evalstate HF Staff commited on
Commit
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1 Parent(s): 083d380

Refresh transformers dataset snapshot 20260630T060014Z

Browse files
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  - eval set creation
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  Notes:
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3422
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new-contributors-report.md CHANGED
@@ -1,9 +1,9 @@
1
  # New Contributor Report: huggingface/transformers
2
 
3
- - Snapshot: `20260630T000016Z`
4
- - Generated: `2026-06-30T00:01:09Z`
5
  - Activity window: `60d`
6
- - Contributors: `347`
7
 
8
  ## Summary
9
 
@@ -23,7 +23,7 @@
23
  | `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2996d | `2025-10-14T03:02:06Z` | 40 | 1 | strong | moderate | low | targets high-star repos |
24
  | `itazap` | [profile](https://github.com/itazap) | no | MEMBER | 3139d | `2024-10-21T07:08:47Z` | 37 | 0 | mixed | low | low | no visible non-self stars; targets high-star repos |
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` | 33 | 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 |
@@ -43,11 +43,11 @@
43
  | `ebezzam` | [profile](https://github.com/ebezzam) | no | MEMBER | 4714d | `2025-07-25T12:59:52Z` | 12 | 0 | mixed | low | low | high open PR share |
44
  | `he-yufeng` | [profile](https://github.com/he-yufeng) | no | CONTRIBUTOR | 2909d | `2026-03-14T18:33:53Z` | 11 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
45
  | `KartavyaDikshit` | [profile](https://github.com/KartavyaDikshit) | no | FIRST_TIME_CONTRIBUTOR | 1742d | `2026-06-22T01:23:43Z` | 11 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread |
 
46
  | `Sunt-ing` | [profile](https://github.com/Sunt-ing) | no | CONTRIBUTOR | 2841d | `2026-06-18T09:58:22Z` | 11 | 0 | weak | moderate | medium | high recent PR volume; high open PR share; targets high-star repos |
47
  | `Anai-Guo` | [profile](https://github.com/Anai-Guo) | no | CONTRIBUTOR | 9d | `2026-04-22T13:14:19Z` | 10 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
48
  | `nightcityblade` | [profile](https://github.com/nightcityblade) | no | CONTRIBUTOR | 97d | `2026-02-18T23:07:23Z` | 10 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread |
49
  | `AmineDiro` | [profile](https://github.com/AmineDiro) | no | MEMBER | 3865d | `2026-04-14T15:35:56Z` | 9 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
50
- | `sergereview[bot]` | [profile](https://github.com/sergereview[bot]) | no | NONE | ?d | `2026-05-13T06:40:41Z` | 9 | 0 | n/a | n/a | n/a | summary unavailable |
51
  | `BenjaminBossan` | [profile](https://github.com/BenjaminBossan) | no | MEMBER | 4501d | `2024-10-17T11:56:32Z` | 8 | 0 | strong | moderate | low | high recent PR volume; targets high-star repos |
52
  | `juliendenize` | [profile](https://github.com/juliendenize) | no | CONTRIBUTOR | 2852d | `2026-03-13T10:24:11Z` | 8 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
53
  | `Incheonkirin` | [profile](https://github.com/Incheonkirin) | no | CONTRIBUTOR | 2854d | `2026-06-09T11:35:01Z` | 7 | 2 | weak | moderate | low | high open PR share; targets high-star repos |
@@ -210,6 +210,7 @@
210
  | `andreay99` | [profile](https://github.com/andreay99) | no | NONE | 1374d | `2026-05-09T02:34:44Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
211
  | `AndriyVohar` | [profile](https://github.com/AndriyVohar) | no | FIRST_TIME_CONTRIBUTOR | 1197d | `2026-06-06T15:59:59Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
212
  | `andylin-hao` | [profile](https://github.com/andylin-hao) | no | CONTRIBUTOR | 3162d | `2026-06-04T03:53:20Z` | 1 | 0 | strong | moderate | low | — |
 
213
  | `Apeksha23-hub` | [profile](https://github.com/Apeksha23-hub) | no | FIRST_TIME_CONTRIBUTOR | 79d | `2026-05-16T13:17:12Z` | 1 | 0 | mixed | low | low | very new account; no visible non-self stars; targets high-star repos |
214
  | `ArkaD171717` | [profile](https://github.com/ArkaD171717) | no | FIRST_TIME_CONTRIBUTOR | 1206d | `2026-05-02T09:31:22Z` | 1 | 0 | weak | moderate | low | high open PR share; no visible non-self stars; targets high-star repos |
215
  | `arnav-144p` | [profile](https://github.com/arnav-144p) | no | NONE | 634d | `2026-06-02T18:52:53Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
@@ -707,11 +708,11 @@ Example artifacts:
707
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajiqing-feng)
708
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajiqing-feng)
709
  - repo first seen: `2024-03-21T04:37:45Z`
710
- - repo last seen: `2026-06-29T03:18:10Z`
711
  - first seen in snapshot: **no**
712
  - repo association: **CONTRIBUTOR**
713
- - repo primary artifacts: **37**
714
- - snapshot authored PRs/issues: **33 PRs / 4 issues**
715
  - snapshot discussion activity: **63 comments / 45 reviews / 45 review comments**
716
  - account age: **1396 days**
717
  - recent public PR activity: **25 PRs** (22 merged / 1 closed-unmerged / 2 open; merged rate **88%**, closed-unmerged rate **4%**, open rate **8%**)
@@ -720,9 +721,9 @@ Example artifacts:
720
  - heuristic read: **high recent PR volume**
721
 
722
  Example artifacts:
 
723
  - [PR #46952: Fix shape mismatch in KyutaiSpeechToText `generate()` last window](https://github.com/huggingface/transformers/pull/46952) — open
724
  - [PR #46864: Fix continuous batching for composite / multimodal configs](https://github.com/huggingface/transformers/pull/46864) — closed
725
- - [PR #46860: Fix Evolla eager attention for the GQA text decoder](https://github.com/huggingface/transformers/pull/46860) — closed, merged
726
  - [Issue #44458: Mllama compile failed after new attn mask](https://github.com/huggingface/transformers/issues/44458) — closed
727
  - [Issue #43725: Quantization model behavior changed](https://github.com/huggingface/transformers/issues/43725) — closed
728
  - [Issue #42994: quantized model saving failed](https://github.com/huggingface/transformers/issues/42994) — closed
@@ -1176,6 +1177,30 @@ Example artifacts:
1176
  - [PR #46814: fix: normalize VLM processor image input handling across models](https://github.com/huggingface/transformers/pull/46814) — closed
1177
  - [PR #46809: fix: distinguish eval OOM from train OOM in auto_find_batch_size](https://github.com/huggingface/transformers/pull/46809) — closed
1178
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1179
  ### `Sunt-ing`
1180
 
1181
  - profile: [github.com/Sunt-ing](https://github.com/Sunt-ing)
@@ -1268,30 +1293,6 @@ Example artifacts:
1268
  - [PR #46113: clip_grad_norm avoid O(global_params) replication](https://github.com/huggingface/transformers/pull/46113) — open
1269
  - [PR #45994: Trainer.compute_loss: fix loss over-counting under TP and EP-as-TP](https://github.com/huggingface/transformers/pull/45994) — closed, merged
1270
 
