evalstate HF Staff commited on
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Refresh transformers dataset snapshot 20260622T060015Z

Browse files
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  - eval set creation
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  Notes:
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  - raw data only; no labels or moderation decisions
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new-contributors-report.md CHANGED
@@ -1,9 +1,9 @@
1
  # New Contributor Report: huggingface/transformers
2
 
3
- - Snapshot: `20260622T000017Z`
4
- - Generated: `2026-06-22T00:00:56Z`
5
  - Activity window: `60d`
6
- - Contributors: `354`
7
 
8
  ## Summary
9
 
@@ -25,9 +25,9 @@
25
  | `harshaljanjani` | [profile](https://github.com/harshaljanjani) | no | CONTRIBUTOR | 1961d | `2025-09-17T20:29:13Z` | 34 | 20 | strong | low | low | targets high-star repos |
26
  | `yonigozlan` | [profile](https://github.com/yonigozlan) | no | MEMBER | 1978d | `2025-04-02T00:38:09Z` | 32 | 0 | strong | low | low | targets high-star repos |
27
  | `eustlb` | [profile](https://github.com/eustlb) | no | MEMBER | 1607d | `2025-01-20T12:27:19Z` | 28 | 0 | strong | low | low | targets high-star repos |
 
28
  | `3outeille` | [profile](https://github.com/3outeille) | no | MEMBER | 2625d | `2025-11-26T16:58:10Z` | 27 | 1 | mixed | low | low | high open PR share; targets high-star repos |
29
  | `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 |
30
- | `jiqing-feng` | [profile](https://github.com/jiqing-feng) | no | CONTRIBUTOR | 1396d | `2024-03-21T04:37:45Z` | 26 | 4 | strong | moderate | low | high recent PR volume |
31
  | `qgallouedec` | [profile](https://github.com/qgallouedec) | no | MEMBER | 2692d | `2024-12-13T13:39:10Z` | 25 | 14 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
32
  | `IlyasMoutawwakil` | [profile](https://github.com/IlyasMoutawwakil) | no | MEMBER | 2354d | `2025-07-04T08:41:29Z` | 23 | 4 | strong | low | low | — |
33
  | `hmellor` | [profile](https://github.com/hmellor) | no | MEMBER | 3592d | `2025-08-14T10:03:14Z` | 22 | 2 | strong | low | low | high recent PR volume; targets high-star repos |
@@ -57,6 +57,7 @@
57
  | `CharlieKerfoot` | [profile](https://github.com/CharlieKerfoot) | no | CONTRIBUTOR | 1583d | `2026-05-03T18:22:43Z` | 5 | 0 | weak | moderate | low | high recent PR volume; targets high-star repos |
58
  | `dependabot[bot]` | [profile](https://github.com/dependabot[bot]) | no | CONTRIBUTOR | ?d | `2024-08-30T13:24:23Z` | 5 | 0 | n/a | n/a | n/a | summary unavailable |
59
  | `filipinescu` | [profile](https://github.com/filipinescu) | no | CONTRIBUTOR | 953d | `2026-05-22T20:20:49Z` | 5 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 
60
  | `leaderofARS` | [profile](https://github.com/leaderofARS) | no | CONTRIBUTOR | 660d | `2025-12-04T12:38:46Z` | 5 | 0 | strong | moderate | low | — |
61
  | `McPatate` | [profile](https://github.com/McPatate) | no | MEMBER | 4207d | `2025-09-05T15:52:11Z` | 5 | 0 | strong | moderate | low | high recent PR volume |
62
  | `curnane-lab` | [profile](https://github.com/curnane-lab) | no | FIRST_TIME_CONTRIBUTOR | 248d | `2026-04-24T15:14:11Z` | 4 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
@@ -142,7 +143,6 @@
142
  | `sirzechs66` | [profile](https://github.com/sirzechs66) | no | CONTRIBUTOR | 1246d | `2026-03-30T12:18:41Z` | 5 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
143
  | `sbucaille` | [profile](https://github.com/sbucaille) | no | CONTRIBUTOR | 3451d | `2025-03-21T09:38:40Z` | 4 | 4 | weak | low | low | high open PR share; targets high-star repos |
144
  | `jw9603` | [profile](https://github.com/jw9603) | no | CONTRIBUTOR | 2050d | `2026-03-04T00:51:26Z` | 4 | 3 | weak | low | low | targets high-star repos |
145
- | `ghost` | [profile](https://github.com/ghost) | no | NONE | 6553d | `2024-05-09T10:45:25Z` | 4 | 2 | weak | low | low | high open PR share; no visible non-self stars |
146
  | `paulinebm` | [profile](https://github.com/paulinebm) | no | MEMBER | 830d | `2026-03-25T14:55:10Z` | 4 | 1 | strong | very high | medium | extremely high recent PR volume; very broad repo spread; no visible non-self stars |
147
  | `javierdejesusda` | [profile](https://github.com/javierdejesusda) | no | CONTRIBUTOR | 508d | `2026-03-22T17:27:20Z` | 4 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
148
  | `rtrompier` | [profile](https://github.com/rtrompier) | no | MEMBER | 4939d | `2026-04-15T08:26:45Z` | 4 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share |
@@ -350,7 +350,6 @@
350
  | `Ternura143` | [profile](https://github.com/Ternura143) | no | FIRST_TIME_CONTRIBUTOR | 1583d | `2026-05-31T14:17:55Z` | 1 | 0 | strong | moderate | low | — |
351
  | `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 |
352
  | `TuringTux` | [profile](https://github.com/TuringTux) | no | CONTRIBUTOR | 2477d | `2026-05-06T16:55:33Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
353
- | `vai-minzhou` | [profile](https://github.com/vai-minzhou) | no | CONTRIBUTOR | 723d | `2026-04-23T01:47:23Z` | 1 | 0 | mixed | low | low | high open PR share |
354
  | `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 |
355
  | `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 |
356
  | `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 |
@@ -754,6 +753,32 @@ Example artifacts:
754
  - [PR #46694: [fix] enable base64 str audio in load_audio](https://github.com/huggingface/transformers/pull/46694) — closed, merged
755
  - [PR #46565: Add Nemotron 3.5 ASR Streaming](https://github.com/huggingface/transformers/pull/46565) — open, draft
756
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
757
  ### `3outeille`
758
 
759
  - profile: [github.com/3outeille](https://github.com/3outeille)
@@ -802,32 +827,6 @@ Example artifacts:
802
  - [PR #46563: chore: update pr-ci-security-gate.yml](https://github.com/huggingface/transformers/pull/46563) — open
803
  - [PR #46558: chore: update pr-ci-security-gate.yml](https://github.com/huggingface/transformers/pull/46558) — open
804
 
805
- ### `jiqing-feng`
806
-
807
- - profile: [github.com/jiqing-feng](https://github.com/jiqing-feng)
808
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajiqing-feng)
809
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajiqing-feng)
810
- - repo first seen: `2024-03-21T04:37:45Z`
811
- - repo last seen: `2026-06-18T03:09:21Z`
812
- - first seen in snapshot: **no**
813
- - repo association: **CONTRIBUTOR**
814
- - repo primary artifacts: **30**
815
- - snapshot authored PRs/issues: **26 PRs / 4 issues**
816
- - snapshot discussion activity: **61 comments / 45 reviews / 45 review comments**
817
- - account age: **1396 days**
818
- - recent public PR activity: **25 PRs** (22 merged / 1 closed-unmerged / 2 open; merged rate **88%**, closed-unmerged rate **4%**, open rate **8%**)
819
- - public orgs: none visible
820
- - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
821
- - heuristic read: **high recent PR volume**
822
-
823
- Example artifacts:
824
- - [PR #46681: Lazily build the default kernel mapping to decouple `kernels` from normal transformers usage](https://github.com/huggingface/transformers/pull/46681) — closed, merged
825
- - [PR #46096: Fix torchao behavior for xpu](https://github.com/huggingface/transformers/pull/46096) — closed, merged
826
- - [PR #46090: skip deepgemm test except cuda](https://github.com/huggingface/transformers/pull/46090) — closed, merged
827
- - [Issue #44458: Mllama compile failed after new attn mask](https://github.com/huggingface/transformers/issues/44458) — closed
828
- - [Issue #43725: Quantization model behavior changed](https://github.com/huggingface/transformers/issues/43725) — closed
829
- - [Issue #42994: quantized model saving failed](https://github.com/huggingface/transformers/issues/42994) — closed
830
-
831
  ### `qgallouedec`
832
 
