evalstate HF Staff commited on
Commit
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1 Parent(s): 689d240

Refresh transformers dataset snapshot 20260508T180023Z

Browse files
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  Notes:
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new-contributors-report.md CHANGED
@@ -1,7 +1,7 @@
1
  # New Contributor Report: huggingface/transformers
2
 
3
- - Snapshot: `20260508T120022Z`
4
- - Generated: `2026-05-08T12:01:39Z`
5
  - Activity window: `60d`
6
  - Contributors: `361`
7
 
@@ -15,10 +15,10 @@
15
  | `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-09-26T09:23:39Z` | 76 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
16
  | `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 71 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
17
  | `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 50 | 2 | mixed | moderate | low | high recent PR volume; targets high-star repos |
18
- | `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2025-01-06T17:52:26Z` | 44 | 1 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
19
  | `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2360d | `2024-09-02T13:41:47Z` | 43 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
20
  | `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 43 | 1 | mixed | low | low | targets high-star repos |
21
- | `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3961d | `2023-02-27T14:00:41Z` | 39 | 0 | strong | low | low | targets high-star repos |
22
  | `harshaljanjani` | [profile](https://github.com/harshaljanjani) | no | CONTRIBUTOR | 1961d | `2025-09-17T20:29:13Z` | 32 | 20 | strong | low | low | targets high-star repos |
23
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24
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@@ -27,8 +27,8 @@
27
  | `eustlb` | [profile](https://github.com/eustlb) | no | MEMBER | 1607d | `2025-01-20T12:27:19Z` | 20 | 0 | strong | low | low | targets high-star repos |
28
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29
  | `BillionClaw` | [profile](https://github.com/BillionClaw) | no | FIRST_TIME_CONTRIBUTOR | 35d | `2026-03-16T16:17:54Z` | 18 | 0 | weak | very high | high | very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 
30
  | `IlyasMoutawwakil` | [profile](https://github.com/IlyasMoutawwakil) | no | MEMBER | 2354d | `2025-07-04T08:41:29Z` | 17 | 3 | strong | low | low | — |
31
- | `qgallouedec` | [profile](https://github.com/qgallouedec) | no | MEMBER | 2692d | `2024-12-13T13:39:10Z` | 16 | 13 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
32
  | `hmellor` | [profile](https://github.com/hmellor) | no | MEMBER | 3592d | `2025-08-14T10:03:14Z` | 16 | 2 | strong | low | low | high recent PR volume; targets high-star repos |
33
  | `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2996d | `2025-12-16T08:22:52Z` | 16 | 1 | strong | moderate | low | targets high-star repos |
34
  | `Abdennacer-Badaoui` | [profile](https://github.com/Abdennacer-Badaoui) | no | MEMBER | 1414d | `2026-01-08T18:13:10Z` | 15 | 0 | strong | moderate | low | — |
@@ -262,7 +262,6 @@
262
  | `hemantmm` | [profile](https://github.com/hemantmm) | no | NONE | 1646d | `2026-03-23T16:29:46Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
263
  | `henloworldowo` | [profile](https://github.com/henloworldowo) | no | FIRST_TIMER | 2d | `2026-05-04T05:53:33Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
264
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265
- | `himani27301` | [profile](https://github.com/himani27301) | no | FIRST_TIME_CONTRIBUTOR | 108d | `2026-03-09T15:46:14Z` | 1 | 0 | weak | low | medium | young account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
266
  | `Hyungkeun-Park-Nota` | [profile](https://github.com/Hyungkeun-Park-Nota) | no | CONTRIBUTOR | 421d | `2026-03-25T01:19:59Z` | 1 | 0 | mixed | low | low | — |
267
  | `i3hz` | [profile](https://github.com/i3hz) | no | CONTRIBUTOR | 961d | `2026-02-18T04:04:37Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
268
  | `IgnazioDS` | [profile](https://github.com/IgnazioDS) | no | NONE | 1078d | `2026-03-30T19:13:52Z` | 1 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread |
@@ -293,6 +292,7 @@
293
  | `lvliang-intel` | [profile](https://github.com/lvliang-intel) | no | CONTRIBUTOR | 1455d | `2026-04-17T14:12:41Z` | 1 | 0 | mixed | low | low | — |
294
  | `maanas1234` | [profile](https://github.com/maanas1234) | no | CONTRIBUTOR | 584d | `2026-03-31T17:31:37Z` | 1 | 0 | strong | low | low | targets high-star repos |
295
  | `madhav1k` | [profile](https://github.com/madhav1k) | no | FIRST_TIME_CONTRIBUTOR | 2059d | `2026-04-06T17:47:07Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
296
  | `marvinzh` | [profile](https://github.com/marvinzh) | no | CONTRIBUTOR | 4429d | `2026-04-07T06:49:34Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
297
  | `mathceo` | [profile](https://github.com/mathceo) | no | FIRST_TIME_CONTRIBUTOR | 1911d | `2026-04-16T09:30:36Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
298
  | `McPatate` | [profile](https://github.com/McPatate) | no | MEMBER | 4207d | `2025-11-10T16:50:33Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
@@ -324,7 +324,7 @@
324
  | `rain-1` | [profile](https://github.com/rain-1) | no | CONTRIBUTOR | 3706d | `2026-03-10T07:09:07Z` | 1 | 0 | weak | low | low | high open PR share |
325
  | `ranjithchinnanan` | [profile](https://github.com/ranjithchinnanan) | no | FIRST_TIME_CONTRIBUTOR | 1911d | `2026-05-05T12:03:53Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
326
  | `rasmi` | [profile](https://github.com/rasmi) | no | CONTRIBUTOR | 4994d | `2026-05-07T01:29:32Z` | 1 | 0 | mixed | low | low | — |
327
- | `Ratwood98` | [profile](https://github.com/Ratwood98) | no | FIRST_TIME_CONTRIBUTOR | 1899d | `2026-05-07T23:30:45Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
328
  | `RicardoLee510520` | [profile](https://github.com/RicardoLee510520) | no | FIRST_TIMER | 168d | `2026-03-19T06:30:53Z` | 1 | 0 | weak | low | medium | young account; many recent closed-unmerged PRs; targets high-star repos |
329
  | `RobTand` | [profile](https://github.com/RobTand) | no | NONE | 3405d | `2026-05-02T19:12:41Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs |
330
  | `roycho96` | [profile](https://github.com/roycho96) | no | FIRST_TIME_CONTRIBUTOR | 2160d | `2026-03-20T15:08:32Z` | 1 | 0 | mixed | moderate | low | high open PR share |
@@ -451,12 +451,12 @@ Example artifacts:
451
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azucchini-nlp)
452
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azucchini-nlp)
453
  - repo first seen: `2024-09-26T09:23:39Z`
454
- - repo last seen: `2026-05-08T11:35:35Z`
455
  - first seen in snapshot: **no**
456
  - repo association: **MEMBER**
457
  - repo primary artifacts: **76**
458
  - snapshot authored PRs/issues: **76 PRs / 0 issues**
459
- - snapshot discussion activity: **521 comments / 769 reviews / 1802 review comments**
460
  - account age: **1508 days**
461
  - recent public PR activity: **50 PRs** (33 merged / 6 closed-unmerged / 11 open; merged rate **66%**, closed-unmerged rate **12%**, open rate **22%**)
462
  - public orgs: `huggingface`, `deeppavlov`
@@ -487,8 +487,8 @@ Example artifacts:
487
  - heuristic read: **high recent PR volume; targets high-star repos**
488
 
489
  Example artifacts:
490
- - [PR #45845: fix(rf_detr): fix failing tests](https://github.com/huggingface/transformers/pull/45845) — open
491
- - [PR #45844: fix(granite4_vision): auto-fix failing tests](https://github.com/huggingface/transformers/pull/45844) — open
492
  - [PR #45843: fix model parallel issues for deimv2](https://github.com/huggingface/transformers/pull/45843) — open
493
  - [Issue #44964: Cannot load `microsoft/Phi-4-multimodal-instruct` model with latest transformers.](https://github.com/huggingface/transformers/issues/44964) — closed
494
  - [Issue #44792: Failed test case `test_model_generate_images` for janus model](https://github.com/huggingface/transformers/issues/44792) — closed
@@ -525,11 +525,11 @@ Example artifacts:
525
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Astevhliu)
526
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Astevhliu)
527
  - repo first seen: `2025-01-06T17:52:26Z`
528
- - repo last seen: `2026-05-07T15:42:25Z`
529
  - first seen in snapshot: **no**
530
  - repo association: **MEMBER**
531
- - repo primary artifacts: **45**
532
- - snapshot authored PRs/issues: **44 PRs / 1 issues**
533
  - snapshot discussion activity: **27 comments / 123 reviews / 211 review comments**
534
  - account age: **2296 days**
535
  - recent public PR activity: **30 PRs** (25 merged / 0 closed-unmerged / 5 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**)
@@ -538,9 +538,9 @@ Example artifacts:
538
  - heuristic read: **high recent PR volume; no visible non-self stars; targets high-star repos**
539
 
540
  Example artifacts:
 
541
  - [PR #45798: [docs] paper cuts](https://github.com/huggingface/transformers/pull/45798) — open
542
  - [PR #45795: [docs] adding audio/video processors](https://github.com/huggingface/transformers/pull/45795) — open
543
- - [PR #45732: [skills] fine-tuning](https://github.com/huggingface/transformers/pull/45732) — open, draft
544
  - [Issue #36979: [Community contributions] Model cards](https://github.com/huggingface/transformers/issues/36979) — closed
545
 
546
  ### `SunMarc`
@@ -574,12 +574,12 @@ Example artifacts:
574
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avasqu)
575
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avasqu)
576
  - repo first seen: `2025-08-26T12:13:50Z`
577
- - repo last seen: `2026-05-08T11:40:26Z`
578
  - first seen in snapshot: **no**
579
  - repo association: **MEMBER**
580
  - repo primary artifacts: **44**
581
  - snapshot authored PRs/issues: **43 PRs / 1 issues**
582
- - snapshot discussion activity: **516 comments / 889 reviews / 3835 review comments**
583
  - account age: **1991 days**
584
  - recent public PR activity: **21 PRs** (12 merged / 3 closed-unmerged / 6 open; merged rate **57%**, closed-unmerged rate **14%**, open rate **29%**)
585
  - public orgs: none visible
@@ -598,11 +598,11 @@ Example artifacts:
598
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARocketknight1)
599
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARocketknight1)
600
  - repo first seen: `2023-02-27T14:00:41Z`
601
- - repo last seen: `2026-05-08T11:32:13Z`
602
  - first seen in snapshot: **no**
603
  - repo association: **MEMBER**
604
- - repo primary artifacts: **39**
605
- - snapshot authored PRs/issues: **39 PRs / 0 issues**
606
  - snapshot discussion activity: **600 comments / 218 reviews / 121 review comments**
607
  - account age: **3961 days**
608
  - recent public PR activity: **17 PRs** (16 merged / 1 closed-unmerged / 0 open; merged rate **94%**, closed-unmerged rate **6%**, open rate **0%**)
@@ -611,9 +611,9 @@ Example artifacts:
611
  - heuristic read: **targets high-star repos**
612
 
613
  Example artifacts:
 
614
  - [PR #45790: No agent PR descriptions](https://github.com/huggingface/transformers/pull/45790) — open
615
  - [PR #45723: 🚨 Get rid of most Apex references](https://github.com/huggingface/transformers/pull/45723) — closed, merged
616
- - [PR #45411: Fix the response schema for the gemma4 converter](https://github.com/huggingface/transformers/pull/45411) — closed, merged
617
 
618
  ### `harshaljanjani`
619
 
@@ -670,12 +670,12 @@ Example artifacts:
670
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ayonigozlan)
671
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ayonigozlan)
672
  - repo first seen: `2025-10-03T15:26:01Z`
673
- - repo last seen: `2026-05-07T13:24:00Z`
674
  - first seen in snapshot: **no**
675
  - repo association: **MEMBER**
676
  - repo primary artifacts: **27**
677
  - snapshot authored PRs/issues: **27 PRs / 0 issues**
678
- - snapshot discussion activity: **52 comments / 187 reviews / 351 review comments**
679
  - account age: **1978 days**
680
  - recent public PR activity: **15 PRs** (11 merged / 0 closed-unmerged / 4 open; merged rate **73%**, closed-unmerged rate **0%**, open rate **27%**)
681
  - public orgs: `huggingface`
@@ -783,7 +783,7 @@ Example artifacts:
783
  - [PR #45444: [`fix`] Always early return for non-Mistral models in _patch_mistral_regex](https://github.com/huggingface/transformers/pull/45444) — closed, merged
784
  - [Issue #45030: tiny-random glm4v configuration can't load due to config validation changes](https://github.com/huggingface/transformers/issues/45030) — closed
785
  - [Issue #44877: Strict config prevents loading `granite_speech` config](https://github.com/huggingface/transformers/issues/44877) — closed
786
- - [Issue #44625: Qwen3.5 `num_labels` not propagated from core config to text config](https://github.com/huggingface/transformers/issues/44625) — open
787
 