1271
- ### `sergereview[bot]`
1272
-
1273
- - profile: [github.com/sergereview[bot]](https://github.com/sergereview[bot])
1274
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asergereview%5Bbot%5D)
1275
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asergereview%5Bbot%5D)
1276
- - repo first seen: `2026-05-13T06:40:41Z`
1277
- - repo last seen: `2026-06-29T00:45:00Z`
1278
- - first seen in snapshot: **no**
1279
- - repo association: **NONE**
1280
- - repo primary artifacts: **9**
1281
- - snapshot authored PRs/issues: **9 PRs / 0 issues**
1282
- - snapshot discussion activity: **0 comments / 5 reviews / 10 review comments**
1283
- - account age: **? days**
1284
- - recent public PR activity: **? PRs** (? merged / ? closed-unmerged / ? open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
1285
- - public orgs: none visible
1286
- - compact scores: follow-through **n/a**, breadth **n/a**, automation risk **n/a**
1287
- - heuristic read: **summary unavailable**
1288
- - 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]'."}]`
1289
-
1290
- Example artifacts:
1291
- - [PR #46951: [serge] Fix 8 integration tests for model `peft_integration` failing with `other` (other (8))](https://github.com/huggingface/transformers/pull/46951) — open
1292
- - [PR #46950: [serge] Fix 8 integration tests for model `mamba2` failing with `OOM` (other (8))](https://github.com/huggingface/transformers/pull/46950) — open
1293
- - [PR #46949: [serge] Fix 22 integration tests for model `whisper` failing with `other` (other (20), shape/size mismatch (2))](https://github.com/huggingface/transformers/pull/46949) — open
1294
-
1295
  ### `BenjaminBossan`
1296
 
1297
  - profile: [github.com/BenjaminBossan](https://github.com/BenjaminBossan)
@@ -4298,12 +4299,12 @@ Example artifacts:
4298
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ALauraGPT)
4299
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ALauraGPT)
4300
  - repo first seen: `2026-05-24T11:07:04Z`
4301
- - repo last seen: `2026-06-29T23:45:57Z`
4302
  - first seen in snapshot: **no**
4303
  - repo association: **FIRST_TIME_CONTRIBUTOR**
4304
  - repo primary artifacts: **2**
4305
  - snapshot authored PRs/issues: **1 PRs / 1 issues**
4306
- - snapshot discussion activity: **30 comments / 0 reviews / 0 review comments**
4307
  - account age: **3699 days**
4308
  - recent public PR activity: **9 PRs** (2 merged / 0 closed-unmerged / 7 open; merged rate **22%**, closed-unmerged rate **0%**, open rate **78%**)
4309
  - public orgs: `FunAudioLLM`
@@ -4953,6 +4954,27 @@ Example artifacts:
4953
  Example artifacts:
4954
  - [PR #46393: fix: compatibility with torch<=2.7](https://github.com/huggingface/transformers/pull/46393) — closed, merged
4955
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
4956
  ### `Apeksha23-hub`
4957
 
4958
  - profile: [github.com/Apeksha23-hub](https://github.com/Apeksha23-hub)
@@ -6450,12 +6472,12 @@ Example artifacts:
6450
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Alewtun)
6451
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Alewtun)
6452
  - repo first seen: `2024-10-18T08:50:17Z`
6453
- - repo last seen: `2026-06-29T17:09:34Z`
6454
  - first seen in snapshot: **no**
6455
  - repo association: **MEMBER**
6456
  - repo primary artifacts: **1**
6457
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
6458
- - snapshot discussion activity: **1 comments / 5 reviews / 5 review comments**
6459
  - account age: **3372 days**
6460
  - recent public PR activity: **85 PRs** (73 merged / 6 closed-unmerged / 6 open; merged rate **86%**, closed-unmerged rate **7%**, open rate **7%**)
6461
  - public orgs: `huggingface`, `nlp-with-transformers`
@@ -7689,12 +7711,12 @@ Example artifacts:
7689
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asrishtiii28)
7690
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asrishtiii28)
7691
  - repo first seen: `2026-06-09T09:34:02Z`
7692
- - repo last seen: `2026-06-26T16:14:39Z`
7693
  - first seen in snapshot: **no**
7694
  - repo association: **NONE**
7695
  - repo primary artifacts: **1**
7696
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
7697
- - snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
7698
  - account age: **1008 days**
7699
  - recent public PR activity: **3 PRs** (2 merged / 0 closed-unmerged / 1 open; merged rate **67%**, closed-unmerged rate **0%**, open rate **33%**)
7700
  - public orgs: none visible
 
1
  # New Contributor Report: huggingface/transformers
2
 
3
+ - Snapshot: `20260630T060014Z`
4
+ - Generated: `2026-06-30T06:00:59Z`
5
  - Activity window: `60d`
6
+ - Contributors: `348`
7
 
8
  ## Summary
9
 
 
23
  | `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2996d | `2025-10-14T03:02:06Z` | 40 | 1 | strong | moderate | low | targets high-star repos |
24
  | `itazap` | [profile](https://github.com/itazap) | no | MEMBER | 3139d | `2024-10-21T07:08:47Z` | 37 | 0 | mixed | low | low | no visible non-self stars; targets high-star repos |
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` | 34 | 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 |
 
43
  | `ebezzam` | [profile](https://github.com/ebezzam) | no | MEMBER | 4714d | `2025-07-25T12:59:52Z` | 12 | 0 | mixed | low | low | high open PR share |
44
  | `he-yufeng` | [profile](https://github.com/he-yufeng) | no | CONTRIBUTOR | 2909d | `2026-03-14T18:33:53Z` | 11 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
45
  | `KartavyaDikshit` | [profile](https://github.com/KartavyaDikshit) | no | FIRST_TIME_CONTRIBUTOR | 1742d | `2026-06-22T01:23:43Z` | 11 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread |
46
+ | `sergereview[bot]` | [profile](https://github.com/sergereview[bot]) | no | NONE | ?d | `2026-05-13T06:40:41Z` | 11 | 0 | n/a | n/a | n/a | summary unavailable |
47
  | `Sunt-ing` | [profile](https://github.com/Sunt-ing) | no | CONTRIBUTOR | 2841d | `2026-06-18T09:58:22Z` | 11 | 0 | weak | moderate | medium | high recent PR volume; high open PR share; targets high-star repos |
48
  | `Anai-Guo` | [profile](https://github.com/Anai-Guo) | no | CONTRIBUTOR | 9d | `2026-04-22T13:14:19Z` | 10 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
49
  | `nightcityblade` | [profile](https://github.com/nightcityblade) | no | CONTRIBUTOR | 97d | `2026-02-18T23:07:23Z` | 10 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread |
50
  | `AmineDiro` | [profile](https://github.com/AmineDiro) | no | MEMBER | 3865d | `2026-04-14T15:35:56Z` | 9 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
 
51
  | `BenjaminBossan` | [profile](https://github.com/BenjaminBossan) | no | MEMBER | 4501d | `2024-10-17T11:56:32Z` | 8 | 0 | strong | moderate | low | high recent PR volume; targets high-star repos |
52
  | `juliendenize` | [profile](https://github.com/juliendenize) | no | CONTRIBUTOR | 2852d | `2026-03-13T10:24:11Z` | 8 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
53
  | `Incheonkirin` | [profile](https://github.com/Incheonkirin) | no | CONTRIBUTOR | 2854d | `2026-06-09T11:35:01Z` | 7 | 2 | weak | moderate | low | high open PR share; targets high-star repos |
 