833
  - profile: [github.com/qgallouedec](https://github.com/qgallouedec)
@@ -1512,6 +1511,29 @@ Example artifacts:
1512
  - [PR #46356: [docs] Romanian translation of `fast_tokenizers.md`, `custom_tokenizers.md`, `tokenizer_summary.md`, `image_processors.md` and `video_processors.md`.](https://github.com/huggingface/transformers/pull/46356) — closed, merged
1513
  - [PR #46345: [docs] Romanian translation of `contributing.md`, `modular_transformers.md`, `multimodal_processing.md`, `add_vision_processing_components.md`, `add_audio_processing_components.md`, `modeling_rules.md`, `model_output_tracing.md`, `auto_docstring.md`, `testing.md`, `pr_checks.md` and `add_new_model.md` .](https://github.com/huggingface/transformers/pull/46345) — closed, merged
1514
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1515
  ### `leaderofARS`
1516
 
1517
  - profile: [github.com/leaderofARS](https://github.com/leaderofARS)
@@ -1846,12 +1868,12 @@ Example artifacts:
1846
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AChao1Han)
1847
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AChao1Han)
1848
  - repo first seen: `2026-05-14T09:13:18Z`
1849
- - repo last seen: `2026-06-12T05:31:17Z`
1850
  - first seen in snapshot: **no**
1851
  - repo association: **FIRST_TIME_CONTRIBUTOR**
1852
  - repo primary artifacts: **3**
1853
  - snapshot authored PRs/issues: **3 PRs / 0 issues**
1854
- - snapshot discussion activity: **6 comments / 0 reviews / 0 review comments**
1855
  - account age: **1422 days**
1856
  - recent public PR activity: **22 PRs** (8 merged / 2 closed-unmerged / 12 open; merged rate **36%**, closed-unmerged rate **9%**, open rate **55%**)
1857
  - public orgs: none visible
@@ -3462,31 +3484,6 @@ Example artifacts:
3462
  - [Issue #45459: `except import_protobuf_decode_error()` hides real tokenizer errors when protobuf isn't installed](https://github.com/huggingface/transformers/issues/45459) — closed
3463
  - [Issue #44423: [Bug] `transformers serve --continuous-batching` crashes with multimodal models (Qwen3.5) — AttributeError: 'str' object has no attribute 'to'](https://github.com/huggingface/transformers/issues/44423) — closed
3464
 
3465
- ### `ghost`
3466
-
3467
- - profile: [github.com/ghost](https://github.com/ghost)
3468
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aghost)
3469
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aghost)
3470
- - repo first seen: `2024-05-09T10:45:25Z`
3471
- - repo last seen: `2026-04-23T01:06:37Z`
3472
- - first seen in snapshot: **no**
3473
- - repo association: **NONE**
3474
- - repo primary artifacts: **6**
3475
- - snapshot authored PRs/issues: **4 PRs / 2 issues**
3476
- - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
3477
- - account age: **6553 days**
3478
- - recent public PR activity: **5 PRs** (0 merged / 0 closed-unmerged / 5 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
3479
- - public orgs: none visible
3480
- - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
3481
- - heuristic read: **high open PR share; no visible non-self stars**
3482
-
3483
- Example artifacts:
3484
- - [PR #45590: fix #45588: guard s_aux against None in flash_attention_forward](https://github.com/huggingface/transformers/pull/45590) — closed
3485
- - [PR #43020: Add mimo v2 flash](https://github.com/huggingface/transformers/pull/43020) — closed
3486
- - [PR #42916: Fix: Apply clean_up_tokenization_spaces in TokenizersBackend._decode](https://github.com/huggingface/transformers/pull/42916) — closed
3487
- - [Issue #35905: Convert RT-DETR model to coreml](https://github.com/huggingface/transformers/issues/35905) — closed
3488
- - [Issue #30725: Support for Multiple Datasets and Domain-Specific Loss Calculation in Trainer](https://github.com/huggingface/transformers/issues/30725) — open
3489
-
3490
  ### `paulinebm`
3491
 
3492
  - profile: [github.com/paulinebm](https://github.com/paulinebm)
@@ -3632,12 +3629,12 @@ Example artifacts:
3632
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akylesayrs)
3633
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akylesayrs)
3634
  - repo first seen: `2025-07-28T19:40:18Z`
3635
- - repo last seen: `2026-06-18T18:02:12Z`
3636
  - first seen in snapshot: **no**
3637
  - repo association: **CONTRIBUTOR**
3638
  - repo primary artifacts: **3**
3639
  - snapshot authored PRs/issues: **3 PRs / 0 issues**
3640
- - snapshot discussion activity: **4 comments / 4 reviews / 7 review comments**
3641
  - account age: **3784 days**
3642
  - recent public PR activity: **65 PRs** (35 merged / 2 closed-unmerged / 28 open; merged rate **54%**, closed-unmerged rate **3%**, open rate **43%**)
3643
  - public orgs: none visible
@@ -7900,27 +7897,6 @@ Example artifacts:
7900
  Example artifacts:
7901
  - [PR #45811: Warn about forgetting attention mask functions](https://github.com/huggingface/transformers/pull/45811) — closed, merged
7902
 
7903
- ### `vai-minzhou`
7904
-
7905
- - profile: [github.com/vai-minzhou](https://github.com/vai-minzhou)
7906
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avai-minzhou)
7907
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avai-minzhou)
7908
- - repo first seen: `2026-04-23T01:47:23Z`
7909
- - repo last seen: `2026-05-01T00:00:12Z`
7910
- - first seen in snapshot: **no**
7911
- - repo association: **CONTRIBUTOR**
7912
- - repo primary artifacts: **1**
7913
- - snapshot authored PRs/issues: **1 PRs / 0 issues**
7914
- - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
7915
- - account age: **723 days**
7916
- - recent public PR activity: **8 PRs** (3 merged / 0 closed-unmerged / 5 open; merged rate **38%**, closed-unmerged rate **0%**, open rate **62%**)
7917
- - public orgs: none visible
7918
- - compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
7919
- - heuristic read: **high open PR share**
7920
-
7921
- Example artifacts:
7922
- - [PR #45591: [nemotron_h] respect _no_reinit flag on dt_bias and out_proj.weight](https://github.com/huggingface/transformers/pull/45591) — closed, merged
7923
-
7924
  ### `Vanshajrawat`
7925
 
7926
  - profile: [github.com/Vanshajrawat](https://github.com/Vanshajrawat)
 
1
  # New Contributor Report: huggingface/transformers
2
 
3
+ - Snapshot: `20260622T060015Z`
4
+ - Generated: `2026-06-22T06:01:05Z`
5
  - Activity window: `60d`
6
+ - Contributors: `353`
7
 
8
  ## Summary
9
 
 
25
  | `harshaljanjani` | [profile](https://github.com/harshaljanjani) | no | CONTRIBUTOR | 1961d | `2025-09-17T20:29:13Z` | 34 | 20 | strong | low | low | targets high-star repos |
26
  | `yonigozlan` | [profile](https://github.com/yonigozlan) | no | MEMBER | 1978d | `2025-04-02T00:38:09Z` | 32 | 0 | strong | low | low | targets high-star repos |
27
  | `eustlb` | [profile](https://github.com/eustlb) | no | MEMBER | 1607d | `2025-01-20T12:27:19Z` | 28 | 0 | strong | low | low | targets high-star repos |
28
+ | `jiqing-feng` | [profile](https://github.com/jiqing-feng) | no | CONTRIBUTOR | 1396d | `2024-03-21T04:37:45Z` | 27 | 4 | strong | moderate | low | high recent PR volume |
29
  | `3outeille` | [profile](https://github.com/3outeille) | no | MEMBER | 2625d | `2025-11-26T16:58:10Z` | 27 | 1 | mixed | low | low | high open PR share; targets high-star repos |
30
  | `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 |
 
31
  | `qgallouedec` | [profile](https://github.com/qgallouedec) | no | MEMBER | 2692d | `2024-12-13T13:39:10Z` | 25 | 14 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
32
  | `IlyasMoutawwakil` | [profile](https://github.com/IlyasMoutawwakil) | no | MEMBER | 2354d | `2025-07-04T08:41:29Z` | 23 | 4 | strong | low | low | — |
33
  | `hmellor` | [profile](https://github.com/hmellor) | no | MEMBER | 3592d | `2025-08-14T10:03:14Z` | 22 | 2 | strong | low | low | high recent PR volume; targets high-star repos |
 