788
  ### `BillionClaw`
789
 
@@ -808,6 +808,32 @@ Example artifacts:
808
  - [PR #44824: fix(xlnet): add device parameter to relative_positional_encoding](https://github.com/huggingface/transformers/pull/44824) — closed
809
  - [PR #44823: fix: AutoImageProcessor from URL loading](https://github.com/huggingface/transformers/pull/44823) — closed
810
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
811
  ### `IlyasMoutawwakil`
812
 
813
  - profile: [github.com/IlyasMoutawwakil](https://github.com/IlyasMoutawwakil)
@@ -834,32 +860,6 @@ Example artifacts:
834
  - [Issue #43682: `torch.compile` and `torch.export` helper function to be moved from `import_utils`](https://github.com/huggingface/transformers/issues/43682) — open
835
  - [Issue #43317: device_map=auto fails to load the dequantized model on gpu+cpu offload](https://github.com/huggingface/transformers/issues/43317) — closed
836
 
837
- ### `qgallouedec`
838
-
839
- - profile: [github.com/qgallouedec](https://github.com/qgallouedec)
840
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aqgallouedec)
841
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aqgallouedec)
842
- - repo first seen: `2024-12-13T13:39:10Z`
843
- - repo last seen: `2026-05-07T21:04:57Z`
844
- - first seen in snapshot: **no**
845
- - repo association: **MEMBER**
846
- - repo primary artifacts: **29**
847
- - snapshot authored PRs/issues: **16 PRs / 13 issues**
848
- - snapshot discussion activity: **36 comments / 47 reviews / 47 review comments**
849
- - account age: **2692 days**
850
- - recent public PR activity: **128 PRs** (102 merged / 5 closed-unmerged / 21 open; merged rate **80%**, closed-unmerged rate **4%**, open rate **16%**)
851
- - public orgs: `huggingface`
852
- - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
853
- - heuristic read: **extremely high recent PR volume; targets high-star repos**
854
-
855
- Example artifacts:
856
- - [PR #45794: Fix WeightConverter substring match on leaf-style source patterns](https://github.com/huggingface/transformers/pull/45794) — open
857
- - [PR #45443: Raise 400 on model mismatch when `transformers serve` is pinned](https://github.com/huggingface/transformers/pull/45443) — closed, merged
858
- - [PR #45422: Drop `content=None` from messages in `apply_chat_template`](https://github.com/huggingface/transformers/pull/45422) — open
859
- - [Issue #45419: Chat template inconsistencies in tool-calling support](https://github.com/huggingface/transformers/issues/45419) — open
860
- - [Issue #45290: `apply_chat_template(tokenize=True)` crashes on assistant messages with tool calls and no content](https://github.com/huggingface/transformers/issues/45290) — closed
861
- - [Issue #44514: `Qwen2_5_VLProcessor.apply_chat_template` crashes on batched input when `padding=False`](https://github.com/huggingface/transformers/issues/44514) — closed
862
-
863
  ### `hmellor`
864
 
865
  - profile: [github.com/hmellor](https://github.com/hmellor)
@@ -951,7 +951,7 @@ Example artifacts:
951
  - heuristic read: **high recent PR volume; broad repo spread; targets high-star repos**
952
 
953
  Example artifacts:
954
- - [PR #45846: [Cache] Add Cache.snapshot() / Cache.restore(snapshot) for tentative-forward rollback](https://github.com/huggingface/transformers/pull/45846) — open
955
  - [PR #45513: [Qwen3.5] Fix GDN linear attention multi-token cached forward](https://github.com/huggingface/transformers/pull/45513) — open
956
  - [PR #45490: Add ctsm model](https://github.com/huggingface/transformers/pull/45490) — open
957
 
@@ -1170,12 +1170,12 @@ Example artifacts:
1170
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azhang-prog)
1171
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azhang-prog)
1172
  - repo first seen: `2025-12-23T11:18:14Z`
1173
- - repo last seen: `2026-05-08T03:42:49Z`
1174
  - first seen in snapshot: **no**
1175
  - repo association: **CONTRIBUTOR**
1176
  - repo primary artifacts: **8**
1177
  - snapshot authored PRs/issues: **8 PRs / 0 issues**
1178
- - snapshot discussion activity: **38 comments / 338 reviews / 339 review comments**
1179
  - account age: **2074 days**
1180
  - recent public PR activity: **19 PRs** (16 merged / 2 closed-unmerged / 1 open; merged rate **84%**, closed-unmerged rate **11%**, open rate **5%**)
1181
  - public orgs: none visible
@@ -1547,12 +1547,12 @@ Example artifacts:
1547
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ABenjaminBossan)
1548
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ABenjaminBossan)
1549
  - repo first seen: `2024-10-17T11:56:32Z`
1550
- - repo last seen: `2026-05-07T10:00:06Z`
1551
  - first seen in snapshot: **no**
1552
  - repo association: **MEMBER**
1553
  - repo primary artifacts: **4**
1554
  - snapshot authored PRs/issues: **4 PRs / 0 issues**
1555
- - snapshot discussion activity: **22 comments / 6 reviews / 6 review comments**
1556
  - account age: **4501 days**
1557
  - recent public PR activity: **49 PRs** (45 merged / 1 closed-unmerged / 3 open; merged rate **92%**, closed-unmerged rate **2%**, open rate **6%**)
1558
  - public orgs: `huggingface`
@@ -6027,27 +6027,6 @@ Example artifacts:
6027
  Example artifacts:
6028
  - [PR #44948: Create aa.py](https://github.com/huggingface/transformers/pull/44948) — closed
6029
 
6030
- ### `himani27301`
6031
-
6032
- - profile: [github.com/himani27301](https://github.com/himani27301)
6033
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ahimani27301)
6034
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahimani27301)
6035
- - repo first seen: `2026-03-09T15:46:14Z`
6036
- - repo last seen: `2026-03-09T16:12:59Z`
6037
- - first seen in snapshot: **no**
6038
- - repo association: **FIRST_TIME_CONTRIBUTOR**
6039
- - repo primary artifacts: **1**
6040
- - snapshot authored PRs/issues: **1 PRs / 0 issues**
6041
- - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
6042
- - account age: **108 days**
6043
- - recent public PR activity: **2 PRs** (0 merged / 1 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
6044
- - public orgs: none visible
6045
- - compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
6046
- - heuristic read: **young account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos**
6047
-
6048
- Example artifacts:
6049
- - [PR #44550: Improve clarity and grammar in Auto Classes documentation](https://github.com/huggingface/transformers/pull/44550) — open
6050
-
6051
  ### `Hyungkeun-Park-Nota`
6052
 
6053
  - profile: [github.com/Hyungkeun-Park-Nota](https://github.com/Hyungkeun-Park-Nota)
@@ -6678,6 +6657,27 @@ Example artifacts:
6678
  Example artifacts:
6679
  - [PR #45270: [Trainer] Support multi-loss component logging](https://github.com/huggingface/transformers/pull/45270) — open, draft
6680
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
6681
  ### `marvinzh`
6682
 
6683
  - profile: [github.com/marvinzh](https://github.com/marvinzh)
@@ -7337,7 +7337,7 @@ Example artifacts:
7337
  - repo first seen: `2026-05-07T23:30:45Z`
7338
  - repo last seen: `2026-05-07T23:30:45Z`
7339
  - first seen in snapshot: **no**
7340
- - repo association: **FIRST_TIME_CONTRIBUTOR**
7341
  - repo primary artifacts: **1**
7342
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
7343
  - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
@@ -7348,7 +7348,7 @@ Example artifacts:
7348
  - heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
7349
 
7350
  Example artifacts:
7351
- - [PR #45833: Add Qwen3.5 support for token classification](https://github.com/huggingface/transformers/pull/45833) — open
7352
 
7353
  ### `RicardoLee510520`
7354
 
 
1
  # New Contributor Report: huggingface/transformers
2
 
3
+ - Snapshot: `20260508T180023Z`
4
+ - Generated: `2026-05-08T18:01:45Z`
5
  - Activity window: `60d`
6
  - Contributors: `361`
7
 
 
15
  | `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-09-26T09:23:39Z` | 76 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
16
  | `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 71 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
17
  | `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 50 | 2 | mixed | moderate | low | high recent PR volume; targets high-star repos |
18
+ | `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2025-01-06T17:52:26Z` | 45 | 1 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
19
  | `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2360d | `2024-09-02T13:41:47Z` | 43 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
20
  | `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 43 | 1 | mixed | low | low | targets high-star repos |
21
+ | `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3961d | `2023-02-27T14:00:41Z` | 40 | 0 | strong | low | low | targets high-star repos |
22
  | `harshaljanjani` | [profile](https://github.com/harshaljanjani) | no | CONTRIBUTOR | 1961d | `2025-09-17T20:29:13Z` | 32 | 20 | strong | low | low | targets high-star repos |
23
  | `itazap` | [profile](https://github.com/itazap) | no | MEMBER | 3139d | `2024-10-21T07:08:47Z` | 29 | 0 | mixed | low | low | no visible non-self stars; targets high-star repos |
24
  | `yonigozlan` | [profile](https://github.com/yonigozlan) | no | MEMBER | 1978d | `2025-10-03T15:26:01Z` | 27 | 0 | strong | low | low | targets high-star repos |
 
27
  | `eustlb` | [profile](https://github.com/eustlb) | no | MEMBER | 1607d | `2025-01-20T12:27:19Z` | 20 | 0 | strong | low | low | targets high-star repos |
28
  | `tomaarsen` | [profile](https://github.com/tomaarsen) | no | MEMBER | 2949d | `2025-12-02T16:00:11Z` | 18 | 6 | strong | moderate | low | high recent PR volume; targets high-star repos |
29
  | `BillionClaw` | [profile](https://github.com/BillionClaw) | no | FIRST_TIME_CONTRIBUTOR | 35d | `2026-03-16T16:17:54Z` | 18 | 0 | weak | very high | high | very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
30
+ | `qgallouedec` | [profile](https://github.com/qgallouedec) | no | MEMBER | 2692d | `2024-12-13T13:39:10Z` | 17 | 13 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
31
  | `IlyasMoutawwakil` | [profile](https://github.com/IlyasMoutawwakil) | no | MEMBER | 2354d | `2025-07-04T08:41:29Z` | 17 | 3 | strong | low | low | — |
 
32
  | `hmellor` | [profile](https://github.com/hmellor) | no | MEMBER | 3592d | `2025-08-14T10:03:14Z` | 16 | 2 | strong | low | low | high recent PR volume; targets high-star repos |
33
  | `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2996d | `2025-12-16T08:22:52Z` | 16 | 1 | strong | moderate | low | targets high-star repos |
34
  | `Abdennacer-Badaoui` | [profile](https://github.com/Abdennacer-Badaoui) | no | MEMBER | 1414d | `2026-01-08T18:13:10Z` | 15 | 0 | strong | moderate | low | — |
 
262
  | `hemantmm` | [profile](https://github.com/hemantmm) | no | NONE | 1646d | `2026-03-23T16:29:46Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
263
  | `henloworldowo` | [profile](https://github.com/henloworldowo) | no | FIRST_TIMER | 2d | `2026-05-04T05:53:33Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
264
  | `heycorgi` | [profile](https://github.com/heycorgi) | no | NONE | 1515d | `2026-03-23T15:33:56Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 
265
  | `Hyungkeun-Park-Nota` | [profile](https://github.com/Hyungkeun-Park-Nota) | no | CONTRIBUTOR | 421d | `2026-03-25T01:19:59Z` | 1 | 0 | mixed | low | low | — |
266
  | `i3hz` | [profile](https://github.com/i3hz) | no | CONTRIBUTOR | 961d | `2026-02-18T04:04:37Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
267
  | `IgnazioDS` | [profile](https://github.com/IgnazioDS) | no | NONE | 1078d | `2026-03-30T19:13:52Z` | 1 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread |
 
292
  | `lvliang-intel` | [profile](https://github.com/lvliang-intel) | no | CONTRIBUTOR | 1455d | `2026-04-17T14:12:41Z` | 1 | 0 | mixed | low | low | — |
293
  | `maanas1234` | [profile](https://github.com/maanas1234) | no | CONTRIBUTOR | 584d | `2026-03-31T17:31:37Z` | 1 | 0 | strong | low | low | targets high-star repos |
294
  | `madhav1k` | [profile](https://github.com/madhav1k) | no | FIRST_TIME_CONTRIBUTOR | 2059d | `2026-04-06T17:47:07Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
295
+ | `Mamiglia` | [profile](https://github.com/Mamiglia) | yes | FIRST_TIME_CONTRIBUTOR | 3093d | `2026-05-08T16:06:43Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
296
  | `marvinzh` | [profile](https://github.com/marvinzh) | no | CONTRIBUTOR | 4429d | `2026-04-07T06:49:34Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
297
  | `mathceo` | [profile](https://github.com/mathceo) | no | FIRST_TIME_CONTRIBUTOR | 1911d | `2026-04-16T09:30:36Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
298
  | `McPatate` | [profile](https://github.com/McPatate) | no | MEMBER | 4207d | `2025-11-10T16:50:33Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
 