210
  | `andreay99` | [profile](https://github.com/andreay99) | no | NONE | 1374d | `2026-05-09T02:34:44Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
211
  | `AndriyVohar` | [profile](https://github.com/AndriyVohar) | no | FIRST_TIME_CONTRIBUTOR | 1197d | `2026-06-06T15:59:59Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
212
  | `andylin-hao` | [profile](https://github.com/andylin-hao) | no | CONTRIBUTOR | 3162d | `2026-06-04T03:53:20Z` | 1 | 0 | strong | moderate | low | — |
213
+ | `aoright` | [profile](https://github.com/aoright) | yes | FIRST_TIME_CONTRIBUTOR | 1548d | `2026-06-30T04:02:20Z` | 1 | 0 | weak | high | medium | broad repo spread; high open PR share; targets high-star repos |
214
  | `Apeksha23-hub` | [profile](https://github.com/Apeksha23-hub) | no | FIRST_TIME_CONTRIBUTOR | 79d | `2026-05-16T13:17:12Z` | 1 | 0 | mixed | low | low | very new account; no visible non-self stars; targets high-star repos |
215
  | `ArkaD171717` | [profile](https://github.com/ArkaD171717) | no | FIRST_TIME_CONTRIBUTOR | 1206d | `2026-05-02T09:31:22Z` | 1 | 0 | weak | moderate | low | high open PR share; no visible non-self stars; targets high-star repos |
216
  | `arnav-144p` | [profile](https://github.com/arnav-144p) | no | NONE | 634d | `2026-06-02T18:52:53Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 
708
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajiqing-feng)
709
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajiqing-feng)
710
  - repo first seen: `2024-03-21T04:37:45Z`
711
+ - repo last seen: `2026-06-30T04:55:30Z`
712
  - first seen in snapshot: **no**
713
  - repo association: **CONTRIBUTOR**
714
+ - repo primary artifacts: **38**
715
+ - snapshot authored PRs/issues: **34 PRs / 4 issues**
716
  - snapshot discussion activity: **63 comments / 45 reviews / 45 review comments**
717
  - account age: **1396 days**
718
  - recent public PR activity: **25 PRs** (22 merged / 1 closed-unmerged / 2 open; merged rate **88%**, closed-unmerged rate **4%**, open rate **8%**)
 
721
  - heuristic read: **high recent PR volume**
722
 
723
  Example artifacts:
724
+ - [PR #46974: Fix typo in `MusicgenForCausalLM.generate()`](https://github.com/huggingface/transformers/pull/46974) — open
725
  - [PR #46952: Fix shape mismatch in KyutaiSpeechToText `generate()` last window](https://github.com/huggingface/transformers/pull/46952) — open
726
  - [PR #46864: Fix continuous batching for composite / multimodal configs](https://github.com/huggingface/transformers/pull/46864) — closed
 
727
  - [Issue #44458: Mllama compile failed after new attn mask](https://github.com/huggingface/transformers/issues/44458) — closed
728
  - [Issue #43725: Quantization model behavior changed](https://github.com/huggingface/transformers/issues/43725) — closed
729
  - [Issue #42994: quantized model saving failed](https://github.com/huggingface/transformers/issues/42994) — closed
 
1177
  - [PR #46814: fix: normalize VLM processor image input handling across models](https://github.com/huggingface/transformers/pull/46814) — closed
1178
  - [PR #46809: fix: distinguish eval OOM from train OOM in auto_find_batch_size](https://github.com/huggingface/transformers/pull/46809) — closed
1179
 
1180
+ ### `sergereview[bot]`
1181
+
1182
+ - profile: [github.com/sergereview[bot]](https://github.com/sergereview[bot])
1183
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asergereview%5Bbot%5D)
1184
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asergereview%5Bbot%5D)
1185
+ - repo first seen: `2026-05-13T06:40:41Z`
1186
+ - repo last seen: `2026-06-30T00:44:01Z`
1187
+ - first seen in snapshot: **no**
1188
+ - repo association: **NONE**
1189
+ - repo primary artifacts: **11**
1190
+ - snapshot authored PRs/issues: **11 PRs / 0 issues**
1191
+ - snapshot discussion activity: **0 comments / 5 reviews / 10 review comments**
1192
+ - account age: **? days**
1193
+ - recent public PR activity: **? PRs** (? merged / ? closed-unmerged / ? open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
1194
+ - public orgs: none visible
1195
+ - compact scores: follow-through **n/a**, breadth **n/a**, automation risk **n/a**
1196
+ - heuristic read: **summary unavailable**
1197
+ - 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]'."}]`
1198
+
1199
+ Example artifacts:
1200
+ - [PR #46971: [serge] Fix 8 integration tests for model `mamba2` failing with `OOM` (other (8))](https://github.com/huggingface/transformers/pull/46971) — open
1201
+ - [PR #46970: [serge] Fix 16 integration tests for model `musicgen_melody` failing with `output_mismatch` (tensor values differ (16))](https://github.com/huggingface/transformers/pull/46970) — open
1202
+ - [PR #46951: [serge] Fix 8 integration tests for model `peft_integration` failing with `other` (other (8))](https://github.com/huggingface/transformers/pull/46951) — open
1203
+
1204
  ### `Sunt-ing`
1205
 
1206
  - profile: [github.com/Sunt-ing](https://github.com/Sunt-ing)
 
1293
  - [PR #46113: clip_grad_norm avoid O(global_params) replication](https://github.com/huggingface/transformers/pull/46113) — open
1294
  - [PR #45994: Trainer.compute_loss: fix loss over-counting under TP and EP-as-TP](https://github.com/huggingface/transformers/pull/45994) — closed, merged
1295
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1296
  ### `BenjaminBossan`
1297
 
1298
  - profile: [github.com/BenjaminBossan](https://github.com/BenjaminBossan)
 
4299
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ALauraGPT)
4300
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ALauraGPT)
4301
  - repo first seen: `2026-05-24T11:07:04Z`
4302
+ - repo last seen: `2026-06-30T03:21:08Z`
4303
  - first seen in snapshot: **no**
4304
  - repo association: **FIRST_TIME_CONTRIBUTOR**
4305
  - repo primary artifacts: **2**
4306
  - snapshot authored PRs/issues: **1 PRs / 1 issues**
4307
+ - snapshot discussion activity: **31 comments / 0 reviews / 0 review comments**
4308
  - account age: **3699 days**
4309
  - recent public PR activity: **9 PRs** (2 merged / 0 closed-unmerged / 7 open; merged rate **22%**, closed-unmerged rate **0%**, open rate **78%**)
4310
  - public orgs: `FunAudioLLM`
 
4954
  Example artifacts:
4955
  - [PR #46393: fix: compatibility with torch<=2.7](https://github.com/huggingface/transformers/pull/46393) — closed, merged
4956
 
4957
+ ### `aoright`
4958
+
4959
+ - profile: [github.com/aoright](https://github.com/aoright)
4960
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aaoright)
4961
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aaoright)
4962
+ - repo first seen: `2026-06-30T04:02:20Z`
4963
+ - repo last seen: `2026-06-30T04:02:20Z`
4964
+ - first seen in snapshot: **yes**
4965
+ - repo association: **FIRST_TIME_CONTRIBUTOR**
4966
+ - repo primary artifacts: **1**
4967
+ - snapshot authored PRs/issues: **1 PRs / 0 issues**
4968
+ - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
4969
+ - account age: **1548 days**
4970
+ - recent public PR activity: **23 PRs** (1 merged / 2 closed-unmerged / 20 open; merged rate **4%**, closed-unmerged rate **9%**, open rate **87%**)
4971
+ - public orgs: none visible
4972
+ - compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
4973
+ - heuristic read: **broad repo spread; high open PR share; targets high-star repos**
4974
+
4975
+ Example artifacts:
4976
+ - [PR #46973: Fix AttributeError when window_size is set in TimesFm2_5ModelForPrediction](https://github.com/huggingface/transformers/pull/46973) — open
4977
+
4978
  ### `Apeksha23-hub`
4979
 
4980
  - profile: [github.com/Apeksha23-hub](https://github.com/Apeksha23-hub)
 
