity": 0.173,
2060
- "breadth_similarity": 1.0,
2061
- "concentration_similarity": 1.0,
2062
- "shared_filenames": [
2063
- "src/transformers/modeling_utils.py"
2064
- ],
2065
- "shared_directories": [
2066
- "src/transformers",
2067
- "src"
2068
- ]
2069
- },
2070
- {
2071
- "left_pr_number": 45548,
2072
- "right_pr_number": 45655,
2073
- "similarity": 0.354,
2074
- "content_similarity": 0.287,
2075
- "size_similarity": 0.191,
2076
- "breadth_similarity": 0.75,
2077
- "concentration_similarity": 1.0,
2078
- "shared_filenames": [
2079
- "src/transformers/modeling_utils.py"
2080
- ],
2081
- "shared_directories": [
2082
- "src/transformers",
2083
- "src"
2084
- ]
2085
- },
2086
- {
2087
- "left_pr_number": 45548,
2088
- "right_pr_number": 47029,
2089
- "similarity": 0.354,
2090
- "content_similarity": 0.286,
2091
- "size_similarity": 0.191,
2092
- "breadth_similarity": 0.75,
2093
- "concentration_similarity": 1.0,
2094
- "shared_filenames": [
2095
- "src/transformers/modeling_utils.py"
2096
- ],
2097
- "shared_directories": [
2098
- "src/transformers",
2099
- "src"
2100
- ]
2101
- }
2102
- ]
2103
- },
2104
  {
2105
  "cluster_id": "pr-scope-45294-5",
2106
  "pr_numbers": [
@@ -2135,7 +1953,7 @@
2135
  "left_pr_number": 45294,
2136
  "right_pr_number": 45438,
2137
  "similarity": 0.754,
2138
- "content_similarity": 0.773,
2139
  "size_similarity": 0.42,
2140
  "breadth_similarity": 1.0,
2141
  "concentration_similarity": 0.989,
@@ -2163,7 +1981,7 @@
2163
  "left_pr_number": 45294,
2164
  "right_pr_number": 45883,
2165
  "similarity": 0.549,
2166
- "content_similarity": 0.473,
2167
  "size_similarity": 0.933,
2168
  "breadth_similarity": 0.325,
2169
  "concentration_similarity": 0.908,
@@ -2181,7 +1999,7 @@
2181
  {
2182
  "left_pr_number": 45438,
2183
  "right_pr_number": 45883,
2184
- "similarity": 0.544,
2185
  "content_similarity": 0.58,
2186
  "size_similarity": 0.392,
2187
  "breadth_similarity": 0.325,
@@ -2241,7 +2059,7 @@
2241
  "left_pr_number": 45438,
2242
  "right_pr_number": 46933,
2243
  "similarity": 0.383,
2244
- "content_similarity": 0.43,
2245
  "size_similarity": 0.028,
2246
  "breadth_similarity": 0.325,
2247
  "concentration_similarity": 0.92,
@@ -2279,7 +2097,7 @@
2279
  "left_pr_number": 45294,
2280
  "right_pr_number": 46642,
2281
  "similarity": 0.338,
2282
- "content_similarity": 0.284,
2283
  "size_similarity": 0.318,
2284
  "breadth_similarity": 0.65,
2285
  "concentration_similarity": 0.54,
@@ -2779,7 +2597,7 @@
2779
  46995
2780
  ],
2781
  "representative_pr_number": 44615,
2782
- "average_similarity": 0.468,
2783
  "summary": "4 open PRs share weighted file overlap around `src/transformers/utils/import_utils.py`; representative PR #44615.",
2784
  "shared_filenames": [
2785
  "src/transformers/utils/import_utils.py"
@@ -2793,8 +2611,8 @@
2793
  {
2794
  "left_pr_number": 44615,
2795
  "right_pr_number": 46152,
2796
- "similarity": 0.619,
2797
- "content_similarity": 0.545,
2798
  "size_similarity": 0.583,
2799
  "breadth_similarity": 1.0,
2800
  "concentration_similarity": 1.0,
@@ -2810,8 +2628,8 @@
2810
  {
2811
  "left_pr_number": 44615,
2812
  "right_pr_number": 46995,
2813
- "similarity": 0.484,
2814
- "content_similarity": 0.428,
2815
  "size_similarity": 0.229,
2816
  "breadth_similarity": 1.0,
2817
  "concentration_similarity": 1.0,
@@ -2827,8 +2645,8 @@
2827
  {
2828
  "left_pr_number": 46152,
2829
  "right_pr_number": 46995,
2830
- "similarity": 0.48,
2831
- "content_similarity": 0.442,
2832
  "size_similarity": 0.133,
2833
  "breadth_similarity": 1.0,
2834
  "concentration_similarity": 1.0,
@@ -2844,8 +2662,8 @@
2844
  {
2845
  "left_pr_number": 44385,
2846
  "right_pr_number": 46995,
2847
- "similarity": 0.428,
2848
- "content_similarity": 0.313,
2849
  "size_similarity": 0.615,
2850
  "breadth_similarity": 0.667,
2851
  "concentration_similarity": 1.0,
@@ -2861,8 +2679,8 @@
2861
  {
2862
  "left_pr_number": 44385,
2863
  "right_pr_number": 44615,
2864
- "similarity": 0.405,
2865
- "content_similarity": 0.333,
2866
  "size_similarity": 0.371,
2867
  "breadth_similarity": 0.667,
2868
  "concentration_similarity": 1.0,
@@ -2878,8 +2696,8 @@
2878
  {
2879
  "left_pr_number": 44385,
2880
  "right_pr_number": 46152,
2881
- "similarity": 0.39,
2882
- "content_similarity": 0.344,
2883
  "size_similarity": 0.217,
2884
  "breadth_similarity": 0.667,
2885
  "concentration_similarity": 1.0,
@@ -2894,6 +2712,123 @@
2894
  }
2895
  ]
2896
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2897
  {
2898
  "cluster_id": "pr-scope-43875-4",
2899
  "pr_numbers": [
@@ -2903,7 +2838,7 @@
2903
  46781
2904
  ],
2905
  "representative_pr_number": 44893,
2906
- "average_similarity": 0.428,
2907
  "summary": "4 open PRs share weighted file overlap around `src/transformers/cache_utils.py`, `tests/utils/test_cache_utils.py`; representative PR #44893.",
2908
  "shared_filenames": [
2909
  "src/transformers/cache_utils.py",
@@ -2935,11 +2870,11 @@
2935
  {
2936
  "left_pr_number": 43875,
2937
  "right_pr_number": 46781,
2938
- "similarity": 0.636,
2939
- "content_similarity": 0.535,
2940
- "size_similarity": 0.756,
2941
  "breadth_similarity": 1.0,
2942
- "concentration_similarity": 0.971,
2943
  "shared_filenames": [
2944
  "src/transformers/cache_utils.py",
2945
  "tests/utils/test_cache_utils.py"
@@ -2951,6 +2886,22 @@
2951
  "tests"
2952
  ]
2953
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2954
  {