324
  | `rain-1` | [profile](https://github.com/rain-1) | no | CONTRIBUTOR | 3706d | `2026-03-10T07:09:07Z` | 1 | 0 | weak | low | low | high open PR share |
325
  | `ranjithchinnanan` | [profile](https://github.com/ranjithchinnanan) | no | FIRST_TIME_CONTRIBUTOR | 1911d | `2026-05-05T12:03:53Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
326
  | `rasmi` | [profile](https://github.com/rasmi) | no | CONTRIBUTOR | 4994d | `2026-05-07T01:29:32Z` | 1 | 0 | mixed | low | low | — |
327
+ | `Ratwood98` | [profile](https://github.com/Ratwood98) | no | CONTRIBUTOR | 1899d | `2026-05-07T23:30:45Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
328
  | `RicardoLee510520` | [profile](https://github.com/RicardoLee510520) | no | FIRST_TIMER | 168d | `2026-03-19T06:30:53Z` | 1 | 0 | weak | low | medium | young account; many recent closed-unmerged PRs; targets high-star repos |
329
  | `RobTand` | [profile](https://github.com/RobTand) | no | NONE | 3405d | `2026-05-02T19:12:41Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs |
330
  | `roycho96` | [profile](https://github.com/roycho96) | no | FIRST_TIME_CONTRIBUTOR | 2160d | `2026-03-20T15:08:32Z` | 1 | 0 | mixed | moderate | low | high open PR share |
 
451
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azucchini-nlp)
452
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azucchini-nlp)
453
  - repo first seen: `2024-09-26T09:23:39Z`
454
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456
  - repo association: **MEMBER**
457
  - repo primary artifacts: **76**
458
  - snapshot authored PRs/issues: **76 PRs / 0 issues**
459
+ - snapshot discussion activity: **523 comments / 771 reviews / 1804 review comments**
460
  - account age: **1508 days**
461
  - recent public PR activity: **50 PRs** (33 merged / 6 closed-unmerged / 11 open; merged rate **66%**, closed-unmerged rate **12%**, open rate **22%**)
462
  - public orgs: `huggingface`, `deeppavlov`
 
487
  - heuristic read: **high recent PR volume; targets high-star repos**
488
 
489
  Example artifacts:
490
+ - [PR #45845: fix(rf_detr): fix failing tests](https://github.com/huggingface/transformers/pull/45845) — closed, merged
491
+ - [PR #45844: fix(granite4_vision): auto-fix failing tests](https://github.com/huggingface/transformers/pull/45844) — closed, merged
492
  - [PR #45843: fix model parallel issues for deimv2](https://github.com/huggingface/transformers/pull/45843) — open
493
  - [Issue #44964: Cannot load `microsoft/Phi-4-multimodal-instruct` model with latest transformers.](https://github.com/huggingface/transformers/issues/44964) — closed
494
  - [Issue #44792: Failed test case `test_model_generate_images` for janus model](https://github.com/huggingface/transformers/issues/44792) — closed
 
525
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Astevhliu)
526
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Astevhliu)
527
  - repo first seen: `2025-01-06T17:52:26Z`
528
+ - repo last seen: `2026-05-08T17:49:15Z`
529
  - first seen in snapshot: **no**
530
  - repo association: **MEMBER**
531
+ - repo primary artifacts: **46**
532
+ - snapshot authored PRs/issues: **45 PRs / 1 issues**
533
  - snapshot discussion activity: **27 comments / 123 reviews / 211 review comments**
534
  - account age: **2296 days**
535
  - recent public PR activity: **30 PRs** (25 merged / 0 closed-unmerged / 5 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**)
 
538
  - heuristic read: **high recent PR volume; no visible non-self stars; targets high-star repos**
539
 
540
  Example artifacts:
541
+ - [PR #45851: [docs] chat template](https://github.com/huggingface/transformers/pull/45851) — open
542
  - [PR #45798: [docs] paper cuts](https://github.com/huggingface/transformers/pull/45798) — open
543
  - [PR #45795: [docs] adding audio/video processors](https://github.com/huggingface/transformers/pull/45795) — open
 
544
  - [Issue #36979: [Community contributions] Model cards](https://github.com/huggingface/transformers/issues/36979) — closed
545
 
546
  ### `SunMarc`
 
574
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avasqu)
575
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avasqu)
576
  - repo first seen: `2025-08-26T12:13:50Z`
577
+ - repo last seen: `2026-05-08T17:19:11Z`
578
  - first seen in snapshot: **no**
579
  - repo association: **MEMBER**
580
  - repo primary artifacts: **44**
581
  - snapshot authored PRs/issues: **43 PRs / 1 issues**
582
+ - snapshot discussion activity: **521 comments / 903 reviews / 3894 review comments**
583
  - account age: **1991 days**
584
  - recent public PR activity: **21 PRs** (12 merged / 3 closed-unmerged / 6 open; merged rate **57%**, closed-unmerged rate **14%**, open rate **29%**)
585
  - public orgs: none visible
 
598
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARocketknight1)
599
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARocketknight1)
600
  - repo first seen: `2023-02-27T14:00:41Z`
601
+ - repo last seen: `2026-05-08T15:19:40Z`
602
  - first seen in snapshot: **no**
603
  - repo association: **MEMBER**
604
+ - repo primary artifacts: **40**
605
+ - snapshot authored PRs/issues: **40 PRs / 0 issues**
606
  - snapshot discussion activity: **600 comments / 218 reviews / 121 review comments**
607
  - account age: **3961 days**
608
  - recent public PR activity: **17 PRs** (16 merged / 1 closed-unmerged / 0 open; merged rate **94%**, closed-unmerged rate **6%**, open rate **0%**)
 
611
  - heuristic read: **targets high-star repos**
612
 
613
  Example artifacts:
614
+ - [PR #45847: Streamable chat parsing](https://github.com/huggingface/transformers/pull/45847) — open
615
  - [PR #45790: No agent PR descriptions](https://github.com/huggingface/transformers/pull/45790) — open
616
  - [PR #45723: 🚨 Get rid of most Apex references](https://github.com/huggingface/transformers/pull/45723) — closed, merged
 
617
 
618
  ### `harshaljanjani`
619
 
 
670
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ayonigozlan)
671
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ayonigozlan)
672
  - repo first seen: `2025-10-03T15:26:01Z`
673
+ - repo last seen: `2026-05-08T17:24:55Z`
674
  - first seen in snapshot: **no**
675
  - repo association: **MEMBER**
676
  - repo primary artifacts: **27**
677
  - snapshot authored PRs/issues: **27 PRs / 0 issues**
678
+ - snapshot discussion activity: **53 comments / 187 reviews / 351 review comments**
679
  - account age: **1978 days**
680
  - recent public PR activity: **15 PRs** (11 merged / 0 closed-unmerged / 4 open; merged rate **73%**, closed-unmerged rate **0%**, open rate **27%**)
681
  - public orgs: `huggingface`
 
783
  - [PR #45444: [`fix`] Always early return for non-Mistral models in _patch_mistral_regex](https://github.com/huggingface/transformers/pull/45444) — closed, merged
784
  - [Issue #45030: tiny-random glm4v configuration can't load due to config validation changes](https://github.com/huggingface/transformers/issues/45030) — closed
785
  - [Issue #44877: Strict config prevents loading `granite_speech` config](https://github.com/huggingface/transformers/issues/44877) — closed
786
+ - [Issue #44625: Qwen3.5 `num_labels` not propagated from core config to text config](https://github.com/huggingface/transformers/issues/44625) — closed
787
 
788
  ### `BillionClaw`
789
 
 
808
  - [PR #44824: fix(xlnet): add device parameter to relative_positional_encoding](https://github.com/huggingface/transformers/pull/44824) — closed
809
  - [PR #44823: fix: AutoImageProcessor from URL loading](https://github.com/huggingface/transformers/pull/44823) — closed
810
 
811
+ ### `qgallouedec`
812
+
813
+ - profile: [github.com/qgallouedec](https://github.com/qgallouedec)
814
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aqgallouedec)
815
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aqgallouedec)
816
+ - repo first seen: `2024-12-13T13:39:10Z`
817
+ - repo last seen: `2026-05-08T16:37:34Z`
818
+ - first seen in snapshot: **no**
819
+ - repo association: **MEMBER**
820
+ - repo primary artifacts: **30**
821
+ - snapshot authored PRs/issues: **17 PRs / 13 issues**
822
+ - snapshot discussion activity: **37 comments / 47 reviews / 47 review comments**
823
+ - account age: **2692 days**
824
+ - recent public PR activity: **128 PRs** (102 merged / 5 closed-unmerged / 21 open; merged rate **80%**, closed-unmerged rate **4%**, open rate **16%**)
825
+ - public orgs: `huggingface`
826
+ - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
827
+ - heuristic read: **extremely high recent PR volume; targets high-star repos**
828
+
829
+ Example artifacts:
830
+ - [PR #45848: Add Maximal Update Parametrization (μP)](https://github.com/huggingface/transformers/pull/45848) — open
831
+ - [PR #45794: Fix WeightConverter substring match on leaf-style source patterns](https://github.com/huggingface/transformers/pull/45794) — open
832
+ - [PR #45443: Raise 400 on model mismatch when `transformers serve` is pinned](https://github.com/huggingface/transformers/pull/45443) — closed, merged
833
+ - [Issue #45419: Chat template inconsistencies in tool-calling support](https://github.com/huggingface/transformers/issues/45419) — open
834
+ - [Issue #45290: `apply_chat_template(tokenize=True)` crashes on assistant messages with tool calls and no content](https://github.com/huggingface/transformers/issues/45290) — closed
835
+ - [Issue #44514: `Qwen2_5_VLProcessor.apply_chat_template` crashes on batched input when `padding=False`](https://github.com/huggingface/transformers/issues/44514) — closed
836
+
837
  ### `IlyasMoutawwakil`
838
 
839
  - profile: [github.com/IlyasMoutawwakil](https://github.com/IlyasMoutawwakil)
 
860
  - [Issue #43682: `torch.compile` and `torch.export` helper function to be moved from `import_utils`](https://github.com/huggingface/transformers/issues/43682) — open
861
  - [Issue #43317: device_map=auto fails to load the dequantized model on gpu+cpu offload](https://github.com/huggingface/transformers/issues/43317) — closed
862
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
863
  ### `hmellor`
864
 
865
  - profile: [github.com/hmellor](https://github.com/hmellor)
 
951
  - heuristic read: **high recent PR volume; broad repo spread; targets high-star repos**
952
 
953
  Example artifacts:
954
+ - [PR #45846: [Cache] Add `Cache.snapshot()` / `Cache.restore(snapshot)` for tentative-forward rollback](https://github.com/huggingface/transformers/pull/45846) — open
955
  - [PR #45513: [Qwen3.5] Fix GDN linear attention multi-token cached forward](https://github.com/huggingface/transformers/pull/45513) — open
956
  - [PR #45490: Add ctsm model](https://github.com/huggingface/transformers/pull/45490) — open
957
 
 
1170
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azhang-prog)
1171
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azhang-prog)
1172
  - repo first seen: `2025-12-23T11:18:14Z`
1173
+ - repo last seen: `2026-05-08T12:08:44Z`
1174
  - first seen in snapshot: **no**
1175
  - repo association: **CONTRIBUTOR**
1176
  - repo primary artifacts: **8**
1177
  - snapshot authored PRs/issues: **8 PRs / 0 issues**
1178
+ - snapshot discussion activity: **38 comments / 339 reviews / 340 review comments**
1179
  - account age: **2074 days**
1180
  - recent public PR activity: **19 PRs** (16 merged / 2 closed-unmerged / 1 open; merged rate **84%**, closed-unmerged rate **11%**, open rate **5%**)
1181
  - public orgs: none visible
 
1547
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ABenjaminBossan)
1548
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ABenjaminBossan)
1549
  - repo first seen: `2024-10-17T11:56:32Z`
1550
+ - repo last seen: `2026-05-08T16:13:45Z`
1551
  - first seen in snapshot: **no**
1552
  - repo association: **MEMBER**
1553
  - repo primary artifacts: **4**
1554
  - snapshot authored PRs/issues: **4 PRs / 0 issues**
1555
+ - snapshot discussion activity: **23 comments / 6 reviews / 6 review comments**
1556
  - account age: **4501 days**
1557
  - recent public PR activity: **49 PRs** (45 merged / 1 closed-unmerged / 3 open; merged rate **92%**, closed-unmerged rate **2%**, open rate **6%**)
1558
  - public orgs: `huggingface`
 
6027
  Example artifacts:
6028
  - [PR #44948: Create aa.py](https://github.com/huggingface/transformers/pull/44948) — closed
6029
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
6030
  ### `Hyungkeun-Park-Nota`
6031
 
6032
  - profile: [github.com/Hyungkeun-Park-Nota](https://github.com/Hyungkeun-Park-Nota)
 
6657
  Example artifacts:
6658
  - [PR #45270: [Trainer] Support multi-loss component logging](https://github.com/huggingface/transformers/pull/45270) — open, draft
6659
 