6472
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Alewtun)
6473
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Alewtun)
6474
  - repo first seen: `2024-10-18T08:50:17Z`
6475
+ - repo last seen: `2026-06-30T03:08:47Z`
6476
  - first seen in snapshot: **no**
6477
  - repo association: **MEMBER**
6478
  - repo primary artifacts: **1**
6479
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
6480
+ - snapshot discussion activity: **1 comments / 7 reviews / 7 review comments**
6481
  - account age: **3372 days**
6482
  - recent public PR activity: **85 PRs** (73 merged / 6 closed-unmerged / 6 open; merged rate **86%**, closed-unmerged rate **7%**, open rate **7%**)
6483
  - public orgs: `huggingface`, `nlp-with-transformers`
 
7711
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asrishtiii28)
7712
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asrishtiii28)
7713
  - repo first seen: `2026-06-09T09:34:02Z`
7714
+ - repo last seen: `2026-06-30T05:01:31Z`
7715
  - first seen in snapshot: **no**
7716
  - repo association: **NONE**
7717
  - repo primary artifacts: **1**
7718
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
7719
+ - snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
7720
  - account age: **1008 days**
7721
  - recent public PR activity: **3 PRs** (2 merged / 0 closed-unmerged / 1 open; merged rate **67%**, closed-unmerged rate **0%**, open rate **33%**)
7722
  - public orgs: none visible
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996
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998
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1476
  {
1477
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1478
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1479
- "similarity": 0.381,
1480
  "content_similarity": 0.212,
1481
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1482
  "breadth_similarity": 1.0,
@@ -1597,7 +1597,7 @@
1597
  "left_pr_number": 41606,
1598
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1599
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1600
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1601
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1602
  "breadth_similarity": 0.216,
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  "concentration_similarity": 0.649,
@@ -1782,7 +1782,7 @@
1782
  {
1783
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1784
  "right_pr_number": 46696,
1785
- "similarity": 0.395,
1786
  "content_similarity": 0.265,
1787
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1788
  "breadth_similarity": 1.0,
@@ -1842,7 +1842,7 @@
1842
  "left_pr_number": 44974,
1843
  "right_pr_number": 45635,
1844
  "similarity": 0.714,
1845
- "content_similarity": 0.713,
1846
  "size_similarity": 0.59,
1847
  "breadth_similarity": 0.8,
1848
  "concentration_similarity": 0.929,
@@ -2059,7 +2059,7 @@
2059
  "left_pr_number": 45294,
2060
  "right_pr_number": 45438,
2061
  "similarity": 0.751,
2062
- "content_similarity": 0.769,
2063
  "size_similarity": 0.42,
2064
  "breadth_similarity": 1.0,
2065
  "concentration_similarity": 0.989,
@@ -2235,7 +2235,7 @@
2235
  {
2236
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2237
  "right_pr_number": 46850,
2238
- "similarity": 0.325,
2239
  "content_similarity": 0.36,
2240
  "size_similarity": 0.208,
2241
  "breadth_similarity": 0.243,
@@ -2603,7 +2603,7 @@
2603
  "left_pr_number": 42976,
2604
  "right_pr_number": 46885,
2605
  "similarity": 0.555,
2606
- "content_similarity": 0.53,
2607
  "size_similarity": 0.479,
2608
  "breadth_similarity": 0.617,
2609
  "concentration_similarity": 1.0,
@@ -2649,7 +2649,7 @@
2649
  {
2650
  "left_pr_number": 42976,
2651
  "right_pr_number": 45077,
2652
- "similarity": 0.471,
2653
  "content_similarity": 0.492,
2654
  "size_similarity": 0.074,
2655
  "breadth_similarity": 0.659,
@@ -2714,7 +2714,7 @@
2714
  "left_pr_number": 39683,
2715
  "right_pr_number": 45985,
2716
  "similarity": 0.6,
2717
- "content_similarity": 0.503,
2718
  "size_similarity": 0.652,
2719
  "breadth_similarity": 1.0,
2720
  "concentration_similarity": 1.0,
@@ -2730,8 +2730,8 @@
2730
  {
2731
  "left_pr_number": 34667,
2732
  "right_pr_number": 45985,
2733
- "similarity": 0.593,
2734
- "content_similarity": 0.476,
2735
  "size_similarity": 0.733,
2736
  "breadth_similarity": 1.0,
2737
  "concentration_similarity": 1.0,
@@ -2748,7 +2748,7 @@
2748
  "left_pr_number": 34667,
2749
  "right_pr_number": 39683,
2750
  "similarity": 0.528,
2751
- "content_similarity": 0.437,
2752
  "size_similarity": 0.478,
2753
  "breadth_similarity": 1.0,
2754
  "concentration_similarity": 1.0,
@@ -2913,7 +2913,7 @@
2913
  {
2914
  "left_pr_number": 34925,
2915
  "right_pr_number": 46734,
2916
- "similarity": 0.451,
2917
  "content_similarity": 0.429,
2918
  "size_similarity": 0.158,
2919
  "breadth_similarity": 0.833,
@@ -2973,7 +2973,7 @@
2973
  "left_pr_number": 44615,
2974
  "right_pr_number": 46152,
2975
  "similarity": 0.623,
2976
- "content_similarity": 0.55,
2977
  "size_similarity": 0.583,
2978
  "breadth_similarity": 1.0,
2979
  "concentration_similarity": 1.0,
@@ -2990,7 +2990,7 @@
2990
  "left_pr_number": 45060,
2991
  "right_pr_number": 46152,
2992
  "similarity": 0.437,
2993
- "content_similarity": 0.343,
2994
  "size_similarity": 0.95,
2995
  "breadth_similarity": 0.333,
2996
  "concentration_similarity": 0.421,
@@ -3007,7 +3007,7 @@
3007
  "left_pr_number": 44385,
3008
  "right_pr_number": 44615,
3009
  "similarity": 0.409,
3010
- "content_similarity": 0.338,
3011
  "size_similarity": 0.371,
3012
  "breadth_similarity": 0.667,
3013
  "concentration_similarity": 1.0,
@@ -3024,7 +3024,7 @@
3024
  "left_pr_number": 44385,
3025
  "right_pr_number": 46152,
3026
  "similarity": 0.394,
3027
- "content_similarity": 0.349,
3028
  "size_similarity": 0.217,
3029
  "breadth_similarity": 0.667,
3030
  "concentration_similarity": 1.0,
@@ -3041,7 +3041,7 @@
3041
  "left_pr_number": 44615,
3042
  "right_pr_number": 45060,
3043
  "similarity": 0.314,
3044
- "content_similarity": 0.239,
3045
  "size_similarity": 0.614,
3046
  "breadth_similarity": 0.333,
3047
  "concentration_similarity": 0.421,
@@ -3101,7 +3101,7 @@
3101
  "left_pr_number": 45979,
3102
  "right_pr_number": 46735,
3103
  "similarity": 0.583,
3104
- "content_similarity": 0.634,
3105
  "size_similarity": 0.247,
3106
  "breadth_similarity": 0.533,
3107
  "concentration_similarity": 0.963,
@@ -3121,7 +3121,7 @@
3121
  "left_pr_number": 32189,
3122
  "right_pr_number": 42655,
3123
  "similarity": 0.46,
3124
- "content_similarity": 0.495,
3125
  "size_similarity": 0.231,
3126
  "breadth_similarity": 0.5,
3127
  "concentration_similarity": 0.568,
@@ -3606,7 +3606,7 @@
3606
  "left_pr_number": 45293,
3607
  "right_pr_number": 46580,
3608
  "similarity": 0.538,
3609
- "content_similarity": 0.49,
3610
  "size_similarity": 0.714,
3611
  "breadth_similarity": 0.5,
3612
  "concentration_similarity": 0.75,
@@ -3684,7 +3684,7 @@
3684
  "left_pr_number": 43997,
3685
  "right_pr_number": 44007,
3686
  "similarity": 0.614,
3687
- "content_similarity": 0.645,
3688
  "size_similarity": 0.679,
3689
  "breadth_similarity": 0.333,
3690
  "concentration_similarity": 0.548,
@@ -3723,7 +3723,7 @@
3723
  46196
3724
  ],
3725
  "representative_pr_number": 44114,
3726
- "average_similarity": 0.524,
3727
  "summary": "3 open PRs share weighted file overlap around `src/transformers/models/data2vec/modeling_data2vec_audio.py`, `src/transformers/models/hubert/modeling_hubert.py`, `src/transformers/models/unispeech/modeling_unispeech.py`; representative PR #44114.",
3728
  "shared_filenames": [
3729
  "src/transformers/models/data2vec/modeling_data2vec_audio.py",
@@ -3749,9 +3749,9 @@
3749
  {
3750
  "left_pr_number": 44114,
3751
  "right_pr_number": 46196,
3752
- "similarity": 0.679,
3753
- "content_similarity": 0.712,
3754
- "size_similarity": 0.434,
3755
  "breadth_similarity": 0.659,
3756
  "concentration_similarity": 0.992,
3757
  "shared_filenames": [
@@ -3782,8 +3782,8 @@
3782
  {
3783
  "left_pr_number": 44114,
3784
  "right_pr_number": 45720,
3785
- "similarity": 0.503,
3786
- "content_similarity": 0.426,
3787
  "size_similarity": 0.549,
3788
  "breadth_similarity": 0.727,
3789
  "concentration_similarity": 0.999,
@@ -3817,7 +3817,7 @@
3817
  "right_pr_number": 46196,
3818
  "similarity": 0.388,
