evalstate HF Staff commited on
Commit
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Refresh transformers dataset snapshot 20260627T060016Z

Browse files
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  - eval set creation
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  Notes:
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new-contributors-report.md CHANGED
@@ -1,7 +1,7 @@
1
  # New Contributor Report: huggingface/transformers
2
 
3
- - Snapshot: `20260627T000016Z`
4
- - Generated: `2026-06-27T00:00:54Z`
5
  - Activity window: `60d`
6
  - Contributors: `354`
7
 
@@ -25,6 +25,7 @@
25
  | `harshaljanjani` | [profile](https://github.com/harshaljanjani) | no | CONTRIBUTOR | 1961d | `2025-09-17T20:29:13Z` | 35 | 20 | strong | low | low | targets high-star repos |
26
  | `jiqing-feng` | [profile](https://github.com/jiqing-feng) | no | CONTRIBUTOR | 1396d | `2024-03-21T04:37:45Z` | 32 | 4 | strong | moderate | low | high recent PR volume |
27
  | `yonigozlan` | [profile](https://github.com/yonigozlan) | no | MEMBER | 1978d | `2025-04-02T00:38:09Z` | 32 | 0 | strong | low | low | targets high-star repos |
 
28
  | `eustlb` | [profile](https://github.com/eustlb) | no | MEMBER | 1607d | `2025-01-20T12:27:19Z` | 30 | 0 | strong | low | low | targets high-star repos |
29
  | `qgallouedec` | [profile](https://github.com/qgallouedec) | no | MEMBER | 2692d | `2024-12-13T13:39:10Z` | 27 | 14 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
30
  | `3outeille` | [profile](https://github.com/3outeille) | no | MEMBER | 2625d | `2025-11-26T16:58:10Z` | 27 | 1 | mixed | low | low | high open PR share; targets high-star repos |
@@ -61,6 +62,7 @@
61
  | `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 |
62
  | `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 |
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  | `McPatate` | [profile](https://github.com/McPatate) | no | MEMBER | 4207d | `2025-09-05T15:52:11Z` | 5 | 0 | strong | moderate | low | high recent PR volume |
 
64
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65
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66
  | `Dev-X25874` | [profile](https://github.com/Dev-X25874) | no | FIRST_TIME_CONTRIBUTOR | 4d | `2026-05-13T10:45:04Z` | 4 | 0 | weak | moderate | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
@@ -83,7 +85,6 @@
83
  | `Sahith59` | [profile](https://github.com/Sahith59) | no | FIRST_TIME_CONTRIBUTOR | 1626d | `2026-06-19T02:27:30Z` | 3 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
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85
  | `Vitaliy-Pikalo` | [profile](https://github.com/Vitaliy-Pikalo) | no | NONE | 636d | `2026-06-21T01:56:59Z` | 3 | 0 | weak | high | low | broad repo spread; high open PR share; targets high-star repos |
86
- | `cyyever` | [profile](https://github.com/cyyever) | no | CONTRIBUTOR | 3752d | `2025-08-10T08:43:09Z` | 29 | 0 | weak | moderate | medium | extremely high recent PR volume; many recent closed-unmerged PRs; targets high-star repos |
87
  | `zhang-prog` | [profile](https://github.com/zhang-prog) | no | CONTRIBUTOR | 2074d | `2025-12-23T11:18:14Z` | 9 | 0 | mixed | moderate | low | targets high-star repos |
88
  | `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 |
89
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@@ -134,7 +135,6 @@
134
  | `ranjithchinnanan` | [profile](https://github.com/ranjithchinnanan) | no | FIRST_TIME_CONTRIBUTOR | 1911d | `2026-05-05T12:03:53Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
135
  | `rmotgi1227` | [profile](https://github.com/rmotgi1227) | no | NONE | 295d | `2026-05-12T21:21:10Z` | 2 | 0 | mixed | moderate | low | young account; targets high-star repos |
136
  | `rohanbalsaraf` | [profile](https://github.com/rohanbalsaraf) | no | FIRST_TIME_CONTRIBUTOR | 1145d | `2026-05-20T11:01:54Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
137
- | `sergereview[bot]` | [profile](https://github.com/sergereview[bot]) | no | NONE | ?d | `2026-05-13T06:40:41Z` | 2 | 0 | n/a | n/a | n/a | summary unavailable |
138
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139
  | `yuvrajsharma9981` | [profile](https://github.com/yuvrajsharma9981) | no | FIRST_TIME_CONTRIBUTOR | 3814d | `2026-05-21T22:27:49Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
140
  | `tomaarsen` | [profile](https://github.com/tomaarsen) | no | MEMBER | 3012d | `2025-12-02T16:00:11Z` | 19 | 7 | strong | high | low | high recent PR volume; broad repo spread; targets high-star repos |
@@ -175,7 +175,6 @@
175
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176
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177
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178
- | `AnkitAhlawat7742` | [profile](https://github.com/AnkitAhlawat7742) | no | CONTRIBUTOR | 432d | `2026-04-27T13:28:53Z` | 1 | 1 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
179
  | `anxovatomica` | [profile](https://github.com/anxovatomica) | no | NONE | 3464d | `2026-05-12T13:01:28Z` | 1 | 1 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
180
  | `atharv1945` | [profile](https://github.com/atharv1945) | no | CONTRIBUTOR | 1082d | `2026-06-15T10:52:55Z` | 1 | 1 | strong | low | low | targets high-star repos |
181
  | `c1prk` | [profile](https://github.com/c1prk) | no | FIRST_TIME_CONTRIBUTOR | 2143d | `2026-06-23T06:34:53Z` | 1 | 1 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
@@ -313,7 +312,7 @@
313
  | `pritishyuvraj` | [profile](https://github.com/pritishyuvraj) | no | FIRST_TIME_CONTRIBUTOR | 3913d | `2026-04-30T04:36:04Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
314
  | `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 |
315
  | `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 |
316
- | `Pruthvi226` | [profile](https://github.com/Pruthvi226) | no | FIRST_TIMER | 657d | `2026-06-26T13:43:59Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
317
  | `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 |
318
  | `puwaer` | [profile](https://github.com/puwaer) | no | NONE | 1811d | `2026-06-16T05:24:18Z` | 1 | 0 | strong | moderate | low | — |
319
  | `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 |
@@ -328,6 +327,7 @@
328
  | `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 |
329
  | `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 |
330
  | `Sanjays2402` | [profile](https://github.com/Sanjays2402) | no | FIRST_TIME_CONTRIBUTOR | 2554d | `2026-05-23T19:26:01Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 
331
  | `Saurav-Gupta-13` | [profile](https://github.com/Saurav-Gupta-13) | no | NONE | 1717d | `2026-06-05T16:58:41Z` | 1 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
332
  | `savirpatil` | [profile](https://github.com/savirpatil) | no | NONE | 2041d | `2026-06-12T19:13:53Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars |
333
  | `SeaL773` | [profile](https://github.com/SeaL773) | no | FIRST_TIME_CONTRIBUTOR | 3075d | `2026-05-04T06:26:53Z` | 1 | 0 | mixed | moderate | low | — |
@@ -757,6 +757,29 @@ Example artifacts:
757
  - [PR #46128: Add SAM 3.1 to Transformers](https://github.com/huggingface/transformers/pull/46128) — open
758
  - [PR #46041: Fix post processing RF-DETR](https://github.com/huggingface/transformers/pull/46041) — closed, merged
759
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
760
  ### `eustlb`
761
 
762
  - profile: [github.com/eustlb](https://github.com/eustlb)
@@ -1604,6 +1627,30 @@ Example artifacts:
1604
  - [PR #46523: feat: bump safetensors to `0.8.0`](https://github.com/huggingface/transformers/pull/46523) — closed, merged
1605
  - [PR #46239: fix: cache warmup `RuntimeError` on mps](https://github.com/huggingface/transformers/pull/46239) — closed, merged
1606
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1607
  ### `Sriniketh24`
1608
 
1609
  - profile: [github.com/Sriniketh24](https://github.com/Sriniketh24)
@@ -2118,29 +2165,6 @@ Example artifacts:
2118
  - [PR #46789: fix(tokenization): guard against IndexError when apply_chat_template …](https://github.com/huggingface/transformers/pull/46789) — closed
2119
  - [PR #46788: fix: cast q_offset/kv_offset to int in flex_attention_mask to prevent tensor-type mask shape errors](https://github.com/huggingface/transformers/pull/46788) — closed
2120
 
2121
- ### `cyyever`
2122
-
2123
- - profile: [github.com/cyyever](https://github.com/cyyever)
2124
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Acyyever)
2125
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Acyyever)
2126
- - repo first seen: `2025-08-10T08:43:09Z`
2127
- - repo last seen: `2026-06-26T12:22:42Z`
2128
- - first seen in snapshot: **no**
2129
- - repo association: **CONTRIBUTOR**
2130
- - repo primary artifacts: **29**
2131
- - snapshot authored PRs/issues: **29 PRs / 0 issues**
2132
- - snapshot discussion activity: **8 comments / 8 reviews / 8 review comments**
2133
- - account age: **3752 days**
2134
- - recent public PR activity: **204 PRs** (17 merged / 117 closed-unmerged / 70 open; merged rate **8%**, closed-unmerged rate **57%**, open rate **34%**)
2135
- - public orgs: none visible
2136
- - compact scores: follow-through **weak**, breadth **moderate**, automation risk **medium**
2137
- - heuristic read: **extremely high recent PR volume; many recent closed-unmerged PRs; targets high-star repos**
2138
-
2139
- Example artifacts:
2140
- - [PR #46917: Remove deprecated training args](https://github.com/huggingface/transformers/pull/46917) — open
2141
- - [PR #46579: Fix typos in code](https://github.com/huggingface/transformers/pull/46579) — closed, merged
2142
- - [PR #45113: Add GDS support for safetensors loading ](https://github.com/huggingface/transformers/pull/45113) — open
2143
-
2144
  ### `zhang-prog`
2145
 