57
  | `CharlieKerfoot` | [profile](https://github.com/CharlieKerfoot) | no | CONTRIBUTOR | 1583d | `2026-05-03T18:22:43Z` | 5 | 0 | weak | moderate | low | high recent PR volume; targets high-star repos |
58
  | `dependabot[bot]` | [profile](https://github.com/dependabot[bot]) | no | CONTRIBUTOR | ?d | `2024-08-30T13:24:23Z` | 5 | 0 | n/a | n/a | n/a | summary unavailable |
59
  | `filipinescu` | [profile](https://github.com/filipinescu) | no | CONTRIBUTOR | 953d | `2026-05-22T20:20:49Z` | 5 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
60
+ | `KartavyaDikshit` | [profile](https://github.com/KartavyaDikshit) | yes | FIRST_TIME_CONTRIBUTOR | 1742d | `2026-06-22T01:23:43Z` | 5 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread |
61
  | `leaderofARS` | [profile](https://github.com/leaderofARS) | no | CONTRIBUTOR | 660d | `2025-12-04T12:38:46Z` | 5 | 0 | strong | moderate | low | — |
62
  | `McPatate` | [profile](https://github.com/McPatate) | no | MEMBER | 4207d | `2025-09-05T15:52:11Z` | 5 | 0 | strong | moderate | low | high recent PR volume |
63
  | `curnane-lab` | [profile](https://github.com/curnane-lab) | no | FIRST_TIME_CONTRIBUTOR | 248d | `2026-04-24T15:14:11Z` | 4 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
 
143
  | `sirzechs66` | [profile](https://github.com/sirzechs66) | no | CONTRIBUTOR | 1246d | `2026-03-30T12:18:41Z` | 5 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
144
  | `sbucaille` | [profile](https://github.com/sbucaille) | no | CONTRIBUTOR | 3451d | `2025-03-21T09:38:40Z` | 4 | 4 | weak | low | low | high open PR share; targets high-star repos |
145
  | `jw9603` | [profile](https://github.com/jw9603) | no | CONTRIBUTOR | 2050d | `2026-03-04T00:51:26Z` | 4 | 3 | weak | low | low | targets high-star repos |
 
146
  | `paulinebm` | [profile](https://github.com/paulinebm) | no | MEMBER | 830d | `2026-03-25T14:55:10Z` | 4 | 1 | strong | very high | medium | extremely high recent PR volume; very broad repo spread; no visible non-self stars |
147
  | `javierdejesusda` | [profile](https://github.com/javierdejesusda) | no | CONTRIBUTOR | 508d | `2026-03-22T17:27:20Z` | 4 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
148
  | `rtrompier` | [profile](https://github.com/rtrompier) | no | MEMBER | 4939d | `2026-04-15T08:26:45Z` | 4 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share |
 
350
  | `Ternura143` | [profile](https://github.com/Ternura143) | no | FIRST_TIME_CONTRIBUTOR | 1583d | `2026-05-31T14:17:55Z` | 1 | 0 | strong | moderate | low | — |
351
  | `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 |
352
  | `TuringTux` | [profile](https://github.com/TuringTux) | no | CONTRIBUTOR | 2477d | `2026-05-06T16:55:33Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 
353
  | `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 |
354
  | `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 |
355
  | `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 |
 
753
  - [PR #46694: [fix] enable base64 str audio in load_audio](https://github.com/huggingface/transformers/pull/46694) — closed, merged
754
  - [PR #46565: Add Nemotron 3.5 ASR Streaming](https://github.com/huggingface/transformers/pull/46565) — open, draft
755
 
756
+ ### `jiqing-feng`
757
+
758
+ - profile: [github.com/jiqing-feng](https://github.com/jiqing-feng)
759
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajiqing-feng)
760
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajiqing-feng)
761
+ - repo first seen: `2024-03-21T04:37:45Z`
762
+ - repo last seen: `2026-06-22T05:27:47Z`
763
+ - first seen in snapshot: **no**
764
+ - repo association: **CONTRIBUTOR**
765
+ - repo primary artifacts: **31**
766
+ - snapshot authored PRs/issues: **27 PRs / 4 issues**
767
+ - snapshot discussion activity: **61 comments / 45 reviews / 45 review comments**
768
+ - account age: **1396 days**
769
+ - recent public PR activity: **25 PRs** (22 merged / 1 closed-unmerged / 2 open; merged rate **88%**, closed-unmerged rate **4%**, open rate **8%**)
770
+ - public orgs: none visible
771
+ - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
772
+ - heuristic read: **high recent PR volume**
773
+
774
+ Example artifacts:
775
+ - [PR #46802: Fix flex_attention block mask creation when `get_seq_length` returns a tensor](https://github.com/huggingface/transformers/pull/46802) — open
776
+ - [PR #46681: Lazily build the default kernel mapping to decouple `kernels` from normal transformers usage](https://github.com/huggingface/transformers/pull/46681) — closed, merged
777
+ - [PR #46096: Fix torchao behavior for xpu](https://github.com/huggingface/transformers/pull/46096) — closed, merged
778
+ - [Issue #44458: Mllama compile failed after new attn mask](https://github.com/huggingface/transformers/issues/44458) — closed
779
+ - [Issue #43725: Quantization model behavior changed](https://github.com/huggingface/transformers/issues/43725) — closed
780
+ - [Issue #42994: quantized model saving failed](https://github.com/huggingface/transformers/issues/42994) — closed
781
+
782
  ### `3outeille`
783
 
784
  - profile: [github.com/3outeille](https://github.com/3outeille)
 
827
  - [PR #46563: chore: update pr-ci-security-gate.yml](https://github.com/huggingface/transformers/pull/46563) — open
828
  - [PR #46558: chore: update pr-ci-security-gate.yml](https://github.com/huggingface/transformers/pull/46558) — open
829
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
830
  ### `qgallouedec`
831
 
832
  - profile: [github.com/qgallouedec](https://github.com/qgallouedec)
 
1511
  - [PR #46356: [docs] Romanian translation of `fast_tokenizers.md`, `custom_tokenizers.md`, `tokenizer_summary.md`, `image_processors.md` and `video_processors.md`.](https://github.com/huggingface/transformers/pull/46356) — closed, merged
1512
  - [PR #46345: [docs] Romanian translation of `contributing.md`, `modular_transformers.md`, `multimodal_processing.md`, `add_vision_processing_components.md`, `add_audio_processing_components.md`, `modeling_rules.md`, `model_output_tracing.md`, `auto_docstring.md`, `testing.md`, `pr_checks.md` and `add_new_model.md` .](https://github.com/huggingface/transformers/pull/46345) — closed, merged
1513
 
1514
+ ### `KartavyaDikshit`
1515
+
1516
+ - profile: [github.com/KartavyaDikshit](https://github.com/KartavyaDikshit)
1517
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AKartavyaDikshit)
1518
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AKartavyaDikshit)
1519
+ - repo first seen: `2026-06-22T01:23:43Z`
1520
+ - repo last seen: `2026-06-22T01:33:35Z`
1521
+ - first seen in snapshot: **yes**
1522
+ - repo association: **FIRST_TIME_CONTRIBUTOR**
1523
+ - repo primary artifacts: **5**
1524
+ - snapshot authored PRs/issues: **5 PRs / 0 issues**
1525
+ - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
1526
+ - account age: **1742 days**
1527
+ - recent public PR activity: **112 PRs** (60 merged / 12 closed-unmerged / 40 open; merged rate **54%**, closed-unmerged rate **11%**, open rate **36%**)
1528
+ - public orgs: none visible
1529
+ - compact scores: follow-through **mixed**, breadth **very high**, automation risk **medium**
1530
+ - heuristic read: **extremely high recent PR volume; very broad repo spread**
1531
+
1532
+ Example artifacts:
1533
+ - [PR #46801: fix: resolve issue #33985](https://github.com/huggingface/transformers/pull/46801) — open
1534
+ - [PR #46800: fix: resolve issue #45698](https://github.com/huggingface/transformers/pull/46800) — open
1535
+ - [PR #46799: fix: resolve issue #43873](https://github.com/huggingface/transformers/pull/46799) — open
1536
+
1537
  ### `leaderofARS`
1538
 
1539
  - profile: [github.com/leaderofARS](https://github.com/leaderofARS)
 