2955
  "left_pr_number": 43875,
2956
  "right_pr_number": 44893,
@@ -2968,13 +2919,13 @@
2968
  ]
2969
  },
2970
  {
2971
- "left_pr_number": 44893,
2972
  "right_pr_number": 46781,
2973
- "similarity": 0.345,
2974
- "content_similarity": 0.283,
2975
- "size_similarity": 0.439,
2976
  "breadth_similarity": 0.5,
2977
- "concentration_similarity": 0.61,
2978
  "shared_filenames": [
2979
  "src/transformers/cache_utils.py"
2980
  ],
@@ -2998,22 +2949,6 @@
2998
  "src/transformers",
2999
  "src"
3000
  ]
3001
- },
3002
- {
3003
- "left_pr_number": 46173,
3004
- "right_pr_number": 46781,
3005
- "similarity": 0.242,
3006
- "content_similarity": 0.21,
3007
- "size_similarity": 0.098,
3008
- "breadth_similarity": 0.5,
3009
- "concentration_similarity": 0.61,
3010
- "shared_filenames": [
3011
- "src/transformers/cache_utils.py"
3012
- ],
3013
- "shared_directories": [
3014
- "src/transformers",
3015
- "src"
3016
- ]
3017
  }
3018
  ]
3019
  },
@@ -3026,7 +2961,7 @@
3026
  46735
3027
  ],
3028
  "representative_pr_number": 45979,
3029
- "average_similarity": 0.393,
3030
  "summary": "4 open PRs share weighted file overlap around `src/transformers/generation/utils.py`, `tests/generation/test_utils.py`, `src/transformers/generation/candidate_generator.py`; representative PR #45979.",
3031
  "shared_filenames": [
3032
  "src/transformers/generation/utils.py",
@@ -3044,8 +2979,8 @@
3044
  {
3045
  "left_pr_number": 45979,
3046
  "right_pr_number": 46735,
3047
- "similarity": 0.581,
3048
- "content_similarity": 0.632,
3049
  "size_similarity": 0.248,
3050
  "breadth_similarity": 0.533,
3051
  "concentration_similarity": 0.96,
@@ -3065,7 +3000,7 @@
3065
  "left_pr_number": 32189,
3066
  "right_pr_number": 42655,
3067
  "similarity": 0.452,
3068
- "content_similarity": 0.485,
3069
  "size_similarity": 0.231,
3070
  "breadth_similarity": 0.5,
3071
  "concentration_similarity": 0.568,
@@ -3082,8 +3017,8 @@
3082
  {
3083
  "left_pr_number": 42655,
3084
  "right_pr_number": 45979,
3085
- "similarity": 0.39,
3086
- "content_similarity": 0.316,
3087
  "size_similarity": 0.329,
3088
  "breadth_similarity": 0.792,
3089
  "concentration_similarity": 0.797,
@@ -3099,28 +3034,11 @@
3099
  "tests"
3100
  ]
3101
  },
3102
- {
3103
- "left_pr_number": 32189,
3104
- "right_pr_number": 45979,
3105
- "similarity": 0.321,
3106
- "content_similarity": 0.163,
3107
- "size_similarity": 0.702,
3108
- "breadth_similarity": 0.633,
3109
- "concentration_similarity": 0.771,
3110
- "shared_filenames": [
3111
- "src/transformers/generation/utils.py"
3112
- ],
3113
- "shared_directories": [
3114
- "src/transformers/generation",
3115
- "src/transformers",
3116
- "src"
3117
- ]
3118
- },
3119
  {
3120
  "left_pr_number": 42655,
3121
  "right_pr_number": 46735,
3122
- "similarity": 0.321,
3123
- "content_similarity": 0.321,
3124
  "size_similarity": 0.082,
3125
  "breadth_similarity": 0.417,
3126
  "concentration_similarity": 0.837,
@@ -3136,11 +3054,28 @@
3136
  "tests"
3137
  ]
3138
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3139
  {
3140
  "left_pr_number": 32189,
3141
  "right_pr_number": 46735,
3142
- "similarity": 0.294,
3143
- "content_similarity": 0.173,
3144
  "size_similarity": 0.353,
3145
  "breadth_similarity": 0.833,
3146
  "concentration_similarity": 0.731,
@@ -3164,7 +3099,7 @@
3164
  46007
3165
  ],
3166
  "representative_pr_number": 44550,
3167
- "average_similarity": 0.355,
3168
  "summary": "4 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
3169
  "shared_filenames": [],
3170
  "shared_directories": [
@@ -3177,8 +3112,8 @@
3177
  {
3178
  "left_pr_number": 33686,
3179
  "right_pr_number": 44550,
3180
- "similarity": 0.393,
3181
- "content_similarity": 0.133,
3182
  "size_similarity": 1.0,
3183
  "breadth_similarity": 1.0,
3184
  "concentration_similarity": 1.0,
@@ -3194,7 +3129,7 @@
3194
  "left_pr_number": 44407,
3195
  "right_pr_number": 44550,
3196
  "similarity": 0.363,
3197
- "content_similarity": 0.099,
3198
  "size_similarity": 0.957,
3199
  "breadth_similarity": 1.0,
3200
  "concentration_similarity": 1.0,
@@ -3208,8 +3143,8 @@
3208
  {
3209
  "left_pr_number": 33686,
3210
  "right_pr_number": 44407,
3211
- "similarity": 0.353,
3212
- "content_similarity": 0.085,
3213
  "size_similarity": 0.957,
3214
  "breadth_similarity": 1.0,
3215
  "concentration_similarity": 1.0,
@@ -3224,7 +3159,7 @@
3224
  "left_pr_number": 44407,
3225
  "right_pr_number": 46007,
3226
  "similarity": 0.344,
3227
- "content_similarity": 0.08,
3228
  "size_similarity": 0.92,
3229
  "breadth_similarity": 1.0,
3230
  "concentration_similarity": 1.0,
@@ -3238,8 +3173,8 @@
3238
  {
3239
  "left_pr_number": 44550,
3240
  "right_pr_number": 46007,
3241
- "similarity": 0.343,
3242
- "content_similarity": 0.087,
3243
  "size_similarity": 0.88,
3244
  "breadth_similarity": 1.0,
3245
  "concentration_similarity": 1.0,
@@ -3989,84 +3924,6 @@
3989
  }
3990
  ]
3991
  },
3992
- {
3993
- "cluster_id": "pr-scope-44940-3",
3994
- "pr_numbers": [
3995
- 44940,
3996
- 46890,
3997
- 46960
3998
- ],
3999
- "representative_pr_number": 46890,
4000
- "average_similarity": 0.505,
4001
- "summary": "3 open PRs share weighted file overlap around `tests/utils/test_modeling_utils.py`, `src/transformers/modeling_utils.py`; representative PR #46890.",
4002
- "shared_filenames": [
4003
- "tests/utils/test_modeling_utils.py",
4004
- "src/transformers/modeling_utils.py"
4005
- ],
4006