2146
  - profile: [github.com/zhang-prog](https://github.com/zhang-prog)
@@ -3272,29 +3296,6 @@ Example artifacts:
3272
  - [PR #46124: Fix crash and tokenization mismatch in speculative decoding with different tokenizers](https://github.com/huggingface/transformers/pull/46124) — open
3273
  - [PR #46117: [Generation] Fix continuous batching crash when out of memory during …](https://github.com/huggingface/transformers/pull/46117) — closed
3274
 
3275
- ### `sergereview[bot]`
3276
-
3277
- - profile: [github.com/sergereview[bot]](https://github.com/sergereview[bot])
3278
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asergereview%5Bbot%5D)
3279
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asergereview%5Bbot%5D)
3280
- - repo first seen: `2026-05-13T06:40:41Z`
3281
- - repo last seen: `2026-06-26T08:02:05Z`
3282
- - first seen in snapshot: **no**
3283
- - repo association: **NONE**
3284
- - repo primary artifacts: **2**
3285
- - snapshot authored PRs/issues: **2 PRs / 0 issues**
3286
- - snapshot discussion activity: **0 comments / 5 reviews / 10 review comments**
3287
- - account age: **? days**
3288
- - recent public PR activity: **? PRs** (? merged / ? closed-unmerged / ? open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
3289
- - public orgs: none visible
3290
- - compact scores: follow-through **n/a**, breadth **n/a**, automation risk **n/a**
3291
- - heuristic read: **summary unavailable**
3292
- - enrichment fetch error: `[{"type": "NOT_FOUND", "path": ["user"], "locations": [{"line": 13, "column": 3}], "message": "Could not resolve to a User with the login of 'sergereview[bot]'."}]`
3293
-
3294
- Example artifacts:
3295
- - [PR #46908: [serge] Fix 8 integration tests for model `deepseek_v32` failing with `load_error` (other (8))](https://github.com/huggingface/transformers/pull/46908) — open
3296
- - [PR #46907: [serge] Fix 12 integration tests for model `edgetam` failing with `import_or_config` (other (12))](https://github.com/huggingface/transformers/pull/46907) — open
3297
-
3298
  ### `SindhuRaghuram97`
3299
 
3300
  - profile: [github.com/SindhuRaghuram97](https://github.com/SindhuRaghuram97)
@@ -4214,28 +4215,6 @@ Example artifacts:
4214
  - [PR #46360: Feat/executorch vision audio export](https://github.com/huggingface/transformers/pull/46360) — closed
4215
  - [Issue #46358: [ExecuTorch] convert_and_export_with_cache fails for vision-language and audio models](https://github.com/huggingface/transformers/issues/46358) — open
4216
 
4217
- ### `AnkitAhlawat7742`
4218
-
4219
- - profile: [github.com/AnkitAhlawat7742](https://github.com/AnkitAhlawat7742)
4220
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAnkitAhlawat7742)
4221
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAnkitAhlawat7742)
4222
- - repo first seen: `2026-04-27T13:28:53Z`
4223
- - repo last seen: `2026-04-28T02:46:55Z`
4224
- - first seen in snapshot: **no**
4225
- - repo association: **CONTRIBUTOR**
4226
- - repo primary artifacts: **2**
4227
- - snapshot authored PRs/issues: **1 PRs / 1 issues**
4228
- - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
4229
- - account age: **432 days**
4230
- - recent public PR activity: **3 PRs** (0 merged / 1 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **33%**, open rate **67%**)
4231
- - public orgs: none visible
4232
- - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
4233
- - heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
4234
-
4235
- Example artifacts:
4236
- - [PR #45669: zero_shot_object_detection ValueError fix for python 3.13](https://github.com/huggingface/transformers/pull/45669) — closed, merged
4237
- - [Issue #45657: ValueError in zero_shot_object_detection.md doctest on Python 3.13](https://github.com/huggingface/transformers/issues/45657) — closed
4238
-
4239
  ### `anxovatomica`
4240
 
4241
  - profile: [github.com/anxovatomica](https://github.com/anxovatomica)
@@ -7140,7 +7119,7 @@ Example artifacts:
7140
  - repo first seen: `2026-06-26T13:43:59Z`
7141
  - repo last seen: `2026-06-26T13:43:59Z`
7142
  - first seen in snapshot: **no**
7143
- - repo association: **FIRST_TIMER**
7144
  - repo primary artifacts: **1**
7145
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
7146
  - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
@@ -7447,6 +7426,27 @@ Example artifacts:
7447
  Example artifacts:
7448
  - [PR #46173: Fix StaticLayer.get_seq_length return type annotation (#45987)](https://github.com/huggingface/transformers/pull/46173) — open
7449
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
7450
  ### `Saurav-Gupta-13`
7451
 
7452
  - profile: [github.com/Saurav-Gupta-13](https://github.com/Saurav-Gupta-13)
@@ -7852,12 +7852,12 @@ Example artifacts:
7852
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aswankystark)
7853
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aswankystark)
7854
  - repo first seen: `2026-06-04T20:30:30Z`
7855
- - repo last seen: `2026-06-25T13:21:28Z`
7856
  - first seen in snapshot: **no**
7857
  - repo association: **FIRST_TIME_CONTRIBUTOR**
7858
  - repo primary artifacts: **1**
7859
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
7860
- - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
7861
  - account age: **978 days**
7862
  - recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
7863
  - public orgs: none visible
 
1
  # New Contributor Report: huggingface/transformers
2
 
3
+ - Snapshot: `20260627T060016Z`
4
+ - Generated: `2026-06-27T06:00:56Z`
5
  - Activity window: `60d`
6
  - Contributors: `354`
7
 
 
25
  | `harshaljanjani` | [profile](https://github.com/harshaljanjani) | no | CONTRIBUTOR | 1961d | `2025-09-17T20:29:13Z` | 35 | 20 | strong | low | low | targets high-star repos |
26
  | `jiqing-feng` | [profile](https://github.com/jiqing-feng) | no | CONTRIBUTOR | 1396d | `2024-03-21T04:37:45Z` | 32 | 4 | strong | moderate | low | high recent PR volume |
27
  | `yonigozlan` | [profile](https://github.com/yonigozlan) | no | MEMBER | 1978d | `2025-04-02T00:38:09Z` | 32 | 0 | strong | low | low | targets high-star repos |
28
+ | `cyyever` | [profile](https://github.com/cyyever) | no | CONTRIBUTOR | 3752d | `2025-08-10T08:43:09Z` | 30 | 0 | weak | moderate | medium | extremely high recent PR volume; many recent closed-unmerged PRs; targets high-star repos |
29
  | `eustlb` | [profile](https://github.com/eustlb) | no | MEMBER | 1607d | `2025-01-20T12:27:19Z` | 30 | 0 | strong | low | low | targets high-star repos |
30
  | `qgallouedec` | [profile](https://github.com/qgallouedec) | no | MEMBER | 2692d | `2024-12-13T13:39:10Z` | 27 | 14 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
31
  | `3outeille` | [profile](https://github.com/3outeille) | no | MEMBER | 2625d | `2025-11-26T16:58:10Z` | 27 | 1 | mixed | low | low | high open PR share; targets high-star repos |
 
62
  | `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 |
63
  | `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 |
64
  | `McPatate` | [profile](https://github.com/McPatate) | no | MEMBER | 4207d | `2025-09-05T15:52:11Z` | 5 | 0 | strong | moderate | low | high recent PR volume |
65
+ | `sergereview[bot]` | [profile](https://github.com/sergereview[bot]) | no | NONE | ?d | `2026-05-13T06:40:41Z` | 5 | 0 | n/a | n/a | n/a | summary unavailable |
66
  | `Sriniketh24` | [profile](https://github.com/Sriniketh24) | no | CONTRIBUTOR | 609d | `2026-05-18T14:39:34Z` | 5 | 0 | mixed | low | low | high open PR share; no visible non-self stars; targets high-star repos |
67
  | `sharmax-vikas` | [profile](https://github.com/sharmax-vikas) | no | CONTRIBUTOR | 702d | `2026-06-18T18:50:23Z` | 4 | 4 | weak | low | low | high open PR share; targets high-star repos |
68
  | `Dev-X25874` | [profile](https://github.com/Dev-X25874) | no | FIRST_TIME_CONTRIBUTOR | 4d | `2026-05-13T10:45:04Z` | 4 | 0 | weak | moderate | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 
85
  | `Sahith59` | [profile](https://github.com/Sahith59) | no | FIRST_TIME_CONTRIBUTOR | 1626d | `2026-06-19T02:27:30Z` | 3 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
86
  | `Snakinya` | [profile](https://github.com/Snakinya) | no | FIRST_TIME_CONTRIBUTOR | 2115d | `2026-06-08T10:08:10Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
87
  | `Vitaliy-Pikalo` | [profile](https://github.com/Vitaliy-Pikalo) | no | NONE | 636d | `2026-06-21T01:56:59Z` | 3 | 0 | weak | high | low | broad repo spread; high open PR share; targets high-star repos |
 