6660
+ ### `Mamiglia`
6661
+
6662
+ - profile: [github.com/Mamiglia](https://github.com/Mamiglia)
6663
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AMamiglia)
6664
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AMamiglia)
6665
+ - repo first seen: `2026-05-08T16:06:43Z`
6666
+ - repo last seen: `2026-05-08T16:06:43Z`
6667
+ - first seen in snapshot: **yes**
6668
+ - repo association: **FIRST_TIME_CONTRIBUTOR**
6669
+ - repo primary artifacts: **1**
6670
+ - snapshot authored PRs/issues: **1 PRs / 0 issues**
6671
+ - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
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+ - account age: **3093 days**
6673
+ - recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
6674
+ - public orgs: none visible
6675
+ - compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
6676
+ - heuristic read: **high open PR share; targets high-star repos**
6677
+
6678
+ Example artifacts:
6679
+ - [PR #45849: Enhance apply_chat_template to support custom field prefilling (reasoning_content, thinking, etc.)](https://github.com/huggingface/transformers/pull/45849) — open
6680
+
6681
  ### `marvinzh`
6682
 
6683
  - profile: [github.com/marvinzh](https://github.com/marvinzh)
 
7337
  - repo first seen: `2026-05-07T23:30:45Z`
7338
  - repo last seen: `2026-05-07T23:30:45Z`
7339
  - first seen in snapshot: **no**
7340
+ - repo association: **CONTRIBUTOR**
7341
  - repo primary artifacts: **1**
7342
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
7343
  - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
 
7348
  - heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
7349
 
7350
  Example artifacts:
7351
+ - [PR #45833: Add Qwen3.5 support for token classification](https://github.com/huggingface/transformers/pull/45833) — closed, merged
7352
 