- "shared_directories": [
4007
- "tests/utils",
4008
- "src/transformers",
4009
- "tests",
4010
- "src"
4011
- ],
4012
- "pairwise": [
4013
- {
4014
- "left_pr_number": 46890,
4015
- "right_pr_number": 46960,
4016
- "similarity": 0.538,
4017
- "content_similarity": 0.431,
4018
- "size_similarity": 0.586,
4019
- "breadth_similarity": 1.0,
4020
- "concentration_similarity": 0.972,
4021
- "shared_filenames": [
4022
- "tests/utils/test_modeling_utils.py"
4023
- ],
4024
- "shared_directories": [
4025
- "src/transformers",
4026
- "tests/utils",
4027
- "src",
4028
- "tests"
4029
- ]
4030
- },
4031
- {
4032
- "left_pr_number": 44940,
4033
- "right_pr_number": 46890,
4034
- "similarity": 0.528,
4035
- "content_similarity": 0.468,
4036
- "size_similarity": 0.473,
4037
- "breadth_similarity": 0.833,
4038
- "concentration_similarity": 0.906,
4039
- "shared_filenames": [
4040
- "src/transformers/modeling_utils.py",
4041
- "tests/utils/test_modeling_utils.py"
4042
- ],
4043
- "shared_directories": [
4044
- "src/transformers",
4045
- "tests/utils",
4046
- "src",
4047
- "tests"
4048
- ]
4049
- },
4050
- {
4051
- "left_pr_number": 44940,
4052
- "right_pr_number": 46960,
4053
- "similarity": 0.449,
4054
- "content_similarity": 0.396,
4055
- "size_similarity": 0.277,
4056
- "breadth_similarity": 0.833,
4057
- "concentration_similarity": 0.934,
4058
- "shared_filenames": [
4059
- "tests/utils/test_modeling_utils.py"
4060
- ],
4061
- "shared_directories": [
4062
- "src/transformers",
4063
- "tests/utils",
4064
- "src",
4065
- "tests"
4066
- ]
4067
- }
4068
- ]
4069
- },
4070
  {
4071
  "cluster_id": "pr-scope-43656-3",
4072
  "pr_numbers": [
@@ -4075,7 +3932,7 @@
4075
  44682
4076
  ],
4077
  "representative_pr_number": 43656,
4078
- "average_similarity": 0.476,
4079
  "summary": "3 open PRs share weighted file overlap around `src/transformers/cli/serve.py`; representative PR #43656.",
4080
  "shared_filenames": [
4081
  "src/transformers/cli/serve.py"
@@ -4089,8 +3946,8 @@
4089
  {
4090
  "left_pr_number": 43656,
4091
  "right_pr_number": 43842,
4092
- "similarity": 0.58,
4093
- "content_similarity": 0.567,
4094
  "size_similarity": 0.222,
4095
  "breadth_similarity": 1.0,
4096
  "concentration_similarity": 1.0,
@@ -4106,8 +3963,8 @@
4106
  {
4107
  "left_pr_number": 43656,
4108
  "right_pr_number": 44682,
4109
- "similarity": 0.441,
4110
- "content_similarity": 0.491,
4111
  "size_similarity": 0.048,
4112
  "breadth_similarity": 0.5,
4113
  "concentration_similarity": 0.802,
@@ -4123,8 +3980,8 @@
4123
  {
4124
  "left_pr_number": 43842,
4125
  "right_pr_number": 44682,
4126
- "similarity": 0.407,
4127
- "content_similarity": 0.451,
4128
  "size_similarity": 0.011,
4129
  "breadth_similarity": 0.5,
4130
  "concentration_similarity": 0.802,
@@ -4244,7 +4101,7 @@
4244
  "left_pr_number": 46643,
4245
  "right_pr_number": 46994,
4246
  "similarity": 0.459,
4247
- "content_similarity": 0.323,
4248
  "size_similarity": 0.667,
4249
  "breadth_similarity": 0.833,
4250
  "concentration_similarity": 0.976,
@@ -4264,7 +4121,7 @@
4264
  "left_pr_number": 42112,
4265
  "right_pr_number": 46643,
4266
  "similarity": 0.419,
4267
- "content_similarity": 0.458,
4268
  "size_similarity": 0.029,
4269
  "breadth_similarity": 0.521,
4270
  "concentration_similarity": 0.841,
@@ -4284,8 +4141,8 @@
4284
  {
4285
  "left_pr_number": 42112,
4286
  "right_pr_number": 46994,
4287
- "similarity": 0.405,
4288
- "content_similarity": 0.45,
4289
  "size_similarity": 0.019,
4290
  "breadth_similarity": 0.458,
4291
  "concentration_similarity": 0.817,
@@ -4479,8 +4336,8 @@
4479
  {
4480
  "left_pr_number": 46124,
4481
  "right_pr_number": 46936,
4482
- "similarity": 0.541,
4483
- "content_similarity": 0.64,
4484
  "size_similarity": 0.036,
4485
  "breadth_similarity": 0.5,
4486
  "concentration_similarity": 0.75,
@@ -4496,8 +4353,8 @@
4496
  {
4497
  "left_pr_number": 46124,
4498
  "right_pr_number": 46993,
4499
- "similarity": 0.503,
4500
- "content_similarity": 0.345,
4501
  "size_similarity": 0.786,
4502
  "breadth_similarity": 1.0,
4503
  "concentration_similarity": 0.886,
@@ -4516,8 +4373,8 @@
4516
  {
4517
  "left_pr_number": 46936,
4518
  "right_pr_number": 46993,
4519
- "similarity": 0.178,
4520
- "content_similarity": 0.112,
4521
  "size_similarity": 0.045,
4522
  "breadth_similarity": 0.5,
4523
  "concentration_similarity": 0.864,
@@ -4525,7 +4382,75 @@
4525
  "src/transformers/generation/candidate_generator.py"
4526
  ],
4527
  "shared_directories": [
4528
- "src/transformers/generation",
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
4529
  "src/transformers",
4530
  "src"
4531
  ]
@@ -5020,7 +4945,7 @@
5020
  "left_pr_number": 46281,
5021
  "right_pr_number": 46913,
5022
  "similarity": 0.851,
5023
- "content_similarity": 0.901,
5024
  "size_similarity": 0.5,
5025
  "breadth_similarity": 1.0,
5026
  "concentration_similarity": 0.897,
@@ -5046,12 +4971,12 @@
5046
  ],
5047
  "representative_pr_number": 44438,
5048
  "average_similarity": 0.797,
5049
- "summary": "2 open PRs share weighted file overlap around `tests/trainer/test_trainer_optimizers.py`, `src/transformers/trainer_optimizer.py`, `src/transformers/training_args.py`; representative PR #44438.",
5050
  "shared_filenames": [
5051
  "tests/trainer/test_trainer_optimizers.py",
5052
  "src/transformers/trainer_optimizer.py",
5053
- "src/transformers/training_args.py",
5054
  "src/transformers/utils/__init__.py",
 
