evalstate HF Staff commited on
Commit
2982524
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1 Parent(s): 7f3f265

Refresh transformers dataset snapshot 20260714T060029Z

Browse files
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  Notes:
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@@ -1,9 +1,9 @@
1
  # New Contributor Report: huggingface/transformers
2
 
3
- - Snapshot: `20260714T000025Z`
4
- - Generated: `2026-07-14T00:01:39Z`
5
  - Activity window: `60d`
6
- - Contributors: `367`
7
 
8
  ## Summary
9
 
@@ -17,19 +17,19 @@
17
  | `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2024-02-08T22:19:09Z` | 78 | 2 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
18
  | `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 70 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
19
  | `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 58 | 2 | mixed | low | low | targets high-star repos |
 
20
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23
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24
  | `harshaljanjani` | [profile](https://github.com/harshaljanjani) | no | CONTRIBUTOR | 1961d | `2025-09-17T20:29:13Z` | 37 | 20 | strong | low | low | targets high-star repos |
25
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26
- | `jiqing-feng` | [profile](https://github.com/jiqing-feng) | no | CONTRIBUTOR | 1396d | `2024-03-21T04:37:45Z` | 35 | 4 | strong | moderate | low | high recent PR volume |
27
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28
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29
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30
  | `yonigozlan` | [profile](https://github.com/yonigozlan) | no | MEMBER | 1978d | `2025-04-02T00:38:09Z` | 32 | 0 | strong | low | low | targets high-star repos |
31
  | `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 |
32
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33
  | `qgallouedec` | [profile](https://github.com/qgallouedec) | no | MEMBER | 2692d | `2024-12-13T13:39:10Z` | 27 | 15 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
34
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35
  | `hf-security-analysis[bot]` | [profile](https://github.com/hf-security-analysis[bot]) | no | CONTRIBUTOR | ?d | `2026-03-11T15:39:30Z` | 27 | 0 | n/a | n/a | n/a | summary unavailable |
@@ -248,7 +248,6 @@
248
  | `clijo` | [profile](https://github.com/clijo) | no | CONTRIBUTOR | 2547d | `2026-07-07T11:36:27Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
249
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250
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251
- | `damodharg6` | [profile](https://github.com/damodharg6) | no | FIRST_TIME_CONTRIBUTOR | 407d | `2026-05-15T03:01:55Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
252
  | `Danish08654` | [profile](https://github.com/Danish08654) | no | NONE | 561d | `2026-05-28T09:15:36Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
253
  | `danyalahmed1995` | [profile](https://github.com/danyalahmed1995) | no | CONTRIBUTOR | 2355d | `2026-05-26T00:41:01Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
254
  | `David-Wu1119` | [profile](https://github.com/David-Wu1119) | no | FIRST_TIME_CONTRIBUTOR | 1156d | `2026-07-10T06:24:16Z` | 1 | 0 | mixed | moderate | low | high recent PR volume; high open PR share; targets high-star repos |
@@ -323,7 +322,7 @@
323
  | `pariidanDKE` | [profile](https://github.com/pariidanDKE) | no | CONTRIBUTOR | 2103d | `2026-07-07T19:10:11Z` | 1 | 0 | mixed | low | low | — |
324
  | `petecao` | [profile](https://github.com/petecao) | no | CONTRIBUTOR | 2982d | `2026-05-25T19:01:18Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
325
  | `PINKIIILQWQ` | [profile](https://github.com/PINKIIILQWQ) | no | NONE | 333d | `2026-06-16T20:11:32Z` | 1 | 0 | weak | high | medium | young account; high recent PR volume; broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
326
- | `Prakhar54-byte` | [profile](https://github.com/Prakhar54-byte) | yes | FIRST_TIME_CONTRIBUTOR | 861d | `2026-07-13T18:02:09Z` | 1 | 0 | mixed | high | low | high recent PR volume; broad repo spread; high open PR share |
327
  | `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 |
328
  | `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 |
329
  | `Pruthvi226` | [profile](https://github.com/Pruthvi226) | no | NONE | 657d | `2026-06-26T13:43:59Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -339,7 +338,7 @@
339
  | `rodriguescarson` | [profile](https://github.com/rodriguescarson) | no | NONE | 4589d | `2026-07-02T17:18:05Z` | 1 | 0 | strong | very high | medium | high recent PR volume; very broad repo spread |
340
  | `saadkhaleeq610` | [profile](https://github.com/saadkhaleeq610) | no | NONE | 2359d | `2026-05-17T07:52:23Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
341
  | `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 |
342
- | `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 |
343
  | `Sarimsaljook` | [profile](https://github.com/Sarimsaljook) | no | NONE | 1930d | `2026-06-27T01:05:09Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
344
  | `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 |
345
  | `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 |
@@ -367,7 +366,7 @@
367
  | `ted-mosi` | [profile](https://github.com/ted-mosi) | no | FIRST_TIME_CONTRIBUTOR | 3d | `2026-06-05T13:30:42Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
368
  | `Ternura143` | [profile](https://github.com/Ternura143) | no | CONTRIBUTOR | 1583d | `2026-05-31T14:17:55Z` | 1 | 0 | strong | moderate | low | — |
369
  | `trducng` | [profile](https://github.com/trducng) | no | CONTRIBUTOR | 3050d | `2026-05-18T04:44:13Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
370
- | `vakudo` | [profile](https://github.com/vakudo) | yes | FIRST_TIME_CONTRIBUTOR | 1218d | `2026-07-13T22:52:41Z` | 1 | 0 | weak | moderate | low | high open PR share; no visible non-self stars |
371
  | `Vanshajrawat` | [profile](https://github.com/Vanshajrawat) | no | NONE | 1600d | `2026-05-30T19:38:14Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
372
  | `W-Akrabi` | [profile](https://github.com/W-Akrabi) | no | NONE | 1346d | `2026-06-07T22:07:11Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
373
  | `wangyi7099` | [profile](https://github.com/wangyi7099) | no | FIRST_TIME_CONTRIBUTOR | 3473d | `2026-06-11T00:57:04Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -576,6 +575,30 @@ Example artifacts:
576
  - [Issue #46245: [`Layer Types`] Split keys across MLP and Attentions](https://github.com/huggingface/transformers/issues/46245) — open
577
  - [Issue #40827: [`Cache`] Proper support for Linear Attention (related) caches](https://github.com/huggingface/transformers/issues/40827) — closed
578
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
579
  ### `SunMarc`
580
 
581
  - profile: [github.com/SunMarc](https://github.com/SunMarc)
@@ -601,30 +624,6 @@ Example artifacts:
601
  - [Issue #43595: Tell Us: What Would Make Trainer Better?](https://github.com/huggingface/transformers/issues/43595) — open
602
  - [Issue #33260: Community contribution: Adding GGUF support for more architectures](https://github.com/huggingface/transformers/issues/33260) — open
603
 
604
- ### `remi-or`
605
-
606
- - profile: [github.com/remi-or](https://github.com/remi-or)
607
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aremi-or)
608
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aremi-or)
609
- - repo first seen: `2025-09-11T21:27:59Z`
610
- - repo last seen: `2026-07-13T14:20:47Z`
611
- - first seen in snapshot: **no**
612
- - repo association: **MEMBER**
613
- - repo primary artifacts: **52**
614
- - snapshot authored PRs/issues: **51 PRs / 1 issues**
615
- - snapshot discussion activity: **75 comments / 222 reviews / 234 review comments**
616
- - account age: **1813 days**
617
- - recent public PR activity: **13 PRs** (12 merged / 0 closed-unmerged / 1 open; merged rate **92%**, closed-unmerged rate **0%**, open rate **8%**)
618
- - public orgs: none visible
619
- - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
620
- - heuristic read: **targets high-star repos**
621
-
622
- Example artifacts:
623
- - [PR #47291: Deprecate CB config in gen configuration](https://github.com/huggingface/transformers/pull/47291) — open
624
- - [PR #47290: [Improvement] Formalize KV sharing](https://github.com/huggingface/transformers/pull/47290) — open
625
- - [PR #47126: [Fix] Make DeepGEMM triton fallback more robust](https://github.com/huggingface/transformers/pull/47126) — closed, merged
626
- - [Issue #46516: [Continuous batching] Tracker for issues and feature requests](https://github.com/huggingface/transformers/issues/46516) — open
627
-
628
  ### `Rocketknight1`
629
 
630
  - profile: [github.com/Rocketknight1](https://github.com/Rocketknight1)
@@ -727,11 +726,11 @@ Example artifacts:
727
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajiqing-feng)
728
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajiqing-feng)
729
  - repo first seen: `2024-03-21T04:37:45Z`
730
- - repo last seen: `2026-07-02T05:56:08Z`
731
  - first seen in snapshot: **no**
732
  - repo association: **CONTRIBUTOR**
733
- - repo primary artifacts: **39**
734
- - snapshot authored PRs/issues: **35 PRs / 4 issues**
735
  - snapshot discussion activity: **64 comments / 55 reviews / 55 review comments**
736
  - account age: **1396 days**
737
  - recent public PR activity: **25 PRs** (22 merged / 1 closed-unmerged / 2 open; merged rate **88%**, closed-unmerged rate **4%**, open rate **8%**)
@@ -743,9 +742,9 @@ Example artifacts:
743
  - [PR #47014: 🚨 Enable SDPA (and other attention backends) for T5 and propagate to the T5 family](https://github.com/huggingface/transformers/pull/47014) — open
744
  - [PR #46974: Fix typo in `MusicgenForCausalLM.generate()`](https://github.com/huggingface/transformers/pull/46974) — open
745
  - [PR #46952: Fix shape mismatch in KyutaiSpeechToText `generate()` last window](https://github.com/huggingface/transformers/pull/46952) — open
 