88
  | `zhang-prog` | [profile](https://github.com/zhang-prog) | no | CONTRIBUTOR | 2074d | `2025-12-23T11:18:14Z` | 9 | 0 | mixed | moderate | low | targets high-star repos |
89
  | `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 |
90
  | `JJJYmmm` | [profile](https://github.com/JJJYmmm) | no | CONTRIBUTOR | 1648d | `2026-01-27T10:34:17Z` | 8 | 0 | mixed | moderate | low | targets high-star repos |
 
135
  | `ranjithchinnanan` | [profile](https://github.com/ranjithchinnanan) | no | FIRST_TIME_CONTRIBUTOR | 1911d | `2026-05-05T12:03:53Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
136
  | `rmotgi1227` | [profile](https://github.com/rmotgi1227) | no | NONE | 295d | `2026-05-12T21:21:10Z` | 2 | 0 | mixed | moderate | low | young account; targets high-star repos |
137
  | `rohanbalsaraf` | [profile](https://github.com/rohanbalsaraf) | no | FIRST_TIME_CONTRIBUTOR | 1145d | `2026-05-20T11:01:54Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
138
  | `SindhuRaghuram97` | [profile](https://github.com/SindhuRaghuram97) | no | CONTRIBUTOR | 1319d | `2026-05-05T14:47:02Z` | 2 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
139
  | `yuvrajsharma9981` | [profile](https://github.com/yuvrajsharma9981) | no | FIRST_TIME_CONTRIBUTOR | 3814d | `2026-05-21T22:27:49Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
140
  | `tomaarsen` | [profile](https://github.com/tomaarsen) | no | MEMBER | 3012d | `2025-12-02T16:00:11Z` | 19 | 7 | strong | high | low | high recent PR volume; broad repo spread; targets high-star repos |
 
175
  | `softguy777` | [profile](https://github.com/softguy777) | no | FIRST_TIMER | 955d | `2026-04-28T08:23:48Z` | 1 | 2 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
176
  | `agiulucom42-del` | [profile](https://github.com/agiulucom42-del) | no | NONE | 194d | `2026-06-08T21:16:27Z` | 1 | 1 | strong | high | low | young account; high recent PR volume; broad repo spread |
177
  | `ananyajoshi0203-cpu` | [profile](https://github.com/ananyajoshi0203-cpu) | no | FIRST_TIMER | 55d | `2026-06-02T22:09:56Z` | 1 | 1 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 
178
  | `anxovatomica` | [profile](https://github.com/anxovatomica) | no | NONE | 3464d | `2026-05-12T13:01:28Z` | 1 | 1 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
179
  | `atharv1945` | [profile](https://github.com/atharv1945) | no | CONTRIBUTOR | 1082d | `2026-06-15T10:52:55Z` | 1 | 1 | strong | low | low | targets high-star repos |
180
  | `c1prk` | [profile](https://github.com/c1prk) | no | FIRST_TIME_CONTRIBUTOR | 2143d | `2026-06-23T06:34:53Z` | 1 | 1 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 
312
  | `pritishyuvraj` | [profile](https://github.com/pritishyuvraj) | no | FIRST_TIME_CONTRIBUTOR | 3913d | `2026-04-30T04:36:04Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
313
  | `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 |
314
  | `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 |
315
+ | `Pruthvi226` | [profile](https://github.com/Pruthvi226) | no | FIRST_TIME_CONTRIBUTOR | 657d | `2026-06-26T13:43:59Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
316
  | `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 |
317
  | `puwaer` | [profile](https://github.com/puwaer) | no | NONE | 1811d | `2026-06-16T05:24:18Z` | 1 | 0 | strong | moderate | low | — |
318
  | `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 |
 
327
  | `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 |
328
  | `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 |
329
  | `Sanjays2402` | [profile](https://github.com/Sanjays2402) | no | FIRST_TIME_CONTRIBUTOR | 2554d | `2026-05-23T19:26:01Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
330
+ | `Sarimsaljook` | [profile](https://github.com/Sarimsaljook) | yes | FIRST_TIME_CONTRIBUTOR | 1930d | `2026-06-27T01:05:09Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
331
  | `Saurav-Gupta-13` | [profile](https://github.com/Saurav-Gupta-13) | no | NONE | 1717d | `2026-06-05T16:58:41Z` | 1 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
332
  | `savirpatil` | [profile](https://github.com/savirpatil) | no | NONE | 2041d | `2026-06-12T19:13:53Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars |
333
  | `SeaL773` | [profile](https://github.com/SeaL773) | no | FIRST_TIME_CONTRIBUTOR | 3075d | `2026-05-04T06:26:53Z` | 1 | 0 | mixed | moderate | low | — |
 
757
  - [PR #46128: Add SAM 3.1 to Transformers](https://github.com/huggingface/transformers/pull/46128) — open
758
  - [PR #46041: Fix post processing RF-DETR](https://github.com/huggingface/transformers/pull/46041) — closed, merged
759
 
760
+ ### `cyyever`
761
+
762
+ - profile: [github.com/cyyever](https://github.com/cyyever)
763
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Acyyever)
764
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Acyyever)
765
+ - repo first seen: `2025-08-10T08:43:09Z`
766
+ - repo last seen: `2026-06-27T02:33:55Z`
767
+ - first seen in snapshot: **no**
768
+ - repo association: **CONTRIBUTOR**
769
+ - repo primary artifacts: **30**
770
+ - snapshot authored PRs/issues: **30 PRs / 0 issues**
771
+ - snapshot discussion activity: **8 comments / 8 reviews / 8 review comments**
772
+ - account age: **3752 days**
773
+ - recent public PR activity: **204 PRs** (17 merged / 117 closed-unmerged / 70 open; merged rate **8%**, closed-unmerged rate **57%**, open rate **34%**)
774
+ - public orgs: none visible
775
+ - compact scores: follow-through **weak**, breadth **moderate**, automation risk **medium**
776
+ - heuristic read: **extremely high recent PR volume; many recent closed-unmerged PRs; targets high-star repos**
777
+
778
+ Example artifacts:
779
+ - [PR #46930: Bump minimum torch version to 2.5 and clean up torch<2.5 workarounds](https://github.com/huggingface/transformers/pull/46930) — open
780
+ - [PR #46917: Remove deprecated training args](https://github.com/huggingface/transformers/pull/46917) — open
781
+ - [PR #46579: Fix typos in code](https://github.com/huggingface/transformers/pull/46579) — closed, merged
782
+
783
  ### `eustlb`
784
 
785
  - profile: [github.com/eustlb](https://github.com/eustlb)
 
1627
  - [PR #46523: feat: bump safetensors to `0.8.0`](https://github.com/huggingface/transformers/pull/46523) — closed, merged
1628
  - [PR #46239: fix: cache warmup `RuntimeError` on mps](https://github.com/huggingface/transformers/pull/46239) — closed, merged
1629
 
1630
+ ### `sergereview[bot]`
1631
+
1632
+ - profile: [github.com/sergereview[bot]](https://github.com/sergereview[bot])
1633
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asergereview%5Bbot%5D)
1634
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asergereview%5Bbot%5D)
1635
+ - repo first seen: `2026-05-13T06:40:41Z`
1636
+ - repo last seen: `2026-06-27T00:49:00Z`
1637
+ - first seen in snapshot: **no**
1638
+ - repo association: **NONE**
1639
+ - repo primary artifacts: **5**
1640
+ - snapshot authored PRs/issues: **5 PRs / 0 issues**
1641
+ - snapshot discussion activity: **0 comments / 5 reviews / 10 review comments**
1642
+ - account age: **? days**
1643
+ - recent public PR activity: **? PRs** (? merged / ? closed-unmerged / ? open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
1644
+ - public orgs: none visible
1645
+ - compact scores: follow-through **n/a**, breadth **n/a**, automation risk **n/a**
1646
+ - heuristic read: **summary unavailable**
1647
+ - enrichment fetch error: `[{"type": "NOT_FOUND", "path": ["user"], "locations": [{"line": 13, "column": 3}], "message": "Could not resolve to a User with the login of 'sergereview[bot]'."}]`
1648
+
1649
+ Example artifacts:
1650
+ - [PR #46928: [serge] Fix 8 integration tests for model `blip_2` failing with `other` (other (8))](https://github.com/huggingface/transformers/pull/46928) — open
1651
+ - [PR #46927: [serge] Fix 12 integration tests for model `glm46v` failing with `other` (other (12))](https://github.com/huggingface/transformers/pull/46927) — open
1652
+ - [PR #46926: [serge] Fix 12 integration tests for model `minimax_m3_vl` failing with `load_error` (other (12))](https://github.com/huggingface/transformers/pull/46926) — open
1653
+
1654
  ### `Sriniketh24`
1655
 