5055
  "src/transformers/utils/import_utils.py",
5056
  "src/transformers/testing_utils.py"
5057
  ],
@@ -5126,6 +5051,43 @@
5126
  }
5127
  ]
5128
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
5129
  {
5130
  "cluster_id": "pr-scope-43543-2",
5131
  "pr_numbers": [
@@ -5192,38 +5154,38 @@
5192
  ]
5193
  },
5194
  {
5195
- "cluster_id": "pr-scope-45606-2",
5196
  "pr_numbers": [
5197
- 45606,
5198
- 45607
5199
  ],
5200
- "representative_pr_number": 45606,
5201
- "average_similarity": 0.77,
5202
- "summary": "2 open PRs share weighted file overlap around `tests/models/gemma4/test_modeling_gemma4.py`; representative PR #45606.",
5203
  "shared_filenames": [
5204
- "tests/models/gemma4/test_modeling_gemma4.py"
5205
  ],
5206
  "shared_directories": [
5207
- "tests/models/gemma4",
5208
- "tests/models",
5209
- "tests"
5210
  ],
5211
  "pairwise": [
5212
  {
5213
- "left_pr_number": 45606,
5214
- "right_pr_number": 45607,
5215
- "similarity": 0.77,
5216
- "content_similarity": 0.818,
5217
- "size_similarity": 0.778,
5218
- "breadth_similarity": 0.417,
5219
- "concentration_similarity": 0.778,
5220
  "shared_filenames": [
5221
- "tests/models/gemma4/test_modeling_gemma4.py"
5222
  ],
5223
  "shared_directories": [
5224
- "tests/models/gemma4",
5225
- "tests/models",
5226
- "tests"
5227
  ]
5228
  }
5229
  ]
@@ -5235,7 +5197,7 @@
5235
  46461
5236
  ],
5237
  "representative_pr_number": 42824,
5238
- "average_similarity": 0.72,
5239
  "summary": "2 open PRs share weighted file overlap around `tests/utils/test_feature_extraction_utils.py`, `src/transformers/feature_extraction_utils.py`; representative PR #42824.",
5240
  "shared_filenames": [
5241
  "tests/utils/test_feature_extraction_utils.py",
@@ -5251,8 +5213,8 @@
5251
  {
5252
  "left_pr_number": 42824,
5253
  "right_pr_number": 46461,
5254
- "similarity": 0.72,
5255
- "content_similarity": 0.751,
5256
  "size_similarity": 0.652,
5257
  "breadth_similarity": 0.5,
5258
  "concentration_similarity": 0.928,
@@ -5269,43 +5231,6 @@
5269
  }
5270
  ]
5271
  },
5272
- {
5273
- "cluster_id": "pr-scope-41901-2",
5274
- "pr_numbers": [
5275
- 41901,
5276
- 45523
5277
- ],
5278
- "representative_pr_number": 41901,
5279
- "average_similarity": 0.718,
5280
- "summary": "2 open PRs share weighted file overlap around `src/transformers/integrations/executorch.py`; representative PR #41901.",
5281
- "shared_filenames": [
5282
- "src/transformers/integrations/executorch.py"
5283
- ],
5284
- "shared_directories": [
5285
- "src/transformers/integrations",
5286
- "src/transformers",
5287
- "src"
5288
- ],
5289
- "pairwise": [
5290
- {
5291
- "left_pr_number": 41901,
5292
- "right_pr_number": 45523,
5293
- "similarity": 0.718,
5294
- "content_similarity": 0.778,
5295
- "size_similarity": 0.158,
5296
- "breadth_similarity": 1.0,
5297
- "concentration_similarity": 1.0,
5298
- "shared_filenames": [
5299
- "src/transformers/integrations/executorch.py"
5300
- ],
5301
- "shared_directories": [
5302
- "src/transformers/integrations",
5303
- "src/transformers",
5304
- "src"
5305
- ]
5306
- }
5307
- ]
5308
- },
5309
  {
5310
  "cluster_id": "pr-scope-44794-2",
5311
  "pr_numbers": [
@@ -5465,7 +5390,7 @@
5465
  "left_pr_number": 43779,
5466
  "right_pr_number": 43816,
5467
  "similarity": 0.66,
5468
- "content_similarity": 0.674,
5469
  "size_similarity": 0.25,
5470
  "breadth_similarity": 1.0,
5471
  "concentration_similarity": 1.0,
@@ -5686,7 +5611,7 @@
5686
  46324
5687
  ],
5688
  "representative_pr_number": 44228,
5689
- "average_similarity": 0.562,
5690
  "summary": "2 open PRs share weighted file overlap around `src/transformers/quantizers/quantizers_utils.py`, `src/transformers/modeling_utils.py`; representative PR #44228.",
5691
  "shared_filenames": [
5692
  "src/transformers/quantizers/quantizers_utils.py",
@@ -5701,8 +5626,8 @@
5701
  {
5702
  "left_pr_number": 44228,
5703
  "right_pr_number": 46324,
5704
- "similarity": 0.562,
5705
- "content_similarity": 0.598,
5706
  "size_similarity": 0.259,
5707
  "breadth_similarity": 0.583,
5708
  "concentration_similarity": 0.926,
@@ -5725,7 +5650,7 @@
5725
  44116
5726
  ],
5727
  "representative_pr_number": 44101,
5728
- "average_similarity": 0.554,
5729
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/flaubert/modeling_flaubert.py`; representative PR #44101.",
5730
  "shared_filenames": [
5731
  "src/transformers/models/flaubert/modeling_flaubert.py"
@@ -5740,7 +5665,7 @@
5740
  {
5741
  "left_pr_number": 44101,
5742
  "right_pr_number": 44116,
5743
- "similarity": 0.554,
5744
  "content_similarity": 0.616,
5745
  "size_similarity": 0.319,
5746
  "breadth_similarity": 0.5,
@@ -5757,6 +5682,47 @@
5757
  }
5758
  ]
5759
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
5760
  {
5761
  "cluster_id": "pr-scope-45541-2",
5762
  "pr_numbers": [
@@ -5918,7 +5884,7 @@
5918
  "left_pr_number": 43532,
5919
  "right_pr_number": 43649,
5920
  "similarity": 0.495,
5921
- "content_similarity": 0.434,
5922
  "size_similarity": 0.395,
5923
  "breadth_similarity": 0.875,
5924
  "concentration_similarity": 0.893,
@@ -5940,16 +5906,16 @@
5940
  ]
5941
  },
5942
  {
5943
- "cluster_id": "pr-scope-45694-2",
5944
  "pr_numbers": [
5945
- 45694,
5946
- 46917
5947
  ],
5948
- "representative_pr_number": 45694,
5949
- "average_similarity": 0.493,
5950
- "summary": "2 open PRs share weighted file overlap around `src/transformers/training_args.py`; representative PR #45694.",
5951
  "shared_filenames": [
5952
- "src/transformers/training_args.py"
5953
  ],
5954
  "shared_directories": [
5955
  "src/transformers",
@@ -5957,15 +5923,15 @@
5957
  ],
5958
  "pairwise": [
5959
  {
5960
- "left_pr_number": 45694,
5961
- "right_pr_number": 46917,
5962
- "similarity": 0.493,
5963
- "content_similarity": 0.339,
5964
- "size_similarity": 0.868,
5965
- "breadth_similarity": 0.75,
5966
  "concentration_similarity": 1.0,
5967
  "shared_filenames": [
5968
- "src/transformers/training_args.py"
5969
  ],
5970
  "shared_directories": [
5971
  "src/transformers",
@@ -6024,36 +5990,50 @@
6024
  ]
6025
  },
6026
  {
6027
- "cluster_id": "pr-scope-46768-2",
6028
  "pr_numbers": [
6029
- 46768,
6030
- 46838
6031
  ],
6032
- "representative_pr_number": 46768,
6033
  "average_similarity": 0.487,
6034
- "summary": "2 open PRs share weighted file overlap around `src/transformers/testing_utils.py`; representative PR #46768.",
6035
  "shared_filenames": [
6036
- "src/transformers/testing_utils.py"
 