746
  - [Issue #44458: Mllama compile failed after new attn mask](https://github.com/huggingface/transformers/issues/44458) — closed
747
  - [Issue #43725: Quantization model behavior changed](https://github.com/huggingface/transformers/issues/43725) — closed
748
- - [Issue #42994: quantized model saving failed](https://github.com/huggingface/transformers/issues/42994) — closed
749
 
750
  ### `3outeille`
751
 
@@ -872,11 +871,11 @@ Example artifacts:
872
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asergereview%5Bbot%5D)
873
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asergereview%5Bbot%5D)
874
  - repo first seen: `2026-05-13T06:40:41Z`
875
- - repo last seen: `2026-07-13T00:52:41Z`
876
  - first seen in snapshot: **no**
877
  - repo association: **CONTRIBUTOR**
878
- - repo primary artifacts: **29**
879
- - snapshot authored PRs/issues: **29 PRs / 0 issues**
880
  - snapshot discussion activity: **0 comments / 5 reviews / 10 review comments**
881
  - account age: **? days**
882
  - recent public PR activity: **? PRs** (? merged / ? closed-unmerged / ? open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
@@ -886,9 +885,9 @@ Example artifacts:
886
  - 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]'."}]`
887
 
888
  Example artifacts:
 
889
  - [PR #47282: [serge] Fix 8 integration tests for model `mamba2` failing with `OOM` (other (8))](https://github.com/huggingface/transformers/pull/47282) — open
890
  - [PR #47281: [serge] Fix 12 integration tests for model `glm46v` failing with `other` (other (12))](https://github.com/huggingface/transformers/pull/47281) — open
891
- - [PR #47280: [serge] Fix 12 integration tests for model `minimax_m3_vl` failing with `load_error` (other (12))](https://github.com/huggingface/transformers/pull/47280) — open
892
 
893
  ### `qgallouedec`
894
 
@@ -984,7 +983,7 @@ Example artifacts:
984
  - heuristic read: **—**
985
 
986
  Example artifacts:
987
- - [PR #47307: Update AMD CI runner groups to amd-mi300](https://github.com/huggingface/transformers/pull/47307) — open
988
  - [PR #47298: Fix important model failures on MI450](https://github.com/huggingface/transformers/pull/47298) — open, draft
989
  - [PR #47259: Switch AMD daily CI to mi300 runners](https://github.com/huggingface/transformers/pull/47259) — closed, merged
990
 
@@ -1063,12 +1062,12 @@ Example artifacts:
1063
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AYangKai0616)
1064
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AYangKai0616)
1065
  - repo first seen: `2025-12-24T11:54:53Z`
1066
- - repo last seen: `2026-07-08T03:14:26Z`
1067
  - first seen in snapshot: **no**
1068
  - repo association: **CONTRIBUTOR**
1069
  - repo primary artifacts: **20**
1070
  - snapshot authored PRs/issues: **20 PRs / 0 issues**
1071
- - snapshot discussion activity: **30 comments / 137 reviews / 137 review comments**
1072
  - account age: **1497 days**
1073
  - recent public PR activity: **17 PRs** (8 merged / 3 closed-unmerged / 6 open; merged rate **47%**, closed-unmerged rate **18%**, open rate **35%**)
1074
  - public orgs: none visible
@@ -2749,12 +2748,12 @@ Example artifacts:
2749
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3APartha-Shankar)
2750
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3APartha-Shankar)
2751
  - repo first seen: `2026-07-08T05:54:35Z`
2752
- - repo last seen: `2026-07-13T05:26:33Z`
2753
  - first seen in snapshot: **no**
2754
  - repo association: **FIRST_TIME_CONTRIBUTOR**
2755
  - repo primary artifacts: **3**
2756
  - snapshot authored PRs/issues: **2 PRs / 1 issues**
2757
- - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
2758
  - account age: **947 days**
2759
  - recent public PR activity: **6 PRs** (3 merged / 0 closed-unmerged / 3 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
2760
  - public orgs: none visible
@@ -5377,12 +5376,12 @@ Example artifacts:
5377
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAUTHENSOR)
5378
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAUTHENSOR)
5379
  - repo first seen: `2026-07-10T04:12:27Z`
5380
- - repo last seen: `2026-07-10T04:12:27Z`
5381
  - first seen in snapshot: **no**
5382
  - repo association: **FIRST_TIME_CONTRIBUTOR**
5383
  - repo primary artifacts: **1**
5384
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
5385
- - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
5386
  - account age: **201 days**
5387
  - recent public PR activity: **46 PRs** (9 merged / 5 closed-unmerged / 32 open; merged rate **20%**, closed-unmerged rate **11%**, open rate **70%**)
5388
  - public orgs: none visible
@@ -5791,27 +5790,6 @@ Example artifacts:
5791
  Example artifacts:
5792
  - [PR #46416: Fix missing Gemma4Processor._compute_audio_num_tokens](https://github.com/huggingface/transformers/pull/46416) — closed, merged
5793
 
5794
- ### `damodharg6`
5795
-
5796
- - profile: [github.com/damodharg6](https://github.com/damodharg6)
5797
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adamodharg6)
5798
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adamodharg6)
5799
- - repo first seen: `2026-05-15T03:01:55Z`
5800
- - repo last seen: `2026-05-15T16:37:22Z`
5801
- - first seen in snapshot: **no**
5802
- - repo association: **FIRST_TIME_CONTRIBUTOR**
5803
- - repo primary artifacts: **1**
5804
- - snapshot authored PRs/issues: **1 PRs / 0 issues**
5805
- - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
5806
- - account age: **407 days**
5807
- - recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
5808
- - public orgs: none visible
5809
- - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
5810
- - heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
5811
-
5812
- Example artifacts:
5813
- - [PR #45985: Fix decoder_attention_mask None handling in generation utils](https://github.com/huggingface/transformers/pull/45985) — open
5814
-
5815
  ### `Danish08654`
5816
 
5817
  - profile: [github.com/Danish08654](https://github.com/Danish08654)
@@ -7373,7 +7351,7 @@ Example artifacts:
7373
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3APrakhar54-byte)
7374
  - repo first seen: `2026-07-13T18:02:09Z`
7375
  - repo last seen: `2026-07-13T18:30:22Z`
7376
- - first seen in snapshot: **yes**
7377
  - repo association: **FIRST_TIME_CONTRIBUTOR**
7378
  - repo primary artifacts: **1**
7379
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -7710,7 +7688,7 @@ Example artifacts:
7710
  - repo first seen: `2026-05-23T19:26:01Z`
7711
  - repo last seen: `2026-05-25T19:03:33Z`
7712
  - first seen in snapshot: **no**
7713
- - repo association: **FIRST_TIME_CONTRIBUTOR**
7714
  - repo primary artifacts: **1**
7715
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
7716
  - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
@@ -7721,7 +7699,7 @@ Example artifacts:
7721
  - heuristic read: **extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos**
7722
 
7723
  Example artifacts:
7724
- - [PR #46173: Fix StaticLayer.get_seq_length return type annotation (#45987)](https://github.com/huggingface/transformers/pull/46173) — open
7725
 
7726
  ### `Sarimsaljook`
7727
 
@@ -8297,7 +8275,7 @@ Example artifacts:
8297
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avakudo)
8298
  - repo first seen: `2026-07-13T22:52:41Z`
8299
  - repo last seen: `2026-07-13T22:52:41Z`
8300
- - first seen in snapshot: **yes**
8301
  - repo association: **FIRST_TIME_CONTRIBUTOR**
8302
  - repo primary artifacts: **1**
8303
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
 
1
  # New Contributor Report: huggingface/transformers
2
 
3
+ - Snapshot: `20260714T060029Z`
4
+ - Generated: `2026-07-14T06:01:21Z`
5
  - Activity window: `60d`
6
+ - Contributors: `366`
7
 
8
  ## Summary
9
 
 
17
  | `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2024-02-08T22:19:09Z` | 78 | 2 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
18
  | `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 70 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
19
  | `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 58 | 2 | mixed | low | low | targets high-star repos |
20
+ | `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1813d | `2025-09-11T21:27:59Z` | 52 | 1 | strong | low | low | targets high-star repos |
21
  | `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2360d | `2024-09-02T13:41:47Z` | 51 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
 