7353
  ### `RicardoLee510520`
7354
 
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240
  {
241
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242
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243
- "similarity": 0.439,
244
- "content_similarity": 0.361,
245
  "size_similarity": 0.24,
246
  "breadth_similarity": 1.0,
247
  "concentration_similarity": 1.0,
@@ -256,8 +256,8 @@
256
  {
257
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258
  "right_pr_number": 45067,
259
- "similarity": 0.438,
260
- "content_similarity": 0.317,
261
  "size_similarity": 0.44,
262
  "breadth_similarity": 1.0,
263
  "concentration_similarity": 1.0,
@@ -272,8 +272,8 @@
272
  {
273
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274
  "right_pr_number": 44257,
275
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276
- "content_similarity": 0.263,
277
  "size_similarity": 0.667,
278
  "breadth_similarity": 1.0,
279
  "concentration_similarity": 1.0,
@@ -288,8 +288,8 @@
288
  {
289
  "left_pr_number": 43651,
290
  "right_pr_number": 44123,
291
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292
- "content_similarity": 0.331,
293
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294
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295
  "concentration_similarity": 1.0,
@@ -304,8 +304,8 @@
304
  {
305
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306
  "right_pr_number": 44660,
307
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- "content_similarity": 0.279,
309
  "size_similarity": 0.545,
310
  "breadth_similarity": 1.0,
311
  "concentration_similarity": 1.0,
@@ -320,8 +320,8 @@
320
  {
321
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322
  "right_pr_number": 44660,
323
- "similarity": 0.427,
324
- "content_similarity": 0.325,
325
  "size_similarity": 0.333,
326
  "breadth_similarity": 1.0,
327
  "concentration_similarity": 1.0,
@@ -336,8 +336,8 @@
336
  {
337
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338
  "right_pr_number": 44257,
339
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340
- "content_similarity": 0.343,
341
  "size_similarity": 0.24,
342
  "breadth_similarity": 1.0,
343
  "concentration_similarity": 1.0,
@@ -352,8 +352,8 @@
352
  {
353
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354
  "right_pr_number": 45055,
355
- "similarity": 0.411,
356
- "content_similarity": 0.265,
357
  "size_similarity": 0.5,
358
  "breadth_similarity": 1.0,
359
  "concentration_similarity": 1.0,
@@ -368,8 +368,8 @@
368
  {
369
  "left_pr_number": 43651,
370
  "right_pr_number": 44189,
371
- "similarity": 0.403,
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- "content_similarity": 0.313,
373
  "size_similarity": 0.222,
374
  "breadth_similarity": 1.0,
375
  "concentration_similarity": 1.0,
@@ -382,11 +382,11 @@
382
  ]
383
  },
384
  {
385
- "left_pr_number": 44257,
386
- "right_pr_number": 45067,
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388
- "content_similarity": 0.31,
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- "size_similarity": 0.24,
390
  "breadth_similarity": 1.0,
391
  "concentration_similarity": 1.0,
392
  "shared_filenames": [
@@ -398,11 +398,11 @@
398
  ]
399
  },
400
  {
401
- "left_pr_number": 43663,
402
- "right_pr_number": 45055,
403
- "similarity": 0.402,
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- "content_similarity": 0.334,
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- "size_similarity": 0.12,
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  "breadth_similarity": 1.0,
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  "concentration_similarity": 1.0,
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  "shared_filenames": [
@@ -416,8 +416,8 @@
416
  {
417
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418
  "right_pr_number": 44257,
419
- "similarity": 0.399,
420
- "content_similarity": 0.239,
421
  "size_similarity": 0.545,
422
  "breadth_similarity": 1.0,
423
  "concentration_similarity": 1.0,
@@ -432,8 +432,8 @@
432
  {
433
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  "right_pr_number": 44257,
435
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- "content_similarity": 0.278,
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  "size_similarity": 0.333,
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  "breadth_similarity": 1.0,
439
  "concentration_similarity": 1.0,
@@ -448,8 +448,8 @@
448
  {
449
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450
  "right_pr_number": 44189,
451
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- "content_similarity": 0.269,
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  "size_similarity": 0.364,
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  "breadth_similarity": 1.0,
455
  "concentration_similarity": 1.0,
@@ -464,8 +464,8 @@
464
  {
465
  "left_pr_number": 44123,
466
  "right_pr_number": 44660,
467
- "similarity": 0.393,
468
- "content_similarity": 0.324,
469
  "size_similarity": 0.109,
470
  "breadth_similarity": 1.0,
471
  "concentration_similarity": 1.0,
@@ -480,8 +480,8 @@
480
  {
481
  "left_pr_number": 45055,
482
  "right_pr_number": 45273,
483
- "similarity": 0.388,
484
- "content_similarity": 0.198,
485
  "size_similarity": 0.667,
486
  "breadth_similarity": 1.0,
487
  "concentration_similarity": 1.0,
@@ -496,8 +496,8 @@
496
  {
497
  "left_pr_number": 44189,
498
  "right_pr_number": 45273,
499
- "similarity": 0.385,
500
- "content_similarity": 0.228,
501
  "size_similarity": 0.5,
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  "breadth_similarity": 1.0,
503
  "concentration_similarity": 1.0,
@@ -512,8 +512,8 @@
512
  {
513
  "left_pr_number": 44257,
514
  "right_pr_number": 45055,
515
- "similarity": 0.384,
516
- "content_similarity": 0.228,
517
  "size_similarity": 0.5,
518
  "breadth_similarity": 1.0,
519
  "concentration_similarity": 1.0,
@@ -526,11 +526,11 @@
526
  ]
527
  },
528
  {
529
- "left_pr_number": 44123,
530
- "right_pr_number": 44189,
531
- "similarity": 0.38,
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- "content_similarity": 0.313,
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- "size_similarity": 0.073,
534
  "breadth_similarity": 1.0,
535
  "concentration_similarity": 1.0,
536
  "shared_filenames": [
@@ -542,11 +542,11 @@
542
  ]
543
  },
544
  {
545
- "left_pr_number": 43636,
546
- "right_pr_number": 44123,
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- "similarity": 0.379,
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- "content_similarity": 0.285,
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- "size_similarity": 0.2,
550
  "breadth_similarity": 1.0,
551
  "concentration_similarity": 1.0,
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  "shared_filenames": [
@@ -560,8 +560,8 @@
560
  {
561
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  "right_pr_number": 45067,
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- "content_similarity": 0.302,
565
  "size_similarity": 0.12,
566
  "breadth_similarity": 1.0,
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  "concentration_similarity": 1.0,
@@ -576,8 +576,8 @@
576
  {
577
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  "right_pr_number": 45273,
579
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- "content_similarity": 0.298,
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  "size_similarity": 0.08,
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  "breadth_similarity": 1.0,
583
  "concentration_similarity": 1.0,
@@ -592,8 +592,8 @@
592
  {
593
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  "right_pr_number": 45273,
595
- "similarity": 0.366,
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- "content_similarity": 0.237,
597
  "size_similarity": 0.333,
598
  "breadth_similarity": 1.0,
599
  "concentration_similarity": 1.0,
@@ -608,8 +608,8 @@
608
  {
609
  "left_pr_number": 43651,
610
  "right_pr_number": 45055,
611
- "similarity": 0.365,
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- "content_similarity": 0.271,
613
  "size_similarity": 0.167,
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  "breadth_similarity": 1.0,
615
  "concentration_similarity": 1.0,
@@ -624,8 +624,8 @@
624
  {
625
  "left_pr_number": 44123,
626
  "right_pr_number": 44257,
627
- "similarity": 0.361,
628
- "content_similarity": 0.278,
629
  "size_similarity": 0.109,
630
  "breadth_similarity": 1.0,
631
  "concentration_similarity": 1.0,
@@ -640,8 +640,8 @@
640
  {
641
  "left_pr_number": 43636,
642
  "right_pr_number": 45055,
643
- "similarity": 0.354,
644
- "content_similarity": 0.233,
645
  "size_similarity": 0.273,
646
  "breadth_similarity": 1.0,
647
  "concentration_similarity": 1.0,
@@ -656,8 +656,8 @@
656
  {
657
  "left_pr_number": 45067,
658
  "right_pr_number": 45273,
659
- "similarity": 0.35,
660
- "content_similarity": 0.269,
661
  "size_similarity": 0.08,
662
  "breadth_similarity": 1.0,
663
  "concentration_similarity": 1.0,
@@ -672,8 +672,8 @@
672
  {
673
  "left_pr_number": 44123,
674
  "right_pr_number": 45055,
675
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676
- "content_similarity": 0.271,
677
  "size_similarity": 0.055,
678
  "breadth_similarity": 1.0,
679
  "concentration_similarity": 1.0,
@@ -688,8 +688,8 @@
688
  {
689
  "left_pr_number": 44257,
690
  "right_pr_number": 45273,
691
- "similarity": 0.342,
692
- "content_similarity": 0.203,
693
  "size_similarity": 0.333,
694
  "breadth_similarity": 1.0,
695
  "concentration_similarity": 1.0,
@@ -704,8 +704,8 @@
704
  {
705
  "left_pr_number": 43651,
706
  "right_pr_number": 45273,
707
- "similarity": 0.336,
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- "content_similarity": 0.242,
709
  "size_similarity": 0.111,
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  "breadth_similarity": 1.0,
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  "concentration_similarity": 1.0,
@@ -720,8 +720,8 @@
720
  {
721
  "left_pr_number": 44123,
722
  "right_pr_number": 45273,
723
- "similarity": 0.324,
724
- "content_similarity": 0.241,
725
  "size_similarity": 0.036,
726
  "breadth_similarity": 1.0,
727
  "concentration_similarity": 1.0,
@@ -736,8 +736,8 @@
736
  {
737
  "left_pr_number": 43636,
738
  "right_pr_number": 45273,
739
- "similarity": 0.323,
740
- "content_similarity": 0.208,
741
  "size_similarity": 0.182,
742
  "breadth_similarity": 1.0,
743
  "concentration_similarity": 1.0,
@@ -785,8 +785,8 @@
785
  {
786
  "left_pr_number": 45606,
787
  "right_pr_number": 45607,
788
- "similarity": 0.761,
789
- "content_similarity": 0.806,
790
  "size_similarity": 0.778,
791
  "breadth_similarity": 0.417,
792
  "concentration_similarity": 0.778,
@@ -802,8 +802,8 @@
802
  {
803
  "left_pr_number": 45294,
804
  "right_pr_number": 45438,
805
- "similarity": 0.76,
806
- "content_similarity": 0.782,
807
  "size_similarity": 0.42,
808
  "breadth_similarity": 1.0,
809
  "concentration_similarity": 0.989,
@@ -831,7 +831,7 @@
831
  "left_pr_number": 45716,
832
  "right_pr_number": 45817,
833
  "similarity": 0.617,
834
- "content_similarity": 0.507,
835
  "size_similarity": 0.833,
836
  "breadth_similarity": 1.0,
837
  "concentration_similarity": 0.745,
@@ -876,7 +876,7 @@
876
  {
877
  "left_pr_number": 45606,
878
  "right_pr_number": 45716,
879
- "similarity": 0.597,
880
  "content_similarity": 0.499,
881
  "size_similarity": 0.655,
882
  "breadth_similarity": 1.0,
@@ -899,8 +899,8 @@
899
  {
900
  "left_pr_number": 45438,
901
  "right_pr_number": 45817,
902
- "similarity": 0.512,
903
- "content_similarity": 0.559,
904
  "size_similarity": 0.231,
905
  "breadth_similarity": 0.55,
906
  "concentration_similarity": 0.626,
@@ -922,8 +922,8 @@
922
  {
923
  "left_pr_number": 45438,
924
  "right_pr_number": 45716,
925
- "similarity": 0.49,
926
- "content_similarity": 0.518,
927
  "size_similarity": 0.192,
928
  "breadth_similarity": 0.55,
929
  "concentration_similarity": 0.88,
@@ -945,8 +945,8 @@
945
  {
946
  "left_pr_number": 45607,
947
  "right_pr_number": 45817,
948
- "similarity": 0.475,
949
- "content_similarity": 0.49,
950
  "size_similarity": 0.424,
951
  "breadth_similarity": 0.417,
952
  "concentration_similarity": 0.545,
@@ -962,8 +962,8 @@
962
  {
963
  "left_pr_number": 45294,
964
  "right_pr_number": 45716,
965
- "similarity": 0.463,
966
- "content_similarity": 0.421,
967
  "size_similarity": 0.458,
968
  "breadth_similarity": 0.55,
969
  "concentration_similarity": 0.892,
@@ -985,8 +985,8 @@
985
  {
986
  "left_pr_number": 45294,
987
  "right_pr_number": 45817,
988
- "similarity": 0.461,
989
- "content_similarity": 0.416,
990
  "size_similarity": 0.55,
991
  "breadth_similarity": 0.55,
992
  "concentration_similarity": 0.637,
@@ -1008,8 +1008,8 @@
1008
  {
1009
  "left_pr_number": 45294,
1010
  "right_pr_number": 45606,
1011
- "similarity": 0.352,
1012
- "content_similarity": 0.298,
1013
  "size_similarity": 0.3,
1014
  "breadth_similarity": 0.55,
1015
  "concentration_similarity": 0.869,
@@ -1032,7 +1032,7 @@
1032
  "left_pr_number": 45438,
1033
  "right_pr_number": 45606,
1034
  "similarity": 0.347,
1035
- "content_similarity": 0.329,
1036
  "size_similarity": 0.126,
1037
  "breadth_similarity": 0.55,
1038
  "concentration_similarity": 0.858,
@@ -1054,8 +1054,8 @@
1054
  {
1055
  "left_pr_number": 45607,
1056
  "right_pr_number": 45716,
1057
- "similarity": 0.331,
1058
- "content_similarity": 0.248,
1059
  "size_similarity": 0.509,
1060
  "breadth_similarity": 0.417,
1061
  "concentration_similarity": 0.8,
@@ -1072,7 +1072,7 @@
1072
  "left_pr_number": 45294,
1073
  "right_pr_number": 45607,
1074
  "similarity": 0.187,
1075
- "content_similarity": 0.119,
1076
  "size_similarity": 0.233,
1077
  "breadth_similarity": 0.225,
1078
  "concentration_similarity": 0.908,
@@ -1088,7 +1088,7 @@
1088
  {
1089
  "left_pr_number": 45438,
1090
  "right_pr_number": 45607,
1091
- "similarity": 0.166,
1092
  "content_similarity": 0.119,
1093
  "size_similarity": 0.098,
1094
  "breadth_similarity": 0.225,
@@ -1114,7 +1114,7 @@
1114
  45827
1115
  ],
1116
  "representative_pr_number": 45396,
1117
- "average_similarity": 0.414,
1118
  "summary": "5 open PRs share weighted file overlap around `src/transformers/models/glm_image/modeling_glm_image.py`, `src/transformers/models/glm_image/modular_glm_image.py`, `src/transformers/models/glm4v/modeling_glm4v.py`; representative PR #45396.",
1119
  "shared_filenames": [
1120
  "src/transformers/models/glm_image/modeling_glm_image.py",
@@ -1141,7 +1141,7 @@
1141
  "left_pr_number": 45396,
1142
  "right_pr_number": 45827,
1143
  "similarity": 0.551,
1144
- "content_similarity": 0.579,
1145
  "size_similarity": 0.229,
1146
  "breadth_similarity": 0.615,
1147
  "concentration_similarity": 0.989,
@@ -1173,8 +1173,8 @@
1173
  {
1174
  "left_pr_number": 45396,
1175
  "right_pr_number": 45783,
1176
- "similarity": 0.527,
1177
- "content_similarity": 0.458,
1178
  "size_similarity": 0.761,
1179
  "breadth_similarity": 0.465,
1180
  "concentration_similarity": 0.919,
@@ -1239,7 +1239,7 @@
1239
  {
1240
  "left_pr_number": 44973,
1241
  "right_pr_number": 45827,
1242
- "similarity": 0.46,
1243
  "content_similarity": 0.465,
1244
  "size_similarity": 0.047,
1245
  "breadth_similarity": 0.793,
@@ -1272,8 +1272,8 @@
1272
  {
1273
  "left_pr_number": 45783,
1274
  "right_pr_number": 45827,
1275
- "similarity": 0.429,
1276
- "content_similarity": 0.469,
1277
  "size_similarity": 0.174,
1278
  "breadth_similarity": 0.285,
1279
  "concentration_similarity": 0.929,
@@ -1305,8 +1305,8 @@
1305
  {
1306
  "left_pr_number": 41992,
1307
  "right_pr_number": 45783,
1308
- "similarity": 0.417,
1309
- "content_similarity": 0.258,
1310
  "size_similarity": 0.751,
1311
  "breadth_similarity": 0.851,
1312
  "concentration_similarity": 0.774,
@@ -1371,8 +1371,8 @@
1371
  {
1372
  "left_pr_number": 41992,
1373
  "right_pr_number": 45827,
1374
- "similarity": 0.316,
1375
- "content_similarity": 0.315,
1376
  "size_similarity": 0.131,
1377
  "breadth_similarity": 0.335,
1378
  "concentration_similarity": 0.845,
@@ -1497,7 +1497,7 @@
1497
  "left_pr_number": 44974,
1498
  "right_pr_number": 45635,
1499
  "similarity": 0.723,
1500
- "content_similarity": 0.725,
1501
  "size_similarity": 0.59,
1502
  "breadth_similarity": 0.8,
1503
  "concentration_similarity": 0.929,
@@ -1833,7 +1833,7 @@
1833
  44682
1834
  ],
1835
  "representative_pr_number": 43836,
1836
- "average_similarity": 0.562,
1837
  "summary": "4 open PRs share weighted file overlap around `src/transformers/cli/serve.py`; representative PR #43836.",
1838
  "shared_filenames": [
1839
  "src/transformers/cli/serve.py"
@@ -1847,8 +1847,8 @@
1847
  {
1848
  "left_pr_number": 43656,
1849
  "right_pr_number": 43836,
1850
- "similarity": 0.689,
1851
- "content_similarity": 0.744,
1852
  "size_similarity": 0.121,
1853
  "breadth_similarity": 1.0,
1854
  "concentration_similarity": 1.0,
@@ -1864,8 +1864,8 @@
1864
  {
1865
  "left_pr_number": 43836,
1866
  "right_pr_number": 43842,
1867
- "similarity": 0.615,
1868
- "content_similarity": 0.658,
1869
  "size_similarity": 0.027,
1870
  "breadth_similarity": 1.0,
1871
  "concentration_similarity": 1.0,
@@ -1881,8 +1881,8 @@
1881
  {
1882
  "left_pr_number": 43836,
1883
  "right_pr_number": 44682,
1884
- "similarity": 0.611,
1885
- "content_similarity": 0.659,
1886
  "size_similarity": 0.398,
1887
  "breadth_similarity": 0.5,
1888
  "concentration_similarity": 0.802,
@@ -1898,8 +1898,8 @@
1898
  {
1899
  "left_pr_number": 43656,
1900
  "right_pr_number": 43842,
1901
- "similarity": 0.593,
1902
- "content_similarity": 0.585,
1903