1656
  - profile: [github.com/Sriniketh24](https://github.com/Sriniketh24)
 
2165
  - [PR #46789: fix(tokenization): guard against IndexError when apply_chat_template …](https://github.com/huggingface/transformers/pull/46789) — closed
2166
  - [PR #46788: fix: cast q_offset/kv_offset to int in flex_attention_mask to prevent tensor-type mask shape errors](https://github.com/huggingface/transformers/pull/46788) — closed
2167
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2168
  ### `zhang-prog`
2169
 
2170
  - profile: [github.com/zhang-prog](https://github.com/zhang-prog)
 
3296
  - [PR #46124: Fix crash and tokenization mismatch in speculative decoding with different tokenizers](https://github.com/huggingface/transformers/pull/46124) — open
3297
  - [PR #46117: [Generation] Fix continuous batching crash when out of memory during …](https://github.com/huggingface/transformers/pull/46117) — closed
3298
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3299
  ### `SindhuRaghuram97`
3300
 
3301
  - profile: [github.com/SindhuRaghuram97](https://github.com/SindhuRaghuram97)
 
4215
  - [PR #46360: Feat/executorch vision audio export](https://github.com/huggingface/transformers/pull/46360) — closed
4216
  - [Issue #46358: [ExecuTorch] convert_and_export_with_cache fails for vision-language and audio models](https://github.com/huggingface/transformers/issues/46358) — open
4217
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
4218
  ### `anxovatomica`
4219
 
4220
  - profile: [github.com/anxovatomica](https://github.com/anxovatomica)
 
7119
  - repo first seen: `2026-06-26T13:43:59Z`
7120
  - repo last seen: `2026-06-26T13:43:59Z`
7121
  - first seen in snapshot: **no**
7122
+ - repo association: **FIRST_TIME_CONTRIBUTOR**
7123
  - repo primary artifacts: **1**
7124
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
7125
  - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
 
7426
  Example artifacts:
7427
  - [PR #46173: Fix StaticLayer.get_seq_length return type annotation (#45987)](https://github.com/huggingface/transformers/pull/46173) — open
7428
 
7429
+ ### `Sarimsaljook`
7430
+
7431
+ - profile: [github.com/Sarimsaljook](https://github.com/Sarimsaljook)
7432
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASarimsaljook)
7433
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASarimsaljook)
7434
+ - repo first seen: `2026-06-27T01:05:09Z`
7435
+ - repo last seen: `2026-06-27T01:05:09Z`
7436
+ - first seen in snapshot: **yes**
7437
+ - repo association: **FIRST_TIME_CONTRIBUTOR**
7438
+ - repo primary artifacts: **1**
7439
+ - snapshot authored PRs/issues: **1 PRs / 0 issues**
7440
+ - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
7441
+ - account age: **1930 days**
7442
+ - recent public PR activity: **2 PRs** (0 merged / 1 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
7443
+ - public orgs: none visible
7444
+ - compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
7445
+ - heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**
7446
+
7447
+ Example artifacts:
7448
+ - [PR #46929: Fix torch.export compatibility for Mixtral MoE experts](https://github.com/huggingface/transformers/pull/46929) — open
7449
+
7450
  ### `Saurav-Gupta-13`
7451
 
7452
  - profile: [github.com/Saurav-Gupta-13](https://github.com/Saurav-Gupta-13)
 