22
  | `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3961d | `2023-02-27T14:00:41Z` | 48 | 0 | strong | low | low | targets high-star repos |
23
  | `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2996d | `2025-10-14T03:02:06Z` | 44 | 1 | strong | moderate | low | targets high-star repos |
24
  | `harshaljanjani` | [profile](https://github.com/harshaljanjani) | no | CONTRIBUTOR | 1961d | `2025-09-17T20:29:13Z` | 37 | 20 | strong | low | low | targets high-star repos |
25
  | `itazap` | [profile](https://github.com/itazap) | no | MEMBER | 3139d | `2024-10-21T07:08:47Z` | 37 | 0 | mixed | low | low | no visible non-self stars; targets high-star repos |
26
+ | `jiqing-feng` | [profile](https://github.com/jiqing-feng) | no | CONTRIBUTOR | 1396d | `2024-03-21T04:37:45Z` | 35 | 5 | strong | moderate | low | high recent PR volume |
27
  | `3outeille` | [profile](https://github.com/3outeille) | no | MEMBER | 2625d | `2025-11-26T16:58:10Z` | 34 | 1 | mixed | low | low | high open PR share; targets high-star repos |
28
  | `IlyasMoutawwakil` | [profile](https://github.com/IlyasMoutawwakil) | no | MEMBER | 2354d | `2025-07-04T08:41:29Z` | 33 | 4 | strong | low | low | — |
29
  | `eustlb` | [profile](https://github.com/eustlb) | no | MEMBER | 1607d | `2025-01-20T12:27:19Z` | 33 | 0 | strong | low | low | targets high-star repos |
30
  | `yonigozlan` | [profile](https://github.com/yonigozlan) | no | MEMBER | 1978d | `2025-04-02T00:38:09Z` | 32 | 0 | strong | low | low | targets high-star repos |
31
  | `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 |
32
+ | `sergereview[bot]` | [profile](https://github.com/sergereview[bot]) | no | CONTRIBUTOR | ?d | `2026-05-13T06:40:41Z` | 30 | 0 | n/a | n/a | n/a | summary unavailable |
33
  | `qgallouedec` | [profile](https://github.com/qgallouedec) | no | MEMBER | 2692d | `2024-12-13T13:39:10Z` | 27 | 15 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
34
  | `hmellor` | [profile](https://github.com/hmellor) | no | MEMBER | 3592d | `2025-08-14T10:03:14Z` | 27 | 2 | strong | low | low | high recent PR volume; targets high-star repos |
35
  | `hf-security-analysis[bot]` | [profile](https://github.com/hf-security-analysis[bot]) | no | CONTRIBUTOR | ?d | `2026-03-11T15:39:30Z` | 27 | 0 | n/a | n/a | n/a | summary unavailable |
 
248
  | `clijo` | [profile](https://github.com/clijo) | no | CONTRIBUTOR | 2547d | `2026-07-07T11:36:27Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
249
  | `clyang82` | [profile](https://github.com/clyang82) | no | NONE | 4401d | `2026-06-14T07:17:29Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
250
  | `csantosbh` | [profile](https://github.com/csantosbh) | no | CONTRIBUTOR | 5103d | `2026-06-04T14:07:37Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
251
  | `Danish08654` | [profile](https://github.com/Danish08654) | no | NONE | 561d | `2026-05-28T09:15:36Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
252
  | `danyalahmed1995` | [profile](https://github.com/danyalahmed1995) | no | CONTRIBUTOR | 2355d | `2026-05-26T00:41:01Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
253
  | `David-Wu1119` | [profile](https://github.com/David-Wu1119) | no | FIRST_TIME_CONTRIBUTOR | 1156d | `2026-07-10T06:24:16Z` | 1 | 0 | mixed | moderate | low | high recent PR volume; high open PR share; targets high-star repos |
 
322
  | `pariidanDKE` | [profile](https://github.com/pariidanDKE) | no | CONTRIBUTOR | 2103d | `2026-07-07T19:10:11Z` | 1 | 0 | mixed | low | low | — |
323
  | `petecao` | [profile](https://github.com/petecao) | no | CONTRIBUTOR | 2982d | `2026-05-25T19:01:18Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
324
  | `PINKIIILQWQ` | [profile](https://github.com/PINKIIILQWQ) | no | NONE | 333d | `2026-06-16T20:11:32Z` | 1 | 0 | weak | high | medium | young account; high recent PR volume; broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
325
+ | `Prakhar54-byte` | [profile](https://github.com/Prakhar54-byte) | no | FIRST_TIME_CONTRIBUTOR | 861d | `2026-07-13T18:02:09Z` | 1 | 0 | mixed | high | low | high recent PR volume; broad repo spread; high open PR share |
326
  | `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 |
327
  | `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 |
328
  | `Pruthvi226` | [profile](https://github.com/Pruthvi226) | no | NONE | 657d | `2026-06-26T13:43:59Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
338
  | `rodriguescarson` | [profile](https://github.com/rodriguescarson) | no | NONE | 4589d | `2026-07-02T17:18:05Z` | 1 | 0 | strong | very high | medium | high recent PR volume; very broad repo spread |
339
  | `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 |
340
  | `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 |
341
+ | `Sanjays2402` | [profile](https://github.com/Sanjays2402) | no | NONE | 2554d | `2026-05-23T19:26:01Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
342
  | `Sarimsaljook` | [profile](https://github.com/Sarimsaljook) | no | NONE | 1930d | `2026-06-27T01:05:09Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
343
  | `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 |
344
  | `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 |
 
366
  | `ted-mosi` | [profile](https://github.com/ted-mosi) | no | FIRST_TIME_CONTRIBUTOR | 3d | `2026-06-05T13:30:42Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
367
  | `Ternura143` | [profile](https://github.com/Ternura143) | no | CONTRIBUTOR | 1583d | `2026-05-31T14:17:55Z` | 1 | 0 | strong | moderate | low | — |
368
  | `trducng` | [profile](https://github.com/trducng) | no | CONTRIBUTOR | 3050d | `2026-05-18T04:44:13Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
369
+ | `vakudo` | [profile](https://github.com/vakudo) | no | FIRST_TIME_CONTRIBUTOR | 1218d | `2026-07-13T22:52:41Z` | 1 | 0 | weak | moderate | low | high open PR share; no visible non-self stars |
370
  | `Vanshajrawat` | [profile](https://github.com/Vanshajrawat) | no | NONE | 1600d | `2026-05-30T19:38:14Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
371
  | `W-Akrabi` | [profile](https://github.com/W-Akrabi) | no | NONE | 1346d | `2026-06-07T22:07:11Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
372
  | `wangyi7099` | [profile](https://github.com/wangyi7099) | no | FIRST_TIME_CONTRIBUTOR | 3473d | `2026-06-11T00:57:04Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
575
  - [Issue #46245: [`Layer Types`] Split keys across MLP and Attentions](https://github.com/huggingface/transformers/issues/46245) — open
576
  - [Issue #40827: [`Cache`] Proper support for Linear Attention (related) caches](https://github.com/huggingface/transformers/issues/40827) — closed
577
 
578
+ ### `remi-or`
579
+
580
+ - profile: [github.com/remi-or](https://github.com/remi-or)
581
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aremi-or)
582
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aremi-or)
583
+ - repo first seen: `2025-09-11T21:27:59Z`
584
+ - repo last seen: `2026-07-14T01:28:35Z`
585
+ - first seen in snapshot: **no**
586
+ - repo association: **MEMBER**
587
+ - repo primary artifacts: **53**
588
+ - snapshot authored PRs/issues: **52 PRs / 1 issues**
589
+ - snapshot discussion activity: **75 comments / 222 reviews / 234 review comments**
590
+ - account age: **1813 days**
591
+ - recent public PR activity: **13 PRs** (12 merged / 0 closed-unmerged / 1 open; merged rate **92%**, closed-unmerged rate **0%**, open rate **8%**)
592
+ - public orgs: none visible
593
+ - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
594
+ - heuristic read: **targets high-star repos**
595
+
596
+ Example artifacts:
597
+ - [PR #47311: [Nit] Add expectations for gemma4 tests on H100](https://github.com/huggingface/transformers/pull/47311) — open
598
+ - [PR #47291: Deprecate CB config in gen configuration](https://github.com/huggingface/transformers/pull/47291) — open
599
+ - [PR #47290: [Improvement] Formalize KV sharing](https://github.com/huggingface/transformers/pull/47290) — open
600
+ - [Issue #46516: [Continuous batching] Tracker for issues and feature requests](https://github.com/huggingface/transformers/issues/46516) — open
601
+
602
  ### `SunMarc`
603
 
604
  - profile: [github.com/SunMarc](https://github.com/SunMarc)
 
624
  - [Issue #43595: Tell Us: What Would Make Trainer Better?](https://github.com/huggingface/transformers/issues/43595) — open
625
  - [Issue #33260: Community contribution: Adding GGUF support for more architectures](https://github.com/huggingface/transformers/issues/33260) — open
626
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
627
  ### `Rocketknight1`
628
 
629
  - profile: [github.com/Rocketknight1](https://github.com/Rocketknight1)
 
726
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajiqing-feng)
727
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajiqing-feng)
728
  - repo first seen: `2024-03-21T04:37:45Z`
729
+ - repo last seen: `2026-07-14T02:12:59Z`
730
  - first seen in snapshot: **no**
731
  - repo association: **CONTRIBUTOR**
732
+ - repo primary artifacts: **40**
733
+ - snapshot authored PRs/issues: **35 PRs / 5 issues**
734
  - snapshot discussion activity: **64 comments / 55 reviews / 55 review comments**
735
  - account age: **1396 days**
736
  - recent public PR activity: **25 PRs** (22 merged / 1 closed-unmerged / 2 open; merged rate **88%**, closed-unmerged rate **4%**, open rate **8%**)
 