  "size_similarity": 0.222,
1904
  "breadth_similarity": 1.0,
1905
  "concentration_similarity": 1.0,
@@ -1915,8 +1915,8 @@
1915
  {
1916
  "left_pr_number": 43656,
1917
  "right_pr_number": 44682,
1918
- "similarity": 0.448,
1919
- "content_similarity": 0.501,
1920
  "size_similarity": 0.048,
1921
  "breadth_similarity": 0.5,
1922
  "concentration_similarity": 0.802,
@@ -1932,8 +1932,8 @@
1932
  {
1933
  "left_pr_number": 43842,
1934
  "right_pr_number": 44682,
1935
- "similarity": 0.418,
1936
- "content_similarity": 0.466,
1937
  "size_similarity": 0.011,
1938
  "breadth_similarity": 0.5,
1939
  "concentration_similarity": 0.802,
@@ -1957,7 +1957,7 @@
1957
  45655
1958
  ],
1959
  "representative_pr_number": 45342,
1960
- "average_similarity": 0.476,
1961
  "summary": "4 open PRs share weighted file overlap around `src/transformers/modeling_utils.py`; representative PR #45342.",
1962
  "shared_filenames": [
1963
  "src/transformers/modeling_utils.py"
@@ -1970,8 +1970,8 @@
1970
  {
1971
  "left_pr_number": 45342,
1972
  "right_pr_number": 45655,
1973
- "similarity": 0.841,
1974
- "content_similarity": 0.797,
1975
  "size_similarity": 0.889,
1976
  "breadth_similarity": 1.0,
1977
  "concentration_similarity": 1.0,
@@ -1986,8 +1986,8 @@
1986
  {
1987
  "left_pr_number": 45342,
1988
  "right_pr_number": 45649,
1989
- "similarity": 0.479,
1990
- "content_similarity": 0.335,
1991
  "size_similarity": 0.625,
1992
  "breadth_similarity": 1.0,
1993
  "concentration_similarity": 1.0,
@@ -2002,8 +2002,8 @@
2002
  {
2003
  "left_pr_number": 45649,
2004
  "right_pr_number": 45655,
2005
- "similarity": 0.464,
2006
- "content_similarity": 0.33,
2007
  "size_similarity": 0.556,
2008
  "breadth_similarity": 1.0,
2009
  "concentration_similarity": 1.0,
@@ -2018,8 +2018,8 @@
2018
  {
2019
  "left_pr_number": 45548,
2020
  "right_pr_number": 45649,
2021
- "similarity": 0.37,
2022
- "content_similarity": 0.327,
2023
  "size_similarity": 0.106,
2024
  "breadth_similarity": 0.75,
2025
  "concentration_similarity": 1.0,
@@ -2034,8 +2034,8 @@
2034
  {
2035
  "left_pr_number": 45342,
2036
  "right_pr_number": 45548,
2037
- "similarity": 0.352,
2038
- "content_similarity": 0.288,
2039
  "size_similarity": 0.17,
2040
  "breadth_similarity": 0.75,
2041
  "concentration_similarity": 1.0,
@@ -2050,8 +2050,8 @@
2050
  {
2051
  "left_pr_number": 45548,
2052
  "right_pr_number": 45655,
2053
- "similarity": 0.352,
2054
- "content_similarity": 0.284,
2055
  "size_similarity": 0.191,
2056
  "breadth_similarity": 0.75,
2057
  "concentration_similarity": 1.0,
@@ -2263,7 +2263,7 @@
2263
  "left_pr_number": 41606,
2264
  "right_pr_number": 45422,
2265
  "similarity": 0.5,
2266
- "content_similarity": 0.422,
2267
  "size_similarity": 0.569,
2268
  "breadth_similarity": 0.75,
2269
  "concentration_similarity": 0.881,
@@ -2606,112 +2606,6 @@
2606
  }
2607
  ]
2608
  },
2609
- {
2610
- "cluster_id": "pr-scope-44664-3",
2611
- "pr_numbers": [
2612
- 44664,
2613
- 45638,
2614
- 45833
2615
- ],
2616
- "representative_pr_number": 45833,
2617
- "average_similarity": 0.45,
2618
- "summary": "3 open PRs share weighted file overlap around `docs/source/en/model_doc/qwen3_5.md`, `src/transformers/models/qwen3_5/modular_qwen3_5.py`, `src/transformers/models/qwen3_5/modeling_qwen3_5.py`; representative PR #45833.",
2619
- "shared_filenames": [
2620
- "docs/source/en/model_doc/qwen3_5.md",
2621
- "src/transformers/models/qwen3_5/modular_qwen3_5.py",
2622
- "src/transformers/models/qwen3_5/modeling_qwen3_5.py",
2623
- "tests/models/qwen3_5/test_modeling_qwen3_5.py",
2624
- "src/transformers/models/auto/modeling_auto.py"
2625
- ],
2626
- "shared_directories": [
2627
- "src/transformers/models/qwen3_5",
2628
- "docs/source/en/model_doc",
2629
- "docs/source/en",
2630
- "src/transformers/models",
2631
- "docs/source",
2632
- "src/transformers",
2633
- "docs",
2634
- "src"
2635
- ],
2636
- "pairwise": [
2637
- {
2638
- "left_pr_number": 44664,
2639
- "right_pr_number": 45833,
2640
- "similarity": 0.495,
2641
- "content_similarity": 0.538,
2642
- "size_similarity": 0.104,
2643
- "breadth_similarity": 0.563,
2644
- "concentration_similarity": 0.918,
2645
- "shared_filenames": [
2646
- "docs/source/en/model_doc/qwen3_5.md",
2647
- "src/transformers/models/auto/modeling_auto.py",
2648
- "src/transformers/models/qwen3_5/modeling_qwen3_5.py",
2649
- "src/transformers/models/qwen3_5/modular_qwen3_5.py",
2650
- "tests/models/qwen3_5/test_modeling_qwen3_5.py"
2651
- ],
2652
- "shared_directories": [
2653
- "docs/source/en/model_doc",
2654
- "src/transformers/models/auto",
2655
- "src/transformers/models/qwen3_5",
2656
- "docs/source/en",
2657
- "src/transformers/models",
2658
- "tests/models/qwen3_5",
2659
- "docs/source",
2660
- "src/transformers",
2661
- "tests/models",
2662
- "docs"
2663
- ]
2664
- },
2665
- {
2666
- "left_pr_number": 45638,
2667
- "right_pr_number": 45833,
2668
- "similarity": 0.472,
2669
- "content_similarity": 0.491,
2670
- "size_similarity": 0.035,
2671
- "breadth_similarity": 0.875,
2672
- "concentration_similarity": 0.727,
2673
- "shared_filenames": [
2674
- "docs/source/en/model_doc/qwen3_5.md",
2675
- "src/transformers/models/qwen3_5/modeling_qwen3_5.py",
2676
- "src/transformers/models/qwen3_5/modular_qwen3_5.py"
2677
- ],
2678
- "shared_directories": [
2679
- "docs/source/en/model_doc",
2680
- "src/transformers/models/qwen3_5",
2681
- "docs/source/en",
2682
- "src/transformers/models",
2683
- "docs/source",
2684
- "src/transformers",
2685
- "docs",
2686
- "src"
2687
- ]
2688
- },
2689
- {
2690
- "left_pr_number": 44664,
2691
- "right_pr_number": 45638,
2692
- "similarity": 0.382,
2693
- "content_similarity": 0.357,
2694
- "size_similarity": 0.337,
2695
- "breadth_similarity": 0.492,
2696
- "concentration_similarity": 0.644,
2697
- "shared_filenames": [
2698
- "docs/source/en/model_doc/qwen3_5.md",
2699
- "src/transformers/models/qwen3_5/modeling_qwen3_5.py",
2700
- "src/transformers/models/qwen3_5/modular_qwen3_5.py"
2701
- ],
2702
- "shared_directories": [
2703
- "docs/source/en/model_doc",
2704
- "src/transformers/models/qwen3_5",
2705
- "docs/source/en",
2706
- "src/transformers/models",
2707
- "docs/source",
2708
- "src/transformers",
2709
- "docs",
2710
- "src"
2711
- ]
2712
- }
2713
- ]
2714
- },
2715
  {
2716
  "cluster_id": "pr-scope-43875-3",
2717
  "pr_numbers": [
@@ -2720,7 +2614,7 @@
2720
  45846
2721
  ],
2722
  "representative_pr_number": 43875,
2723
- "average_similarity": 0.41,
2724
  "summary": "3 open PRs share weighted file overlap around `src/transformers/cache_utils.py`, `tests/utils/test_cache_utils.py`; representative PR #43875.",
2725
  "shared_filenames": [
2726
  "src/transformers/cache_utils.py",
@@ -2736,11 +2630,11 @@
2736
  {
2737
  "left_pr_number": 43875,
2738
  "right_pr_number": 45846,
2739
- "similarity": 0.55,
2740
- "content_similarity": 0.547,
2741
- "size_similarity": 0.138,
2742
  "breadth_similarity": 1.0,
2743
- "concentration_similarity": 0.937,
2744
  "shared_filenames": [
2745
  "src/transformers/cache_utils.py",
2746
  "tests/utils/test_cache_utils.py"
@@ -2755,8 +2649,8 @@
2755
  {
2756
  "left_pr_number": 43875,
2757
  "right_pr_number": 44893,
2758
- "similarity": 0.363,
2759
- "content_similarity": 0.282,
2760
  "size_similarity": 0.581,
2761
  "breadth_similarity": 0.5,
2762
  "concentration_similarity": 0.581,
@@ -2771,11 +2665,11 @@
2771
  {
2772
  "left_pr_number": 44893,
2773
  "right_pr_number": 45846,
2774
- "similarity": 0.318,
2775
- "content_similarity": 0.328,
2776
- "size_similarity": 0.08,
2777
  "breadth_similarity": 0.5,
2778
- "concentration_similarity": 0.518,
2779
  "shared_filenames": [
2780
  "src/transformers/cache_utils.py"
2781
  ],
@@ -2794,7 +2688,7 @@
2794
  45524
2795
  ],
2796
  "representative_pr_number": 44615,
2797
- "average_similarity": 0.408,
2798
  "summary": "3 open PRs share weighted file overlap around `src/transformers/utils/import_utils.py`; representative PR #44615.",
2799
  "shared_filenames": [
2800
  "src/transformers/utils/import_utils.py"
@@ -2808,8 +2702,8 @@
2808
  {
2809
  "left_pr_number": 44615,
2810
  "right_pr_number": 45524,
2811
- "similarity": 0.425,
2812
- "content_similarity": 0.344,
2813
  "size_similarity": 0.229,
2814
  "breadth_similarity": 1.0,
2815
  "concentration_similarity": 1.0,
@@ -2825,8 +2719,8 @@
2825
  {
2826
  "left_pr_number": 44385,
2827
  "right_pr_number": 44615,
2828
- "similarity": 0.413,
2829
- "content_similarity": 0.343,
2830
  "size_similarity": 0.371,
2831
  "breadth_similarity": 0.667,
2832
  "concentration_similarity": 1.0,
@@ -2842,8 +2736,8 @@
2842
  {
2843
  "left_pr_number": 44385,
2844
  "right_pr_number": 45524,
2845
- "similarity": 0.387,
2846
- "content_similarity": 0.255,
2847
  "size_similarity": 0.615,
2848
  "breadth_similarity": 0.667,
2849
  "concentration_similarity": 1.0,
@@ -2866,7 +2760,7 @@
2866
  44550
2867
  ],
2868
  "representative_pr_number": 44550,
2869
- "average_similarity": 0.37,
2870
  "summary": "3 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
2871
  "shared_filenames": [],
2872
  "shared_directories": [
@@ -2879,8 +2773,8 @@
2879
  {
2880
  "left_pr_number": 33686,
2881
  "right_pr_number": 44550,
2882
- "similarity": 0.393,
2883
- "content_similarity": 0.133,
2884
  "size_similarity": 1.0,
2885
  "breadth_similarity": 1.0,
2886
  "concentration_similarity": 1.0,
@@ -2895,8 +2789,8 @@
2895
  {
2896
  "left_pr_number": 44407,
2897
  "right_pr_number": 44550,
2898
- "similarity": 0.364,
2899
- "content_similarity": 0.101,
2900
  "size_similarity": 0.957,
2901
  "breadth_similarity": 1.0,
2902
  "concentration_similarity": 1.0,
@@ -2910,8 +2804,8 @@
2910
  {
2911
  "left_pr_number": 33686,
2912
  "right_pr_number": 44407,
2913
- "similarity": 0.352,
2914
- "content_similarity": 0.084,
2915
  "size_similarity": 0.957,
2916
  "breadth_similarity": 1.0,
2917
  "concentration_similarity": 1.0,
@@ -3254,7 +3148,7 @@
3254
  45645
3255
  ],
3256
  "representative_pr_number": 45639,
3257
- "average_similarity": 0.783,
3258
  "summary": "2 open PRs share weighted file overlap around `tests/utils/test_testing_utils.py`, `src/transformers/testing_utils.py`; representative PR #45639.",
3259
  "shared_filenames": [
3260
  "tests/utils/test_testing_utils.py",
@@ -3270,7 +3164,7 @@
3270
  {
3271
  "left_pr_number": 45639,
3272
  "right_pr_number": 45645,
3273
- "similarity": 0.783,
3274
  "content_similarity": 0.844,
3275
  "size_similarity": 0.646,
3276
  "breadth_similarity": 0.5,
@@ -3295,7 +3189,7 @@
3295
  45523
3296
  ],
3297
  "representative_pr_number": 41901,
3298
- "average_similarity": 0.719,
3299
  "summary": "2 open PRs share weighted file overlap around `src/transformers/integrations/executorch.py`; representative PR #41901.",
3300
  "shared_filenames": [
3301
  "src/transformers/integrations/executorch.py"
@@ -3309,7 +3203,7 @@
3309
  {
3310
  "left_pr_number": 41901,
3311
  "right_pr_number": 45523,
3312
- "similarity": 0.719,
3313
  "content_similarity": 0.778,
3314
  "size_similarity": 0.158,
3315
  "breadth_similarity": 1.0,
@@ -3480,7 +3374,7 @@
3480
  "left_pr_number": 43779,
3481
  "right_pr_number": 43816,
3482
  "similarity": 0.667,
3483
- "content_similarity": 0.686,
3484
  "size_similarity": 0.25,
3485
  "breadth_similarity": 1.0,
3486
  "concentration_similarity": 1.0,
@@ -3502,7 +3396,7 @@
3502
  45627
3503
  ],
3504
  "representative_pr_number": 42668,
3505
- "average_similarity": 0.663,
3506
  "summary": "2 open PRs share weighted file overlap around `tests/models/auto/test_processor_auto.py`, `src/transformers/processing_utils.py`; representative PR #42668.",
3507
  "shared_filenames": [
3508
  "tests/models/auto/test_processor_auto.py",
@@ -3519,8 +3413,8 @@
3519
  {
3520
  "left_pr_number": 42668,
3521
  "right_pr_number": 45627,
3522
- "similarity": 0.663,
3523
- "content_similarity": 0.808,
3524
  "size_similarity": 0.189,
3525
  "breadth_similarity": 0.216,
3526
  "concentration_similarity": 0.952,
@@ -3575,6 +3469,43 @@
3575
  }
3576
  ]
3577
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3578
  {
3579
  "cluster_id": "pr-scope-44101-2",
3580
  "pr_numbers": [
@@ -3582,7 +3513,7 @@
3582
  44116
3583
  ],
3584
  "representative_pr_number": 44101,
3585
- "average_similarity": 0.553,
3586
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/flaubert/modeling_flaubert.py`; representative PR #44101.",
3587
  "shared_filenames": [
3588
  "src/transformers/models/flaubert/modeling_flaubert.py"
@@ -3597,7 +3528,7 @@
3597
  {
3598
  "left_pr_number": 44101,
3599
  "right_pr_number": 44116,
3600
- "similarity": 0.553,
3601
  "content_similarity": 0.615,
3602
  "size_similarity": 0.319,
3603
  "breadth_similarity": 0.5,
@@ -3734,7 +3665,7 @@
3734
  45720
3735
  ],
3736
  "representative_pr_number": 44114,
3737
- "average_similarity": 0.514,
3738
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/data2vec/modeling_data2vec_audio.py`, `src/transformers/models/hubert/modeling_hubert.py`, `src/transformers/models/unispeech/modeling_unispeech.py`; representative PR #44114.",
3739
  "shared_filenames": [
3740
  "src/transformers/models/data2vec/modeling_data2vec_audio.py",
@@ -3760,8 +3691,8 @@
3760
  {
3761
  "left_pr_number": 44114,
3762
  "right_pr_number": 45720,
3763
- "similarity": 0.514,
3764
- "content_similarity": 0.441,
3765
  "size_similarity": 0.549,
3766
  "breadth_similarity": 0.727,
3767
  "concentration_similarity": 0.999,
@@ -3855,7 +3786,7 @@
3855
  "left_pr_number": 45056,
3856
  "right_pr_number": 45128,
3857
  "similarity": 0.498,
3858
- "content_similarity": 0.392,
3859
  "size_similarity": 0.669,
3860
  "breadth_similarity": 0.875,
3861
  "concentration_similarity": 0.724,
@@ -3877,7 +3808,7 @@
3877
  45333
3878
  ],
3879
  "representative_pr_number": 45332,
3880
- "average_similarity": 0.498,
3881
  "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.",
3882
  "shared_filenames": [
3883
  "src/transformers/heterogeneity/__init__.py",
@@ -3897,8 +3828,8 @@
3897
  {
3898
  "left_pr_number": 45332,
3899
  "right_pr_number": 45333,
3900
- "similarity": 0.498,
3901
- "content_similarity": 0.529,
3902
  "size_similarity": 0.215,
3903
  "breadth_similarity": 0.479,
3904
  "concentration_similarity": 0.945,
@@ -4014,7 +3945,7 @@
4014
  45513
4015
  ],
4016
  "representative_pr_number": 45034,
4017
- "average_similarity": 0.471,
4018
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/qwen3_next/modular_qwen3_next.py`, `tests/models/qwen3_5/test_modeling_qwen3_5.py`, `src/transformers/models/qwen3_next/modeling_qwen3_next.py`; representative PR #45034.",
4019
  "shared_filenames": [
4020
  "src/transformers/models/qwen3_next/modular_qwen3_next.py",
@@ -4037,8 +3968,8 @@
4037
  {
4038
  "left_pr_number": 45034,
4039
  "right_pr_number": 45513,
4040
- "similarity": 0.471,
4041
- "content_similarity": 0.441,
4042
  "size_similarity": 0.295,
4043
  "breadth_similarity": 0.829,
4044
  "concentration_similarity": 0.707,
@@ -4069,7 +4000,7 @@
4069
  44339
4070
  ],
4071
  "representative_pr_number": 41356,
4072
- "average_similarity": 0.447,
4073
  "summary": "2 open PRs share weighted file overlap around `docs/source/en/model_doc/deimv2.md`, `src/transformers/models/deimv2/__init__.py`, `src/transformers/models/deimv2/configuration_deimv2.py`; representative PR #41356.",
4074
  "shared_filenames": [
4075
  "docs/source/en/model_doc/deimv2.md",
@@ -4093,8 +4024,8 @@
4093
  {
4094
  "left_pr_number": 41356,
4095
  "right_pr_number": 44339,
4096
- "similarity": 0.447,
4097
- "content_similarity": 0.488,
4098
  "size_similarity": 0.081,
4099
  "breadth_similarity": 0.444,
4100
  "concentration_similarity": 0.974,
@@ -4171,7 +4102,7 @@
4171
  45829
4172
  ],
4173
  "representative_pr_number": 44375,
4174
- "average_similarity": 0.417,
4175
  "summary": "2 open PRs share weighted file overlap around `docs/source/en/model_doc/rf_detr.md`, `src/transformers/models/rf_detr/configuration_rf_detr.py`, `src/transformers/models/rf_detr/modeling_rf_detr.py`; representative PR #44375.",
4176
  "shared_filenames": [
4177
  "docs/source/en/model_doc/rf_detr.md",
@@ -4193,8 +4124,8 @@
4193
  {
4194
  "left_pr_number": 44375,
4195
  "right_pr_number": 45829,
4196
- "similarity": 0.417,
4197
- "content_similarity": 0.504,
4198
  "size_similarity": 0.004,
4199
  "breadth_similarity": 0.206,
4200
  "concentration_similarity": 0.855,
@@ -4259,7 +4190,7 @@
4259
  44981
4260
  ],
4261
  "representative_pr_number": 44889,
4262
- "average_similarity": 0.402,
4263
  "summary": "2 open PRs share weighted file overlap around `src/transformers/trainer.py`; representative PR #44889.",
4264
  "shared_filenames": [
4265
  "src/transformers/trainer.py"
@@ -4274,8 +4205,8 @@
4274
  {
4275
  "left_pr_number": 44889,
4276
  "right_pr_number": 44981,
4277
- "similarity": 0.402,
4278
- "content_similarity": 0.161,
4279
  "size_similarity": 0.991,
4280
  "breadth_similarity": 1.0,
4281
  "concentration_similarity": 0.812,
@@ -4378,7 +4309,7 @@
4378
  45552
4379
  ],
4380
  "representative_pr_number": 44642,
4381
- "average_similarity": 0.355,
4382
  "summary": "2 open PRs share weighted file overlap around `src/transformers/utils/auto_docstring.py`; representative PR #44642.",
4383
  "shared_filenames": [
4384
  "src/transformers/utils/auto_docstring.py"
@@ -4392,8 +4323,8 @@
4392
  {
4393
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4394
  "right_pr_number": 45552,
4395
- "similarity": 0.355,
4396
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4397
  "size_similarity": 0.167,
4398
  "breadth_similarity": 1.0,
4399
  "concentration_similarity": 1.0,
 