7852
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aswankystark)
7853
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aswankystark)
7854
  - repo first seen: `2026-06-04T20:30:30Z`
7855
+ - repo last seen: `2026-06-27T03:52:31Z`
7856
  - first seen in snapshot: **no**
7857
  - repo association: **FIRST_TIME_CONTRIBUTOR**
7858
  - repo primary artifacts: **1**
7859
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
7860
+ - snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
7861
  - account age: **978 days**
7862
  - recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
7863
  - public orgs: none visible
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2394
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2395
- "left_pr_number": 46148,
2396
- "right_pr_number": 46817,
2397
  "similarity": 0.38,
2398
- "content_similarity": 0.329,
2399
- "size_similarity": 0.075,
2400
- "breadth_similarity": 0.917,
2401
- "concentration_similarity": 0.933,
2402
  "shared_filenames": [
2403
  "src/transformers/models/olmo_hybrid/modeling_olmo_hybrid.py",
2404
  "src/transformers/models/qwen3_5/modeling_qwen3_5.py",
@@ -2417,13 +2417,13 @@
2417
  ]
2418
  },
2419
  {
2420
- "left_pr_number": 45513,
2421
- "right_pr_number": 46148,
2422
- "similarity": 0.379,
2423
- "content_similarity": 0.358,
2424
- "size_similarity": 0.229,
2425
- "breadth_similarity": 0.536,
2426
- "concentration_similarity": 0.812,
2427
  "shared_filenames": [
2428
  "src/transformers/models/olmo_hybrid/modeling_olmo_hybrid.py",
2429
  "src/transformers/models/qwen3_5/modeling_qwen3_5.py",
@@ -2488,7 +2488,7 @@
2488
  {
2489
  "left_pr_number": 45513,
2490
  "right_pr_number": 45707,
2491
- "similarity": 0.203,
2492
  "content_similarity": 0.257,
2493
  "size_similarity": 0.006,
2494
  "breadth_similarity": 0.121,
@@ -2715,8 +2715,8 @@
2715
  {
2716
  "left_pr_number": 46207,
2717
  "right_pr_number": 46876,
2718
- "similarity": 0.609,
2719
- "content_similarity": 0.577,
2720
  "size_similarity": 0.662,
2721
  "breadth_similarity": 0.583,
2722
  "concentration_similarity": 0.945,
@@ -2735,7 +2735,7 @@
2735
  "left_pr_number": 46207,
2736
  "right_pr_number": 46890,
2737
  "similarity": 0.57,
2738
- "content_similarity": 0.506,
2739
  "size_similarity": 0.5,
2740
  "breadth_similarity": 1.0,
2741
  "concentration_similarity": 0.827,
@@ -2837,7 +2837,7 @@
2837
  46918
2838
  ],
2839
  "representative_pr_number": 45649,
2840
- "average_similarity": 0.511,
2841
  "summary": "4 open PRs share weighted file overlap around `src/transformers/modeling_utils.py`; representative PR #45649.",
2842
  "shared_filenames": [
2843
  "src/transformers/modeling_utils.py"
@@ -2850,8 +2850,8 @@
2850
  {
2851
  "left_pr_number": 45649,
2852
  "right_pr_number": 46918,
2853
- "similarity": 0.78,
2854
- "content_similarity": 0.811,
2855
  "size_similarity": 0.412,
2856
  "breadth_similarity": 1.0,
2857
  "concentration_similarity": 1.0,
@@ -2866,8 +2866,8 @@
2866
  {
2867
  "left_pr_number": 45548,
2868
  "right_pr_number": 45649,
2869
- "similarity": 0.515,
2870
- "content_similarity": 0.525,
2871
  "size_similarity": 0.149,
2872
  "breadth_similarity": 0.75,
2873
  "concentration_similarity": 1.0,
@@ -2882,8 +2882,8 @@
2882
  {
2883
  "left_pr_number": 45649,
2884
  "right_pr_number": 45655,
2885
- "similarity": 0.512,
2886
- "content_similarity": 0.351,
2887
  "size_similarity": 0.778,
2888
  "breadth_similarity": 1.0,
2889
  "concentration_similarity": 1.0,
@@ -2898,8 +2898,8 @@
2898
  {
2899
  "left_pr_number": 45655,
2900
  "right_pr_number": 46918,
2901
- "similarity": 0.478,
2902
- "content_similarity": 0.355,
2903
  "size_similarity": 0.529,
2904
  "breadth_similarity": 1.0,
2905
  "concentration_similarity": 1.0,
@@ -2914,8 +2914,8 @@
2914
  {
2915
  "left_pr_number": 45548,
2916
  "right_pr_number": 46918,
2917
- "similarity": 0.427,
2918
- "content_similarity": 0.354,
2919
  "size_similarity": 0.362,
2920
  "breadth_similarity": 0.75,
2921
  "concentration_similarity": 1.0,
@@ -2930,8 +2930,8 @@
2930
  {
2931
  "left_pr_number": 45548,
2932
  "right_pr_number": 45655,
2933
- "similarity": 0.354,
2934
- "content_similarity": 0.286,
2935
  "size_similarity": 0.191,
2936
  "breadth_similarity": 0.75,
2937
  "concentration_similarity": 1.0,
@@ -3003,7 +3003,7 @@
3003
  "left_pr_number": 34667,
3004
  "right_pr_number": 39683,
3005
  "similarity": 0.526,
3006
- "content_similarity": 0.434,
3007
  "size_similarity": 0.478,
3008
  "breadth_similarity": 1.0,
3009
  "concentration_similarity": 1.0,
@@ -3037,7 +3037,7 @@
3037
  "left_pr_number": 34667,
3038
  "right_pr_number": 44872,
3039
  "similarity": 0.433,
3040
- "content_similarity": 0.345,
3041
  "size_similarity": 0.273,
3042
  "breadth_similarity": 1.0,
3043
  "concentration_similarity": 1.0,
@@ -3054,7 +3054,7 @@
3054
  "left_pr_number": 39683,
3055
  "right_pr_number": 44872,
3056
  "similarity": 0.419,
3057
- "content_similarity": 0.356,
3058
  "size_similarity": 0.13,
3059
  "breadth_similarity": 1.0,
3060
  "concentration_similarity": 1.0,
@@ -3078,7 +3078,7 @@
3078
  46152
3079
  ],
3080
  "representative_pr_number": 46152,
3081
- "average_similarity": 0.407,
3082
  "summary": "4 open PRs share weighted file overlap around `src/transformers/utils/import_utils.py`; representative PR #46152.",
3083
  "shared_filenames": [
3084
  "src/transformers/utils/import_utils.py"
@@ -3092,8 +3092,8 @@
3092
  {
3093
  "left_pr_number": 44615,
3094
  "right_pr_number": 46152,
3095
- "similarity": 0.627,
3096
- "content_similarity": 0.557,
3097
  "size_similarity": 0.583,
3098
  "breadth_similarity": 1.0,
3099
  "concentration_similarity": 1.0,
@@ -3109,8 +3109,8 @@
3109
  {
3110
  "left_pr_number": 45060,
3111
  "right_pr_number": 46152,
3112
- "similarity": 0.44,
3113
- "content_similarity": 0.348,
3114
  "size_similarity": 0.95,
3115
  "breadth_similarity": 0.333,
3116
  "concentration_similarity": 0.421,
@@ -3126,8 +3126,8 @@
3126
  {
3127
  "left_pr_number": 44385,
3128
  "right_pr_number": 44615,
3129
- "similarity": 0.414,
3130
- "content_similarity": 0.344,
3131
  "size_similarity": 0.371,
3132
  "breadth_similarity": 0.667,
3133
  "concentration_similarity": 1.0,
@@ -3143,8 +3143,8 @@
3143
  {
3144
  "left_pr_number": 44385,
3145
  "right_pr_number": 46152,
3146
- "similarity": 0.398,
3147
- "content_similarity": 0.356,
3148
  "size_similarity": 0.217,
3149
  "breadth_similarity": 0.667,
3150
  "concentration_similarity": 1.0,
@@ -3160,8 +3160,8 @@
3160
  {
3161
  "left_pr_number": 44615,
3162
  "right_pr_number": 45060,
3163
- "similarity": 0.318,
3164
- "content_similarity": 0.244,
3165
  "size_similarity": 0.614,
3166
  "breadth_similarity": 0.333,
3167
  "concentration_similarity": 0.421,
@@ -3177,8 +3177,8 @@
3177
  {
3178
  "left_pr_number": 44385,
3179
  "right_pr_number": 45060,
3180
- "similarity": 0.248,
3181
- "content_similarity": 0.18,
3182
  "size_similarity": 0.228,
3183
  "breadth_similarity": 0.667,
3184
  "concentration_similarity": 0.421,
@@ -3530,7 +3530,7 @@
3530
  "left_pr_number": 44015,
3531
  "right_pr_number": 44676,
3532
  "similarity": 0.412,
3533
- "content_similarity": 0.499,
3534
  "size_similarity": 0.034,
3535
  "breadth_similarity": 0.333,
3536
  "concentration_similarity": 0.488,
@@ -3546,6 +3546,82 @@
3546
  }
3547
  ]
3548
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3549
  {
3550
  "cluster_id": "pr-scope-43997-3",
3551
  "pr_numbers": [
@@ -3875,7 +3951,7 @@
3875
  "left_pr_number": 43656,
3876
  "right_pr_number": 44682,
3877
  "similarity": 0.437,
3878
- "content_similarity": 0.485,
3879
  "size_similarity": 0.048,
3880
  "breadth_similarity": 0.5,
3881
  "concentration_similarity": 0.802,
@@ -3950,7 +4026,7 @@
3950
  "left_pr_number": 34925,
3951
  "right_pr_number": 46734,
3952
  "similarity": 0.462,
3953
- "content_similarity": 0.443,
3954
  "size_similarity": 0.158,
3955
  "breadth_similarity": 0.833,
3956
  "concentration_similarity": 0.89,
@@ -3993,7 +4069,7 @@
3993
  46766
3994
  ],
3995
  "representative_pr_number": 45682,
3996
- "average_similarity": 0.455,
3997
  "summary": "3 open PRs share weighted file overlap around `tests/peft_integration/test_peft_integration.py`, `src/transformers/integrations/peft.py`; representative PR #45682.",
3998
  "shared_filenames": [
3999
  "tests/peft_integration/test_peft_integration.py",
@@ -4069,83 +4145,6 @@
4069
  }
4070
  ]
4071
  },
4072
- {
4073
- "cluster_id": "pr-scope-45293-3",
4074
- "pr_numbers": [
4075
- 45293,
4076
- 45317,
4077
- 46580
4078
- ],
4079
- "representative_pr_number": 45293,
4080
- "average_similarity": 0.43,
4081
- "summary": "3 open PRs share weighted file overlap around `tests/models/auto/test_tokenization_auto.py`, `src/transformers/models/auto/tokenization_auto.py`; representative PR #45293.",
4082
- "shared_filenames": [
4083
- "tests/models/auto/test_tokenization_auto.py",
4084
- "src/transformers/models/auto/tokenization_auto.py"
4085
- ],
4086
- "shared_directories": [
4087
- "src/transformers",
4088
- "src",
4089
- "src/transformers/models/auto",
4090
- "tests/models/auto",
4091
- "src/transformers/models",
4092
- "tests/models",
4093
- "tests"
4094
- ],
4095
- "pairwise": [
4096
- {
4097
- "left_pr_number": 45293,
4098
- "right_pr_number": 46580,
4099
- "similarity": 0.545,
4100
- "content_similarity": 0.5,
4101
- "size_similarity": 0.714,
4102
- "breadth_similarity": 0.5,
4103
- "concentration_similarity": 0.75,
4104
- "shared_filenames": [
4105
- "src/transformers/models/auto/tokenization_auto.py"
4106
- ],
4107
- "shared_directories": [
4108
- "src/transformers/models/auto",
4109
- "src/transformers/models",
4110
- "src/transformers",
4111
- "src"
4112
- ]
4113
- },
4114
- {
4115
- "left_pr_number": 45293,
4116
- "right_pr_number": 45317,
4117
- "similarity": 0.508,
4118
- "content_similarity": 0.354,
4119
- "size_similarity": 0.741,
4120
- "breadth_similarity": 1.0,
4121
- "concentration_similarity": 0.972,
4122
- "shared_filenames": [
4123
- "tests/models/auto/test_tokenization_auto.py"
4124
- ],
4125
- "shared_directories": [
4126
- "tests/models/auto",
4127
- "src/transformers",
4128
- "tests/models",
4129
- "src",
4130
- "tests"
4131
- ]
4132
- },
4133
- {
4134
- "left_pr_number": 45317,
4135
- "right_pr_number": 46580,
4136
- "similarity": 0.238,
4137
- "content_similarity": 0.007,
4138
- "size_similarity": 0.964,
4139
- "breadth_similarity": 0.5,
4140
- "concentration_similarity": 0.778,
4141
- "shared_filenames": [],
4142
- "shared_directories": [
4143
- "src/transformers",
4144
- "src"
4145
- ]
4146
- }
4147
- ]
4148
- },
4149
  {
4150
  "cluster_id": "pr-scope-32189-3",
4151
  "pr_numbers": [
@@ -4254,7 +4253,7 @@
4254
  {
4255
  "left_pr_number": 45742,
4256
  "right_pr_number": 46211,
4257
- "similarity": 0.56,
4258
  "content_similarity": 0.496,
4259
  "size_similarity": 0.963,
4260
  "breadth_similarity": 0.25,
@@ -4377,6 +4376,74 @@
4377
  }
4378
  ]
4379
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
4380
  {
4381
  "cluster_id": "pr-scope-44889-3",
4382
  "pr_numbers": [
@@ -4402,7 +4469,7 @@
4402
  {
4403
  "left_pr_number": 44889,
4404
  "right_pr_number": 46775,
4405
- "similarity": 0.455,
4406
  "content_similarity": 0.333,
4407
  "size_similarity": 0.877,
4408
  "breadth_similarity": 0.458,
@@ -4441,7 +4508,7 @@
4441
  "left_pr_number": 44981,
4442
  "right_pr_number": 46775,
4443
  "similarity": 0.301,
4444
- "content_similarity": 0.123,
4445
  "size_similarity": 0.885,
4446
  "breadth_similarity": 0.458,
4447
  "concentration_similarity": 0.712,
@@ -4465,7 +4532,7 @@
4465
  44550
4466
  ],
4467
  "representative_pr_number": 44550,
4468
- "average_similarity": 0.368,
4469
  "summary": "3 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
4470
  "shared_filenames": [],
4471
  "shared_directories": [
@@ -4494,7 +4561,7 @@
4494
  {
4495
  "left_pr_number": 44407,
4496
  "right_pr_number": 44550,
4497
- "similarity": 0.361,
4498
  "content_similarity": 0.096,
4499
  "size_similarity": 0.957,
4500
  "breadth_similarity": 1.0,
@@ -4741,11 +4808,11 @@
4741
  46689
4742
  ],
4743
  "representative_pr_number": 44438,
4744
- "average_similarity": 0.798,
4745
- "summary": "2 open PRs share weighted file overlap around `src/transformers/trainer_optimizer.py`, `tests/trainer/test_trainer_optimizers.py`, `src/transformers/training_args.py`; representative PR #44438.",
4746
  "shared_filenames": [
4747
- "src/transformers/trainer_optimizer.py",
4748
  "tests/trainer/test_trainer_optimizers.py",
 