742
  - [PR #47014: 🚨 Enable SDPA (and other attention backends) for T5 and propagate to the T5 family](https://github.com/huggingface/transformers/pull/47014) — open
743
  - [PR #46974: Fix typo in `MusicgenForCausalLM.generate()`](https://github.com/huggingface/transformers/pull/46974) — open
744
  - [PR #46952: Fix shape mismatch in KyutaiSpeechToText `generate()` last window](https://github.com/huggingface/transformers/pull/46952) — open
745
+ - [Issue #47312: Incompatible with kernels 0.16](https://github.com/huggingface/transformers/issues/47312) — open
746
  - [Issue #44458: Mllama compile failed after new attn mask](https://github.com/huggingface/transformers/issues/44458) — closed
747
  - [Issue #43725: Quantization model behavior changed](https://github.com/huggingface/transformers/issues/43725) — closed
 
748
 
749
  ### `3outeille`
750
 
 
871
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asergereview%5Bbot%5D)
872
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asergereview%5Bbot%5D)
873
  - repo first seen: `2026-05-13T06:40:41Z`
874
+ - repo last seen: `2026-07-14T01:00:35Z`
875
  - first seen in snapshot: **no**
876
  - repo association: **CONTRIBUTOR**
877
+ - repo primary artifacts: **30**
878
+ - snapshot authored PRs/issues: **30 PRs / 0 issues**
879
  - snapshot discussion activity: **0 comments / 5 reviews / 10 review comments**
880
  - account age: **? days**
881
  - recent public PR activity: **? PRs** (? merged / ? closed-unmerged / ? open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
 
885
  - 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]'."}]`
886
 
887
  Example artifacts:
888
+ - [PR #47310: [serge] Fix 10 integration tests for model `gemma3` failing with `output_mismatch` (list output differs (8), other (2))](https://github.com/huggingface/transformers/pull/47310) — open
889
  - [PR #47282: [serge] Fix 8 integration tests for model `mamba2` failing with `OOM` (other (8))](https://github.com/huggingface/transformers/pull/47282) — open
890
  - [PR #47281: [serge] Fix 12 integration tests for model `glm46v` failing with `other` (other (12))](https://github.com/huggingface/transformers/pull/47281) — open
 
891
 
892
  ### `qgallouedec`
893
 
 
983
  - heuristic read: **—**
984
 
985
  Example artifacts:
986
+ - [PR #47307: Update AMD CI runner groups to amd-mi300](https://github.com/huggingface/transformers/pull/47307) — closed, merged
987
  - [PR #47298: Fix important model failures on MI450](https://github.com/huggingface/transformers/pull/47298) — open, draft
988
  - [PR #47259: Switch AMD daily CI to mi300 runners](https://github.com/huggingface/transformers/pull/47259) — closed, merged
989
 
 
1062
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AYangKai0616)
1063
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AYangKai0616)
1064
  - repo first seen: `2025-12-24T11:54:53Z`
1065
+ - repo last seen: `2026-07-14T02:08:17Z`
1066
  - first seen in snapshot: **no**
1067
  - repo association: **CONTRIBUTOR**
1068
  - repo primary artifacts: **20**
1069
  - snapshot authored PRs/issues: **20 PRs / 0 issues**
1070
+ - snapshot discussion activity: **31 comments / 137 reviews / 137 review comments**
1071
  - account age: **1497 days**
1072
  - recent public PR activity: **17 PRs** (8 merged / 3 closed-unmerged / 6 open; merged rate **47%**, closed-unmerged rate **18%**, open rate **35%**)
1073
  - public orgs: none visible
 
2748
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3APartha-Shankar)
2749
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3APartha-Shankar)
2750
  - repo first seen: `2026-07-08T05:54:35Z`
2751
+ - repo last seen: `2026-07-14T02:55:29Z`
2752
  - first seen in snapshot: **no**
2753
  - repo association: **FIRST_TIME_CONTRIBUTOR**
2754
  - repo primary artifacts: **3**
2755
  - snapshot authored PRs/issues: **2 PRs / 1 issues**
2756
+ - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
2757
  - account age: **947 days**
2758
  - recent public PR activity: **6 PRs** (3 merged / 0 closed-unmerged / 3 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
2759
  - public orgs: none visible
 
5376
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAUTHENSOR)
5377
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAUTHENSOR)
5378
  - repo first seen: `2026-07-10T04:12:27Z`
5379
+ - repo last seen: `2026-07-14T03:21:04Z`
5380
  - first seen in snapshot: **no**
5381
  - repo association: **FIRST_TIME_CONTRIBUTOR**
5382
  - repo primary artifacts: **1**
5383
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
5384
+ - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
5385
  - account age: **201 days**
5386
  - recent public PR activity: **46 PRs** (9 merged / 5 closed-unmerged / 32 open; merged rate **20%**, closed-unmerged rate **11%**, open rate **70%**)
5387
  - public orgs: none visible
 
5790
  Example artifacts:
5791
  - [PR #46416: Fix missing Gemma4Processor._compute_audio_num_tokens](https://github.com/huggingface/transformers/pull/46416) — closed, merged
5792
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
5793
  ### `Danish08654`
5794
 
5795
  - profile: [github.com/Danish08654](https://github.com/Danish08654)
 
7351
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3APrakhar54-byte)
7352
  - repo first seen: `2026-07-13T18:02:09Z`
7353
  - repo last seen: `2026-07-13T18:30:22Z`
7354
+ - first seen in snapshot: **no**
7355
  - repo association: **FIRST_TIME_CONTRIBUTOR**
7356
  - repo primary artifacts: **1**
7357
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
 
7688
  - repo first seen: `2026-05-23T19:26:01Z`
7689
  - repo last seen: `2026-05-25T19:03:33Z`
7690
  - first seen in snapshot: **no**
7691
+ - repo association: **NONE**
7692
  - repo primary artifacts: **1**
7693
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
7694
  - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
 
7699
  - heuristic read: **extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos**
7700
 
7701
  Example artifacts:
7702
+ - [PR #46173: Fix StaticLayer.get_seq_length return type annotation (#45987)](https://github.com/huggingface/transformers/pull/46173) — closed
7703
 
7704
  ### `Sarimsaljook`
7705
 
 
8275
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avakudo)
8276
  - repo first seen: `2026-07-13T22:52:41Z`
8277
  - repo last seen: `2026-07-13T22:52:41Z`
8278
+ - first seen in snapshot: **no**
8279
  - repo association: **FIRST_TIME_CONTRIBUTOR**
8280
  - repo primary artifacts: **1**
8281
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
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- ".github/workflows/pr-ci-security-gate.yml"
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- ".github"
 
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1583
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1597
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1600
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1634
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1635
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1636
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2212
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2422
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2423
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2424
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2425
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2426
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2438
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2440
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2441
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2442
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2455
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2456
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2471
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2509
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2529
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2554
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2555
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2556
  "shared_filenames": [
2557
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2558
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2559
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2575
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2582
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2583
- "tests"
2584
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2585
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2586
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2587
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2588
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2592
- "breadth_similarity": 0.5,
2593
- "concentration_similarity": 0.586,
2594
  "shared_filenames": [
2595
- "src/transformers/core_model_loading.py",
2596
- "tests/test_modeling_common.py"
2597
  ],
2598
  "shared_directories": [
2599
  "src/transformers",
2600
- "src",
2601
- "tests"
2602
  ]
2603
  },
2604
  {
2605
- "left_pr_number": 44974,
2606
- "right_pr_number": 45421,
2607
- "similarity": 0.419,
2608
- "content_similarity": 0.299,
2609
- "size_similarity": 0.735,
2610
- "breadth_similarity": 0.667,
2611
- "concentration_similarity": 0.657,
2612
  "shared_filenames": [
2613
- "src/transformers/core_model_loading.py"
2614
  ],
2615
  "shared_directories": [
2616
  "src/transformers",
2617
- "src",
2618
- "tests"
2619
  ]
2620
  },
2621
  {
2622
- "left_pr_number": 45421,
2623
- "right_pr_number": 45996,
2624
- "similarity": 0.319,
2625
- "content_similarity": 0.19,
2626
- "size_similarity": 0.573,
2627
- "breadth_similarity": 0.583,
2628
- "concentration_similarity": 0.828,
2629
  "shared_filenames": [
2630
- "src/transformers/core_model_loading.py"
2631
  ],
2632
  "shared_directories": [
2633
  "src/transformers",
2634
- "src",
2635
- "tests"
2636
  ]
2637
  },
2638
  {
2639
- "left_pr_number": 45421,
2640
- "right_pr_number": 47257,
2641
- "similarity": 0.279,
2642
- "content_similarity": 0.238,
2643
- "size_similarity": 0.24,
2644
- "breadth_similarity": 0.333,
2645
- "concentration_similarity": 0.856,
2646
  "shared_filenames": [
2647
- "src/transformers/core_model_loading.py"
2648
  ],
2649
  "shared_directories": [
2650
  "src/transformers",
2651
- "src",
2652
- "tests"
2653
  ]
2654
  }
2655
  ]
@@ -2856,13 +2959,13 @@
2856
  47208
2857
  ],
2858
  "representative_pr_number": 47208,
2859
- "average_similarity": 0.562,
2860
- "summary": "4 open PRs share weighted file overlap around `.github/workflows/build-nightly-ci-docker-images.yml`, `.github/workflows/build-past-ci-docker-images.yml`, `.github/workflows/release-conda.yml`; representative PR #47208.",
2861
  "shared_filenames": [
 