1
  {
2
  "repo": "huggingface/transformers",
3
+ "snapshot_id": "20260508T180023Z",
4
+ "generated_at": "2026-05-08T18:01:42Z",
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  "cluster_count": 51,
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  "pr_scope_clusters": [
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  {
 
19
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  ],
21
  "representative_pr_number": 45067,
22
+ "average_similarity": 0.419,
23
  "summary": "10 open PRs share weighted file overlap around `src/transformers/trainer.py`; representative PR #45067.",
24
  "shared_filenames": [
25
  "src/transformers/trainer.py"
 
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512
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640
  {
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  {
737
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785
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802
  {
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831
  "left_pr_number": 45716,
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  "breadth_similarity": 1.0,
837
  "concentration_similarity": 0.745,
 
876
  {
877
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878
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879
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880
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882
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899
  {
900
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902
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922
  {
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929
  "concentration_similarity": 0.88,
 
945
  {
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949
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950
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951
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952
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962
  {
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964
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965
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966
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969
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985
  {
986
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987
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1008
  {
1009
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1010
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1011
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1012
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1013
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1014
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1015
  "concentration_similarity": 0.869,
 
1032
  "left_pr_number": 45438,
1033
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1034
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1035
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1036
  "size_similarity": 0.126,
1037
  "breadth_similarity": 0.55,
1038
  "concentration_similarity": 0.858,
 
1054
  {
1055
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1056
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1057
+ "similarity": 0.332,
1058
+ "content_similarity": 0.249,
1059
  "size_similarity": 0.509,
1060
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1061
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1072
  "left_pr_number": 45294,
1073
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1074
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1075
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1076
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1077
  "breadth_similarity": 0.225,
1078
  "concentration_similarity": 0.908,
 
1088
  {
1089
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1090
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1091
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1092
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1093
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1094
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1114
  45827
1115
  ],
1116
  "representative_pr_number": 45396,
1117
+ "average_similarity": 0.415,
1118
  "summary": "5 open PRs share weighted file overlap around `src/transformers/models/glm_image/modeling_glm_image.py`, `src/transformers/models/glm_image/modular_glm_image.py`, `src/transformers/models/glm4v/modeling_glm4v.py`; representative PR #45396.",
1119
  "shared_filenames": [
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1141
  "left_pr_number": 45396,
1142
  "right_pr_number": 45827,
1143
  "similarity": 0.551,
1144
+ "content_similarity": 0.58,
1145
  "size_similarity": 0.229,
1146
  "breadth_similarity": 0.615,
1147
  "concentration_similarity": 0.989,
 
1173
  {
1174
  "left_pr_number": 45396,
1175
  "right_pr_number": 45783,
1176
+ "similarity": 0.528,
1177
+ "content_similarity": 0.46,
1178
  "size_similarity": 0.761,
1179
  "breadth_similarity": 0.465,
1180
  "concentration_similarity": 0.919,
 
1239
  {
1240
  "left_pr_number": 44973,
1241
  "right_pr_number": 45827,
1242
+ "similarity": 0.461,
1243
  "content_similarity": 0.465,
1244
  "size_similarity": 0.047,
1245
  "breadth_similarity": 0.793,
 
1272
  {
1273
  "left_pr_number": 45783,
1274
  "right_pr_number": 45827,
1275
+ "similarity": 0.43,
1276
+ "content_similarity": 0.47,
1277
  "size_similarity": 0.174,
1278
  "breadth_similarity": 0.285,
1279
  "concentration_similarity": 0.929,
 
1305
  {
1306
  "left_pr_number": 41992,
1307
  "right_pr_number": 45783,
1308
+ "similarity": 0.418,
1309
+ "content_similarity": 0.259,
1310
  "size_similarity": 0.751,
1311
  "breadth_similarity": 0.851,
1312
  "concentration_similarity": 0.774,
 
1371
  {
1372
  "left_pr_number": 41992,
1373
  "right_pr_number": 45827,
1374
+ "similarity": 0.317,
1375
+ "content_similarity": 0.316,
1376
  "size_similarity": 0.131,
1377
  "breadth_similarity": 0.335,
1378
  "concentration_similarity": 0.845,
 
1497
  "left_pr_number": 44974,
1498
  "right_pr_number": 45635,
1499
  "similarity": 0.723,
1500
+ "content_similarity": 0.726,
1501
  "size_similarity": 0.59,
1502
  "breadth_similarity": 0.8,
1503
  "concentration_similarity": 0.929,
 
1833
  44682
1834
  ],
1835
  "representative_pr_number": 43836,
1836
+ "average_similarity": 0.561,
1837
  "summary": "4 open PRs share weighted file overlap around `src/transformers/cli/serve.py`; representative PR #43836.",
1838
  "shared_filenames": [
1839
  "src/transformers/cli/serve.py"
 
1847
  {
1848
  "left_pr_number": 43656,
1849
  "right_pr_number": 43836,
1850
+ "similarity": 0.688,
1851
+ "content_similarity": 0.743,
1852
  "size_similarity": 0.121,
1853
  "breadth_similarity": 1.0,
1854
  "concentration_similarity": 1.0,
 
1864
  {
1865
  "left_pr_number": 43836,
1866
  "right_pr_number": 43842,
1867
+ "similarity": 0.613,
1868
+ "content_similarity": 0.656,
1869
  "size_similarity": 0.027,
1870
  "breadth_similarity": 1.0,
1871
  "concentration_similarity": 1.0,
 
1881
  {
1882
  "left_pr_number": 43836,
1883
  "right_pr_number": 44682,
1884
+ "similarity": 0.609,
1885
+ "content_similarity": 0.657,
1886
  "size_similarity": 0.398,
1887
  "breadth_similarity": 0.5,
1888
  "concentration_similarity": 0.802,
 
1898
  {
1899
  "left_pr_number": 43656,
1900
  "right_pr_number": 43842,
1901
+ "similarity": 0.592,
1902
+ "content_similarity": 0.583,
1903
  "size_similarity": 0.222,
1904
  "breadth_similarity": 1.0,
1905
  "concentration_similarity": 1.0,
 
1915
  {
1916
  "left_pr_number": 43656,
1917
  "right_pr_number": 44682,
1918
+ "similarity": 0.446,
1919
+ "content_similarity": 0.498,
1920
  "size_similarity": 0.048,
1921
  "breadth_similarity": 0.5,
1922
  "concentration_similarity": 0.802,
 
1932
  {
1933
  "left_pr_number": 43842,
1934
  "right_pr_number": 44682,
1935
+ "similarity": 0.416,
1936
+ "content_similarity": 0.463,
1937
  "size_similarity": 0.011,
1938
  "breadth_similarity": 0.5,
1939
  "concentration_similarity": 0.802,
 
1957
  45655
1958
  ],
1959
  "representative_pr_number": 45342,
1960
+ "average_similarity": 0.471,
1961
  "summary": "4 open PRs share weighted file overlap around `src/transformers/modeling_utils.py`; representative PR #45342.",
1962
  "shared_filenames": [
1963
  "src/transformers/modeling_utils.py"
 
1970
  {
1971
  "left_pr_number": 45342,
1972
  "right_pr_number": 45655,
1973
+ "similarity": 0.839,
1974
+ "content_similarity": 0.794,
1975
  "size_similarity": 0.889,
1976
  "breadth_similarity": 1.0,
1977
  "concentration_similarity": 1.0,
 
1986
  {
1987
  "left_pr_number": 45342,
1988
  "right_pr_number": 45649,
1989
+ "similarity": 0.472,
1990
+ "content_similarity": 0.326,
1991
  "size_similarity": 0.625,
1992
  "breadth_similarity": 1.0,
1993
  "concentration_similarity": 1.0,
 
2002
  {
2003
  "left_pr_number": 45649,
2004
  "right_pr_number": 45655,
2005
+ "similarity": 0.458,
2006
+ "content_similarity": 0.32,
2007
  "size_similarity": 0.556,
2008
  "breadth_similarity": 1.0,
2009
  "concentration_similarity": 1.0,
 
2018
  {
2019
  "left_pr_number": 45548,
2020
  "right_pr_number": 45649,
2021
+ "similarity": 0.364,
2022
+ "content_similarity": 0.319,
2023
  "size_similarity": 0.106,
2024
  "breadth_similarity": 0.75,
2025
  "concentration_similarity": 1.0,
 
2034
  {
2035
  "left_pr_number": 45342,
2036
  "right_pr_number": 45548,
2037
+ "similarity": 0.347,
2038
+ "content_similarity": 0.281,
2039
  "size_similarity": 0.17,
2040
  "breadth_similarity": 0.75,
2041
  "concentration_similarity": 1.0,
 
2050
  {
2051
  "left_pr_number": 45548,
2052
  "right_pr_number": 45655,
2053
+ "similarity": 0.347,
2054
+ "content_similarity": 0.276,
2055
  "size_similarity": 0.191,
2056
  "breadth_similarity": 0.75,
2057
  "concentration_similarity": 1.0,
 
2263
  "left_pr_number": 41606,
2264
  "right_pr_number": 45422,
2265
  "similarity": 0.5,
2266
+ "content_similarity": 0.423,
2267
  "size_similarity": 0.569,
2268
  "breadth_similarity": 0.75,
2269
  "concentration_similarity": 0.881,
 
2606
  }
2607
  ]
2608
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2609
  {
2610
  "cluster_id": "pr-scope-43875-3",
2611
  "pr_numbers": [
 