1868
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AChao1Han)
1869
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AChao1Han)
1870
  - repo first seen: `2026-05-14T09:13:18Z`
1871
+ - repo last seen: `2026-06-22T03:05:15Z`
1872
  - first seen in snapshot: **no**
1873
  - repo association: **FIRST_TIME_CONTRIBUTOR**
1874
  - repo primary artifacts: **3**
1875
  - snapshot authored PRs/issues: **3 PRs / 0 issues**
1876
+ - snapshot discussion activity: **6 comments / 2 reviews / 2 review comments**
1877
  - account age: **1422 days**
1878
  - recent public PR activity: **22 PRs** (8 merged / 2 closed-unmerged / 12 open; merged rate **36%**, closed-unmerged rate **9%**, open rate **55%**)
1879
  - public orgs: none visible
 
3484
  - [Issue #45459: `except import_protobuf_decode_error()` hides real tokenizer errors when protobuf isn't installed](https://github.com/huggingface/transformers/issues/45459) — closed
3485
  - [Issue #44423: [Bug] `transformers serve --continuous-batching` crashes with multimodal models (Qwen3.5) — AttributeError: 'str' object has no attribute 'to'](https://github.com/huggingface/transformers/issues/44423) — closed
3486
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3487
  ### `paulinebm`
3488
 
3489
  - profile: [github.com/paulinebm](https://github.com/paulinebm)
 
3629
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akylesayrs)
3630
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akylesayrs)
3631
  - repo first seen: `2025-07-28T19:40:18Z`
3632
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3633
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3634
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3635
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3636
  - snapshot authored PRs/issues: **3 PRs / 0 issues**
3637
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3638
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3639
  - recent public PR activity: **65 PRs** (35 merged / 2 closed-unmerged / 28 open; merged rate **54%**, closed-unmerged rate **3%**, open rate **43%**)
3640
  - public orgs: none visible
 
7897
  Example artifacts:
7898
  - [PR #45811: Warn about forgetting attention mask functions](https://github.com/huggingface/transformers/pull/45811) — closed, merged
7899
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
7900
  ### `Vanshajrawat`
7901
 