2862
  ".github/workflows/build-nightly-ci-docker-images.yml",
2863
  ".github/workflows/build-past-ci-docker-images.yml",
2864
  ".github/workflows/release-conda.yml",
2865
- ".github/workflows/build-docker-images.yml",
2866
  ".github/workflows/build-ci-docker-images.yml",
2867
  ".github/workflows/benchmark.yml",
2868
  ".github/workflows/check_failed_tests.yml",
@@ -2876,7 +2979,7 @@
2876
  {
2877
  "left_pr_number": 42975,
2878
  "right_pr_number": 47208,
2879
- "similarity": 0.678,
2880
  "content_similarity": 0.661,
2881
  "size_similarity": 0.439,
2882
  "breadth_similarity": 1.0,
@@ -2901,8 +3004,8 @@
2901
  {
2902
  "left_pr_number": 42975,
2903
  "right_pr_number": 45077,
2904
- "similarity": 0.661,
2905
- "content_similarity": 0.597,
2906
  "size_similarity": 0.731,
2907
  "breadth_similarity": 0.833,
2908
  "concentration_similarity": 1.0,
@@ -2926,8 +3029,8 @@
2926
  {
2927
  "left_pr_number": 42976,
2928
  "right_pr_number": 47208,
2929
- "similarity": 0.611,
2930
- "content_similarity": 0.666,
2931
  "size_similarity": 0.23,
2932
  "breadth_similarity": 0.606,
2933
  "concentration_similarity": 1.0,
@@ -2948,8 +3051,8 @@
2948
  {
2949
  "left_pr_number": 45077,
2950
  "right_pr_number": 47208,
2951
- "similarity": 0.558,
2952
- "content_similarity": 0.537,
2953
  "size_similarity": 0.321,
2954
  "breadth_similarity": 0.833,
2955
  "concentration_similarity": 1.0,
@@ -2973,8 +3076,8 @@
2973
  {
2974
  "left_pr_number": 42976,
2975
  "right_pr_number": 45077,
2976
- "similarity": 0.47,
2977
- "content_similarity": 0.491,
2978
  "size_similarity": 0.074,
2979
  "breadth_similarity": 0.659,
2980
  "concentration_similarity": 1.0,
@@ -2993,8 +3096,8 @@
2993
  {
2994
  "left_pr_number": 42975,
2995
  "right_pr_number": 42976,
2996
- "similarity": 0.395,
2997
- "content_similarity": 0.384,
2998
  "size_similarity": 0.101,
2999
  "breadth_similarity": 0.606,
3000
  "concentration_similarity": 1.0,
@@ -3163,7 +3266,7 @@
3163
  {
3164
  "left_pr_number": 45294,
3165
  "right_pr_number": 45438,
3166
- "similarity": 0.751,
3167
  "content_similarity": 0.769,
3168
  "size_similarity": 0.42,
3169
  "breadth_similarity": 1.0,
@@ -3211,7 +3314,7 @@
3211
  "left_pr_number": 45438,
3212
  "right_pr_number": 45883,
3213
  "similarity": 0.54,
3214
- "content_similarity": 0.575,
3215
  "size_similarity": 0.392,
3216
  "breadth_similarity": 0.325,
3217
  "concentration_similarity": 0.92,
@@ -3229,7 +3332,7 @@
3229
  {
3230
  "left_pr_number": 45438,
3231
  "right_pr_number": 46642,
3232
- "similarity": 0.4,
3233
  "content_similarity": 0.316,
3234
  "size_similarity": 0.654,
3235
  "breadth_similarity": 0.561,
@@ -3251,7 +3354,7 @@
3251
  "left_pr_number": 45294,
3252
  "right_pr_number": 46642,
3253
  "similarity": 0.342,
3254
- "content_similarity": 0.313,
3255
  "size_similarity": 0.275,
3256
  "breadth_similarity": 0.561,
3257
  "concentration_similarity": 0.51,
@@ -3377,7 +3480,7 @@
3377
  "left_pr_number": 45317,
3378
  "right_pr_number": 47017,
3379
  "similarity": 0.465,
3380
- "content_similarity": 0.419,
3381
  "size_similarity": 0.229,
3382
  "breadth_similarity": 1.0,
3383
  "concentration_similarity": 0.756,
@@ -4132,6 +4235,78 @@
4132
  }
4133
  ]
4134
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
4135
  {
4136
  "cluster_id": "pr-scope-43997-3",
4137
  "pr_numbers": [
@@ -4395,8 +4570,8 @@
4395
  {
4396
  "left_pr_number": 43842,
4397
  "right_pr_number": 44682,
4398
- "similarity": 0.405,
4399
- "content_similarity": 0.448,
4400
  "size_similarity": 0.011,
4401
  "breadth_similarity": 0.5,
4402
  "concentration_similarity": 0.802,
@@ -4583,7 +4758,7 @@
4583
  "left_pr_number": 46735,
4584
  "right_pr_number": 47153,
4585
  "similarity": 0.6,
4586
- "content_similarity": 0.497,
4587
  "size_similarity": 0.717,
4588
  "breadth_similarity": 1.0,
4589
  "concentration_similarity": 0.899,
@@ -4647,7 +4822,7 @@
4647
  47165
4648
  ],
4649
  "representative_pr_number": 46269,
4650
- "average_similarity": 0.454,
4651
  "summary": "3 open PRs share weighted file overlap around `src/transformers/models/apertus/configuration_apertus.py`, `src/transformers/models/apertus/modular_apertus.py`, `src/transformers/models/cohere/configuration_cohere.py`; representative PR #46269.",
4652
  "shared_filenames": [
4653
  "src/transformers/models/apertus/configuration_apertus.py",
@@ -4673,8 +4848,8 @@
4673
  {
4674
  "left_pr_number": 46269,
4675
  "right_pr_number": 47165,
4676
- "similarity": 0.544,
4677
- "content_similarity": 0.59,
4678
  "size_similarity": 0.083,
4679
  "breadth_similarity": 0.773,
4680
  "concentration_similarity": 0.825,
@@ -4706,8 +4881,8 @@
4706
  {
4707
  "left_pr_number": 46099,
4708
  "right_pr_number": 46269,
4709
- "similarity": 0.415,
4710
- "content_similarity": 0.492,
4711
  "size_similarity": 0.013,
4712
  "breadth_similarity": 0.284,
4713
  "concentration_similarity": 0.805,
@@ -4868,7 +5043,7 @@
4868
  "left_pr_number": 45742,
4869
  "right_pr_number": 46211,
4870
  "similarity": 0.566,
4871
- "content_similarity": 0.506,
4872
  "size_similarity": 0.963,
4873
  "breadth_similarity": 0.25,
4874
  "concentration_similarity": 0.852,
@@ -4952,7 +5127,7 @@
4952
  "left_pr_number": 45300,
4953
  "right_pr_number": 47250,
4954
  "similarity": 0.505,
4955
- "content_similarity": 0.348,
4956
  "size_similarity": 0.931,
4957
  "breadth_similarity": 0.875,
4958
  "concentration_similarity": 0.695,
@@ -5143,7 +5318,7 @@
5143
  {
5144
  "left_pr_number": 44981,
5145
  "right_pr_number": 46775,
5146
- "similarity": 0.304,
5147
  "content_similarity": 0.128,
5148
  "size_similarity": 0.885,
5149
  "breadth_similarity": 0.458,
@@ -5577,7 +5752,7 @@
5577
  "left_pr_number": 46281,
5578
  "right_pr_number": 46913,
5579
  "similarity": 0.851,
5580
- "content_similarity": 0.901,
5581
  "size_similarity": 0.5,
5582
  "breadth_similarity": 1.0,
5583
  "concentration_similarity": 0.897,
@@ -5660,78 +5835,6 @@
5660
  }
5661
  ]
5662
  },
5663
- {
5664
- "cluster_id": "pr-scope-45606-2",
5665
- "pr_numbers": [
5666
- 45606,
5667
- 45607
5668
- ],
5669
- "representative_pr_number": 45606,
5670
- "average_similarity": 0.775,
5671
- "summary": "2 open PRs share weighted file overlap around `tests/models/gemma4/test_modeling_gemma4.py`; representative PR #45606.",
5672
- "shared_filenames": [
5673
- "tests/models/gemma4/test_modeling_gemma4.py"
5674
- ],
5675
- "shared_directories": [
5676
- "tests/models/gemma4",
5677
- "tests/models",
5678
- "tests"
5679
- ],
5680
- "pairwise": [
5681
- {
5682
- "left_pr_number": 45606,
5683
- "right_pr_number": 45607,
5684
- "similarity": 0.775,
5685
- "content_similarity": 0.825,
5686
- "size_similarity": 0.778,
5687
- "breadth_similarity": 0.417,
5688
- "concentration_similarity": 0.778,
5689
- "shared_filenames": [
5690
- "tests/models/gemma4/test_modeling_gemma4.py"
5691
- ],
5692
- "shared_directories": [
5693
- "tests/models/gemma4",
5694
- "tests/models",
5695
- "tests"
5696
- ]
5697
- }
5698
- ]
5699
- },
5700
- {
5701
- "cluster_id": "pr-scope-44893-2",
5702
- "pr_numbers": [
5703
- 44893,
5704
- 46173
5705
- ],
5706
- "representative_pr_number": 44893,
5707
- "average_similarity": 0.747,
5708
- "summary": "2 open PRs share weighted file overlap around `src/transformers/cache_utils.py`; representative PR #44893.",
5709
- "shared_filenames": [
5710
- "src/transformers/cache_utils.py"
5711
- ],
5712
- "shared_directories": [
5713
- "src/transformers",
5714
- "src"
5715
- ],
5716
- "pairwise": [
5717
- {
5718
- "left_pr_number": 44893,
5719
- "right_pr_number": 46173,
5720
- "similarity": 0.747,
5721
- "content_similarity": 0.806,
5722
- "size_similarity": 0.222,
5723
- "breadth_similarity": 1.0,
5724
- "concentration_similarity": 1.0,
5725
- "shared_filenames": [
5726
- "src/transformers/cache_utils.py"
5727
- ],
5728
- "shared_directories": [
5729
- "src/transformers",
5730
- "src"
5731
- ]
5732
- }
5733
- ]
5734
- },
5735
  {
5736
  "cluster_id": "pr-scope-42824-2",
5737
  "pr_numbers": [
@@ -5756,7 +5859,7 @@
5756
  "left_pr_number": 42824,
5757
  "right_pr_number": 46461,
5758
  "similarity": 0.717,
5759
- "content_similarity": 0.746,
5760
  "size_similarity": 0.652,
5761
  "breadth_similarity": 0.5,
5762
  "concentration_similarity": 0.928,
@@ -6350,7 +6453,7 @@
6350
  43649
6351
  ],
6352
  "representative_pr_number": 43532,
6353
- "average_similarity": 0.495,
6354
  "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.",
6355
  "shared_filenames": [
6356
  "utils/notification_service.py",
@@ -6370,8 +6473,8 @@
6370
  {
6371
  "left_pr_number": 43532,
6372
  "right_pr_number": 43649,
6373
- "similarity": 0.495,
6374
- "content_similarity": 0.434,
6375
  "size_similarity": 0.395,
6376
  "breadth_similarity": 0.875,
6377
  "concentration_similarity": 0.893,
@@ -6687,7 +6790,7 @@
6687
  42655
6688
  ],
6689
  "representative_pr_number": 32189,
6690
- "average_similarity": 0.458,
6691
  "summary": "2 open PRs share weighted file overlap around `src/transformers/generation/candidate_generator.py`, `src/transformers/generation/utils.py`; representative PR #32189.",
6692
  "shared_filenames": [
6693
  "src/transformers/generation/candidate_generator.py",
@@ -6702,8 +6805,8 @@
6702
  {
6703
  "left_pr_number": 32189,
6704
  "right_pr_number": 42655,
6705
- "similarity": 0.458,
6706
- "content_similarity": 0.493,
6707
  "size_similarity": 0.231,
6708
  "breadth_similarity": 0.5,
6709
  "concentration_similarity": 0.568,
@@ -6785,7 +6888,7 @@
6785
  47108
6786
  ],
6787
  "representative_pr_number": 44965,
6788
- "average_similarity": 0.434,
6789
  "summary": "2 open PRs share weighted file overlap around `.github/workflows/build_pr_documentation.yml`; representative PR #44965.",
6790
  "shared_filenames": [
6791
  ".github/workflows/build_pr_documentation.yml"
@@ -6798,8 +6901,8 @@
6798
  {
6799
  "left_pr_number": 44965,
6800
  "right_pr_number": 47108,
6801
- "similarity": 0.434,
6802
- "content_similarity": 0.445,
6803
  "size_similarity": 0.087,
6804
  "breadth_similarity": 0.75,
6805
  "concentration_similarity": 0.681,
@@ -6939,7 +7042,7 @@
6939
  47202
6940
  ],
6941
  "representative_pr_number": 46887,
6942
- "average_similarity": 0.426,
6943
  "summary": "2 open PRs share weighted file overlap around `.github/workflows/build-ci-docker-images.yml`; representative PR #46887.",
6944
  "shared_filenames": [
6945
  ".github/workflows/build-ci-docker-images.yml"
@@ -6952,8 +7055,8 @@
6952
  {
6953
  "left_pr_number": 46887,
6954
  "right_pr_number": 47202,
6955
- "similarity": 0.426,
6956
- "content_similarity": 0.423,
6957
  "size_similarity": 0.441,
6958
  "breadth_similarity": 0.321,
6959
  "concentration_similarity": 0.633,
@@ -6993,7 +7096,7 @@
6993
  "left_pr_number": 42112,
6994
  "right_pr_number": 47262,
6995
  "similarity": 0.425,
6996
- "content_similarity": 0.467,
6997
  "size_similarity": 0.029,
6998
  "breadth_similarity": 0.521,
6999
  "concentration_similarity": 0.841,
@@ -7246,7 +7349,7 @@
7246
  46503
7247
  ],
7248
  "representative_pr_number": 46501,
7249
- "average_similarity": 0.364,
7250
  "summary": "2 open PRs cluster in `.github/workflows`, `.github` with similar change breadth; representative PR #46501.",
7251
  "shared_filenames": [],
7252
  "shared_directories": [
@@ -7257,8 +7360,8 @@
7257
  {
7258
  "left_pr_number": 46501,
7259
  "right_pr_number": 46503,
7260
- "similarity": 0.364,
7261
- "content_similarity": 0.091,
7262
  "size_similarity": 1.0,
7263
  "breadth_similarity": 1.0,
7264
  "concentration_similarity": 1.0,
 