3819
  "content_similarity": 0.319,
3820
- "size_similarity": 0.238,
3821
  "breadth_similarity": 0.798,
3822
  "concentration_similarity": 0.993,
3823
  "shared_filenames": [
@@ -3871,7 +3871,7 @@
3871
  "left_pr_number": 46257,
3872
  "right_pr_number": 46965,
3873
  "similarity": 0.624,
3874
- "content_similarity": 0.463,
3875
  "size_similarity": 1.0,
3876
  "breadth_similarity": 1.0,
3877
  "concentration_similarity": 1.0,
@@ -3907,7 +3907,7 @@
3907
  "left_pr_number": 46127,
3908
  "right_pr_number": 46257,
3909
  "similarity": 0.435,
3910
- "content_similarity": 0.431,
3911
  "size_similarity": 0.053,
3912
  "breadth_similarity": 0.75,
3913
  "concentration_similarity": 1.0,
@@ -4005,6 +4005,86 @@
4005
  }
4006
  ]
4007
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
4008
  {
4009
  "cluster_id": "pr-scope-44940-3",
4010
  "pr_numbers": [
@@ -4106,7 +4186,7 @@
4106
  "left_pr_number": 43656,
4107
  "right_pr_number": 43842,
4108
  "similarity": 0.579,
4109
- "content_similarity": 0.565,
4110
  "size_similarity": 0.222,
4111
  "breadth_similarity": 1.0,
4112
  "concentration_similarity": 1.0,
@@ -4174,12 +4254,12 @@
4174
  ],
4175
  "pairwise": [
4176
  {
4177
- "left_pr_number": 45548,
4178
- "right_pr_number": 45649,
4179
- "similarity": 0.51,
4180
- "content_similarity": 0.518,
4181
- "size_similarity": 0.149,
4182
- "breadth_similarity": 0.75,
4183
  "concentration_similarity": 1.0,
4184
  "shared_filenames": [
4185
  "src/transformers/modeling_utils.py"
@@ -4190,12 +4270,12 @@
4190
  ]
4191
  },
4192
  {
4193
- "left_pr_number": 45649,
4194
- "right_pr_number": 45655,
4195
  "similarity": 0.51,
4196
- "content_similarity": 0.348,
4197
- "size_similarity": 0.778,
4198
- "breadth_similarity": 1.0,
4199
  "concentration_similarity": 1.0,
4200
  "shared_filenames": [
4201
  "src/transformers/modeling_utils.py"
@@ -4248,7 +4328,7 @@
4248
  {
4249
  "left_pr_number": 45682,
4250
  "right_pr_number": 46442,
4251
- "similarity": 0.602,
4252
  "content_similarity": 0.668,
4253
  "size_similarity": 0.435,
4254
  "breadth_similarity": 0.31,
@@ -4336,7 +4416,7 @@
4336
  "left_pr_number": 45742,
4337
  "right_pr_number": 46211,
4338
  "similarity": 0.56,
4339
- "content_similarity": 0.497,
4340
  "size_similarity": 0.963,
4341
  "breadth_similarity": 0.25,
4342
  "concentration_similarity": 0.852,
@@ -4628,7 +4708,7 @@
4628
  "left_pr_number": 33686,
4629
  "right_pr_number": 44550,
4630
  "similarity": 0.39,
4631
- "content_similarity": 0.128,
4632
  "size_similarity": 1.0,
4633
  "breadth_similarity": 1.0,
4634
  "concentration_similarity": 1.0,
@@ -4823,7 +4903,7 @@
4823
  "left_pr_number": 46895,
4824
  "right_pr_number": 46958,
4825
  "similarity": 0.887,
4826
- "content_similarity": 0.911,
4827
  "size_similarity": 0.75,
4828
  "breadth_similarity": 1.0,
4829
  "concentration_similarity": 0.744,
@@ -4932,6 +5012,43 @@
4932
  }
4933
  ]
4934
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
4935
  {
4936
  "cluster_id": "pr-scope-44438-2",
4937
  "pr_numbers": [
@@ -5501,47 +5618,6 @@
5501
  }
5502
  ]
5503
  },
5504
- {
5505
- "cluster_id": "pr-scope-46834-2",
5506
- "pr_numbers": [
5507
- 46834,
5508
- 46942
5509
- ],
5510
- "representative_pr_number": 46834,
5511
- "average_similarity": 0.611,
5512
- "summary": "2 open PRs share weighted file overlap around `src/transformers/models/timesfm2_5/modular_timesfm2_5.py`, `src/transformers/models/timesfm2_5/modeling_timesfm2_5.py`; representative PR #46834.",
5513
- "shared_filenames": [
5514
- "src/transformers/models/timesfm2_5/modular_timesfm2_5.py",
5515
- "src/transformers/models/timesfm2_5/modeling_timesfm2_5.py"
5516
- ],
5517
- "shared_directories": [
5518
- "src/transformers/models/timesfm2_5",
5519
- "src/transformers/models",
5520
- "src/transformers",
5521
- "src"
5522
- ],
5523
- "pairwise": [
5524
- {
5525
- "left_pr_number": 46834,
5526
- "right_pr_number": 46942,
5527
- "similarity": 0.611,
5528
- "content_similarity": 0.491,
5529
- "size_similarity": 0.778,
5530
- "breadth_similarity": 1.0,
5531
- "concentration_similarity": 1.0,
5532
- "shared_filenames": [
5533
- "src/transformers/models/timesfm2_5/modeling_timesfm2_5.py",
5534
- "src/transformers/models/timesfm2_5/modular_timesfm2_5.py"
5535
- ],
5536
- "shared_directories": [
5537
- "src/transformers/models/timesfm2_5",
5538
- "src/transformers/models",
5539
- "src/transformers",
5540
- "src"
5541
- ]
5542
- }
5543
- ]
5544
- },
5545
  {
5546
  "cluster_id": "pr-scope-45638-2",
5547
  "pr_numbers": [
@@ -5866,6 +5942,45 @@
5866
  }
5867
  ]
5868
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
5869
  {
5870
  "cluster_id": "pr-scope-43532-2",
5871
  "pr_numbers": [
@@ -5873,7 +5988,7 @@
5873
  43649
5874
  ],
5875
  "representative_pr_number": 43532,
5876
- "average_similarity": 0.495,
5877
  "summary": "2 open PRs share weighted file overlap around `utils/notification_service.py`, `.github/workflows/self-comment-ci.yml`, `.github/workflows/self-scheduled.yml`; representative PR #43532.",
5878
  "shared_filenames": [
5879
  "utils/notification_service.py",
@@ -5893,7 +6008,7 @@
5893
  {
5894
  "left_pr_number": 43532,
5895
  "right_pr_number": 43649,
5896
- "similarity": 0.495,
5897
  "content_similarity": 0.434,
5898
  "size_similarity": 0.395,
5899
  "breadth_similarity": 0.875,
@@ -6047,7 +6162,7 @@
6047
  45233
6048
  ],
6049
  "representative_pr_number": 40755,
6050
- "average_similarity": 0.469,
6051
  "summary": "2 open PRs share weighted file overlap around `tests/models/timesfm/test_modeling_timesfm.py`, `src/transformers/models/timesfm/modeling_timesfm.py`, `src/transformers/models/timesfm/modular_timesfm.py`; representative PR #40755.",
6052
  "shared_filenames": [
6053
  "tests/models/timesfm/test_modeling_timesfm.py",
@@ -6067,8 +6182,8 @@
6067
  {
6068
  "left_pr_number": 40755,
6069
  "right_pr_number": 45233,
6070
- "similarity": 0.469,
6071
- "content_similarity": 0.434,
6072
  "size_similarity": 0.266,
6073
  "breadth_similarity": 0.792,
6074
  "concentration_similarity": 0.928,
@@ -6276,7 +6391,7 @@
6276
  46902
6277
  ],
6278
  "representative_pr_number": 43785,
6279
- "average_similarity": 0.433,
6280
  "summary": "2 open PRs share weighted file overlap around `src/transformers/core_model_loading.py`, `src/transformers/modeling_utils.py`; representative PR #43785.",
6281
  "shared_filenames": [
6282
  "src/transformers/core_model_loading.py",
@@ -6291,7 +6406,7 @@
6291
  {
6292
  "left_pr_number": 43785,
6293
  "right_pr_number": 46902,
6294
- "similarity": 0.433,
6295
  "content_similarity": 0.216,
6296
  "size_similarity": 0.907,
6297
  "breadth_similarity": 1.0,
@@ -6597,7 +6712,7 @@
6597
  "left_pr_number": 45936,
6598
  "right_pr_number": 46341,
6599
  "similarity": 0.408,
6600
- "content_similarity": 0.402,
6601
  "size_similarity": 0.033,
6602
  "breadth_similarity": 0.771,
6603
  "concentration_similarity": 0.889,
@@ -6629,7 +6744,7 @@
6629
  45783
6630
  ],
6631
  "representative_pr_number": 43446,
6632
- "average_similarity": 0.402,
6633
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/deepseek_vl/modeling_deepseek_vl.py`, `src/transformers/models/fast_vlm/modeling_fast_vlm.py`, `src/transformers/models/fast_vlm/modular_fast_vlm.py`; representative PR #43446.",
6634
  "shared_filenames": [
6635
  "src/transformers/models/deepseek_vl/modeling_deepseek_vl.py",
@@ -6655,7 +6770,7 @@
6655
  {
6656
  "left_pr_number": 43446,
6657
  "right_pr_number": 45783,
6658
- "similarity": 0.402,
6659
  "content_similarity": 0.379,
6660
  "size_similarity": 0.344,
6661
  "breadth_similarity": 0.4,
@@ -6781,7 +6896,7 @@
6781
  "left_pr_number": 44642,
6782
  "right_pr_number": 45552,
6783
  "similarity": 0.361,
6784
- "content_similarity": 0.265,
6785
  "size_similarity": 0.167,
6786
  "breadth_similarity": 1.0,
6787
  "concentration_similarity": 1.0,
@@ -6844,7 +6959,7 @@
6844
  46889
6845
  ],
6846
  "representative_pr_number": 46319,
6847
- "average_similarity": 0.35,
6848
  "summary": "2 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #46319.",
6849
  "shared_filenames": [],
6850
  "shared_directories": [
@@ -6856,7 +6971,7 @@
6856
  {
6857
  "left_pr_number": 46319,
6858
  "right_pr_number": 46889,
6859
- "similarity": 0.35,
6860
  "content_similarity": 0.078,
6861
  "size_similarity": 0.974,
6862
  "breadth_similarity": 1.0,
 