4749
  "src/transformers/training_args.py",
4750
  "src/transformers/utils/__init__.py",
4751
  "src/transformers/utils/import_utils.py",
@@ -4762,8 +4829,8 @@
4762
  {
4763
  "left_pr_number": 44438,
4764
  "right_pr_number": 46689,
4765
- "similarity": 0.798,
4766
- "content_similarity": 0.834,
4767
  "size_similarity": 0.533,
4768
  "breadth_similarity": 1.0,
4769
  "concentration_similarity": 0.694,
@@ -4792,7 +4859,7 @@
4792
  43775
4793
  ],
4794
  "representative_pr_number": 43543,
4795
- "average_similarity": 0.775,
4796
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/jetmoe/modeling_jetmoe.py`, `src/transformers/models/ernie4_5_moe/modeling_ernie4_5_moe.py`, `src/transformers/models/minimax_m2/modeling_minimax_m2.py`; representative PR #43543.",
4797
  "shared_filenames": [
4798
  "src/transformers/models/jetmoe/modeling_jetmoe.py",
@@ -4802,7 +4869,7 @@
4802
  "src/transformers/models/dbrx/modeling_dbrx.py",
4803
  "src/transformers/models/flex_olmo/modeling_flex_olmo.py",
4804
  "src/transformers/models/gpt_oss/modeling_gpt_oss.py",
4805
- "src/transformers/models/mixtral/modeling_mixtral.py"
4806
  ],
4807
  "shared_directories": [
4808
  "src/transformers/models/jetmoe",
@@ -4811,14 +4878,14 @@
4811
  "src/transformers/models/dbrx",
4812
  "src/transformers/models/flex_olmo",
4813
  "src/transformers/models/minimax_m2",
4814
- "src/transformers/models/mixtral",
4815
- "src/transformers/models/qwen2_moe"
4816
  ],
4817
  "pairwise": [
4818
  {
4819
  "left_pr_number": 43543,
4820
  "right_pr_number": 43775,
4821
- "similarity": 0.775,
4822
  "content_similarity": 0.878,
4823
  "size_similarity": 0.191,
4824
  "breadth_similarity": 0.811,
@@ -5422,6 +5489,47 @@
5422
  }
5423
  ]
5424
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
5425
  {
5426
  "cluster_id": "pr-scope-44228-2",
5427
  "pr_numbers": [
@@ -5429,7 +5537,7 @@
5429
  46324
5430
  ],
5431
  "representative_pr_number": 44228,
5432
- "average_similarity": 0.558,
5433
  "summary": "2 open PRs share weighted file overlap around `src/transformers/quantizers/quantizers_utils.py`, `src/transformers/modeling_utils.py`; representative PR #44228.",
5434
  "shared_filenames": [
5435
  "src/transformers/quantizers/quantizers_utils.py",
@@ -5444,8 +5552,8 @@
5444
  {
5445
  "left_pr_number": 44228,
5446
  "right_pr_number": 46324,
5447
- "similarity": 0.558,
5448
- "content_similarity": 0.592,
5449
  "size_similarity": 0.259,
5450
  "breadth_similarity": 0.583,
5451
  "concentration_similarity": 0.926,
@@ -5786,7 +5894,7 @@
5786
  "left_pr_number": 45540,
5787
  "right_pr_number": 45868,
5788
  "similarity": 0.486,
5789
- "content_similarity": 0.357,
5790
  "size_similarity": 0.593,
5791
  "breadth_similarity": 1.0,
5792
  "concentration_similarity": 0.936,
@@ -6364,7 +6472,7 @@
6364
  "left_pr_number": 45936,
6365
  "right_pr_number": 46341,
6366
  "similarity": 0.408,
6367
- "content_similarity": 0.402,
6368
  "size_similarity": 0.033,
6369
  "breadth_similarity": 0.771,
6370
  "concentration_similarity": 0.889,
@@ -6389,41 +6497,6 @@
6389
  }
6390
  ]
6391
  },
6392
- {
6393
- "cluster_id": "pr-scope-44606-2",
6394
- "pr_numbers": [
6395
- 44606,
6396
- 45086
6397
- ],
6398
- "representative_pr_number": 44606,
6399
- "average_similarity": 0.406,
6400
- "summary": "2 open PRs share weighted file overlap around `src/transformers/tokenization_utils_tokenizers.py`; representative PR #44606.",
6401
- "shared_filenames": [
6402
- "src/transformers/tokenization_utils_tokenizers.py"
6403
- ],
6404
- "shared_directories": [
6405
- "src/transformers",
6406
- "src"
6407
- ],
6408
- "pairwise": [
6409
- {
6410
- "left_pr_number": 44606,
6411
- "right_pr_number": 45086,
6412
- "similarity": 0.406,
6413
- "content_similarity": 0.318,
6414
- "size_similarity": 0.222,
6415
- "breadth_similarity": 1.0,
6416
- "concentration_similarity": 1.0,
6417
- "shared_filenames": [
6418
- "src/transformers/tokenization_utils_tokenizers.py"
6419
- ],
6420
- "shared_directories": [
6421
- "src/transformers",
6422
- "src"
6423
- ]
6424
- }
6425
- ]
6426
- },
6427
  {
6428
  "cluster_id": "pr-scope-43446-2",
6429
  "pr_numbers": [
@@ -6450,8 +6523,8 @@
6450
  "src/transformers/models/llava_next_video",
6451
  "src/transformers/models/blip_2",
6452
  "src/transformers/models/chameleon",
6453
- "src/transformers/models/glm46v",
6454
- "src/transformers/models/glm_ocr"
6455
  ],
6456
  "pairwise": [
6457
  {
@@ -6542,7 +6615,7 @@
6542
  "left_pr_number": 44642,
6543
  "right_pr_number": 45552,
6544
  "similarity": 0.361,
6545
- "content_similarity": 0.266,
6546
  "size_similarity": 0.167,
6547
  "breadth_similarity": 1.0,
6548
  "concentration_similarity": 1.0,
@@ -6597,7 +6670,7 @@
6597
  46792
6598
  ],
6599
  "representative_pr_number": 45975,
6600
- "average_similarity": 0.352,
6601
  "summary": "2 open PRs share weighted file overlap around `src/transformers/cli/serving/model_manager.py`, `src/transformers/cli/serve.py`; representative PR #45975.",
6602
  "shared_filenames": [
6603
  "src/transformers/cli/serving/model_manager.py",
@@ -6613,7 +6686,7 @@
6613
  {
6614
  "left_pr_number": 45975,
6615
  "right_pr_number": 46792,
6616
- "similarity": 0.352,
6617
  "content_similarity": 0.255,
6618
  "size_similarity": 0.444,
6619
  "breadth_similarity": 0.75,
@@ -6684,7 +6757,7 @@
6684
  "left_pr_number": 45851,
6685
  "right_pr_number": 46357,
6686
  "similarity": 0.341,
6687
- "content_similarity": 0.11,
6688
  "size_similarity": 0.761,
6689
  "breadth_similarity": 1.0,
6690
  "concentration_similarity": 1.0,
 
1
  {
2
  "repo": "huggingface/transformers",
3
+ "snapshot_id": "20260627T060016Z",
4
+ "generated_at": "2026-06-27T06:00:52Z",
5
+ "cluster_count": 79,
6
  "pr_scope_clusters": [
7
  {
8
  "cluster_id": "pr-scope-43636-10",
 
49
  "left_pr_number": 43663,
50
  "right_pr_number": 45067,
51
  "similarity": 0.623,
52
+ "content_similarity": 0.462,
53
  "size_similarity": 1.0,
54
  "breadth_similarity": 1.0,
55
  "concentration_similarity": 1.0,
 
64
  {
65
  "left_pr_number": 43651,
66
  "right_pr_number": 43663,
67
+ "similarity": 0.538,
68
+ "content_similarity": 0.4,
69
  "size_similarity": 0.72,
70
  "breadth_similarity": 1.0,
71
  "concentration_similarity": 1.0,
 
128
  {
129
  "left_pr_number": 44123,
130
  "right_pr_number": 45067,
131
+ "similarity": 0.473,
132
  "content_similarity": 0.363,
133
  "size_similarity": 0.455,
134
  "breadth_similarity": 1.0,
 
160
  {
161
  "left_pr_number": 43663,
162
  "right_pr_number": 44660,
163
+ "similarity": 0.46,
164
  "content_similarity": 0.391,
165
  "size_similarity": 0.24,
166
  "breadth_similarity": 1.0,
 