7902
  - profile: [github.com/Vanshajrawat](https://github.com/Vanshajrawat)
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  "concentration_similarity": 0.967,
@@ -2183,7 +2427,7 @@
2183
  {
2184
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2185
  "right_pr_number": 45635,
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2187
  "content_similarity": 0.718,
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  "size_similarity": 0.59,
2189
  "breadth_similarity": 0.8,
@@ -2260,7 +2504,7 @@
2260
  "left_pr_number": 45996,
2261
  "right_pr_number": 46763,
2262
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2263
- "content_similarity": 0.489,
2264
  "size_similarity": 0.265,
2265
  "breadth_similarity": 0.583,
2266
  "concentration_similarity": 0.818,
@@ -2278,7 +2522,7 @@
2278
  {
2279
  "left_pr_number": 45635,
2280
  "right_pr_number": 46651,
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- "similarity": 0.478,
2282
  "content_similarity": 0.478,
2283
  "size_similarity": 0.189,
2284
  "breadth_similarity": 0.667,
@@ -2427,7 +2671,7 @@
2427
  "left_pr_number": 43549,
2428
  "right_pr_number": 46696,
2429
  "similarity": 0.511,
2430
- "content_similarity": 0.372,
2431
  "size_similarity": 0.667,
2432
  "breadth_similarity": 1.0,
2433
  "concentration_similarity": 1.0,
@@ -2443,7 +2687,7 @@
2443
  "left_pr_number": 44547,
2444
  "right_pr_number": 46013,
2445
  "similarity": 0.503,
2446
- "content_similarity": 0.29,
2447
  "size_similarity": 1.0,
2448
  "breadth_similarity": 1.0,
2449
  "concentration_similarity": 1.0,
@@ -2538,7 +2782,7 @@
2538
  {
2539
  "left_pr_number": 41097,
2540
  "right_pr_number": 44547,
2541
- "similarity": 0.387,
2542
  "content_similarity": 0.305,
2543
  "size_similarity": 0.16,
2544
  "breadth_similarity": 1.0,
@@ -2581,7 +2825,7 @@
2581
  {
2582
  "left_pr_number": 46124,
2583
  "right_pr_number": 46790,
2584
- "similarity": 0.575,
2585
  "content_similarity": 0.416,
2586
  "size_similarity": 0.933,
2587
  "breadth_similarity": 1.0,
@@ -2659,7 +2903,7 @@
2659
  "left_pr_number": 32189,
2660
  "right_pr_number": 46124,
2661
  "similarity": 0.385,
2662
- "content_similarity": 0.337,
2663
  "size_similarity": 0.165,
2664
  "breadth_similarity": 0.833,
2665
  "concentration_similarity": 0.815,
@@ -2676,7 +2920,7 @@
2676
  "left_pr_number": 46124,
2677
  "right_pr_number": 46735,
2678
  "similarity": 0.381,
2679
- "content_similarity": 0.235,
2680
  "size_similarity": 0.467,
2681
  "breadth_similarity": 1.0,
2682
  "concentration_similarity": 0.917,
@@ -2847,7 +3091,7 @@
2847
  "left_pr_number": 42976,
2848
  "right_pr_number": 46564,
2849
  "similarity": 0.564,
2850
- "content_similarity": 0.538,
2851
  "size_similarity": 0.5,
2852
  "breadth_similarity": 0.621,
2853
  "concentration_similarity": 1.0,
@@ -2893,7 +3137,7 @@
2893
  {
2894
  "left_pr_number": 42976,
2895
  "right_pr_number": 45077,
2896
- "similarity": 0.472,
2897
  "content_similarity": 0.494,
2898
  "size_similarity": 0.074,
2899
  "breadth_similarity": 0.659,
@@ -2991,7 +3235,7 @@
2991
  {
2992
  "left_pr_number": 34667,
2993
  "right_pr_number": 39683,
2994
- "similarity": 0.515,
2995
  "content_similarity": 0.42,
2996
  "size_similarity": 0.478,
2997
  "breadth_similarity": 1.0,
@@ -3042,8 +3286,8 @@
3042
  {
3043
  "left_pr_number": 39683,
3044
  "right_pr_number": 44872,
3045
- "similarity": 0.409,
3046
- "content_similarity": 0.342,
3047
  "size_similarity": 0.13,
3048
  "breadth_similarity": 1.0,
3049
  "concentration_similarity": 1.0,
@@ -3118,7 +3362,7 @@
3118
  {
3119
  "left_pr_number": 45294,
3120
  "right_pr_number": 45883,
3121
- "similarity": 0.538,
3122
  "content_similarity": 0.458,
3123
  "size_similarity": 0.933,
3124
  "breadth_similarity": 0.325,
@@ -3138,7 +3382,7 @@
3138
  "left_pr_number": 45438,
3139
  "right_pr_number": 45883,
3140
  "similarity": 0.534,
3141
- "content_similarity": 0.567,
3142
  "size_similarity": 0.392,
3143
  "breadth_similarity": 0.325,
3144
  "concentration_similarity": 0.92,
@@ -3156,7 +3400,7 @@
3156
  {
3157
  "left_pr_number": 45438,
3158
  "right_pr_number": 46642,
3159
- "similarity": 0.409,
3160
  "content_similarity": 0.292,
3161
  "size_similarity": 0.759,
3162
  "breadth_similarity": 0.65,
@@ -3255,7 +3499,7 @@
3255
  "left_pr_number": 45649,
3256
  "right_pr_number": 45655,
3257
  "similarity": 0.508,
3258
- "content_similarity": 0.344,
3259
  "size_similarity": 0.778,
3260
  "breadth_similarity": 1.0,
3261
  "concentration_similarity": 1.0,
@@ -3271,7 +3515,7 @@
3271
  "left_pr_number": 45548,
3272
  "right_pr_number": 46749,
3273
  "similarity": 0.377,
3274
- "content_similarity": 0.299,
3275
  "size_similarity": 0.404,
3276
  "breadth_similarity": 0.75,
3277
  "concentration_similarity": 0.632,
@@ -3302,8 +3546,8 @@
3302
  {
3303
  "left_pr_number": 45649,
3304
  "right_pr_number": 46749,
3305
- "similarity": 0.313,
3306
- "content_similarity": 0.252,
3307
  "size_similarity": 0.368,
3308
  "breadth_similarity": 0.5,
3309
  "concentration_similarity": 0.632,
@@ -3318,7 +3562,7 @@
3318
  {
3319
  "left_pr_number": 45655,
3320
  "right_pr_number": 46749,
3321
- "similarity": 0.301,
3322
  "content_similarity": 0.213,
3323
  "size_similarity": 0.474,
3324
  "breadth_similarity": 0.5,
@@ -3585,7 +3829,7 @@
3585
  {
3586
  "left_pr_number": 43875,
3587
  "right_pr_number": 46781,
3588
- "similarity": 0.628,
3589
  "content_similarity": 0.524,
3590
  "size_similarity": 0.756,
3591
  "breadth_similarity": 1.0,
@@ -3630,7 +3874,7 @@
3630
  46474
3631
  ],
3632
  "representative_pr_number": 46173,
3633
- "average_similarity": 0.589,
3634
  "summary": "3 open PRs share weighted file overlap around `src/transformers/cache_utils.py`; representative PR #46173.",
3635
  "shared_filenames": [
3636
  "src/transformers/cache_utils.py"
@@ -3675,7 +3919,7 @@
3675
  {
3676
  "left_pr_number": 44893,
3677
  "right_pr_number": 46474,
3678
- "similarity": 0.418,
3679
  "content_similarity": 0.336,
3680
  "size_similarity": 0.222,
3681
  "breadth_similarity": 1.0,
@@ -3690,84 +3934,6 @@
3690
  }
3691
  ]
3692
  },
3693
- {
3694
- "cluster_id": "pr-scope-43654-3",
3695
- "pr_numbers": [
3696
- 43654,
3697
- 46279,
3698
- 46793
3699
- ],
3700
- "representative_pr_number": 43654,
3701
- "average_similarity": 0.574,
3702
- "summary": "3 open PRs share weighted file overlap around `tests/tokenization/test_tokenization_utils.py`, `src/transformers/tokenization_utils_base.py`; representative PR #43654.",
3703
- "shared_filenames": [
3704
- "tests/tokenization/test_tokenization_utils.py",
3705
- "src/transformers/tokenization_utils_base.py"
3706
- ],
3707
- "shared_directories": [
3708
- "tests/tokenization",
3709
- "src/transformers",
3710
- "tests",
3711
- "src"
3712
- ],
3713
- "pairwise": [
3714
- {
3715
- "left_pr_number": 43654,
3716
- "right_pr_number": 46279,
3717
- "similarity": 0.623,
3718
- "content_similarity": 0.478,
3719
- "size_similarity": 0.966,
3720
- "breadth_similarity": 1.0,
3721
- "concentration_similarity": 0.867,
3722
- "shared_filenames": [
3723
- "tests/tokenization/test_tokenization_utils.py"
3724
- ],
3725
- "shared_directories": [
3726
- "src/transformers",
3727
- "tests/tokenization",
3728
- "src",
3729
- "tests"
3730
- ]
3731
- },
3732
- {
3733
- "left_pr_number": 43654,
3734
- "right_pr_number": 46793,
3735
- "similarity": 0.603,
3736
- "content_similarity": 0.49,
3737
- "size_similarity": 0.929,
3738
- "breadth_similarity": 0.75,
3739
- "concentration_similarity": 0.912,
3740
- "shared_filenames": [
3741
- "tests/tokenization/test_tokenization_utils.py"
3742
- ],
3743
- "shared_directories": [
3744
- "src/transformers",
3745
- "tests/tokenization",
3746
- "src",
3747
- "tests"
3748
- ]
3749
- },
3750
- {
3751
- "left_pr_number": 46279,
3752
- "right_pr_number": 46793,
3753
- "similarity": 0.495,
3754
- "content_similarity": 0.34,
3755
- "size_similarity": 0.897,
3756
- "breadth_similarity": 0.75,
3757
- "concentration_similarity": 0.955,
3758
- "shared_filenames": [
3759
- "src/transformers/tokenization_utils_base.py",
3760
- "tests/tokenization/test_tokenization_utils.py"
3761
- ],
3762
- "shared_directories": [
3763
- "src/transformers",
3764
- "tests/tokenization",
3765
- "src",
3766
- "tests"
3767
- ]
3768
- }
3769
- ]
3770
- },
3771
  {
3772
  "cluster_id": "pr-scope-44940-3",
3773
  "pr_numbers": [
@@ -4199,6 +4365,74 @@
4199
  }
4200
  ]
4201
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
4202
  {
4203
  "cluster_id": "pr-scope-44385-3",
4204
  "pr_numbers": [
@@ -4221,7 +4455,7 @@
4221
  {
4222
  "left_pr_number": 44615,
4223
  "right_pr_number": 46152,
4224
- "similarity": 0.622,
4225
  "content_similarity": 0.55,
4226
  "size_similarity": 0.583,
4227
  "breadth_similarity": 1.0,
@@ -4294,7 +4528,7 @@
4294
  "left_pr_number": 43656,
4295
  "right_pr_number": 43842,
4296
  "similarity": 0.576,
4297
- "content_similarity": 0.561,
4298
  "size_similarity": 0.222,
4299
  "breadth_similarity": 1.0,
4300
  "concentration_similarity": 1.0,
@@ -4368,7 +4602,7 @@
4368
  "left_pr_number": 34925,
4369
  "right_pr_number": 45917,
4370
  "similarity": 0.495,
4371
- "content_similarity": 0.425,
4372
  "size_similarity": 0.39,
4373
  "breadth_similarity": 1.0,
4374
  "concentration_similarity": 0.78,
@@ -4385,7 +4619,7 @@
4385
  {
4386
  "left_pr_number": 34925,
4387
  "right_pr_number": 46734,
4388
- "similarity": 0.463,
4389
  "content_similarity": 0.446,