 
6037
  ],
6038
  "shared_directories": [
 
 
 
 
6039
  "src/transformers",
 
6040
  "src"
6041
  ],
6042
  "pairwise": [
6043
  {
6044
- "left_pr_number": 46768,
6045
- "right_pr_number": 46838,
6046
  "similarity": 0.487,
6047
- "content_similarity": 0.41,
6048
- "size_similarity": 0.333,
6049
- "breadth_similarity": 1.0,
6050
- "concentration_similarity": 1.0,
6051
  "shared_filenames": [
6052
- "src/transformers/testing_utils.py"
 
 
6053
  ],
6054
  "shared_directories": [
 
 
 
6055
  "src/transformers",
6056
- "src"
 
 
6057
  ]
6058
  }
6059
  ]
@@ -6101,55 +6081,6 @@
6101
  }
6102
  ]
6103
  },
6104
- {
6105
- "cluster_id": "pr-scope-40755-2",
6106
- "pr_numbers": [
6107
- 40755,
6108
- 45233
6109
- ],
6110
- "representative_pr_number": 40755,
6111
- "average_similarity": 0.484,
6112
- "summary": "2 open PRs share weighted file overlap around `src/transformers/models/timesfm/modeling_timesfm.py`, `src/transformers/models/timesfm/modular_timesfm.py`, `tests/models/timesfm/test_modeling_timesfm.py`; representative PR #40755.",
6113
- "shared_filenames": [
6114
- "src/transformers/models/timesfm/modeling_timesfm.py",
6115
- "src/transformers/models/timesfm/modular_timesfm.py",
6116
- "tests/models/timesfm/test_modeling_timesfm.py"
6117
- ],
6118
- "shared_directories": [
6119
- "src/transformers/models/timesfm",
6120
- "tests/models/timesfm",
6121
- "src/transformers/models",
6122
- "tests/models",
6123
- "src/transformers",
6124
- "tests",
6125
- "src"
6126
- ],
6127
- "pairwise": [
6128
- {
6129
- "left_pr_number": 40755,
6130
- "right_pr_number": 45233,
6131
- "similarity": 0.484,
6132
- "content_similarity": 0.455,
6133
- "size_similarity": 0.266,
6134
- "breadth_similarity": 0.792,
6135
- "concentration_similarity": 0.928,
6136
- "shared_filenames": [
6137
- "src/transformers/models/timesfm/modeling_timesfm.py",
6138
- "src/transformers/models/timesfm/modular_timesfm.py",
6139
- "tests/models/timesfm/test_modeling_timesfm.py"
6140
- ],
6141
- "shared_directories": [
6142
- "src/transformers/models/timesfm",
6143
- "src/transformers/models",
6144
- "tests/models/timesfm",
6145
- "src/transformers",
6146
- "tests/models",
6147
- "src",
6148
- "tests"
6149
- ]
6150
- }
6151
- ]
6152
- },
6153
  {
6154
  "cluster_id": "pr-scope-46113-2",
6155
  "pr_numbers": [
@@ -6341,7 +6272,7 @@
6341
  46795
6342
  ],
6343
  "representative_pr_number": 45570,
6344
- "average_similarity": 0.447,
6345
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/whisper/generation_whisper.py`; representative PR #45570.",
6346
  "shared_filenames": [
6347
  "src/transformers/models/whisper/generation_whisper.py"
@@ -6356,7 +6287,7 @@
6356
  {
6357
  "left_pr_number": 45570,
6358
  "right_pr_number": 46795,
6359
- "similarity": 0.447,
6360
  "content_similarity": 0.345,
6361
  "size_similarity": 0.375,
6362
  "breadth_similarity": 1.0,
@@ -6527,7 +6458,7 @@
6527
  "left_pr_number": 45936,
6528
  "right_pr_number": 46341,
6529
  "similarity": 0.408,
6530
- "content_similarity": 0.403,
6531
  "size_similarity": 0.033,
6532
  "breadth_similarity": 0.771,
6533
  "concentration_similarity": 0.889,
@@ -6714,7 +6645,7 @@
6714
  46792
6715
  ],
6716
  "representative_pr_number": 45975,
6717
- "average_similarity": 0.356,
6718
  "summary": "2 open PRs share weighted file overlap around `src/transformers/cli/serving/model_manager.py`, `src/transformers/cli/serve.py`; representative PR #45975.",
6719
  "shared_filenames": [
6720
  "src/transformers/cli/serving/model_manager.py",
@@ -6730,8 +6661,8 @@
6730
  {
6731
  "left_pr_number": 45975,
6732
  "right_pr_number": 46792,
6733
- "similarity": 0.356,
6734
- "content_similarity": 0.261,
6735
  "size_similarity": 0.444,
6736
  "breadth_similarity": 0.75,
6737
  "concentration_similarity": 0.647,
@@ -6768,7 +6699,7 @@
6768
  "left_pr_number": 46319,
6769
  "right_pr_number": 46889,
6770
  "similarity": 0.353,
6771
- "content_similarity": 0.081,
6772
  "size_similarity": 0.974,
6773
  "breadth_similarity": 1.0,
6774
  "concentration_similarity": 1.0,
@@ -6823,7 +6754,7 @@
6823
  46357
6824
  ],
6825
  "representative_pr_number": 45851,
6826
- "average_similarity": 0.346,
6827
  "summary": "2 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #45851.",
6828
  "shared_filenames": [],
6829
  "shared_directories": [
@@ -6835,7 +6766,7 @@
6835
  {
6836
  "left_pr_number": 45851,
6837
  "right_pr_number": 46357,
6838
- "similarity": 0.346,
6839
  "content_similarity": 0.118,
6840
  "size_similarity": 0.761,
6841
  "breadth_similarity": 1.0,
 
1
  {
2
  "repo": "huggingface/transformers",
3
+ "snapshot_id": "20260703T000025Z",
4
+ "generated_at": "2026-07-03T00:01:18Z",
5
  "cluster_count": 80,
6
  "pr_scope_clusters": [
7
  {
 
1736
  {
1737
  "left_pr_number": 44974,
1738
  "right_pr_number": 45635,
1739
+ "similarity": 0.714,
1740
+ "content_similarity": 0.713,
1741
  "size_similarity": 0.59,
1742
  "breadth_similarity": 0.8,
1743
  "concentration_similarity": 0.929,
 
1774
  {
1775
  "left_pr_number": 44974,
1776
  "right_pr_number": 45996,
1777
+ "similarity": 0.581,
1778
+ "content_similarity": 0.552,
1779
  "size_similarity": 0.422,
1780
  "breadth_similarity": 0.9,
1781
  "concentration_similarity": 0.829,
 
1832
  "left_pr_number": 44974,
1833
  "right_pr_number": 45421,
1834
  "similarity": 0.417,
1835
+ "content_similarity": 0.295,
1836
  "size_similarity": 0.735,
1837
  "breadth_similarity": 0.667,
1838
  "concentration_similarity": 0.657,
 
1867
  {
1868
  "left_pr_number": 45996,
1869
  "right_pr_number": 46717,
1870
+ "similarity": 0.367,
1871
  "content_similarity": 0.259,
1872
  "size_similarity": 0.247,
1873
  "breadth_similarity": 1.0,
 
1886
  {
1887
  "left_pr_number": 45421,
1888
  "right_pr_number": 45996,
1889
+ "similarity": 0.32,
1890
  "content_similarity": 0.193,
1891
  "size_similarity": 0.573,
1892
  "breadth_similarity": 0.583,
 
1919
  }
1920
  ]
1921
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1922
  {
1923
  "cluster_id": "pr-scope-45294-5",
1924
  "pr_numbers": [
 
1953
  "left_pr_number": 45294,
1954
  "right_pr_number": 45438,
1955
  "similarity": 0.754,
1956
+ "content_similarity": 0.774,
1957
  "size_similarity": 0.42,
1958
  "breadth_similarity": 1.0,
1959
  "concentration_similarity": 0.989,
 
1981
  "left_pr_number": 45294,
1982
  "right_pr_number": 45883,
1983
  "similarity": 0.549,
1984
+ "content_similarity": 0.472,
1985
  "size_similarity": 0.933,
1986
  "breadth_similarity": 0.325,
1987
  "concentration_similarity": 0.908,
 
1999
  {
2000
  "left_pr_number": 45438,
2001
  "right_pr_number": 45883,
2002
+ "similarity": 0.543,
2003
  "content_similarity": 0.58,
2004
  "size_similarity": 0.392,
2005
  "breadth_similarity": 0.325,
 
2059
  "left_pr_number": 45438,
2060
  "right_pr_number": 46933,
2061
  "similarity": 0.383,
2062
+ "content_similarity": 0.429,
2063
  "size_similarity": 0.028,
2064
  "breadth_similarity": 0.325,
2065
  "concentration_similarity": 0.92,
 