193
  "left_pr_number": 43663,
194
  "right_pr_number": 44189,
195
  "similarity": 0.445,
196
+ "content_similarity": 0.388,
197
  "size_similarity": 0.16,
198
  "breadth_similarity": 1.0,
199
  "concentration_similarity": 1.0,
 
209
  "left_pr_number": 44189,
210
  "right_pr_number": 45055,
211
  "similarity": 0.443,
212
+ "content_similarity": 0.258,
213
  "size_similarity": 0.75,
214
  "breadth_similarity": 1.0,
215
  "concentration_similarity": 1.0,
 
238
  ]
239
  },
240
  {
241
+ "left_pr_number": 44660,
242
+ "right_pr_number": 45067,
243
+ "similarity": 0.435,
244
+ "content_similarity": 0.355,
245
+ "size_similarity": 0.24,
246
  "breadth_similarity": 1.0,
247
  "concentration_similarity": 1.0,
248
  "shared_filenames": [
 
254
  ]
255
  },
256
  {
257
+ "left_pr_number": 43636,
258
+ "right_pr_number": 43651,
259
  "similarity": 0.434,
260
+ "content_similarity": 0.274,
261
+ "size_similarity": 0.611,
262
  "breadth_similarity": 1.0,
263
  "concentration_similarity": 1.0,
264
  "shared_filenames": [
 
272
  {
273
  "left_pr_number": 44189,
274
  "right_pr_number": 44257,
275
+ "similarity": 0.429,
276
  "content_similarity": 0.255,
277
  "size_similarity": 0.667,
278
  "breadth_similarity": 1.0,
 
369
  "left_pr_number": 43663,
370
  "right_pr_number": 45055,
371
  "similarity": 0.404,
372
+ "content_similarity": 0.338,
373
  "size_similarity": 0.12,
374
  "breadth_similarity": 1.0,
375
  "concentration_similarity": 1.0,
 
384
  {
385
  "left_pr_number": 44257,
386
  "right_pr_number": 45067,
387
+ "similarity": 0.399,
388
+ "content_similarity": 0.304,
389
  "size_similarity": 0.24,
390
  "breadth_similarity": 1.0,
391
  "concentration_similarity": 1.0,
 
400
  {
401
  "left_pr_number": 43651,
402
  "right_pr_number": 44189,
403
+ "similarity": 0.397,
404
  "content_similarity": 0.305,
405
  "size_similarity": 0.222,
406
  "breadth_similarity": 1.0,
 
416
  {
417
  "left_pr_number": 43636,
418
  "right_pr_number": 44257,
419
+ "similarity": 0.393,
420
+ "content_similarity": 0.23,
421
  "size_similarity": 0.545,
422
  "breadth_similarity": 1.0,
423
  "concentration_similarity": 1.0,
 
446
  ]
447
  },
448
  {
449
+ "left_pr_number": 45055,
450
+ "right_pr_number": 45273,
451
+ "similarity": 0.385,
452
+ "content_similarity": 0.192,
453
+ "size_similarity": 0.667,
454
  "breadth_similarity": 1.0,
455
  "concentration_similarity": 1.0,
456
  "shared_filenames": [
 
462
  ]
463
  },
464
  {
465
+ "left_pr_number": 43651,
466
+ "right_pr_number": 44257,
467
  "similarity": 0.384,
468
+ "content_similarity": 0.263,
469
+ "size_similarity": 0.333,
470
  "breadth_similarity": 1.0,
471
  "concentration_similarity": 1.0,
472
  "shared_filenames": [
 
497
  "left_pr_number": 44123,
498
  "right_pr_number": 44660,
499
  "similarity": 0.382,
500
+ "content_similarity": 0.308,
501
  "size_similarity": 0.109,
502
  "breadth_similarity": 1.0,
503
  "concentration_similarity": 1.0,
 
512
  {
513
  "left_pr_number": 44257,
514
  "right_pr_number": 45055,
515
+ "similarity": 0.381,
516
  "content_similarity": 0.222,
517
  "size_similarity": 0.5,
518
  "breadth_similarity": 1.0,
 
529
  "left_pr_number": 44189,
530
  "right_pr_number": 45273,
531
  "similarity": 0.379,
532
+ "content_similarity": 0.221,
533
  "size_similarity": 0.5,
534
  "breadth_similarity": 1.0,
535
  "concentration_similarity": 1.0,
 
544
  {
545
  "left_pr_number": 44123,
546
  "right_pr_number": 44189,
547
+ "similarity": 0.375,
548
  "content_similarity": 0.305,
549
  "size_similarity": 0.073,
550
  "breadth_similarity": 1.0,
 
561
  "left_pr_number": 43636,
562
  "right_pr_number": 44123,
563
  "similarity": 0.372,
564
+ "content_similarity": 0.275,
565
  "size_similarity": 0.2,
566
  "breadth_similarity": 1.0,
567
  "concentration_similarity": 1.0,
 
609
  "left_pr_number": 44660,
610
  "right_pr_number": 45273,
611
  "similarity": 0.356,
612
+ "content_similarity": 0.223,
613
  "size_similarity": 0.333,
614
  "breadth_similarity": 1.0,
615
  "concentration_similarity": 1.0,
 
640
  {
641
  "left_pr_number": 44123,
642
  "right_pr_number": 44257,
643
+ "similarity": 0.351,
644
  "content_similarity": 0.263,
645
  "size_similarity": 0.109,
646
  "breadth_similarity": 1.0,
 
721
  "left_pr_number": 43636,
722
  "right_pr_number": 45273,
723
  "similarity": 0.316,
724
+ "content_similarity": 0.199,
725
  "size_similarity": 0.182,
726
  "breadth_similarity": 1.0,
727
  "concentration_similarity": 1.0,
 
737
  "left_pr_number": 44123,
738
  "right_pr_number": 45273,
739
  "similarity": 0.315,
740
+ "content_similarity": 0.228,
741
  "size_similarity": 0.036,
742
  "breadth_similarity": 1.0,
743
  "concentration_similarity": 1.0,
 
949
  {
950
  "left_pr_number": 46504,
951
  "right_pr_number": 46747,
952
+ "similarity": 0.378,
953
  "content_similarity": 0.111,
954
  "size_similarity": 1.0,
955
  "breadth_similarity": 1.0,
 
977
  {
978
  "left_pr_number": 46504,
979
  "right_pr_number": 46563,
980
+ "similarity": 0.337,
981
  "content_similarity": 0.124,
982
  "size_similarity": 0.667,
983
  "breadth_similarity": 1.0,
 
1015
  46718
1016
  ],
1017
  "representative_pr_number": 45546,
1018
+ "average_similarity": 0.63,
1019
  "summary": "6 open PRs share weighted file overlap around `src/transformers/modeling_gguf_pytorch_utils.py`, `src/transformers/integrations/ggml.py`, `tests/quantization/ggml/test_ggml.py`; representative PR #45546.",
1020
  "shared_filenames": [
1021
  "src/transformers/modeling_gguf_pytorch_utils.py",
 
1211
  "left_pr_number": 45296,
1212
  "right_pr_number": 45668,
1213
  "similarity": 0.65,
1214
+ "content_similarity": 0.623,
1215
  "size_similarity": 0.445,
1216
  "breadth_similarity": 1.0,
1217
  "concentration_similarity": 0.956,
 
1255
  "left_pr_number": 44070,
1256
  "right_pr_number": 46467,
1257
  "similarity": 0.385,
1258
+ "content_similarity": 0.459,
1259
  "size_similarity": 0.033,
1260
  "breadth_similarity": 0.333,
1261
  "concentration_similarity": 0.518,
 
1362
  {
1363
  "left_pr_number": 41606,
1364
  "right_pr_number": 44543,
1365
+ "similarity": 0.684,
1366
  "content_similarity": 0.66,
1367
  "size_similarity": 0.583,
1368
  "breadth_similarity": 1.0,
 
1400
  {
1401
  "left_pr_number": 42668,
1402
  "right_pr_number": 45627,
1403
+ "similarity": 0.658,
1404
  "content_similarity": 0.8,
1405
  "size_similarity": 0.189,
1406
  "breadth_similarity": 0.216,
 
1420
  {
1421
  "left_pr_number": 42668,
1422
  "right_pr_number": 46161,
1423
+ "similarity": 0.572,
1424
+ "content_similarity": 0.665,
1425
  "size_similarity": 0.253,
1426
  "breadth_similarity": 0.216,
1427
  "concentration_similarity": 0.937,
 
1579
  {
1580
  "left_pr_number": 45422,
1581
  "right_pr_number": 46161,
1582
+ "similarity": 0.277,
1583
  "content_similarity": 0.103,
1584
  "size_similarity": 0.586,
1585
  "breadth_similarity": 0.75,
 
1782
  {
1783
  "left_pr_number": 44547,
1784
  "right_pr_number": 46696,
1785
+ "similarity": 0.396,
1786
  "content_similarity": 0.265,
1787
  "size_similarity": 0.4,
1788
  "breadth_similarity": 1.0,
 
1899
  {
1900
  "left_pr_number": 44974,
1901
  "right_pr_number": 46717,
1902
+ "similarity": 0.462,
1903
  "content_similarity": 0.335,
1904
  "size_similarity": 0.636,
1905
  "breadth_similarity": 0.9,
 