1
  {
2
  "repo": "huggingface/transformers",
3
+ "snapshot_id": "20260630T060014Z",
4
+ "generated_at": "2026-06-30T06:00:53Z",
5
+ "cluster_count": 83,
6
  "pr_scope_clusters": [
7
  {
8
  "cluster_id": "pr-scope-43636-10",
 
48
  {
49
  "left_pr_number": 43663,
50
  "right_pr_number": 45067,
51
+ "similarity": 0.627,
52
  "content_similarity": 0.466,
53
  "size_similarity": 1.0,
54
  "breadth_similarity": 1.0,
 
112
  {
113
  "left_pr_number": 44257,
114
  "right_pr_number": 44660,
115
+ "similarity": 0.483,
116
  "content_similarity": 0.261,
117
  "size_similarity": 1.0,
118
  "breadth_similarity": 1.0,
 
128
  {
129
  "left_pr_number": 44123,
130
  "right_pr_number": 45067,
131
+ "similarity": 0.476,
132
  "content_similarity": 0.368,
133
  "size_similarity": 0.455,
134
  "breadth_similarity": 1.0,
 
176
  {
177
  "left_pr_number": 44189,
178
  "right_pr_number": 44660,
179
+ "similarity": 0.462,
180
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181
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182
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192
  {
193
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194
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195
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196
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197
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198
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240
  {
241
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242
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243
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244
+ "content_similarity": 0.36,
245
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246
  "breadth_similarity": 1.0,
247
  "concentration_similarity": 1.0,
 
273
  "left_pr_number": 44189,
274
  "right_pr_number": 44257,
275
  "similarity": 0.431,
276
+ "content_similarity": 0.259,
277
  "size_similarity": 0.667,
278
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279
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321
  "left_pr_number": 43651,
322
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323
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324
+ "content_similarity": 0.319,
325
  "size_similarity": 0.327,
326
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327
  "concentration_similarity": 1.0,
 
385
  "left_pr_number": 44257,
386
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387
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388
+ "content_similarity": 0.308,
389
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390
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391
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400
  {
401
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402
  "right_pr_number": 44189,
403
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404
  "content_similarity": 0.309,
405
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406
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432
  {
433
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435
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438
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448
  {
449
  "left_pr_number": 43651,
450
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451
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452
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454
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464
  {
465
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466
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467
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468
  "content_similarity": 0.195,
469
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470
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480
  {
481
  "left_pr_number": 45055,
482
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483
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484
  "content_similarity": 0.311,
485
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486
  "breadth_similarity": 1.0,
 
496
  {
497
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501
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503
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561
  "left_pr_number": 43636,
562
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563
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+ "content_similarity": 0.279,
565
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567
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624
  {
625
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626
  "right_pr_number": 45055,
627
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628
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629
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630
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673
  "left_pr_number": 44123,
674
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675
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676
+ "content_similarity": 0.27,
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  "size_similarity": 0.055,
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679
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705
  "left_pr_number": 43651,
706
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707
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+ "content_similarity": 0.231,
709
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711
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721
  "left_pr_number": 43636,
722
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723
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724
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726
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727
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963
  {
964
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965
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966
+ "similarity": 0.363,
967
  "content_similarity": 0.089,
968
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969
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991
  {
992
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993
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994
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995
+ "content_similarity": 0.136,
996
  "size_similarity": 0.111,
997
  "breadth_similarity": 1.0,
998
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1476
  {
1477
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1478
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1479
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1480
  "content_similarity": 0.212,
1481
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1482
  "breadth_similarity": 1.0,
 