4390
  "size_similarity": 0.158,
4391
  "breadth_similarity": 0.833,
@@ -4513,7 +4747,7 @@
4513
  46580
4514
  ],
4515
  "representative_pr_number": 45293,
4516
- "average_similarity": 0.433,
4517
  "summary": "3 open PRs share weighted file overlap around `tests/models/auto/test_tokenization_auto.py`, `src/transformers/models/auto/tokenization_auto.py`; representative PR #45293.",
4518
  "shared_filenames": [
4519
  "tests/models/auto/test_tokenization_auto.py",
@@ -4532,8 +4766,8 @@
4532
  {
4533
  "left_pr_number": 45293,
4534
  "right_pr_number": 46580,
4535
- "similarity": 0.557,
4536
- "content_similarity": 0.518,
4537
  "size_similarity": 0.714,
4538
  "breadth_similarity": 0.5,
4539
  "concentration_similarity": 0.75,
@@ -4550,8 +4784,8 @@
4550
  {
4551
  "left_pr_number": 45293,
4552
  "right_pr_number": 45317,
4553
- "similarity": 0.505,
4554
- "content_similarity": 0.35,
4555
  "size_similarity": 0.741,
4556
  "breadth_similarity": 1.0,
4557
  "concentration_similarity": 0.972,
@@ -4590,7 +4824,7 @@
4590
  46724
4591
  ],
4592
  "representative_pr_number": 46724,
4593
- "average_similarity": 0.427,
4594
  "summary": "3 open PRs share weighted file overlap around `src/transformers/models/diffusion_gemma/generation_diffusion_gemma.py`, `tests/models/diffusion_gemma/test_modeling_diffusion_gemma.py`; representative PR #46724.",
4595
  "shared_filenames": [
4596
  "src/transformers/models/diffusion_gemma/generation_diffusion_gemma.py",
@@ -4725,7 +4959,7 @@
4725
  "left_pr_number": 45709,
4726
  "right_pr_number": 45742,
4727
  "similarity": 0.501,
4728
- "content_similarity": 0.377,
4729
  "size_similarity": 0.782,
4730
  "breadth_similarity": 0.833,
4731
  "concentration_similarity": 0.72,
@@ -4779,7 +5013,7 @@
4779
  "left_pr_number": 33686,
4780
  "right_pr_number": 44550,
4781
  "similarity": 0.388,
4782
- "content_similarity": 0.125,
4783
  "size_similarity": 1.0,
4784
  "breadth_similarity": 1.0,
4785
  "concentration_similarity": 1.0,
@@ -4794,7 +5028,7 @@
4794
  {
4795
  "left_pr_number": 44407,
4796
  "right_pr_number": 44550,
4797
- "similarity": 0.358,
4798
  "content_similarity": 0.093,
4799
  "size_similarity": 0.957,
4800
  "breadth_similarity": 1.0,
@@ -4809,7 +5043,7 @@
4809
  {
4810
  "left_pr_number": 33686,
4811
  "right_pr_number": 44407,
4812
- "similarity": 0.349,
4813
  "content_similarity": 0.08,
4814
  "size_similarity": 0.957,
4815
  "breadth_similarity": 1.0,
@@ -5135,7 +5369,7 @@
5135
  43775
5136
  ],
5137
  "representative_pr_number": 43543,
5138
- "average_similarity": 0.774,
5139
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/jetmoe/modeling_jetmoe.py`, `src/transformers/models/ernie4_5_moe/modeling_ernie4_5_moe.py`, `src/transformers/models/minimax_m2/modeling_minimax_m2.py`; representative PR #43543.",
5140
  "shared_filenames": [
5141
  "src/transformers/models/jetmoe/modeling_jetmoe.py",
@@ -5161,7 +5395,7 @@
5161
  {
5162
  "left_pr_number": 43543,
5163
  "right_pr_number": 43775,
5164
- "similarity": 0.774,
5165
  "content_similarity": 0.878,
5166
  "size_similarity": 0.191,
5167
  "breadth_similarity": 0.811,
@@ -5215,7 +5449,7 @@
5215
  "left_pr_number": 45606,
5216
  "right_pr_number": 45607,
5217
  "similarity": 0.774,
5218
- "content_similarity": 0.824,
5219
  "size_similarity": 0.778,
5220
  "breadth_similarity": 0.417,
5221
  "concentration_similarity": 0.778,
@@ -5445,6 +5679,45 @@
5445
  }
5446
  ]
5447
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
5448
  {
5449
  "cluster_id": "pr-scope-41992-2",
5450
  "pr_numbers": [
@@ -5510,6 +5783,57 @@
5510
  }
5511
  ]
5512
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
5513
  {
5514
  "cluster_id": "pr-scope-44228-2",
5515
  "pr_numbers": [
@@ -5588,55 +5912,6 @@
5588
  }
5589
  ]
5590
  },
5591
- {
5592
- "cluster_id": "pr-scope-45332-2",
5593
- "pr_numbers": [
5594
- 45332,
5595
- 45333
5596
- ],
5597
- "representative_pr_number": 45332,
5598
- "average_similarity": 0.555,
5599
- "summary": "2 open PRs share weighted file overlap around `src/transformers/heterogeneity/__init__.py`, `src/transformers/heterogeneity/configuration_utils.py`, `tests/heterogeneity/__init__.py`; representative PR #45332.",
5600
- "shared_filenames": [
5601
- "src/transformers/heterogeneity/__init__.py",
5602
- "src/transformers/heterogeneity/configuration_utils.py",
5603
- "tests/heterogeneity/__init__.py",
5604
- "tests/heterogeneity/test_configuration_utils.py",
5605
- "src/transformers/configuration_utils.py"
5606
- ],
5607
- "shared_directories": [
5608
- "src/transformers/heterogeneity",
5609
- "tests/heterogeneity",
5610
- "src/transformers",
5611
- "tests",
5612
- "src"
5613
- ],
5614
- "pairwise": [
5615
- {
5616
- "left_pr_number": 45332,
5617
- "right_pr_number": 45333,
5618
- "similarity": 0.555,
5619
- "content_similarity": 0.592,
5620
- "size_similarity": 0.274,
5621
- "breadth_similarity": 0.542,
5622
- "concentration_similarity": 0.9,
5623
- "shared_filenames": [
5624
- "src/transformers/configuration_utils.py",
5625
- "src/transformers/heterogeneity/__init__.py",
5626
- "src/transformers/heterogeneity/configuration_utils.py",
5627
- "tests/heterogeneity/__init__.py",
5628
- "tests/heterogeneity/test_configuration_utils.py"
5629
- ],
5630
- "shared_directories": [
5631
- "src/transformers/heterogeneity",
5632
- "src/transformers",
5633
- "tests/heterogeneity",
5634
- "src",
5635
- "tests"
5636
- ]
5637
- }
5638
- ]
5639
- },
5640
  {
5641
  "cluster_id": "pr-scope-45056-2",
5642
  "pr_numbers": [
@@ -5659,7 +5934,7 @@
5659
  "left_pr_number": 45056,
5660
  "right_pr_number": 45128,
5661
  "similarity": 0.512,
5662
- "content_similarity": 0.411,
5663
  "size_similarity": 0.669,
5664
  "breadth_similarity": 0.875,
5665
  "concentration_similarity": 0.724,
@@ -6159,7 +6434,7 @@
6159
  45666
6160
  ],
6161
  "representative_pr_number": 44680,
6162
- "average_similarity": 0.46,
6163
  "summary": "2 open PRs share weighted file overlap around `tests/kernels/test_kernels.py`, `src/transformers/integrations/hub_kernels.py`; representative PR #44680.",
6164
  "shared_filenames": [
6165
  "tests/kernels/test_kernels.py",
@@ -6176,7 +6451,7 @@
6176
  {
6177
  "left_pr_number": 44680,
6178
  "right_pr_number": 45666,
6179
- "similarity": 0.46,
6180
  "content_similarity": 0.544,
6181
  "size_similarity": 0.042,
6182
  "breadth_similarity": 0.417,
@@ -6202,7 +6477,7 @@
6202
  46795
6203
  ],
6204
  "representative_pr_number": 45570,
6205
- "average_similarity": 0.448,
6206
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/whisper/generation_whisper.py`; representative PR #45570.",
6207
  "shared_filenames": [
6208
  "src/transformers/models/whisper/generation_whisper.py"
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6217
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897
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913
  ]
914
  },
915
  {
916
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+ "breadth_similarity": 0.75,
1382
+ "concentration_similarity": 0.874,
1383
+ "shared_filenames": [
1384
+ "src/transformers/tokenization_utils_base.py"
1385
+ ],
1386
+ "shared_directories": [
1387
+ "src/transformers",
1388
+ "src",
1389
+ "tests"
1390
+ ]
1391
+ },
1392
+ {
1393
+ "left_pr_number": 45541,
1394
+ "right_pr_number": 46793,
1395
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1396
+ "content_similarity": 0.204,
1397
+ "size_similarity": 0.963,
1398
+ "breadth_similarity": 0.375,
1399
+ "concentration_similarity": 0.769,
1400
+ "shared_filenames": [
1401
+ "src/transformers/tokenization_utils_base.py"
1402
+ ],
1403
+ "shared_directories": [
1404
+ "src/transformers",
1405
+ "src"
1406
+ ]
1407
+ },
1408
+ {
1409
+ "left_pr_number": 46778,
1410
+ "right_pr_number": 46801,
1411
+ "similarity": 0.348,
1412
+ "content_similarity": 0.196,
1413
+ "size_similarity": 0.857,
1414
+ "breadth_similarity": 0.5,
1415
+ "concentration_similarity": 0.643,
1416
+ "shared_filenames": [
1417
+ "src/transformers/tokenization_utils_base.py"
1418
+ ],
1419
+ "shared_directories": [
1420
+ "src/transformers",
1421
+ "src"
1422
+ ]
1423
+ },
1424
+ {
1425
+ "left_pr_number": 46753,
1426
+ "right_pr_number": 46793,
1427
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1428
+ "content_similarity": 0.232,
1429
+ "size_similarity": 0.385,
1430
+ "breadth_similarity": 0.75,
1431
+ "concentration_similarity": 0.931,
1432
+ "shared_filenames": [
1433
+ "src/transformers/tokenization_utils_base.py"
1434
+ ],
1435
+ "shared_directories": [
1436
+ "src/transformers",
1437
+ "src",
1438
+ "tests"
1439
+ ]
1440
+ },
1441
+ {
1442
+ "left_pr_number": 46753,
1443
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1444
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1445
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1446
+ "size_similarity": 0.833,
1447
+ "breadth_similarity": 0.5,
1448
+ "concentration_similarity": 0.7,
1449
+ "shared_filenames": [
1450
+ "src/transformers/tokenization_utils_base.py"
1451
+ ],
1452
+ "shared_directories": [
1453
+ "src/transformers",
1454
+ "src"
1455
+ ]
1456
+ },
1457
  {
1458
  "left_pr_number": 45541,
1459
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1460
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1461
+ "content_similarity": 0.22,
1462
  "size_similarity": 0.519,
1463
  "breadth_similarity": 0.5,
1464
  "concentration_similarity": 0.643,
 