2097
  "left_pr_number": 45294,
2098
  "right_pr_number": 46642,
2099
  "similarity": 0.338,
2100
+ "content_similarity": 0.283,
2101
  "size_similarity": 0.318,
2102
  "breadth_similarity": 0.65,
2103
  "concentration_similarity": 0.54,
 
2597
  46995
2598
  ],
2599
  "representative_pr_number": 44615,
2600
+ "average_similarity": 0.472,
2601
  "summary": "4 open PRs share weighted file overlap around `src/transformers/utils/import_utils.py`; representative PR #44615.",
2602
  "shared_filenames": [
2603
  "src/transformers/utils/import_utils.py"
 
2611
  {
2612
  "left_pr_number": 44615,
2613
  "right_pr_number": 46152,
2614
+ "similarity": 0.623,
2615
+ "content_similarity": 0.551,
2616
  "size_similarity": 0.583,
2617
  "breadth_similarity": 1.0,
2618
  "concentration_similarity": 1.0,
 
2628
  {
2629
  "left_pr_number": 44615,
2630
  "right_pr_number": 46995,
2631
+ "similarity": 0.489,
2632
+ "content_similarity": 0.435,
2633
  "size_similarity": 0.229,
2634
  "breadth_similarity": 1.0,
2635
  "concentration_similarity": 1.0,
 
2645
  {
2646
  "left_pr_number": 46152,
2647
  "right_pr_number": 46995,
2648
+ "similarity": 0.484,
2649
+ "content_similarity": 0.449,
2650
  "size_similarity": 0.133,
2651
  "breadth_similarity": 1.0,
2652
  "concentration_similarity": 1.0,
 
2662
  {
2663
  "left_pr_number": 44385,
2664
  "right_pr_number": 46995,
2665
+ "similarity": 0.432,
2666
+ "content_similarity": 0.319,
2667
  "size_similarity": 0.615,
2668
  "breadth_similarity": 0.667,
2669
  "concentration_similarity": 1.0,
 
2679
  {
2680
  "left_pr_number": 44385,
2681
  "right_pr_number": 44615,
2682
+ "similarity": 0.409,
2683
+ "content_similarity": 0.339,
2684
  "size_similarity": 0.371,
2685
  "breadth_similarity": 0.667,
2686
  "concentration_similarity": 1.0,
 
2696
  {
2697
  "left_pr_number": 44385,
2698
  "right_pr_number": 46152,
2699
+ "similarity": 0.394,
2700
+ "content_similarity": 0.35,
2701
  "size_similarity": 0.217,
2702
  "breadth_similarity": 0.667,
2703
  "concentration_similarity": 1.0,
 
2712
  }
2713
  ]
2714
  },
2715
+ {
2716
+ "cluster_id": "pr-scope-45548-4",
2717
+ "pr_numbers": [
2718
+ 45548,
2719
+ 45649,
2720
+ 45655,
2721
+ 47018
2722
+ ],
2723
+ "representative_pr_number": 45649,
2724
+ "average_similarity": 0.448,
2725
+ "summary": "4 open PRs share weighted file overlap around `src/transformers/modeling_utils.py`; representative PR #45649.",
2726
+ "shared_filenames": [
2727
+ "src/transformers/modeling_utils.py"
2728
+ ],
2729
+ "shared_directories": [
2730
+ "src/transformers",
2731
+ "src"
2732
+ ],
2733
+ "pairwise": [
2734
+ {
2735
+ "left_pr_number": 45649,
2736
+ "right_pr_number": 45655,
2737
+ "similarity": 0.511,
2738
+ "content_similarity": 0.349,
2739
+ "size_similarity": 0.778,
2740
+ "breadth_similarity": 1.0,
2741
+ "concentration_similarity": 1.0,
2742
+ "shared_filenames": [
2743
+ "src/transformers/modeling_utils.py"
2744
+ ],
2745
+ "shared_directories": [
2746
+ "src/transformers",
2747
+ "src"
2748
+ ]
2749
+ },
2750
+ {
2751
+ "left_pr_number": 45548,
2752
+ "right_pr_number": 45649,
2753
+ "similarity": 0.51,
2754
+ "content_similarity": 0.518,
2755
+ "size_similarity": 0.149,
2756
+ "breadth_similarity": 0.75,
2757
+ "concentration_similarity": 1.0,
2758
+ "shared_filenames": [
2759
+ "src/transformers/modeling_utils.py"
2760
+ ],
2761
+ "shared_directories": [
2762
+ "src/transformers",
2763
+ "src"
2764
+ ]
2765
+ },
2766
+ {
2767
+ "left_pr_number": 45548,
2768
+ "right_pr_number": 47018,
2769
+ "similarity": 0.481,
2770
+ "content_similarity": 0.314,
2771
+ "size_similarity": 0.904,
2772
+ "breadth_similarity": 0.75,
2773
+ "concentration_similarity": 1.0,
2774
+ "shared_filenames": [
2775
+ "src/transformers/modeling_utils.py"
2776
+ ],
2777
+ "shared_directories": [
2778
+ "src/transformers",
2779
+ "src"
2780
+ ]
2781
+ },
2782
+ {
2783
+ "left_pr_number": 45649,
2784
+ "right_pr_number": 47018,
2785
+ "similarity": 0.434,
2786
+ "content_similarity": 0.377,
2787
+ "size_similarity": 0.135,
2788
+ "breadth_similarity": 1.0,
2789
+ "concentration_similarity": 1.0,
2790
+ "shared_filenames": [
2791
+ "src/transformers/modeling_utils.py"
2792
+ ],
2793
+ "shared_directories": [
2794
+ "src/transformers",
2795
+ "src"
2796
+ ]
2797
+ },
2798
+ {
2799
+ "left_pr_number": 45655,
2800
+ "right_pr_number": 47018,
2801
+ "similarity": 0.396,
2802
+ "content_similarity": 0.315,
2803
+ "size_similarity": 0.173,
2804
+ "breadth_similarity": 1.0,
2805
+ "concentration_similarity": 1.0,
2806
+ "shared_filenames": [
2807
+ "src/transformers/modeling_utils.py"
2808
+ ],
2809
+ "shared_directories": [
2810
+ "src/transformers",
2811
+ "src"
2812
+ ]
2813
+ },
2814
+ {
2815
+ "left_pr_number": 45548,
2816
+ "right_pr_number": 45655,
2817
+ "similarity": 0.357,
2818
+ "content_similarity": 0.29,
2819
+ "size_similarity": 0.191,
2820
+ "breadth_similarity": 0.75,
2821
+ "concentration_similarity": 1.0,
2822
+ "shared_filenames": [
2823
+ "src/transformers/modeling_utils.py"
2824
+ ],
2825
+ "shared_directories": [
2826
+ "src/transformers",
2827
+ "src"
2828
+ ]
2829
+ }
2830
+ ]
2831
+ },
2832
  {
2833
  "cluster_id": "pr-scope-43875-4",
2834
  "pr_numbers": [
 
2838
  46781
2839
  ],
2840
  "representative_pr_number": 44893,
2841
+ "average_similarity": 0.436,
2842
  "summary": "4 open PRs share weighted file overlap around `src/transformers/cache_utils.py`, `tests/utils/test_cache_utils.py`; representative PR #44893.",
2843
  "shared_filenames": [
2844
  "src/transformers/cache_utils.py",
 