2614
  45846
2615
  ],
2616
  "representative_pr_number": 43875,
2617
+ "average_similarity": 0.423,
2618
  "summary": "3 open PRs share weighted file overlap around `src/transformers/cache_utils.py`, `tests/utils/test_cache_utils.py`; representative PR #43875.",
2619
  "shared_filenames": [
2620
  "src/transformers/cache_utils.py",
 
2630
  {
2631
  "left_pr_number": 43875,
2632
  "right_pr_number": 45846,
2633
+ "similarity": 0.573,
2634
+ "content_similarity": 0.585,
2635
+ "size_similarity": 0.101,
2636
  "breadth_similarity": 1.0,
2637
+ "concentration_similarity": 0.963,
2638
  "shared_filenames": [
2639
  "src/transformers/cache_utils.py",
2640
  "tests/utils/test_cache_utils.py"
 
2649
  {
2650
  "left_pr_number": 43875,
2651
  "right_pr_number": 44893,
2652
+ "similarity": 0.365,
2653
+ "content_similarity": 0.283,
2654
  "size_similarity": 0.581,
2655
  "breadth_similarity": 0.5,
2656
  "concentration_similarity": 0.581,
 
2665
  {
2666
  "left_pr_number": 44893,
2667
  "right_pr_number": 45846,
2668
+ "similarity": 0.333,
2669
+ "content_similarity": 0.352,
2670
+ "size_similarity": 0.059,
2671
  "breadth_similarity": 0.5,
2672
+ "concentration_similarity": 0.544,
2673
  "shared_filenames": [
2674
  "src/transformers/cache_utils.py"
2675
  ],
 
2688
  45524
2689
  ],
2690
  "representative_pr_number": 44615,
2691
+ "average_similarity": 0.407,
2692
  "summary": "3 open PRs share weighted file overlap around `src/transformers/utils/import_utils.py`; representative PR #44615.",
2693
  "shared_filenames": [
2694
  "src/transformers/utils/import_utils.py"
 
2702
  {
2703
  "left_pr_number": 44615,
2704
  "right_pr_number": 45524,
2705
+ "similarity": 0.424,
2706
+ "content_similarity": 0.343,
2707
  "size_similarity": 0.229,
2708
  "breadth_similarity": 1.0,
2709
  "concentration_similarity": 1.0,
 
2719
  {
2720
  "left_pr_number": 44385,
2721
  "right_pr_number": 44615,
2722
+ "similarity": 0.412,
2723
+ "content_similarity": 0.342,
2724
  "size_similarity": 0.371,
2725
  "breadth_similarity": 0.667,
2726
  "concentration_similarity": 1.0,
 
2736
  {
2737
  "left_pr_number": 44385,
2738
  "right_pr_number": 45524,
2739
+ "similarity": 0.386,
2740
+ "content_similarity": 0.253,
2741
  "size_similarity": 0.615,
2742
  "breadth_similarity": 0.667,
2743
  "concentration_similarity": 1.0,
 
2760
  44550
2761
  ],
2762
  "representative_pr_number": 44550,
2763
+ "average_similarity": 0.369,
2764
  "summary": "3 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
2765
  "shared_filenames": [],
2766
  "shared_directories": [
 
2773
  {
2774
  "left_pr_number": 33686,
2775
  "right_pr_number": 44550,
2776
+ "similarity": 0.392,
2777
+ "content_similarity": 0.132,
2778
  "size_similarity": 1.0,
2779
  "breadth_similarity": 1.0,
2780
  "concentration_similarity": 1.0,
 
2789
  {
2790
  "left_pr_number": 44407,
2791
  "right_pr_number": 44550,
2792
+ "similarity": 0.363,
2793
+ "content_similarity": 0.099,
2794
  "size_similarity": 0.957,
2795
  "breadth_similarity": 1.0,
2796
  "concentration_similarity": 1.0,
 
2804
  {
2805
  "left_pr_number": 33686,
2806
  "right_pr_number": 44407,
2807
+ "similarity": 0.351,
2808
+ "content_similarity": 0.083,
2809
  "size_similarity": 0.957,
2810
  "breadth_similarity": 1.0,
2811
  "concentration_similarity": 1.0,
 
3148
  45645
3149
  ],
3150
  "representative_pr_number": 45639,
3151
+ "average_similarity": 0.782,
3152
  "summary": "2 open PRs share weighted file overlap around `tests/utils/test_testing_utils.py`, `src/transformers/testing_utils.py`; representative PR #45639.",
3153
  "shared_filenames": [
3154
  "tests/utils/test_testing_utils.py",
 
3164
  {
3165
  "left_pr_number": 45639,
3166
  "right_pr_number": 45645,
3167
+ "similarity": 0.782,
3168
  "content_similarity": 0.844,
3169
  "size_similarity": 0.646,
3170
  "breadth_similarity": 0.5,
 
3189
  45523
3190
  ],
3191
  "representative_pr_number": 41901,
3192
+ "average_similarity": 0.718,
3193
  "summary": "2 open PRs share weighted file overlap around `src/transformers/integrations/executorch.py`; representative PR #41901.",
3194
  "shared_filenames": [
3195
  "src/transformers/integrations/executorch.py"
 
3203
  {
3204
  "left_pr_number": 41901,
3205
  "right_pr_number": 45523,
3206
+ "similarity": 0.718,
3207
  "content_similarity": 0.778,
3208
  "size_similarity": 0.158,
3209
  "breadth_similarity": 1.0,
 
3374
  "left_pr_number": 43779,
3375
  "right_pr_number": 43816,
3376
  "similarity": 0.667,
3377
+ "content_similarity": 0.685,
3378
  "size_similarity": 0.25,
3379
  "breadth_similarity": 1.0,
3380
  "concentration_similarity": 1.0,
 
3396
  45627
3397
  ],
3398
  "representative_pr_number": 42668,
3399
+ "average_similarity": 0.664,
3400
  "summary": "2 open PRs share weighted file overlap around `tests/models/auto/test_processor_auto.py`, `src/transformers/processing_utils.py`; representative PR #42668.",
3401
  "shared_filenames": [
3402
  "tests/models/auto/test_processor_auto.py",
 
3413
  {
3414
  "left_pr_number": 42668,
3415
  "right_pr_number": 45627,
3416
+ "similarity": 0.664,
3417
+ "content_similarity": 0.809,
3418
  "size_similarity": 0.189,
3419
  "breadth_similarity": 0.216,
3420
  "concentration_similarity": 0.952,
 
3469
  }
3470
  ]
3471
  },
3472
+ {
3473
+ "cluster_id": "pr-scope-45167-2",
3474
+ "pr_numbers": [
3475
+ 45167,
3476
+ 45849
3477
+ ],
3478
+ "representative_pr_number": 45167,
3479
+ "average_similarity": 0.565,
3480
+ "summary": "2 open PRs share weighted file overlap around `src/transformers/utils/chat_template_utils.py`; representative PR #45167.",
3481
+ "shared_filenames": [
3482
+ "src/transformers/utils/chat_template_utils.py"
3483
+ ],
3484
+ "shared_directories": [
3485
+ "src/transformers/utils",
3486
+ "src/transformers",
3487
+ "src"
3488
+ ],
3489
+ "pairwise": [
3490
+ {
3491
+ "left_pr_number": 45167,
3492
+ "right_pr_number": 45849,
3493
+ "similarity": 0.565,
3494
+ "content_similarity": 0.467,
3495
+ "size_similarity": 0.591,
3496
+ "breadth_similarity": 1.0,
3497
+ "concentration_similarity": 1.0,
3498
+ "shared_filenames": [
3499
+ "src/transformers/utils/chat_template_utils.py"
3500
+ ],
3501
+ "shared_directories": [
3502
+ "src/transformers/utils",
3503
+ "src/transformers",
3504
+ "src"
3505
+ ]
3506
+ }
3507
+ ]
3508
+ },
3509
  {
3510
  "cluster_id": "pr-scope-44101-2",
3511
  "pr_numbers": [
 
3513
  44116
3514
  ],
3515
  "representative_pr_number": 44101,
3516
+ "average_similarity": 0.554,
3517
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/flaubert/modeling_flaubert.py`; representative PR #44101.",
3518
  "shared_filenames": [
3519
  "src/transformers/models/flaubert/modeling_flaubert.py"
 
3528
  {
3529
  "left_pr_number": 44101,
3530
  "right_pr_number": 44116,
3531
+ "similarity": 0.554,
3532
  "content_similarity": 0.615,
3533
  "size_similarity": 0.319,
3534
  "breadth_similarity": 0.5,
 
3665
  45720
3666
  ],
3667
  "representative_pr_number": 44114,
3668
+ "average_similarity": 0.515,
3669
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/data2vec/modeling_data2vec_audio.py`, `src/transformers/models/hubert/modeling_hubert.py`, `src/transformers/models/unispeech/modeling_unispeech.py`; representative PR #44114.",
3670
  "shared_filenames": [
3671
  "src/transformers/models/data2vec/modeling_data2vec_audio.py",
 
3691
  {
3692
  "left_pr_number": 44114,
3693
  "right_pr_number": 45720,
3694
+ "similarity": 0.515,
3695
+ "content_similarity": 0.443,
3696
  "size_similarity": 0.549,
3697
  "breadth_similarity": 0.727,
3698
  "concentration_similarity": 0.999,
 
3786
  "left_pr_number": 45056,
3787
  "right_pr_number": 45128,
3788
  "similarity": 0.498,
3789
+ "content_similarity": 0.391,
3790
  "size_similarity": 0.669,
3791
  "breadth_similarity": 0.875,
3792
  "concentration_similarity": 0.724,
 
3808
  45333
3809
  ],
3810
  "representative_pr_number": 45332,
3811
+ "average_similarity": 0.497,
3812
  "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.",
3813
  "shared_filenames": [
3814
  "src/transformers/heterogeneity/__init__.py",
 
3828
  {
3829
  "left_pr_number": 45332,
3830
  "right_pr_number": 45333,
3831
+ "similarity": 0.497,
3832
+ "content_similarity": 0.528,
3833
  "size_similarity": 0.215,
3834
  "breadth_similarity": 0.479,
3835
  "concentration_similarity": 0.945,
 
3945
  45513
3946
  ],
3947
  "representative_pr_number": 45034,
3948
+ "average_similarity": 0.479,
3949
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/qwen3_next/modular_qwen3_next.py`, `tests/models/qwen3_5/test_modeling_qwen3_5.py`, `src/transformers/models/qwen3_next/modeling_qwen3_next.py`; representative PR #45034.",
3950
  "shared_filenames": [
3951
  "src/transformers/models/qwen3_next/modular_qwen3_next.py",
 
3968
  {
3969
  "left_pr_number": 45034,
3970
  "right_pr_number": 45513,
3971
+ "similarity": 0.479,
3972
+ "content_similarity": 0.453,
3973
  "size_similarity": 0.295,
3974
  "breadth_similarity": 0.829,
3975
  "concentration_similarity": 0.707,
 
4000
  44339
4001
  ],
4002
  "representative_pr_number": 41356,
4003
+ "average_similarity": 0.44,
4004
  "summary": "2 open PRs share weighted file overlap around `docs/source/en/model_doc/deimv2.md`, `src/transformers/models/deimv2/__init__.py`, `src/transformers/models/deimv2/configuration_deimv2.py`; representative PR #41356.",
4005
  "shared_filenames": [
4006
  "docs/source/en/model_doc/deimv2.md",
 
4024
  {
4025
  "left_pr_number": 41356,
4026
  "right_pr_number": 44339,
4027
+ "similarity": 0.44,
4028
+ "content_similarity": 0.477,
4029
  "size_similarity": 0.081,
4030
  "breadth_similarity": 0.444,
4031
  "concentration_similarity": 0.974,
 
4102
  45829
4103
  ],
4104
  "representative_pr_number": 44375,
4105
+ "average_similarity": 0.416,
4106
  "summary": "2 open PRs share weighted file overlap around `docs/source/en/model_doc/rf_detr.md`, `src/transformers/models/rf_detr/configuration_rf_detr.py`, `src/transformers/models/rf_detr/modeling_rf_detr.py`; representative PR #44375.",
4107
  "shared_filenames": [
4108
  "docs/source/en/model_doc/rf_detr.md",
 
4124
  {
4125
  "left_pr_number": 44375,
4126
  "right_pr_number": 45829,
4127
+ "similarity": 0.416,
4128
+ "content_similarity": 0.502,
4129
  "size_similarity": 0.004,
4130
  "breadth_similarity": 0.206,
4131
  "concentration_similarity": 0.855,
 
4190
  44981
4191
  ],
4192
  "representative_pr_number": 44889,
4193
+ "average_similarity": 0.401,
4194
  "summary": "2 open PRs share weighted file overlap around `src/transformers/trainer.py`; representative PR #44889.",
4195
  "shared_filenames": [
4196
  "src/transformers/trainer.py"
 
4205
  {
4206
  "left_pr_number": 44889,
4207
  "right_pr_number": 44981,
4208
+ "similarity": 0.401,
4209
+ "content_similarity": 0.159,
4210
  "size_similarity": 0.991,
4211
  "breadth_similarity": 1.0,
4212
  "concentration_similarity": 0.812,
 
4309
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