1
  {
2
  "repo": "huggingface/transformers",
3
+ "snapshot_id": "20260714T060029Z",
4
+ "generated_at": "2026-07-14T06:01:19Z",
5
+ "cluster_count": 80,
6
  "pr_scope_clusters": [
7
  {
8
  "cluster_id": "pr-scope-43636-10",
 
752
  ]
753
  },
754
  {
755
+ "cluster_id": "pr-scope-34667-7",
756
  "pr_numbers": [
757
+ 34667,
758
+ 39683,
759
+ 44872,
760
+ 45985,
761
+ 47158,
762
+ 47308,
763
+ 47310
764
  ],
765
+ "representative_pr_number": 34667,
766
+ "average_similarity": 0.513,
767
+ "summary": "7 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #34667.",
768
  "shared_filenames": [
769
+ "src/transformers/generation/utils.py"
770
  ],
771
  "shared_directories": [
772
+ "src/transformers/generation",
773
+ "src/transformers",
774
+ "src"
775
  ],
776
  "pairwise": [
777
  {
778
+ "left_pr_number": 47158,
779
+ "right_pr_number": 47308,
780
+ "similarity": 1.0,
781
+ "content_similarity": 1.0,
782
  "size_similarity": 1.0,
783
  "breadth_similarity": 1.0,
784
  "concentration_similarity": 1.0,
785
  "shared_filenames": [
786
+ "src/transformers/generation/utils.py"
787
  ],
788
  "shared_directories": [
789
+ "src/transformers/generation",
790
+ "src/transformers",
791
+ "src"
792
  ]
793
  },
794
  {
795
+ "left_pr_number": 34667,
796
+ "right_pr_number": 47158,
797
+ "similarity": 0.792,
798
+ "content_similarity": 0.878,
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+ "size_similarity": 0.182,
800
  "breadth_similarity": 1.0,
801
  "concentration_similarity": 1.0,
802
  "shared_filenames": [
803
+ "src/transformers/generation/utils.py"
804
  ],
805
  "shared_directories": [
806
+ "src/transformers/generation",
807
+ "src/transformers",
808
+ "src"
809
  ]
810
  },
811
  {
812
+ "left_pr_number": 34667,
813
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814
+ "similarity": 0.792,
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+ "content_similarity": 0.878,
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+ "size_similarity": 0.182,
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  "breadth_similarity": 1.0,
818
  "concentration_similarity": 1.0,
819
  "shared_filenames": [
820
+ "src/transformers/generation/utils.py"
821
  ],
822
  "shared_directories": [
823
+ "src/transformers/generation",
824
+ "src/transformers",
825
+ "src"
826
  ]
827
  },
828
  {
829
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+ "representative_pr_number": 43549,
2588
+ "average_similarity": 0.504,
2589
+ "summary": "5 open PRs share weighted file overlap around `src/transformers/modeling_flash_attention_utils.py`; representative PR #43549.",
2590
+ "shared_filenames": [
2591
+ "src/transformers/modeling_flash_attention_utils.py"
2592
+ ],
2593
+ "shared_directories": [
2594
+ "src/transformers",
2595
+ "src"
2596
+ ],
2597
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2598
+ {
2599
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2600
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2601
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2602
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2603
+ "size_similarity": 0.267,
2604
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2605
+ "concentration_similarity": 1.0,
2606
+ "shared_filenames": [
2607
+ "src/transformers/modeling_flash_attention_utils.py"
2608
+ ],
2609
+ "shared_directories": [
2610
+ "src/transformers",
2611
+ "src"
2612
+ ]
2613
+ },
2614
+ {
2615
+ "left_pr_number": 41097,
2616
+ "right_pr_number": 43549,
2617
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2618
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2619
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2620
+ "breadth_similarity": 1.0,
2621
+ "concentration_similarity": 1.0,
2622
+ "shared_filenames": [
2623
+ "src/transformers/modeling_flash_attention_utils.py"
2624
+ ],
2625
+ "shared_directories": [
2626
+ "src/transformers",
2627
+ "src"
2628
+ ]
2629
+ },
2630
+ {
2631
+ "left_pr_number": 43549,
2632
+ "right_pr_number": 46696,
2633
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2634
+ "content_similarity": 0.391,
2635
+ "size_similarity": 0.667,
2636
+ "breadth_similarity": 1.0,
2637
+ "concentration_similarity": 1.0,
2638
+ "shared_filenames": [
2639
+ "src/transformers/modeling_flash_attention_utils.py"
2640
+ ],
2641
+ "shared_directories": [
2642
+ "src/transformers",
2643
+ "src"
2644
+ ]
2645
+ },
2646
+ {
2647
+ "left_pr_number": 44547,
2648
+ "right_pr_number": 46013,
2649
+ "similarity": 0.51,
2650
+ "content_similarity": 0.299,
2651
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2652
+ "breadth_similarity": 1.0,
2653
+ "concentration_similarity": 1.0,
2654
+ "shared_filenames": [
2655
+ "src/transformers/modeling_flash_attention_utils.py"
2656
+ ],
2657
+ "shared_directories": [
2658
+ "src/transformers",
2659
+ "src"
2660
+ ]
2661
+ },
2662
+ {
2663
+ "left_pr_number": 41097,
2664
+ "right_pr_number": 46696,
2665
+ "similarity": 0.459,
2666
+ "content_similarity": 0.355,
2667
+ "size_similarity": 0.4,
2668
+ "breadth_similarity": 1.0,
2669
+ "concentration_similarity": 1.0,
2670
  "shared_filenames": [
2671
+ "src/transformers/modeling_flash_attention_utils.py"
 