2870
  {
2871
  "left_pr_number": 43875,
2872
  "right_pr_number": 46781,
2873
+ "similarity": 0.646,
2874
+ "content_similarity": 0.517,
2875
+ "size_similarity": 0.912,
2876
  "breadth_similarity": 1.0,
2877
+ "concentration_similarity": 0.949,
2878
  "shared_filenames": [
2879
  "src/transformers/cache_utils.py",
2880
  "tests/utils/test_cache_utils.py"
 
2886
  "tests"
2887
  ]
2888
  },
2889
+ {
2890
+ "left_pr_number": 44893,
2891
+ "right_pr_number": 46781,
2892
+ "similarity": 0.37,
2893
+ "content_similarity": 0.306,
2894
+ "size_similarity": 0.529,
2895
+ "breadth_similarity": 0.5,
2896
+ "concentration_similarity": 0.529,
2897
+ "shared_filenames": [
2898
+ "src/transformers/cache_utils.py"
2899
+ ],
2900
+ "shared_directories": [
2901
+ "src/transformers",
2902
+ "src"
2903
+ ]
2904
+ },
2905
  {
2906
  "left_pr_number": 43875,
2907
  "right_pr_number": 44893,
 
2919
  ]
2920
  },
2921
  {
2922
+ "left_pr_number": 46173,
2923
  "right_pr_number": 46781,
2924
+ "similarity": 0.253,
2925
+ "content_similarity": 0.227,
2926
+ "size_similarity": 0.118,
2927
  "breadth_similarity": 0.5,
2928
+ "concentration_similarity": 0.529,
2929
  "shared_filenames": [
2930
  "src/transformers/cache_utils.py"
2931
  ],
 
2949
  "src/transformers",
2950
  "src"
2951
  ]
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2952
  }
2953
  ]
2954
  },
 
2961
  46735
2962
  ],
2963
  "representative_pr_number": 45979,
2964
+ "average_similarity": 0.394,
2965
  "summary": "4 open PRs share weighted file overlap around `src/transformers/generation/utils.py`, `tests/generation/test_utils.py`, `src/transformers/generation/candidate_generator.py`; representative PR #45979.",
2966
  "shared_filenames": [
2967
  "src/transformers/generation/utils.py",
 
2979
  {
2980
  "left_pr_number": 45979,
2981
  "right_pr_number": 46735,
2982
+ "similarity": 0.584,
2983
+ "content_similarity": 0.637,
2984
  "size_similarity": 0.248,
2985
  "breadth_similarity": 0.533,
2986
  "concentration_similarity": 0.96,
 
3000
  "left_pr_number": 32189,
3001
  "right_pr_number": 42655,
3002
  "similarity": 0.452,
3003
+ "content_similarity": 0.483,
3004
  "size_similarity": 0.231,
3005
  "breadth_similarity": 0.5,
3006
  "concentration_similarity": 0.568,
 
3017
  {
3018
  "left_pr_number": 42655,
3019
  "right_pr_number": 45979,
3020
+ "similarity": 0.393,
3021
+ "content_similarity": 0.321,
3022
  "size_similarity": 0.329,
3023
  "breadth_similarity": 0.792,
3024
  "concentration_similarity": 0.797,
 
3034
  "tests"
3035
  ]
3036
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3037
  {
3038
  "left_pr_number": 42655,
3039
  "right_pr_number": 46735,
3040
+ "similarity": 0.324,
3041
+ "content_similarity": 0.325,
3042
  "size_similarity": 0.082,
3043
  "breadth_similarity": 0.417,
3044
  "concentration_similarity": 0.837,
 
3054
  "tests"
3055
  ]
3056
  },
3057
+ {
3058
+ "left_pr_number": 32189,
3059
+ "right_pr_number": 45979,
3060
+ "similarity": 0.32,
3061
+ "content_similarity": 0.161,
3062
+ "size_similarity": 0.702,
3063
+ "breadth_similarity": 0.633,
3064
+ "concentration_similarity": 0.771,
3065
+ "shared_filenames": [
3066
+ "src/transformers/generation/utils.py"
3067
+ ],
3068
+ "shared_directories": [
3069
+ "src/transformers/generation",
3070
+ "src/transformers",
3071
+ "src"
3072
+ ]
3073
+ },
3074
  {
3075
  "left_pr_number": 32189,
3076
  "right_pr_number": 46735,
3077
+ "similarity": 0.293,
3078
+ "content_similarity": 0.171,
3079
  "size_similarity": 0.353,
3080
  "breadth_similarity": 0.833,
3081
  "concentration_similarity": 0.731,
 
3099
  46007
3100
  ],
3101
  "representative_pr_number": 44550,
3102
+ "average_similarity": 0.356,
3103
  "summary": "4 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
3104
  "shared_filenames": [],
3105
  "shared_directories": [
 
3112
  {
3113
  "left_pr_number": 33686,
3114
  "right_pr_number": 44550,
3115
+ "similarity": 0.394,
3116
+ "content_similarity": 0.134,
3117
  "size_similarity": 1.0,
3118
  "breadth_similarity": 1.0,
3119
  "concentration_similarity": 1.0,
 
3129
  "left_pr_number": 44407,
3130
  "right_pr_number": 44550,
3131
  "similarity": 0.363,
3132
+ "content_similarity": 0.1,
3133
  "size_similarity": 0.957,
3134
  "breadth_similarity": 1.0,
3135
  "concentration_similarity": 1.0,
 
3143
  {
3144
  "left_pr_number": 33686,
3145
  "right_pr_number": 44407,
3146
+ "similarity": 0.354,
3147
+ "content_similarity": 0.086,
3148
  "size_similarity": 0.957,
3149
  "breadth_similarity": 1.0,
3150
  "concentration_similarity": 1.0,
 
3159
  "left_pr_number": 44407,
3160
  "right_pr_number": 46007,
3161
  "similarity": 0.344,
3162
+ "content_similarity": 0.081,
3163
  "size_similarity": 0.92,
3164
  "breadth_similarity": 1.0,
3165
  "concentration_similarity": 1.0,
 
3173
  {
3174
  "left_pr_number": 44550,
3175
  "right_pr_number": 46007,
3176
+ "similarity": 0.344,
3177
+ "content_similarity": 0.088,
3178
  "size_similarity": 0.88,
3179
  "breadth_similarity": 1.0,
3180
  "concentration_similarity": 1.0,
 
3924
  }
3925
  ]
3926
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3927
  {
3928
  "cluster_id": "pr-scope-43656-3",
3929
  "pr_numbers": [
 
3932
  44682
3933
  ],
3934
  "representative_pr_number": 43656,
3935
+ "average_similarity": 0.475,
3936
  "summary": "3 open PRs share weighted file overlap around `src/transformers/cli/serve.py`; representative PR #43656.",
3937
  "shared_filenames": [
3938
  "src/transformers/cli/serve.py"
 
3946
  {
3947
  "left_pr_number": 43656,
3948
  "right_pr_number": 43842,
3949
+ "similarity": 0.579,
3950
+ "content_similarity": 0.566,
3951
  "size_similarity": 0.222,
3952
  "breadth_similarity": 1.0,
3953
  "concentration_similarity": 1.0,
 
3963
  {
3964
  "left_pr_number": 43656,
3965
  "right_pr_number": 44682,
3966
+ "similarity": 0.44,
3967
+ "content_similarity": 0.49,
3968
  "size_similarity": 0.048,
3969
  "breadth_similarity": 0.5,
3970
  "concentration_similarity": 0.802,
 