1918
  {
1919
  "left_pr_number": 45421,
1920
  "right_pr_number": 45635,
1921
+ "similarity": 0.462,
1922
  "content_similarity": 0.374,
1923
  "size_similarity": 0.803,
1924
  "breadth_similarity": 0.5,
 
2392
  ]
2393
  },
2394
  {
2395
+ "left_pr_number": 45513,
2396
+ "right_pr_number": 46148,
2397
  "similarity": 0.38,
2398
+ "content_similarity": 0.359,
2399
+ "size_similarity": 0.229,
2400
+ "breadth_similarity": 0.536,
2401
+ "concentration_similarity": 0.812,
2402
  "shared_filenames": [
2403
  "src/transformers/models/olmo_hybrid/modeling_olmo_hybrid.py",
2404
  "src/transformers/models/qwen3_5/modeling_qwen3_5.py",
 
2417
  ]
2418
  },
2419
  {
2420
+ "left_pr_number": 46148,
2421
+ "right_pr_number": 46817,
2422
+ "similarity": 0.38,
2423
+ "content_similarity": 0.329,
2424
+ "size_similarity": 0.075,
2425
+ "breadth_similarity": 0.917,
2426
+ "concentration_similarity": 0.933,
2427
  "shared_filenames": [
2428
  "src/transformers/models/olmo_hybrid/modeling_olmo_hybrid.py",
2429
  "src/transformers/models/qwen3_5/modeling_qwen3_5.py",
 
2488
  {
2489
  "left_pr_number": 45513,
2490
  "right_pr_number": 45707,
2491
+ "similarity": 0.204,
2492
  "content_similarity": 0.257,
2493
  "size_similarity": 0.006,
2494
  "breadth_similarity": 0.121,
 
2715
  {
2716
  "left_pr_number": 46207,
2717
  "right_pr_number": 46876,
2718
+ "similarity": 0.608,
2719
+ "content_similarity": 0.576,
2720
  "size_similarity": 0.662,
2721
  "breadth_similarity": 0.583,
2722
  "concentration_similarity": 0.945,
 
2735
  "left_pr_number": 46207,
2736
  "right_pr_number": 46890,
2737
  "similarity": 0.57,
2738
+ "content_similarity": 0.505,
2739
  "size_similarity": 0.5,
2740
  "breadth_similarity": 1.0,
2741
  "concentration_similarity": 0.827,
 
2837
  46918
2838
  ],
2839
  "representative_pr_number": 45649,
2840
+ "average_similarity": 0.509,
2841
  "summary": "4 open PRs share weighted file overlap around `src/transformers/modeling_utils.py`; representative PR #45649.",
2842
  "shared_filenames": [
2843
  "src/transformers/modeling_utils.py"
 
2850
  {
2851
  "left_pr_number": 45649,
2852
  "right_pr_number": 46918,
2853
+ "similarity": 0.779,
2854
+ "content_similarity": 0.81,
2855
  "size_similarity": 0.412,
2856
  "breadth_similarity": 1.0,
2857
  "concentration_similarity": 1.0,
 
2866
  {
2867
  "left_pr_number": 45548,
2868
  "right_pr_number": 45649,
2869
+ "similarity": 0.513,
2870
+ "content_similarity": 0.522,
2871
  "size_similarity": 0.149,
2872
  "breadth_similarity": 0.75,
2873
  "concentration_similarity": 1.0,
 
2882
  {
2883
  "left_pr_number": 45649,
2884
  "right_pr_number": 45655,
2885
+ "similarity": 0.51,
2886
+ "content_similarity": 0.347,
2887
  "size_similarity": 0.778,
2888
  "breadth_similarity": 1.0,
2889
  "concentration_similarity": 1.0,
 
2898
  {
2899
  "left_pr_number": 45655,
2900
  "right_pr_number": 46918,
2901
+ "similarity": 0.475,
2902
+ "content_similarity": 0.351,
2903
  "size_similarity": 0.529,
2904
  "breadth_similarity": 1.0,
2905
  "concentration_similarity": 1.0,
 
2914
  {
2915
  "left_pr_number": 45548,
2916
  "right_pr_number": 46918,
2917
+ "similarity": 0.425,
2918
+ "content_similarity": 0.351,
2919
  "size_similarity": 0.362,
2920
  "breadth_similarity": 0.75,
2921
  "concentration_similarity": 1.0,
 
2930
  {
2931
  "left_pr_number": 45548,
2932
  "right_pr_number": 45655,
2933
+ "similarity": 0.352,
2934
+ "content_similarity": 0.283,
2935
  "size_similarity": 0.191,
2936
  "breadth_similarity": 0.75,
2937
  "concentration_similarity": 1.0,
 
3003
  "left_pr_number": 34667,
3004
  "right_pr_number": 39683,
3005
  "similarity": 0.526,
3006
+ "content_similarity": 0.435,
3007
  "size_similarity": 0.478,
3008
  "breadth_similarity": 1.0,
3009
  "concentration_similarity": 1.0,
 
3037
  "left_pr_number": 34667,
3038
  "right_pr_number": 44872,
3039
  "similarity": 0.433,
3040
+ "content_similarity": 0.346,
3041
  "size_similarity": 0.273,
3042
  "breadth_similarity": 1.0,
3043
  "concentration_similarity": 1.0,
 
3054
  "left_pr_number": 39683,
3055
  "right_pr_number": 44872,
3056
  "similarity": 0.419,
3057
+ "content_similarity": 0.357,
3058
  "size_similarity": 0.13,
3059
  "breadth_similarity": 1.0,
3060
  "concentration_similarity": 1.0,
 
3078
  46152
3079
  ],
3080
  "representative_pr_number": 46152,
3081
+ "average_similarity": 0.404,
3082
  "summary": "4 open PRs share weighted file overlap around `src/transformers/utils/import_utils.py`; representative PR #46152.",
3083
  "shared_filenames": [
3084
  "src/transformers/utils/import_utils.py"
 
3092
  {
3093
  "left_pr_number": 44615,
3094
  "right_pr_number": 46152,
3095
+ "similarity": 0.623,
3096
+ "content_similarity": 0.55,
3097
  "size_similarity": 0.583,
3098
  "breadth_similarity": 1.0,
3099
  "concentration_similarity": 1.0,
 
3109
  {
3110
  "left_pr_number": 45060,
3111
  "right_pr_number": 46152,
3112
+ "similarity": 0.437,
3113
+ "content_similarity": 0.344,
3114
  "size_similarity": 0.95,
3115
  "breadth_similarity": 0.333,
3116
  "concentration_similarity": 0.421,
 
3126
  {
3127
  "left_pr_number": 44385,
3128
  "right_pr_number": 44615,
3129
+ "similarity": 0.409,
3130
+ "content_similarity": 0.338,
3131
  "size_similarity": 0.371,
3132
  "breadth_similarity": 0.667,
3133
  "concentration_similarity": 1.0,
 
3143
  {
3144
  "left_pr_number": 44385,
3145
  "right_pr_number": 46152,
3146
+ "similarity": 0.394,
3147
+ "content_similarity": 0.35,
3148
  "size_similarity": 0.217,
3149
  "breadth_similarity": 0.667,
3150
  "concentration_similarity": 1.0,
 
3160
  {
3161
  "left_pr_number": 44615,
3162
  "right_pr_number": 45060,
3163
+ "similarity": 0.314,
3164
+ "content_similarity": 0.24,
3165
  "size_similarity": 0.614,
3166
  "breadth_similarity": 0.333,
3167
  "concentration_similarity": 0.421,
 
3177
  {
3178
  "left_pr_number": 44385,
3179
  "right_pr_number": 45060,
3180
+ "similarity": 0.245,
3181
+ "content_similarity": 0.176,
3182
  "size_similarity": 0.228,
3183
  "breadth_similarity": 0.667,
3184
  "concentration_similarity": 0.421,
 
3530
  "left_pr_number": 44015,
3531
  "right_pr_number": 44676,
3532
  "similarity": 0.412,
3533
+ "content_similarity": 0.5,
3534
  "size_similarity": 0.034,
3535
  "breadth_similarity": 0.333,
3536
  "concentration_similarity": 0.488,
 
3546
  }
3547
  ]
3548
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  {
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  "src/transformers/models/dbrx/modeling_dbrx.py",
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  "src/transformers/models/dbrx",
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  "src/transformers/models/minimax_m2",
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  "repo": "huggingface/transformers",
7
+ "snapshot_dir": "snapshots/20260627T060016Z"
8
  }
state/watermark.json CHANGED
@@ -1,7 +1,7 @@
1
  {
2
- "effective_since": "2026-06-26T18:00:14Z",
3
- "last_successful_snapshot_id": "20260627T000016Z",
4
- "next_since": "2026-06-27T00:00:16Z",
5
  "repo": "huggingface/transformers",
6
- "updated_at": "2026-06-27T00:00:16Z"
7
  }
 
1
  {
2
+ "effective_since": "2026-06-27T00:00:16Z",
3
+ "last_successful_snapshot_id": "20260627T060016Z",
4
+ "next_since": "2026-06-27T06:00:16Z",
5
  "repo": "huggingface/transformers",
6
+ "updated_at": "2026-06-27T06:00:16Z"
7
  }