1473
  {
1474
  "left_pr_number": 46177,
1475
  "right_pr_number": 46753,
1476
+ "similarity": 0.312,
1477
+ "content_similarity": 0.171,
1478
  "size_similarity": 0.714,
1479
  "breadth_similarity": 0.5,
1480
  "concentration_similarity": 0.7,
 
1489
  {
1490
  "left_pr_number": 45541,
1491
  "right_pr_number": 46753,
1492
+ "similarity": 0.274,
1493
+ "content_similarity": 0.19,
1494
  "size_similarity": 0.37,
1495
  "breadth_similarity": 0.5,
1496
  "concentration_similarity": 0.7,
 
1501
  "src/transformers",
1502
  "src"
1503
  ]
1504
+ },
1505
+ {
1506
+ "left_pr_number": 46793,
1507
+ "right_pr_number": 46801,
1508
+ "similarity": 0.273,
1509
+ "content_similarity": 0.182,
1510
+ "size_similarity": 0.462,
1511
+ "breadth_similarity": 0.375,
1512
+ "concentration_similarity": 0.769,
1513
+ "shared_filenames": [
1514
+ "src/transformers/tokenization_utils_base.py"
1515
+ ],
1516
+ "shared_directories": [
1517
+ "src/transformers",
1518
+ "src"
1519
+ ]
1520
  }
1521
  ]
1522
  },
 
1760
  {
1761
  "left_pr_number": 46504,
1762
  "right_pr_number": 46554,
1763
+ "similarity": 0.261,
1764
  "content_similarity": 0.134,
1765
  "size_similarity": 0.111,
1766
  "breadth_similarity": 1.0,
 
2024
  "left_pr_number": 44070,
2025
  "right_pr_number": 46467,
2026
  "similarity": 0.385,
2027
+ "content_similarity": 0.459,
2028
  "size_similarity": 0.033,
2029
  "breadth_similarity": 0.333,
2030
  "concentration_similarity": 0.518,
 
2190
  "left_pr_number": 42668,
2191
  "right_pr_number": 46161,
2192
  "similarity": 0.569,
2193
+ "content_similarity": 0.661,
2194
  "size_similarity": 0.253,
2195
  "breadth_similarity": 0.216,
2196
  "concentration_similarity": 0.937,
 
2279
  {
2280
  "left_pr_number": 44543,
2281
  "right_pr_number": 45627,
2282
+ "similarity": 0.35,
2283
+ "content_similarity": 0.196,
2284
  "size_similarity": 0.423,
2285
  "breadth_similarity": 1.0,
2286
  "concentration_similarity": 0.985,
 
2297
  "left_pr_number": 42668,
2298
  "right_pr_number": 44543,
2299
  "similarity": 0.341,
2300
+ "content_similarity": 0.292,
2301
  "size_similarity": 0.446,
2302
  "breadth_similarity": 0.216,
2303
  "concentration_similarity": 0.967,
 
2427
  {
2428
  "left_pr_number": 44974,
2429
  "right_pr_number": 45635,
2430
+ "similarity": 0.718,
2431
  "content_similarity": 0.718,
2432
  "size_similarity": 0.59,
2433
  "breadth_similarity": 0.8,
 
2504
  "left_pr_number": 45996,
2505
  "right_pr_number": 46763,
2506
  "similarity": 0.482,
2507
+ "content_similarity": 0.49,
2508
  "size_similarity": 0.265,
2509
  "breadth_similarity": 0.583,
2510
  "concentration_similarity": 0.818,
 
2522
  {
2523
  "left_pr_number": 45635,
2524
  "right_pr_number": 46651,
2525
+ "similarity": 0.479,
2526
  "content_similarity": 0.478,
2527
  "size_similarity": 0.189,
2528
  "breadth_similarity": 0.667,
 
2671
  "left_pr_number": 43549,
2672
  "right_pr_number": 46696,
2673
  "similarity": 0.511,
2674
+ "content_similarity": 0.373,
2675
  "size_similarity": 0.667,
2676
  "breadth_similarity": 1.0,
2677
  "concentration_similarity": 1.0,
 
2687
  "left_pr_number": 44547,
2688
  "right_pr_number": 46013,
2689
  "similarity": 0.503,
2690
+ "content_similarity": 0.291,
2691
  "size_similarity": 1.0,
2692
  "breadth_similarity": 1.0,
2693
  "concentration_similarity": 1.0,
 
2782
  {
2783
  "left_pr_number": 41097,
2784
  "right_pr_number": 44547,
2785
+ "similarity": 0.388,
2786
  "content_similarity": 0.305,
2787
  "size_similarity": 0.16,
2788
  "breadth_similarity": 1.0,
 
2825
  {
2826
  "left_pr_number": 46124,
2827
  "right_pr_number": 46790,
2828
+ "similarity": 0.576,
2829
  "content_similarity": 0.416,
2830
  "size_similarity": 0.933,
2831
  "breadth_similarity": 1.0,
 
2903
  "left_pr_number": 32189,
2904
  "right_pr_number": 46124,
2905
  "similarity": 0.385,
2906
+ "content_similarity": 0.338,
2907
  "size_similarity": 0.165,
2908
  "breadth_similarity": 0.833,
2909
  "concentration_similarity": 0.815,
 
2920
  "left_pr_number": 46124,
2921
  "right_pr_number": 46735,
2922
  "similarity": 0.381,
2923
+ "content_similarity": 0.236,
2924
  "size_similarity": 0.467,
2925
  "breadth_similarity": 1.0,
2926
  "concentration_similarity": 0.917,
 
3091
  "left_pr_number": 42976,
3092
  "right_pr_number": 46564,
3093
  "similarity": 0.564,
3094
+ "content_similarity": 0.539,
3095
  "size_similarity": 0.5,
3096
  "breadth_similarity": 0.621,
3097
  "concentration_similarity": 1.0,
 
3137
  {
3138
  "left_pr_number": 42976,
3139
  "right_pr_number": 45077,
3140
+ "similarity": 0.473,
3141
  "content_similarity": 0.494,
3142
  "size_similarity": 0.074,
3143
  "breadth_similarity": 0.659,
 
3235
  {
3236
  "left_pr_number": 34667,
3237
  "right_pr_number": 39683,
3238
+ "similarity": 0.516,
3239
  "content_similarity": 0.42,
3240
  "size_similarity": 0.478,
3241
  "breadth_similarity": 1.0,
 
3286
  {
3287
  "left_pr_number": 39683,
3288
  "right_pr_number": 44872,
3289
+ "similarity": 0.41,
3290
+ "content_similarity": 0.343,
3291
  "size_similarity": 0.13,
3292
  "breadth_similarity": 1.0,
3293
  "concentration_similarity": 1.0,
 
3362
  {
3363
  "left_pr_number": 45294,
3364
  "right_pr_number": 45883,
3365
+ "similarity": 0.539,
3366
  "content_similarity": 0.458,
3367
  "size_similarity": 0.933,
3368
  "breadth_similarity": 0.325,
 
3382
  "left_pr_number": 45438,
3383
  "right_pr_number": 45883,
3384
  "similarity": 0.534,
3385
+ "content_similarity": 0.568,
3386
  "size_similarity": 0.392,
3387
  "breadth_similarity": 0.325,
3388
  "concentration_similarity": 0.92,
 
3400
  {
3401
  "left_pr_number": 45438,
3402
  "right_pr_number": 46642,
3403
+ "similarity": 0.41,
3404
  "content_similarity": 0.292,
3405
  "size_similarity": 0.759,
3406
  "breadth_similarity": 0.65,
 
3499
  "left_pr_number": 45649,
3500
  "right_pr_number": 45655,
3501
  "similarity": 0.508,
3502
+ "content_similarity": 0.345,
3503
  "size_similarity": 0.778,
3504
  "breadth_similarity": 1.0,
3505
  "concentration_similarity": 1.0,
 
3515
  "left_pr_number": 45548,
3516
  "right_pr_number": 46749,
3517
  "similarity": 0.377,
3518
+ "content_similarity": 0.3,
3519
  "size_similarity": 0.404,
3520
  "breadth_similarity": 0.75,
3521
  "concentration_similarity": 0.632,
 
3546
  {
3547
  "left_pr_number": 45649,
3548
  "right_pr_number": 46749,
3549
+ "similarity": 0.314,
3550
+ "content_similarity": 0.253,
3551
  "size_similarity": 0.368,
3552
  "breadth_similarity": 0.5,
3553
  "concentration_similarity": 0.632,
 
3562
  {
3563
  "left_pr_number": 45655,
3564
  "right_pr_number": 46749,
3565
+ "similarity": 0.302,
3566
  "content_similarity": 0.213,
3567
  "size_similarity": 0.474,
3568
  "breadth_similarity": 0.5,
 
3829
  {
3830
  "left_pr_number": 43875,
3831
  "right_pr_number": 46781,
3832
+ "similarity": 0.629,
3833
  "content_similarity": 0.524,
3834
  "size_similarity": 0.756,
3835
  "breadth_similarity": 1.0,
 