3980
  {
3981
  "left_pr_number": 43842,
3982
  "right_pr_number": 44682,
3983
+ "similarity": 0.406,
3984
+ "content_similarity": 0.449,
3985
  "size_similarity": 0.011,
3986
  "breadth_similarity": 0.5,
3987
  "concentration_similarity": 0.802,
 
4101
  "left_pr_number": 46643,
4102
  "right_pr_number": 46994,
4103
  "similarity": 0.459,
4104
+ "content_similarity": 0.324,
4105
  "size_similarity": 0.667,
4106
  "breadth_similarity": 0.833,
4107
  "concentration_similarity": 0.976,
 
4121
  "left_pr_number": 42112,
4122
  "right_pr_number": 46643,
4123
  "similarity": 0.419,
4124
+ "content_similarity": 0.459,
4125
  "size_similarity": 0.029,
4126
  "breadth_similarity": 0.521,
4127
  "concentration_similarity": 0.841,
 
4141
  {
4142
  "left_pr_number": 42112,
4143
  "right_pr_number": 46994,
4144
+ "similarity": 0.406,
4145
+ "content_similarity": 0.452,
4146
  "size_similarity": 0.019,
4147
  "breadth_similarity": 0.458,
4148
  "concentration_similarity": 0.817,
 
4336
  {
4337
  "left_pr_number": 46124,
4338
  "right_pr_number": 46936,
4339
+ "similarity": 0.54,
4340
+ "content_similarity": 0.639,
4341
  "size_similarity": 0.036,
4342
  "breadth_similarity": 0.5,
4343
  "concentration_similarity": 0.75,
 
4353
  {
4354
  "left_pr_number": 46124,
4355
  "right_pr_number": 46993,
4356
+ "similarity": 0.507,
4357
+ "content_similarity": 0.35,
4358
  "size_similarity": 0.786,
4359
  "breadth_similarity": 1.0,
4360
  "concentration_similarity": 0.886,
 
4373
  {
4374
  "left_pr_number": 46936,
4375
  "right_pr_number": 46993,
4376
+ "similarity": 0.177,
4377
+ "content_similarity": 0.11,
4378
  "size_similarity": 0.045,
4379
  "breadth_similarity": 0.5,
4380
  "concentration_similarity": 0.864,
 
4382
  "src/transformers/generation/candidate_generator.py"
4383
  ],
4384
  "shared_directories": [
4385
+ "src/transformers/generation",
4386
+ "src/transformers",
4387
+ "src"
4388
+ ]
4389
+ }
4390
+ ]
4391
+ },
4392
+ {
4393
+ "cluster_id": "pr-scope-45694-3",
4394
+ "pr_numbers": [
4395
+ 45694,
4396
+ 46917,
4397
+ 47035
4398
+ ],
4399
+ "representative_pr_number": 45694,
4400
+ "average_similarity": 0.39,
4401
+ "summary": "3 open PRs share weighted file overlap around `src/transformers/training_args.py`; representative PR #45694.",
4402
+ "shared_filenames": [
4403
+ "src/transformers/training_args.py"
4404
+ ],
4405
+ "shared_directories": [
4406
+ "src/transformers",
4407
+ "src"
4408
+ ],
4409
+ "pairwise": [
4410
+ {
4411
+ "left_pr_number": 45694,
4412
+ "right_pr_number": 46917,
4413
+ "similarity": 0.485,
4414
+ "content_similarity": 0.328,
4415
+ "size_similarity": 0.868,
4416
+ "breadth_similarity": 0.75,
4417
+ "concentration_similarity": 1.0,
4418
+ "shared_filenames": [
4419
+ "src/transformers/training_args.py"
4420
+ ],
4421
+ "shared_directories": [
4422
+ "src/transformers",
4423
+ "src"
4424
+ ]
4425
+ },
4426
+ {
4427
+ "left_pr_number": 45694,
4428
+ "right_pr_number": 47035,
4429
+ "similarity": 0.357,
4430
+ "content_similarity": 0.286,
4431
+ "size_similarity": 0.043,
4432
+ "breadth_similarity": 1.0,
4433
+ "concentration_similarity": 1.0,
4434
+ "shared_filenames": [
4435
+ "src/transformers/training_args.py"
4436
+ ],
4437
+ "shared_directories": [
4438
+ "src/transformers",
4439
+ "src"
4440
+ ]
4441
+ },
4442
+ {
4443
+ "left_pr_number": 46917,
4444
+ "right_pr_number": 47035,
4445
+ "similarity": 0.327,
4446
+ "content_similarity": 0.281,
4447
+ "size_similarity": 0.038,
4448
+ "breadth_similarity": 0.75,
4449
+ "concentration_similarity": 1.0,
4450
+ "shared_filenames": [
4451
+ "src/transformers/training_args.py"
4452
+ ],
4453
+ "shared_directories": [
4454
  "src/transformers",
4455
  "src"
4456
  ]
 
4945
  "left_pr_number": 46281,
4946
  "right_pr_number": 46913,
4947
  "similarity": 0.851,
4948
+ "content_similarity": 0.902,
4949
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4971
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4975
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  "src/transformers/trainer_optimizer.py",
 
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  "src/transformers/utils/__init__.py",
4979
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4980
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5165
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+ "src/transformers/integrations/executorch.py"
5167
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5168
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5181
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5182
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+ "src/transformers/integrations/executorch.py"
5184
  ],
5185
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5186
+ "src/transformers/integrations",
5187
+ "src/transformers",
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+ "src"
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  }
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5197
  46461
5198
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5199
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5200
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  "summary": "2 open PRs share weighted file overlap around `tests/utils/test_feature_extraction_utils.py`, `src/transformers/feature_extraction_utils.py`; representative PR #42824.",
5202
  "shared_filenames": [
5203
  "tests/utils/test_feature_extraction_utils.py",
 
5213
  {
5214
  "left_pr_number": 42824,
5215
  "right_pr_number": 46461,
5216
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5217
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5218
  "size_similarity": 0.652,
5219
  "breadth_similarity": 0.5,
5220
  "concentration_similarity": 0.928,
 
5231
  }
5232
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5233
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  {
5235
  "cluster_id": "pr-scope-44794-2",
5236
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5390
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5391
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5396
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5611
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5612
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5613
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  "summary": "2 open PRs share weighted file overlap around `src/transformers/quantizers/quantizers_utils.py`, `src/transformers/modeling_utils.py`; representative PR #44228.",
5616
  "shared_filenames": [
5617
  "src/transformers/quantizers/quantizers_utils.py",
 
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5627
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5629
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  "concentration_similarity": 0.926,
 
5650
  44116
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  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/flaubert/modeling_flaubert.py`; representative PR #44101.",
5655
  "shared_filenames": [
5656
  "src/transformers/models/flaubert/modeling_flaubert.py"
 
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5666
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5669
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5670
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  }
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6084
  {
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  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/whisper/generation_whisper.py`; representative PR #45570.",
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  "shared_filenames": [
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  "breadth_similarity": 1.0,
 
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  "concentration_similarity": 0.889,
 
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  "representative_pr_number": 45975,
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  "summary": "2 open PRs share weighted file overlap around `src/transformers/cli/serving/model_manager.py`, `src/transformers/cli/serve.py`; representative PR #45975.",
6650
  "shared_filenames": [
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  "src/transformers/cli/serving/model_manager.py",
 
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  {
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  "left_pr_number": 45975,
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  "right_pr_number": 46792,
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  "concentration_similarity": 0.647,
 
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  "concentration_similarity": 1.0,
 
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  "summary": "2 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #45851.",
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  "shared_filenames": [],
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  "shared_directories": [
 
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