1597
  "left_pr_number": 41606,
1598
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1599
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1600
+ "content_similarity": 0.255,
1601
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1602
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1603
  "concentration_similarity": 0.649,
 
1782
  {
1783
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1785
+ "similarity": 0.396,
1786
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1787
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1788
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1842
  "left_pr_number": 44974,
1843
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+ "content_similarity": 0.714,
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  "size_similarity": 0.59,
1847
  "breadth_similarity": 0.8,
1848
  "concentration_similarity": 0.929,
 
2059
  "left_pr_number": 45294,
2060
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2061
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2062
+ "content_similarity": 0.77,
2063
  "size_similarity": 0.42,
2064
  "breadth_similarity": 1.0,
2065
  "concentration_similarity": 0.989,
 
2235
  {
2236
  "left_pr_number": 45883,
2237
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2238
+ "similarity": 0.326,
2239
  "content_similarity": 0.36,
2240
  "size_similarity": 0.208,
2241
  "breadth_similarity": 0.243,
 
2603
  "left_pr_number": 42976,
2604
  "right_pr_number": 46885,
2605
  "similarity": 0.555,
2606
+ "content_similarity": 0.531,
2607
  "size_similarity": 0.479,
2608
  "breadth_similarity": 0.617,
2609
  "concentration_similarity": 1.0,
 
2649
  {
2650
  "left_pr_number": 42976,
2651
  "right_pr_number": 45077,
2652
+ "similarity": 0.472,
2653
  "content_similarity": 0.492,
2654
  "size_similarity": 0.074,
2655
  "breadth_similarity": 0.659,
 
2714
  "left_pr_number": 39683,
2715
  "right_pr_number": 45985,
2716
  "similarity": 0.6,
2717
+ "content_similarity": 0.504,
2718
  "size_similarity": 0.652,
2719
  "breadth_similarity": 1.0,
2720
  "concentration_similarity": 1.0,
 
2730
  {
2731
  "left_pr_number": 34667,
2732
  "right_pr_number": 45985,
2733
+ "similarity": 0.594,
2734
+ "content_similarity": 0.477,
2735
  "size_similarity": 0.733,
2736
  "breadth_similarity": 1.0,
2737
  "concentration_similarity": 1.0,
 
2748
  "left_pr_number": 34667,
2749
  "right_pr_number": 39683,
2750
  "similarity": 0.528,
2751
+ "content_similarity": 0.438,
2752
  "size_similarity": 0.478,
2753
  "breadth_similarity": 1.0,
2754
  "concentration_similarity": 1.0,
 
2913
  {
2914
  "left_pr_number": 34925,
2915
  "right_pr_number": 46734,
2916
+ "similarity": 0.452,
2917
  "content_similarity": 0.429,
2918
  "size_similarity": 0.158,
2919
  "breadth_similarity": 0.833,
 
2973
  "left_pr_number": 44615,
2974
  "right_pr_number": 46152,
2975
  "similarity": 0.623,
2976
+ "content_similarity": 0.551,
2977
  "size_similarity": 0.583,
2978
  "breadth_similarity": 1.0,
2979
  "concentration_similarity": 1.0,
 
2990
  "left_pr_number": 45060,
2991
  "right_pr_number": 46152,
2992
  "similarity": 0.437,
2993
+ "content_similarity": 0.344,
2994
  "size_similarity": 0.95,
2995
  "breadth_similarity": 0.333,
2996
  "concentration_similarity": 0.421,
 
3007
  "left_pr_number": 44385,
3008
  "right_pr_number": 44615,
3009
  "similarity": 0.409,
3010
+ "content_similarity": 0.339,
3011
  "size_similarity": 0.371,
3012
  "breadth_similarity": 0.667,
3013
  "concentration_similarity": 1.0,
 
3024
  "left_pr_number": 44385,
3025
  "right_pr_number": 46152,
3026
  "similarity": 0.394,
3027
+ "content_similarity": 0.35,
3028
  "size_similarity": 0.217,
3029
  "breadth_similarity": 0.667,
3030
  "concentration_similarity": 1.0,
 
3041
  "left_pr_number": 44615,
3042
  "right_pr_number": 45060,
3043
  "similarity": 0.314,
3044
+ "content_similarity": 0.24,
3045
  "size_similarity": 0.614,
3046
  "breadth_similarity": 0.333,
3047
  "concentration_similarity": 0.421,
 
3101
  "left_pr_number": 45979,
3102
  "right_pr_number": 46735,
3103
  "similarity": 0.583,
3104
+ "content_similarity": 0.635,
3105
  "size_similarity": 0.247,
3106
  "breadth_similarity": 0.533,
3107
  "concentration_similarity": 0.963,
 
3121
  "left_pr_number": 32189,
3122
  "right_pr_number": 42655,
3123
  "similarity": 0.46,
3124
+ "content_similarity": 0.496,
3125
  "size_similarity": 0.231,
3126
  "breadth_similarity": 0.5,
3127
  "concentration_similarity": 0.568,
 
3606
  "left_pr_number": 45293,
3607
  "right_pr_number": 46580,
3608
  "similarity": 0.538,
3609
+ "content_similarity": 0.491,
3610
  "size_similarity": 0.714,
3611
  "breadth_similarity": 0.5,
3612
  "concentration_similarity": 0.75,
 
3684
  "left_pr_number": 43997,
3685
  "right_pr_number": 44007,
3686
  "similarity": 0.614,
3687
+ "content_similarity": 0.644,
3688
  "size_similarity": 0.679,
3689
  "breadth_similarity": 0.333,
3690
  "concentration_similarity": 0.548,
 
3723
  46196
3724
  ],
3725
  "representative_pr_number": 44114,
3726
+ "average_similarity": 0.523,
3727
  "summary": "3 open PRs share weighted file overlap around `src/transformers/models/data2vec/modeling_data2vec_audio.py`, `src/transformers/models/hubert/modeling_hubert.py`, `src/transformers/models/unispeech/modeling_unispeech.py`; representative PR #44114.",
3728
  "shared_filenames": [
3729
  "src/transformers/models/data2vec/modeling_data2vec_audio.py",
 
3749
  {
3750
  "left_pr_number": 44114,
3751
  "right_pr_number": 46196,
3752
+ "similarity": 0.678,
3753
+ "content_similarity": 0.711,
3754
+ "size_similarity": 0.431,
3755
  "breadth_similarity": 0.659,
3756
  "concentration_similarity": 0.992,
3757
  "shared_filenames": [
 
3782
  {
3783
  "left_pr_number": 44114,
3784
  "right_pr_number": 45720,
3785
+ "similarity": 0.504,
3786
+ "content_similarity": 0.427,
3787
  "size_similarity": 0.549,
3788
  "breadth_similarity": 0.727,
3789
  "concentration_similarity": 0.999,
 
3817
  "right_pr_number": 46196,
3818
  "similarity": 0.388,
3819
  "content_similarity": 0.319,
3820
+ "size_similarity": 0.237,
3821
  "breadth_similarity": 0.798,
3822
  "concentration_similarity": 0.993,
3823
  "shared_filenames": [
 
3871
  "left_pr_number": 46257,
3872
  "right_pr_number": 46965,
3873
  "similarity": 0.624,
3874
+ "content_similarity": 0.464,
3875
  "size_similarity": 1.0,
3876
  "breadth_similarity": 1.0,
3877
  "concentration_similarity": 1.0,
 