3874
  46474
3875
  ],
3876
  "representative_pr_number": 46173,
3877
+ "average_similarity": 0.59,
3878
  "summary": "3 open PRs share weighted file overlap around `src/transformers/cache_utils.py`; representative PR #46173.",
3879
  "shared_filenames": [
3880
  "src/transformers/cache_utils.py"
 
3919
  {
3920
  "left_pr_number": 44893,
3921
  "right_pr_number": 46474,
3922
+ "similarity": 0.419,
3923
  "content_similarity": 0.336,
3924
  "size_similarity": 0.222,
3925
  "breadth_similarity": 1.0,
 
3934
  }
3935
  ]
3936
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3937
  {
3938
  "cluster_id": "pr-scope-44940-3",
3939
  "pr_numbers": [
 
4365
  }
4366
  ]
4367
  },
4368
+ {
4369
+ "cluster_id": "pr-scope-46757-3",
4370
+ "pr_numbers": [
4371
+ 46757,
4372
+ 46788,
4373
+ 46802
4374
+ ],
4375
+ "representative_pr_number": 46802,
4376
+ "average_similarity": 0.479,
4377
+ "summary": "3 open PRs share weighted file overlap around `src/transformers/masking_utils.py`; representative PR #46802.",
4378
+ "shared_filenames": [
4379
+ "src/transformers/masking_utils.py"
4380
+ ],
4381
+ "shared_directories": [
4382
+ "src/transformers",
4383
+ "src"
4384
+ ],
4385
+ "pairwise": [
4386
+ {
4387
+ "left_pr_number": 46757,
4388
+ "right_pr_number": 46802,
4389
+ "similarity": 0.677,
4390
+ "content_similarity": 0.646,
4391
+ "size_similarity": 1.0,
4392
+ "breadth_similarity": 0.5,
4393
+ "concentration_similarity": 0.5,
4394
+ "shared_filenames": [
4395
+ "src/transformers/masking_utils.py"
4396
+ ],
4397
+ "shared_directories": [
4398
+ "src/transformers",
4399
+ "src"
4400
+ ]
4401
+ },
4402
+ {
4403
+ "left_pr_number": 46788,
4404
+ "right_pr_number": 46802,
4405
+ "similarity": 0.469,
4406
+ "content_similarity": 0.375,
4407
+ "size_similarity": 0.375,
4408
+ "breadth_similarity": 1.0,
4409
+ "concentration_similarity": 1.0,
4410
+ "shared_filenames": [
4411
+ "src/transformers/masking_utils.py"
4412
+ ],
4413
+ "shared_directories": [
4414
+ "src/transformers",
4415
+ "src"
4416
+ ]
4417
+ },
4418
+ {
4419
+ "left_pr_number": 46757,
4420
+ "right_pr_number": 46788,
4421
+ "similarity": 0.292,
4422
+ "content_similarity": 0.229,
4423
+ "size_similarity": 0.375,
4424
+ "breadth_similarity": 0.5,
4425
+ "concentration_similarity": 0.5,
4426
+ "shared_filenames": [
4427
+ "src/transformers/masking_utils.py"
4428
+ ],
4429
+ "shared_directories": [
4430
+ "src/transformers",
4431
+ "src"
4432
+ ]
4433
+ }
4434
+ ]
4435
+ },
4436
  {
4437
  "cluster_id": "pr-scope-44385-3",
4438
  "pr_numbers": [
 
4455
  {
4456
  "left_pr_number": 44615,
4457
  "right_pr_number": 46152,
4458
+ "similarity": 0.623,
4459
  "content_similarity": 0.55,
4460
  "size_similarity": 0.583,
4461
  "breadth_similarity": 1.0,
 
4528
  "left_pr_number": 43656,
4529
  "right_pr_number": 43842,
4530
  "similarity": 0.576,
4531
+ "content_similarity": 0.562,
4532
  "size_similarity": 0.222,
4533
  "breadth_similarity": 1.0,
4534
  "concentration_similarity": 1.0,
 
4602
  "left_pr_number": 34925,
4603
  "right_pr_number": 45917,
4604
  "similarity": 0.495,
4605
+ "content_similarity": 0.426,
4606
  "size_similarity": 0.39,
4607
  "breadth_similarity": 1.0,
4608
  "concentration_similarity": 0.78,
 
4619
  {
4620
  "left_pr_number": 34925,
4621
  "right_pr_number": 46734,
4622
+ "similarity": 0.464,
4623
  "content_similarity": 0.446,
4624
  "size_similarity": 0.158,
4625
  "breadth_similarity": 0.833,
 
4747
  46580
4748
  ],
4749
  "representative_pr_number": 45293,
4750
+ "average_similarity": 0.434,
4751
  "summary": "3 open PRs share weighted file overlap around `tests/models/auto/test_tokenization_auto.py`, `src/transformers/models/auto/tokenization_auto.py`; representative PR #45293.",
4752
  "shared_filenames": [
4753
  "tests/models/auto/test_tokenization_auto.py",
 
4766
  {
4767
  "left_pr_number": 45293,
4768
  "right_pr_number": 46580,
4769
+ "similarity": 0.558,
4770
+ "content_similarity": 0.519,
4771
  "size_similarity": 0.714,
4772
  "breadth_similarity": 0.5,
4773
  "concentration_similarity": 0.75,
 
4784
  {
4785
  "left_pr_number": 45293,
4786
  "right_pr_number": 45317,
4787
+ "similarity": 0.507,
4788
+ "content_similarity": 0.353,
4789
  "size_similarity": 0.741,
4790
  "breadth_similarity": 1.0,
4791
  "concentration_similarity": 0.972,
 
4824
  46724
4825
  ],
4826
  "representative_pr_number": 46724,
4827
+ "average_similarity": 0.428,
4828
  "summary": "3 open PRs share weighted file overlap around `src/transformers/models/diffusion_gemma/generation_diffusion_gemma.py`, `tests/models/diffusion_gemma/test_modeling_diffusion_gemma.py`; representative PR #46724.",
4829
  "shared_filenames": [
4830
  "src/transformers/models/diffusion_gemma/generation_diffusion_gemma.py",
 
4959
  "left_pr_number": 45709,
4960
  "right_pr_number": 45742,
4961
  "similarity": 0.501,
4962
+ "content_similarity": 0.378,
4963
  "size_similarity": 0.782,
4964
  "breadth_similarity": 0.833,
4965
  "concentration_similarity": 0.72,
 
5013
  "left_pr_number": 33686,
5014
  "right_pr_number": 44550,
5015
  "similarity": 0.388,
5016
+ "content_similarity": 0.126,
5017
  "size_similarity": 1.0,
5018
  "breadth_similarity": 1.0,
5019
  "concentration_similarity": 1.0,
 
5028
  {
5029
  "left_pr_number": 44407,
5030
  "right_pr_number": 44550,
5031
+ "similarity": 0.359,
5032
  "content_similarity": 0.093,
5033
  "size_similarity": 0.957,
5034
  "breadth_similarity": 1.0,
 
5043
  {
5044
  "left_pr_number": 33686,
5045
  "right_pr_number": 44407,
5046
+ "similarity": 0.35,
5047
  "content_similarity": 0.08,
5048
  "size_similarity": 0.957,
5049
  "breadth_similarity": 1.0,
 
5369
  43775
5370
  ],
5371
  "representative_pr_number": 43543,
5372
+ "average_similarity": 0.775,
5373
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/jetmoe/modeling_jetmoe.py`, `src/transformers/models/ernie4_5_moe/modeling_ernie4_5_moe.py`, `src/transformers/models/minimax_m2/modeling_minimax_m2.py`; representative PR #43543.",
5374
  "shared_filenames": [
5375
  "src/transformers/models/jetmoe/modeling_jetmoe.py",
 
5395
  {
5396
  "left_pr_number": 43543,
5397
  "right_pr_number": 43775,
5398
+ "similarity": 0.775,
5399
  "content_similarity": 0.878,
5400
  "size_similarity": 0.191,
5401
  "breadth_similarity": 0.811,
 
5449
  "left_pr_number": 45606,
5450
  "right_pr_number": 45607,
5451
  "similarity": 0.774,
5452
+ "content_similarity": 0.825,
5453
  "size_similarity": 0.778,
5454
  "breadth_similarity": 0.417,
5455
  "concentration_similarity": 0.778,
 
5679
  }
5680
  ]
5681
  },
5682
+ {
5683
+ "cluster_id": "pr-scope-43654-2",
5684
+ "pr_numbers": [
5685
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5686
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