2672
  ],
2673
  "shared_directories": [
2674
  "src/transformers",
2675
+ "src"
 
 
2676
  ]
2677
  },
2678
  {
2679
+ "left_pr_number": 46013,
2680
+ "right_pr_number": 46696,
2681
+ "similarity": 0.449,
2682
+ "content_similarity": 0.341,
2683
+ "size_similarity": 0.4,
2684
+ "breadth_similarity": 1.0,
2685
+ "concentration_similarity": 1.0,
2686
  "shared_filenames": [
2687
+ "src/transformers/modeling_flash_attention_utils.py"
 
2688
  ],
2689
  "shared_directories": [
2690
  "src/transformers",
2691
+ "src"
 
 
2692
  ]
2693
  },
2694
  {
2695
+ "left_pr_number": 41097,
2696
+ "right_pr_number": 46013,
2697
+ "similarity": 0.443,
2698
+ "content_similarity": 0.384,
2699
+ "size_similarity": 0.16,
2700
+ "breadth_similarity": 1.0,
2701
+ "concentration_similarity": 1.0,
2702
  "shared_filenames": [
2703
+ "src/transformers/modeling_flash_attention_utils.py"
 
2704
  ],
2705
  "shared_directories": [
2706
  "src/transformers",
2707
+ "src"
 
2708
  ]
2709
  },
2710
  {
2711
+ "left_pr_number": 43549,
2712
+ "right_pr_number": 44547,
2713
+ "similarity": 0.43,
2714
+ "content_similarity": 0.343,
2715
+ "size_similarity": 0.267,
2716
+ "breadth_similarity": 1.0,
2717
+ "concentration_similarity": 1.0,
2718
  "shared_filenames": [
2719
+ "src/transformers/modeling_flash_attention_utils.py"
2720
  ],
2721
  "shared_directories": [
2722
  "src/transformers",
2723
+ "src"
 
2724
  ]
2725
  },
2726
  {
2727
+ "left_pr_number": 44547,
2728
+ "right_pr_number": 46696,
2729
+ "similarity": 0.404,
2730
+ "content_similarity": 0.277,
2731
+ "size_similarity": 0.4,
2732
+ "breadth_similarity": 1.0,
2733
+ "concentration_similarity": 1.0,
2734
  "shared_filenames": [
2735
+ "src/transformers/modeling_flash_attention_utils.py"
2736
  ],
2737
  "shared_directories": [
2738
  "src/transformers",
2739
+ "src"
 
2740
  ]
2741
  },
2742
  {
2743
+ "left_pr_number": 41097,
2744
+ "right_pr_number": 44547,
2745
+ "similarity": 0.392,
2746
+ "content_similarity": 0.311,
2747
+ "size_similarity": 0.16,
2748
+ "breadth_similarity": 1.0,
2749
+ "concentration_similarity": 1.0,
2750
  "shared_filenames": [
2751
+ "src/transformers/modeling_flash_attention_utils.py"
2752
  ],
2753
  "shared_directories": [
2754
  "src/transformers",
2755
+ "src"
 
2756
  ]
2757
  }
2758
  ]
 
2959
  47208
2960
  ],
2961
  "representative_pr_number": 47208,
2962
+ "average_similarity": 0.564,
2963
+ "summary": "4 open PRs share weighted file overlap around `.github/workflows/build-docker-images.yml`, `.github/workflows/build-nightly-ci-docker-images.yml`, `.github/workflows/build-past-ci-docker-images.yml`; representative PR #47208.",
2964
  "shared_filenames": [
2965
+ ".github/workflows/build-docker-images.yml",
2966
  ".github/workflows/build-nightly-ci-docker-images.yml",
2967
  ".github/workflows/build-past-ci-docker-images.yml",
2968
  ".github/workflows/release-conda.yml",
 
2969
  ".github/workflows/build-ci-docker-images.yml",
2970
  ".github/workflows/benchmark.yml",
2971
  ".github/workflows/check_failed_tests.yml",
 
2979
  {
2980
  "left_pr_number": 42975,
2981
  "right_pr_number": 47208,
2982
+ "similarity": 0.679,
2983
  "content_similarity": 0.661,
2984
  "size_similarity": 0.439,
2985
  "breadth_similarity": 1.0,
 
3004
  {
3005
  "left_pr_number": 42975,
3006
  "right_pr_number": 45077,
3007
+ "similarity": 0.662,
3008
+ "content_similarity": 0.598,
3009
  "size_similarity": 0.731,
3010
  "breadth_similarity": 0.833,
3011
  "concentration_similarity": 1.0,
 
3029
  {
3030
  "left_pr_number": 42976,
3031
  "right_pr_number": 47208,
3032
+ "similarity": 0.614,
3033
+ "content_similarity": 0.669,
3034
  "size_similarity": 0.23,
3035
  "breadth_similarity": 0.606,
3036
  "concentration_similarity": 1.0,
 
3051
  {
3052
  "left_pr_number": 45077,
3053
  "right_pr_number": 47208,
3054
+ "similarity": 0.56,
3055
+ "content_similarity": 0.541,
3056
  "size_similarity": 0.321,
3057
  "breadth_similarity": 0.833,
3058
  "concentration_similarity": 1.0,
 
3076
  {
3077
  "left_pr_number": 42976,
3078
  "right_pr_number": 45077,
3079
+ "similarity": 0.473,
3080
+ "content_similarity": 0.494,
3081
  "size_similarity": 0.074,
3082
  "breadth_similarity": 0.659,
3083
  "concentration_similarity": 1.0,
 
3096
  {
3097
  "left_pr_number": 42975,
3098
  "right_pr_number": 42976,
3099
+ "similarity": 0.396,
3100
+ "content_similarity": 0.387,
3101
  "size_similarity": 0.101,
3102
  "breadth_similarity": 0.606,
3103
  "concentration_similarity": 1.0,
 
3266
  {
3267
  "left_pr_number": 45294,
3268
  "right_pr_number": 45438,
3269
+ "similarity": 0.75,
3270
  "content_similarity": 0.769,
3271
  "size_similarity": 0.42,
3272
  "breadth_similarity": 1.0,
 
3314
  "left_pr_number": 45438,
3315
  "right_pr_number": 45883,
3316
  "similarity": 0.54,
3317
+ "content_similarity": 0.576,
3318
  "size_similarity": 0.392,
3319
  "breadth_similarity": 0.325,
3320
  "concentration_similarity": 0.92,
 
3332
  {
3333
  "left_pr_number": 45438,
3334
  "right_pr_number": 46642,
3335
+ "similarity": 0.401,
3336
  "content_similarity": 0.316,
3337
  "size_similarity": 0.654,
3338
  "breadth_similarity": 0.561,
 
3354
  "left_pr_number": 45294,
3355
  "right_pr_number": 46642,
3356
  "similarity": 0.342,
3357
+ "content_similarity": 0.314,
3358
  "size_similarity": 0.275,
3359
  "breadth_similarity": 0.561,
3360
  "concentration_similarity": 0.51,
 
3480
  "left_pr_number": 45317,
3481
  "right_pr_number": 47017,
3482
  "similarity": 0.465,
3483
+ "content_similarity": 0.418,
3484
  "size_similarity": 0.229,
3485
  "breadth_similarity": 1.0,
3486
  "concentration_similarity": 0.756,
 