3907
  "left_pr_number": 46127,
3908
  "right_pr_number": 46257,
3909
  "similarity": 0.435,
3910
+ "content_similarity": 0.432,
3911
  "size_similarity": 0.053,
3912
  "breadth_similarity": 0.75,
3913
  "concentration_similarity": 1.0,
 
4005
  }
4006
  ]
4007
  },
4008
+ {
4009
+ "cluster_id": "pr-scope-46834-3",
4010
+ "pr_numbers": [
4011
+ 46834,
4012
+ 46942,
4013
+ 46973
4014
+ ],
4015
+ "representative_pr_number": 46834,
4016
+ "average_similarity": 0.505,
4017
+ "summary": "3 open PRs share weighted file overlap around `src/transformers/models/timesfm2_5/modular_timesfm2_5.py`, `src/transformers/models/timesfm2_5/modeling_timesfm2_5.py`; representative PR #46834.",
4018
+ "shared_filenames": [
4019
+ "src/transformers/models/timesfm2_5/modular_timesfm2_5.py",
4020
+ "src/transformers/models/timesfm2_5/modeling_timesfm2_5.py"
4021
+ ],
4022
+ "shared_directories": [
4023
+ "src/transformers/models/timesfm2_5",
4024
+ "src/transformers/models",
4025
+ "src/transformers",
4026
+ "src"
4027
+ ],
4028
+ "pairwise": [
4029
+ {
4030
+ "left_pr_number": 46834,
4031
+ "right_pr_number": 46942,
4032
+ "similarity": 0.603,
4033
+ "content_similarity": 0.48,
4034
+ "size_similarity": 0.778,
4035
+ "breadth_similarity": 1.0,
4036
+ "concentration_similarity": 1.0,
4037
+ "shared_filenames": [
4038
+ "src/transformers/models/timesfm2_5/modeling_timesfm2_5.py",
4039
+ "src/transformers/models/timesfm2_5/modular_timesfm2_5.py"
4040
+ ],
4041
+ "shared_directories": [
4042
+ "src/transformers/models/timesfm2_5",
4043
+ "src/transformers/models",
4044
+ "src/transformers",
4045
+ "src"
4046
+ ]
4047
+ },
4048
+ {
4049
+ "left_pr_number": 46834,
4050
+ "right_pr_number": 46973,
4051
+ "similarity": 0.502,
4052
+ "content_similarity": 0.444,
4053
+ "size_similarity": 0.667,
4054
+ "breadth_similarity": 0.583,
4055
+ "concentration_similarity": 0.667,
4056
+ "shared_filenames": [
4057
+ "src/transformers/models/timesfm2_5/modeling_timesfm2_5.py",
4058
+ "src/transformers/models/timesfm2_5/modular_timesfm2_5.py"
4059
+ ],
4060
+ "shared_directories": [
4061
+ "src/transformers/models/timesfm2_5",
4062
+ "src/transformers/models",
4063
+ "src/transformers",
4064
+ "src"
4065
+ ]
4066
+ },
4067
+ {
4068
+ "left_pr_number": 46942,
4069
+ "right_pr_number": 46973,
4070
+ "similarity": 0.411,
4071
+ "content_similarity": 0.273,
4072
+ "size_similarity": 0.857,
4073
+ "breadth_similarity": 0.583,
4074
+ "concentration_similarity": 0.667,
4075
+ "shared_filenames": [
4076
+ "src/transformers/models/timesfm2_5/modeling_timesfm2_5.py",
4077
+ "src/transformers/models/timesfm2_5/modular_timesfm2_5.py"
4078
+ ],
4079
+ "shared_directories": [
4080
+ "src/transformers/models/timesfm2_5",
4081
+ "src/transformers/models",
4082
+ "src/transformers",
4083
+ "src"
4084
+ ]
4085
+ }
4086
+ ]
4087
+ },
4088
  {
4089
  "cluster_id": "pr-scope-44940-3",
4090
  "pr_numbers": [
 
4186
  "left_pr_number": 43656,
4187
  "right_pr_number": 43842,
4188
  "similarity": 0.579,
4189
+ "content_similarity": 0.566,
4190
  "size_similarity": 0.222,
4191
  "breadth_similarity": 1.0,
4192
  "concentration_similarity": 1.0,
 
4254
  ],
4255
  "pairwise": [
4256
  {
4257
+ "left_pr_number": 45649,
4258
+ "right_pr_number": 45655,
4259
+ "similarity": 0.511,
4260
+ "content_similarity": 0.348,
4261
+ "size_similarity": 0.778,
4262
+ "breadth_similarity": 1.0,
4263
  "concentration_similarity": 1.0,
4264
  "shared_filenames": [
4265
  "src/transformers/modeling_utils.py"
 
4270
  ]
4271
  },
4272
  {
4273
+ "left_pr_number": 45548,
4274
+ "right_pr_number": 45649,
4275
  "similarity": 0.51,
4276
+ "content_similarity": 0.518,
4277
+ "size_similarity": 0.149,
4278
+ "breadth_similarity": 0.75,
4279
  "concentration_similarity": 1.0,
4280
  "shared_filenames": [
4281
  "src/transformers/modeling_utils.py"
 
4328
  {
4329
  "left_pr_number": 45682,
4330
  "right_pr_number": 46442,
4331
+ "similarity": 0.603,
4332
  "content_similarity": 0.668,
4333
  "size_similarity": 0.435,
4334
  "breadth_similarity": 0.31,
 
4416
  "left_pr_number": 45742,
4417
  "right_pr_number": 46211,
4418
  "similarity": 0.56,
4419
+ "content_similarity": 0.496,
4420
  "size_similarity": 0.963,
4421
  "breadth_similarity": 0.25,
4422
  "concentration_similarity": 0.852,
 
4708
  "left_pr_number": 33686,
4709
  "right_pr_number": 44550,
4710
  "similarity": 0.39,
4711
+ "content_similarity": 0.129,
4712
  "size_similarity": 1.0,
4713
  "breadth_similarity": 1.0,
4714
  "concentration_similarity": 1.0,
 
4903
  "left_pr_number": 46895,
4904
  "right_pr_number": 46958,
4905
  "similarity": 0.887,
4906
+ "content_similarity": 0.91,
4907
  "size_similarity": 0.75,
4908
  "breadth_similarity": 1.0,
4909
  "concentration_similarity": 0.744,
 
5012
  }
5013
  ]
5014
  },
5015
+ {
5016
+ "cluster_id": "pr-scope-46950-2",
5017
+ "pr_numbers": [
5018
+ 46950,
5019
+ 46971
5020
+ ],
5021
+ "representative_pr_number": 46950,
5022
+ "average_similarity": 0.8,
5023
+ "summary": "2 open PRs share weighted file overlap around `tests/models/mamba2/test_modeling_mamba2.py`; representative PR #46950.",
5024
+ "shared_filenames": [
5025
+ "tests/models/mamba2/test_modeling_mamba2.py"
5026
+ ],
5027
+ "shared_directories": [
5028
+ "tests/models/mamba2",
5029
+ "tests/models",
5030
+ "tests"
5031
+ ],
5032
+ "pairwise": [
5033
+ {
5034
+ "left_pr_number": 46950,
5035
+ "right_pr_number": 46971,
5036
+ "similarity": 0.8,
5037
+ "content_similarity": 0.855,
5038
+ "size_similarity": 0.75,
5039
+ "breadth_similarity": 0.5,
5040
+ "concentration_similarity": 0.778,
5041
+ "shared_filenames": [
5042
+ "tests/models/mamba2/test_modeling_mamba2.py"
5043
+ ],
5044
+ "shared_directories": [
5045
+ "tests/models/mamba2",
5046
+ "tests/models",
5047
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  "summary": "2 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #46319.",
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