4235
  }
4236
  ]
4237
  },
4238
+ {
4239
+ "cluster_id": "pr-scope-45606-3",
4240
+ "pr_numbers": [
4241
+ 45606,
4242
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4243
+ 47311
4244
+ ],
4245
+ "representative_pr_number": 45607,
4246
+ "average_similarity": 0.53,
4247
+ "summary": "3 open PRs share weighted file overlap around `tests/models/gemma4/test_modeling_gemma4.py`; representative PR #45607.",
4248
+ "shared_filenames": [
4249
+ "tests/models/gemma4/test_modeling_gemma4.py"
4250
+ ],
4251
+ "shared_directories": [
4252
+ "tests/models/gemma4",
4253
+ "tests/models",
4254
+ "tests"
4255
+ ],
4256
+ "pairwise": [
4257
+ {
4258
+ "left_pr_number": 45606,
4259
+ "right_pr_number": 45607,
4260
+ "similarity": 0.772,
4261
+ "content_similarity": 0.822,
4262
+ "size_similarity": 0.778,
4263
+ "breadth_similarity": 0.417,
4264
+ "concentration_similarity": 0.778,
4265
+ "shared_filenames": [
4266
+ "tests/models/gemma4/test_modeling_gemma4.py"
4267
+ ],
4268
+ "shared_directories": [
4269
+ "tests/models/gemma4",
4270
+ "tests/models",
4271
+ "tests"
4272
+ ]
4273
+ },
4274
+ {
4275
+ "left_pr_number": 45607,
4276
+ "right_pr_number": 47311,
4277
+ "similarity": 0.474,
4278
+ "content_similarity": 0.409,
4279
+ "size_similarity": 0.25,
4280
+ "breadth_similarity": 1.0,
4281
+ "concentration_similarity": 1.0,
4282
+ "shared_filenames": [
4283
+ "tests/models/gemma4/test_modeling_gemma4.py"
4284
+ ],
4285
+ "shared_directories": [
4286
+ "tests/models/gemma4",
4287
+ "tests/models",
4288
+ "tests"
4289
+ ]
4290
+ },
4291
+ {
4292
+ "left_pr_number": 45606,
4293
+ "right_pr_number": 47311,
4294
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4295
+ "content_similarity": 0.336,
4296
+ "size_similarity": 0.194,
4297
+ "breadth_similarity": 0.417,
4298
+ "concentration_similarity": 0.778,
4299
+ "shared_filenames": [
4300
+ "tests/models/gemma4/test_modeling_gemma4.py"
4301
+ ],
4302
+ "shared_directories": [
4303
+ "tests/models/gemma4",
4304
+ "tests/models",
4305
+ "tests"
4306
+ ]
4307
+ }
4308
+ ]
4309
+ },
4310
  {
4311
  "cluster_id": "pr-scope-43997-3",
4312
  "pr_numbers": [
 
4570
  {
4571
  "left_pr_number": 43842,
4572
  "right_pr_number": 44682,
4573
+ "similarity": 0.406,
4574
+ "content_similarity": 0.449,
4575
  "size_similarity": 0.011,
4576
  "breadth_similarity": 0.5,
4577
  "concentration_similarity": 0.802,
 
4758
  "left_pr_number": 46735,
4759
  "right_pr_number": 47153,
4760
  "similarity": 0.6,
4761
+ "content_similarity": 0.496,
4762
  "size_similarity": 0.717,
4763
  "breadth_similarity": 1.0,
4764
  "concentration_similarity": 0.899,
 
4822
  47165
4823
  ],
4824
  "representative_pr_number": 46269,
4825
+ "average_similarity": 0.452,
4826
  "summary": "3 open PRs share weighted file overlap around `src/transformers/models/apertus/configuration_apertus.py`, `src/transformers/models/apertus/modular_apertus.py`, `src/transformers/models/cohere/configuration_cohere.py`; representative PR #46269.",
4827
  "shared_filenames": [
4828
  "src/transformers/models/apertus/configuration_apertus.py",
 
4848
  {
4849
  "left_pr_number": 46269,
4850
  "right_pr_number": 47165,
4851
+ "similarity": 0.542,
4852
+ "content_similarity": 0.587,
4853
  "size_similarity": 0.083,
4854
  "breadth_similarity": 0.773,
4855
  "concentration_similarity": 0.825,
 
4881
  {
4882
  "left_pr_number": 46099,
4883
  "right_pr_number": 46269,
4884
+ "similarity": 0.413,
4885
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4886
  "size_similarity": 0.013,
4887
  "breadth_similarity": 0.284,
4888
  "concentration_similarity": 0.805,
 
5043
  "left_pr_number": 45742,
5044
  "right_pr_number": 46211,
5045
  "similarity": 0.566,
5046
+ "content_similarity": 0.505,
5047
  "size_similarity": 0.963,
5048
  "breadth_similarity": 0.25,
5049
  "concentration_similarity": 0.852,
 
5127
  "left_pr_number": 45300,
5128
  "right_pr_number": 47250,
5129
  "similarity": 0.505,
5130
+ "content_similarity": 0.347,
5131
  "size_similarity": 0.931,
5132
  "breadth_similarity": 0.875,
5133
  "concentration_similarity": 0.695,
 
5318
  {
5319
  "left_pr_number": 44981,
5320
  "right_pr_number": 46775,
5321
+ "similarity": 0.303,
5322
  "content_similarity": 0.128,
5323
  "size_similarity": 0.885,
5324
  "breadth_similarity": 0.458,
 
5752
  "left_pr_number": 46281,
5753
  "right_pr_number": 46913,
5754
  "similarity": 0.851,
5755
+ "content_similarity": 0.902,
5756
  "size_similarity": 0.5,
5757
  "breadth_similarity": 1.0,
5758
  "concentration_similarity": 0.897,
 
5835
  }
5836
  ]
5837
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
5838
  {
5839
  "cluster_id": "pr-scope-42824-2",
5840
  "pr_numbers": [
 
5859
  "left_pr_number": 42824,
5860
  "right_pr_number": 46461,
5861
  "similarity": 0.717,
5862
+ "content_similarity": 0.747,
5863
  "size_similarity": 0.652,
5864
  "breadth_similarity": 0.5,
5865
  "concentration_similarity": 0.928,
 
6453
  43649
6454
  ],
6455
  "representative_pr_number": 43532,
6456
+ "average_similarity": 0.496,
6457
  "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.",
6458
  "shared_filenames": [
6459
  "utils/notification_service.py",
 
6473
  {
6474
  "left_pr_number": 43532,
6475
  "right_pr_number": 43649,
6476
+ "similarity": 0.496,
6477
+ "content_similarity": 0.435,
6478
  "size_similarity": 0.395,
6479
  "breadth_similarity": 0.875,
6480
  "concentration_similarity": 0.893,
 
6790
  42655
6791
  ],
6792
  "representative_pr_number": 32189,
6793
+ "average_similarity": 0.457,
6794
  "summary": "2 open PRs share weighted file overlap around `src/transformers/generation/candidate_generator.py`, `src/transformers/generation/utils.py`; representative PR #32189.",
6795
  "shared_filenames": [
6796
  "src/transformers/generation/candidate_generator.py",
 
6805
  {
6806
  "left_pr_number": 32189,
6807
  "right_pr_number": 42655,
6808
+ "similarity": 0.457,
6809
+ "content_similarity": 0.491,
6810
  "size_similarity": 0.231,
6811
  "breadth_similarity": 0.5,
6812
  "concentration_similarity": 0.568,
 
6888
  47108
6889
  ],
6890
  "representative_pr_number": 44965,
6891
+ "average_similarity": 0.435,
6892
  "summary": "2 open PRs share weighted file overlap around `.github/workflows/build_pr_documentation.yml`; representative PR #44965.",
6893
  "shared_filenames": [
6894
  ".github/workflows/build_pr_documentation.yml"
 
6901
  {
6902
  "left_pr_number": 44965,
6903
  "right_pr_number": 47108,
6904
+ "similarity": 0.435,
6905
+ "content_similarity": 0.446,
6906
  "size_similarity": 0.087,
6907
  "breadth_similarity": 0.75,
6908
  "concentration_similarity": 0.681,
 
7042
  47202
7043
  ],
7044
  "representative_pr_number": 46887,
7045
+ "average_similarity": 0.427,
7046
  "summary": "2 open PRs share weighted file overlap around `.github/workflows/build-ci-docker-images.yml`; representative PR #46887.",
7047
  "shared_filenames": [
7048
  ".github/workflows/build-ci-docker-images.yml"
 
7055
  {
7056
  "left_pr_number": 46887,
7057
  "right_pr_number": 47202,
7058
+ "similarity": 0.427,
7059
+ "content_similarity": 0.424,
7060
  "size_similarity": 0.441,
7061
  "breadth_similarity": 0.321,
7062
  "concentration_similarity": 0.633,
 
7096
  "left_pr_number": 42112,
7097
  "right_pr_number": 47262,
7098
  "similarity": 0.425,
7099
+ "content_similarity": 0.466,
7100
  "size_similarity": 0.029,
7101
  "breadth_similarity": 0.521,
7102
  "concentration_similarity": 0.841,
 
7349
  46503
7350
  ],
7351
  "representative_pr_number": 46501,
7352
+ "average_similarity": 0.365,
7353
  "summary": "2 open PRs cluster in `.github/workflows`, `.github` with similar change breadth; representative PR #46501.",
7354
  "shared_filenames": [],
7355
  "shared_directories": [
 
7360
  {
7361
  "left_pr_number": 46501,
7362
  "right_pr_number": 46503,
7363
+ "similarity": 0.365,
7364
+ "content_similarity": 0.093,
7365
  "size_similarity": 1.0,
7366
  "breadth_similarity": 1.0,
7367
  "concentration_similarity": 1.0,
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